From 508a4f2aac4e8162f2ecbe1a1f7ebf13829b9ae9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Sun, 8 Nov 2020 17:36:55 +0100
Subject: [PATCH 01/14] docs: Remove tutorial 02 part 2

---
 doc/sphinx/introduction.rst                   |   2 +-
 .../02-charged_system-2.ipynb                 | 502 ------------------
 .../02-charged_system/CMakeLists.txt          |  16 +-
 .../02-charged_system/figures/nacl-rdf.pdf    | Bin 8442 -> 0 bytes
 .../02-charged_system/figures/nacl_units.jpg  | Bin 88931 -> 0 bytes
 .../figures/nacl_units_confined.jpg           | Bin 116946 -> 0 bytes
 .../02-charged_system/figures/salt.png        | Bin 262543 -> 0 bytes
 .../02-charged_system/scripts/nacl.py         | 158 ------
 .../02-charged_system/scripts/nacl_units.py   | 172 ------
 .../scripts/nacl_units_confined.py            | 183 -------
 .../scripts/nacl_units_confined_vis.py        | 179 -------
 .../scripts/nacl_units_vis.py                 | 182 -------
 doc/tutorials/Readme.rst                      |   2 +-
 testsuite/scripts/tutorials/CMakeLists.txt    |   6 -
 .../tutorials/test_02-charged_system-2.py     |  43 --
 .../test_02-charged_system__scripts__nacl.py  |  37 --
 ..._02-charged_system__scripts__nacl_units.py |  42 --
 ...ed_system__scripts__nacl_units_confined.py |  40 --
 ...ystem__scripts__nacl_units_confined_vis.py |  43 --
 ...charged_system__scripts__nacl_units_vis.py |  43 --
 20 files changed, 3 insertions(+), 1647 deletions(-)
 delete mode 100644 doc/tutorials/02-charged_system/02-charged_system-2.ipynb
 delete mode 100644 doc/tutorials/02-charged_system/figures/nacl-rdf.pdf
 delete mode 100644 doc/tutorials/02-charged_system/figures/nacl_units.jpg
 delete mode 100644 doc/tutorials/02-charged_system/figures/nacl_units_confined.jpg
 delete mode 100644 doc/tutorials/02-charged_system/figures/salt.png
 delete mode 100644 doc/tutorials/02-charged_system/scripts/nacl.py
 delete mode 100644 doc/tutorials/02-charged_system/scripts/nacl_units.py
 delete mode 100644 doc/tutorials/02-charged_system/scripts/nacl_units_confined.py
 delete mode 100644 doc/tutorials/02-charged_system/scripts/nacl_units_confined_vis.py
 delete mode 100644 doc/tutorials/02-charged_system/scripts/nacl_units_vis.py
 delete mode 100644 testsuite/scripts/tutorials/test_02-charged_system-2.py
 delete mode 100644 testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl.py
 delete mode 100644 testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units.py
 delete mode 100644 testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined.py
 delete mode 100644 testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined_vis.py
 delete mode 100644 testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_vis.py

diff --git a/doc/sphinx/introduction.rst b/doc/sphinx/introduction.rst
index 03b7d18ba4e..cec7d28561c 100644
--- a/doc/sphinx/introduction.rst
+++ b/doc/sphinx/introduction.rst
@@ -292,7 +292,7 @@ directory :file:`/doc/tutorials` or `online on GitHub <https://github.com/espres
 Currently, the following tutorials are available:
 
 * :file:`01-lennard_jones`: Modelling of a single-component and a two-component Lennard-Jones liquid.
-* :file:`02-charged_system`: Modelling of charged systems such as ionic crystals.
+* :file:`02-charged_system`: Modelling of ion condensation around a charged rod.
 * :file:`04-lattice_boltzmann`: Simulations including hydrodynamic interactions using the lattice-Boltzmann method.
 * :file:`05-raspberry_electrophoresis`: Extended objects in a lattice-Boltzmann fluid, raspberry particles.
 * :file:`06-active_matter`: Modelling of self-propelling particles.
diff --git a/doc/tutorials/02-charged_system/02-charged_system-2.ipynb b/doc/tutorials/02-charged_system/02-charged_system-2.ipynb
deleted file mode 100644
index c19b514fc21..00000000000
--- a/doc/tutorials/02-charged_system/02-charged_system-2.ipynb
+++ /dev/null
@@ -1,502 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Tutorial 2: A Simple Charged System, Part 2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## 7 2D Electrostatics and Constraints\n",
-    "\n",
-    "In this section, we use the parametrized NaCl system from the last task to simulate a molten salt in a\n",
-    "parallel plate capacitor with and without applied electric field. We have to extend our simulation by several aspects:"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Confinement\n",
-    "\n",
-    "**ESPResSo** features a number of basic shapes like cylinders, walls or spheres to simulate confined systems.\n",
-    "Here, we use two walls at $z = 0$ and $z = L_z$ for the parallel plate setup ($L_z$: box length in $z$-direction)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### 2D-Electrostatics\n",
-    "\n",
-    "**ESPResSo** also has a number of ways to account for the unwanted electrostatic interaction in the now non-periodic $z$-dimension.\n",
-    "We use the 3D-periodic P$^3$M algorithm in combination with the Electrostatic Layer Correction (ELC). \n",
-    "ELC subtracts the forces caused by the periodic images in the $z$-dimension. Another way would be to use the explicit 2D-electrostatics algorithm\n",
-    "MMM2D, also available in **ESPResSo**."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Electric Field\n",
-    "\n",
-    "The simple geometry of the system allows us to treat an electric field in $z$-direction as a homogeneous force.\n",
-    "Note that we use inert walls here and don't take into account the dielectric contrast caused by metal electrodes."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Parameters\n",
-    "\n",
-    "For our molten NaCl, we use a temperature $100 \\ \\mathrm{K}$ above the melting point ($1198.3 \\ \\mathrm{K}$) \n",
-    "and an approximated density of $\\rho = 1.1138 \\ \\mathrm{u \\mathring{A}}$$^{-3}$ found in [1].\n",
-    "\n",
-    "Let's walk through the python script. We need additional imports for the wall shapes and the ELC algorithm:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from espressomd import System, electrostatics, electrostatic_extensions\n",
-    "from espressomd.shapes import Wall\n",
-    "import espressomd\n",
-    "import numpy"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "If we target a liquid system, we should not set up the particles in a lattice, \n",
-    "as this introduces unwanted structure in the starting configuration.\n",
-    "We define our system size by the number of particles and the density.\n",
-    "The system parameters lead to the following values:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "required_features = [\"EXTERNAL_FORCES\", \"MASS\", \"ELECTROSTATICS\", \"LENNARD_JONES\"]\n",
-    "espressomd.assert_features(required_features)\n",
-    "print(espressomd.features())\n",
-    "\n",
-    "# System parameters\n",
-    "n_part = 1000\n",
-    "n_ionpairs = n_part / 2\n",
-    "density = 1.1138\n",
-    "time_step = 0.001823\n",
-    "temp = 1198.3\n",
-    "gamma = 50\n",
-    "k_B = 1.380649e-23  # units of [J/K]\n",
-    "q_e = 1.602176634e-19  # units of [C]\n",
-    "epsilon_0 = 8.8541878128e-12  # units of [C^2/J/m]\n",
-    "coulomb_prefactor = q_e**2 / (4 * numpy.pi * epsilon_0) * 1e10\n",
-    "l_bjerrum = 0.885**2 * coulomb_prefactor / (k_B * temp)\n",
-    "wall_margin = 0.5\n",
-    "Ez = 0\n",
-    "\n",
-    "num_steps_equilibration = 3000\n",
-    "num_configs = 200\n",
-    "integ_steps_per_config = 100"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We save the force field parameters in python dictionaries, now with parameters for the walls:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Particle parameters\n",
-    "types       = {\"Cl\":          0, \"Na\": 1, \"Electrode\": 2}\n",
-    "numbers     = {\"Cl\": n_ionpairs, \"Na\": n_ionpairs}\n",
-    "charges     = {\"Cl\":       -1.0, \"Na\": 1.0}\n",
-    "lj_sigmas   = {\"Cl\":       3.85, \"Na\": 2.52,  \"Electrode\": 3.37}\n",
-    "lj_epsilons = {\"Cl\":     192.45, \"Na\": 17.44, \"Electrode\": 24.72}\n",
-    "\n",
-    "lj_cuts     = {\"Cl\":        3.0 * lj_sigmas[\"Cl\"],\n",
-    "               \"Na\":        3.0 * lj_sigmas[\"Na\"],\n",
-    "               \"Electrode\": 3.0 * lj_sigmas[\"Electrode\"]}\n",
-    "\n",
-    "masses      = {\"Cl\":  35.453, \"Na\": 22.99, \"Electrode\": 12.01}"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "To finally calculate the box size, we take into account the diameter of the electrode interaction.\n",
-    "Additionally, ELC needs a particle-free gap in the $z$-direction behind the wall."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Setup System\n",
-    "box_l = (n_ionpairs * sum(masses.values()) / density)**(1. / 3.)\n",
-    "box_z = box_l + 2.0 * (lj_sigmas[\"Electrode\"] + wall_margin)\n",
-    "elc_gap = box_z * 0.15\n",
-    "system = System(box_l=[box_l, box_l, box_z + elc_gap])\n",
-    "box_volume = numpy.prod([box_l, box_l, box_z])\n",
-    "\n",
-    "system.periodicity = [True, True, True]\n",
-    "system.time_step = time_step\n",
-    "system.cell_system.skin = 0.3"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the next snippet, we add the walls to our system. Our constraint takes two arguments: \n",
-    "First the <tt>shape</tt>, in our case a simple plane defined by its normal vector and the distance from the origin, \n",
-    "second the <tt>particle_type</tt>, which is used to set up the interaction between particles and constraints."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Walls\n",
-    "system.constraints.add(shape=Wall(dist=wall_margin, normal=[0, 0, 1]),\n",
-    "                       particle_type=types[\"Electrode\"])\n",
-    "system.constraints.add(shape=Wall(dist=-(box_z - wall_margin), normal=[0, 0, -1]),\n",
-    "                       particle_type=types[\"Electrode\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now we place the particles at random position without overlap with the walls:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Place particles\n",
-    "for i in range(int(n_ionpairs)):\n",
-    "    p = numpy.random.random(3) * box_l\n",
-    "    p[2] += lj_sigmas[\"Electrode\"]\n",
-    "    system.part.add(id=len(system.part), type=types[\"Cl\"],\n",
-    "                    pos=p, q=charges[\"Cl\"], mass=masses[\"Cl\"])\n",
-    "for i in range(int(n_ionpairs)):\n",
-    "    p = numpy.random.random(3) * box_l\n",
-    "    p[2] += lj_sigmas[\"Electrode\"]\n",
-    "    system.part.add(id=len(system.part), type=types[\"Na\"],\n",
-    "                    pos=p, q=charges[\"Na\"], mass=masses[\"Na\"])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The scheme to set up the Lennard-Jones interaction is the same as before, \n",
-    "extended by the Electrode-Ion interactions:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Lennard-Jones interactions parameters\n",
-    "\n",
-    "def combination_rule_epsilon(rule, eps1, eps2):\n",
-    "    if rule == \"Lorentz\":\n",
-    "        return (eps1 * eps2)**0.5\n",
-    "    else:\n",
-    "        return ValueError(\"No combination rule defined\")\n",
-    "\n",
-    "def combination_rule_sigma(rule, sig1, sig2):\n",
-    "    if rule == \"Berthelot\":\n",
-    "        return (sig1 + sig2) * 0.5\n",
-    "    else:\n",
-    "        return ValueError(\"No combination rule defined\")\n",
-    "\n",
-    "for s in [[\"Cl\", \"Na\"], [\"Cl\", \"Cl\"], [\"Na\", \"Na\"],\n",
-    "          [\"Na\", \"Electrode\"], [\"Cl\", \"Electrode\"]]:\n",
-    "    lj_sig = combination_rule_sigma(\"Berthelot\",\n",
-    "                                    lj_sigmas[s[0]], lj_sigmas[s[1]])\n",
-    "    lj_cut = combination_rule_sigma(\"Berthelot\",\n",
-    "                                    lj_cuts[s[0]], lj_cuts[s[1]])\n",
-    "    lj_eps = combination_rule_epsilon(\"Lorentz\",\n",
-    "                                      lj_epsilons[s[0]], lj_epsilons[s[1]])\n",
-    "\n",
-    "    system.non_bonded_inter[types[s[0]], types[s[1]]].lennard_jones.set_params(\n",
-    "        epsilon=lj_eps, sigma=lj_sig, cutoff=lj_cut, shift=\"auto\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Next is the Lennard-Jones equilibration, followed by the thermostat:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "energy = system.analysis.energy()\n",
-    "print(\"Before Minimization: E_total = {:.3e}\".format(energy['total']))\n",
-    "system.integrator.set_steepest_descent(f_max=10, gamma=10,\n",
-    "                                       max_displacement=0.01)\n",
-    "system.integrator.run(2000)\n",
-    "system.integrator.set_vv()\n",
-    "energy = system.analysis.energy()\n",
-    "print(\"After Minimization: E_total = {:.3e}\".format(energy['total']))\n",
-    "\n",
-    "# Set thermostat\n",
-    "system.thermostat.set_langevin(kT=temp, gamma=gamma, seed=42)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "As described, we use P$^3$M in combination with ELC to account for the 2D-periodicity. \n",
-    "ELC is also added to the <tt>actors</tt> of the system and takes *gap size* and *maximum\n",
-    "pairwise errors* as arguments."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Tuning Electrostatics\n",
-    "p3m = electrostatics.P3M(prefactor=l_bjerrum * temp,\n",
-    "                         accuracy=1e-2)\n",
-    "system.actors.add(p3m)\n",
-    "elc = electrostatic_extensions.ELC(gap_size=elc_gap,\n",
-    "                                   maxPWerror=1e-3)\n",
-    "system.actors.add(elc)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "For now, our electric field is zero, but we want to switch it on later.\n",
-    "Here we run over all particles and set an external force on the charges caused \n",
-    "by the field:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for p in system.part:\n",
-    "    p.ext_force = [0, 0, Ez * p.q]"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This is followed by our standard temperature equilibration:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Temperature Equilibration\n",
-    "system.time = 0.0\n",
-    "for i in range(int(num_steps_equilibration / 100)):\n",
-    "    energy = system.analysis.energy()\n",
-    "    temp_measured = energy['kinetic'] / ((3.0 / 2.0) * n_part)\n",
-    "    print(\"progress={:.0f}%, t={:.1f}, E_total={:.2f}, E_coulomb={:.2f}, T={:.4f}\"\n",
-    "          .format(i * 100. / int(num_steps_equilibration / 100 - 1), system.time,\n",
-    "                  energy['total'], energy['coulomb'], temp_measured), end='\\r')\n",
-    "    system.integrator.run(100)\n",
-    "\n",
-    "print()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In the integration loop, we like to measure the density profile for both ion species along the $z$-direction.\n",
-    "We use a simple histogram analysis to accumulate the density data. Integration takes a while."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Integration\n",
-    "bins = 100\n",
-    "z_dens_na = numpy.zeros(bins)\n",
-    "z_dens_cl = numpy.zeros(bins)\n",
-    "system.time = 0.0\n",
-    "cnt = 0\n",
-    "\n",
-    "for i in range(num_configs):\n",
-    "    print('progress: {:>3.0f}%'.format(i * 100. / num_configs), end='\\r')\n",
-    "    energy = system.analysis.energy()\n",
-    "    temp_measured = energy['kinetic'] / ((3.0 / 2.0) * n_part)\n",
-    "    system.integrator.run(integ_steps_per_config)\n",
-    "\n",
-    "    for p in system.part:\n",
-    "        bz = int(p.pos[2] / box_z * bins)\n",
-    "        if p.type == types[\"Na\"]:\n",
-    "            z_dens_na[bz] += 1.0\n",
-    "        elif p.type == types[\"Cl\"]:\n",
-    "            z_dens_cl[bz] += 1.0\n",
-    "    cnt += 1\n",
-    "\n",
-    "print('progress: 100%')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Finally, we calculate the average, normalize the data with the bin volume and save it to\n",
-    "a file using NumPy's <tt>savetxt</tt> command."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Analysis\n",
-    "\n",
-    "# Average / Normalize with Volume\n",
-    "z_dens_na /= (cnt * box_volume / bins)\n",
-    "z_dens_cl /= (cnt * box_volume / bins)\n",
-    "z_values = numpy.linspace(0, box_l, num=bins)\n",
-    "res = numpy.column_stack((z_values, z_dens_na, z_dens_cl))\n",
-    "numpy.savetxt(\"z_density.data\", res,\n",
-    "              header=\"#z rho_na(z) rho_cl(z)\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Finally we can plot the density of the ions."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "plt.ion()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "plt.figure(figsize=(10, 6), dpi=80)\n",
-    "plt.plot(z_values, z_dens_na, label='Na')\n",
-    "plt.plot(z_values, z_dens_cl, label='Cl')\n",
-    "plt.xlabel('$z$-axis $(\\\\mathrm{\\\\AA})$', fontsize=20)\n",
-    "plt.ylabel('Density $(\\\\mathrm{u\\\\AA}^{-3})$', fontsize=20)\n",
-    "plt.legend(fontsize=16)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The resulting density plot is very noisy due to insufficient sampling, but should show a slight depletion of the smaller Na atoms\n",
-    "at the walls. Now try to put in an electric field that represents an applied voltage of $15 \\ \\mathrm{V}$ between the walls and compare the results.\n",
-    "The density data should show strong layering at the walls, decaying towards the system center.\n",
-    "The complete script is at <tt>/doc/tutorials/02-charged_system/scripts/nacl_units_confined.py.</tt>\n",
-    "In the interactive script <tt>nacl_units_confined_vis.py</tt>, you can increase/decrease the electric field with the keys *u/j* (at your own risk)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<figure>\n",
-    "    <img src='figures/nacl_units_confined.jpg' alt='missing' style=\"width: 800px;\"/>\n",
-    "    <center>\n",
-    "    <figcaption>Figure 4: Snapshot and densities along the $z$-axis with applied electric field for the ion species.</figcaption>\n",
-    "    </center>\n",
-    "</figure>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## References\n",
-    "\n",
-    "[1] Janz, G. J., Thermodynamic and Transport Properties of Molten Salts: Correlation Equations for Critically Evaluated Density, Surface Tension, Electrical Conductance, and Viscosity Data, *J. Phys. Chem. Ref. Data, 17*, Suppl. 2, 1988"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.6.8"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 1
-}
diff --git a/doc/tutorials/02-charged_system/CMakeLists.txt b/doc/tutorials/02-charged_system/CMakeLists.txt
index 73b3e499781..7cac089d979 100644
--- a/doc/tutorials/02-charged_system/CMakeLists.txt
+++ b/doc/tutorials/02-charged_system/CMakeLists.txt
@@ -2,21 +2,7 @@ configure_tutorial_target(
   TARGET
   tutorial_02
   DEPENDS
-  02-charged_system-1.ipynb
-  02-charged_system-2.ipynb
-  figures/nacl-rdf.pdf
-  figures/nacl_units_confined.jpg
-  figures/nacl_units.jpg
-  figures/salt.png
-  scripts/nacl.py
-  scripts/nacl_units_confined.py
-  scripts/nacl_units_confined_vis.py
-  scripts/nacl_units.py
-  scripts/nacl_units_vis.py)
+  02-charged_system-1.ipynb)
 
 nb_export(TARGET tutorial_02 SUFFIX "1" FILE "02-charged_system-1.ipynb"
           HTML_RUN)
-nb_export(
-  TARGET tutorial_02 SUFFIX "2" FILE "02-charged_system-2.ipynb" HTML_RUN
-  VAR_SUBST
-  "num_steps_equilibration=200;num_configs=50;integ_steps_per_config=100")
diff --git a/doc/tutorials/02-charged_system/figures/nacl-rdf.pdf b/doc/tutorials/02-charged_system/figures/nacl-rdf.pdf
deleted file mode 100644
index 7a3b6b5f5ea0504b05fbfd3ac1c8510021057c51..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 8442
zcmZ{KbzD^48m=g)41xjzk`B^c0z->5NO$J|Lk&3$9fEX92m&HVDcy}IJ<{DVlnmX?
z9lqmtzI)EOcmFecKWn|uerv70e!pkvR3xR@xY&6Bbe)?qSpZ%jClG380}vMGcmsB@
za<vBXp%FC>X^5RG*cr$nZD;BVmIRwaEx@9p02fzhu&F%&o>t_Ih-MRT*b;7e5pw+f
zckEM7MGi;P?>rZWzm6I0`R#P>olwrq*R)j;=S&zjEUIfVX7*Wf%f?ZMWu1oJTsJoV
zSgX25w#*}u(3>*f>%AMF<^G!+e9;>u^8B(PCVoTv`VFsNbc|a4)p<!w!ql~keBJI&
zo#f3yjNDCU%+2*fzAlEFGpbKFYmZ$rk4eX}{Z3CFM^cII?2po$${RzjeY`J6*N(>h
zPWxkSE<$4bP8HSstJ^LVMoza5Uz0vq{4SCIT<miQZt}Et7J>1ZRMb2(ptjQUedqZK
z#jaI$=e&57*i9r^T69wLi#(df^*t2r9s7q|aTC6Ry!g^ekJiIZf2Tauz5om@^sg@Q
zcZuIGkp852_hVSB2@NYL_8E&M-7iCeOm*+k^^+%|h4PVRmA(#qul%t&Eil^pm4{|H
zNEn!|&uFha1-ddvOXsoudnIK{@slEhE_vUNSl=D`CfX7LG9i*^Oe4auT9Gwh(J6Ia
zR#w((+|bUm^yAZRiFjp^xIrh4TC==|`QeTP@vF=5x^O06UiR-7nmNWCGEE;pNuK%`
zx4YhNdw}%?wzS{Bp|+-Kw3G@Q2TyO#OC-b=e`MXv13i0n|5DNOl~|En=pxE<a9PKu
zMKyZB`NUoPyY8K*gyLorr)xwui!4cS=1Sa?9eU+P379lyTPToJKvFu;Pp_=X>9x<V
z5y*Ex{xGu=al0{PtMWT#-=SQb>uW?Cdnml$8rIW0^Nj5<bMtgRK+{^k*wyrnd?Ve|
zJS(Zh8S?=!^ynLJ?H#|%wU+Z?v74j#L2dn=VS+a<QVfgA`T->?Gs)$w_BN$8N6eqx
z*C%#7(m4bOH;yXi5FxfTXO57`+Oa7sluDzr46WaBW%QiU#bq#(*<iI8Ry6$0=>Cs|
zkS9HuU$0mrves5idkHg(LpH69XpULlzBm@JZm?&WxBWFn;|}|XXT5`3OSc;+=)e1>
ziD~_=v%y@x$fvD`TXBI&oFR`|eTg4+r)!t+J#WCaP(NJFbi<qA(XE_*$CmpVl?$PN
zpApX4geCkg*r|QvGIx&8Ri}jZok{&&!p$=+l89#|1t|N+?Tu8{DKR;yeeCex8B<F1
zC@bT)1hs1{P!gDS1vc(e`p#;q7b^B$){XKXBvNgO6w0Wf#b;!8vLEZ}GS*^iM8??3
z<D0<-`_-1*=6!l>)m%e*(j@M3Khugkhlth?O`Gygn!l`r$uUSU2-8-*i&E~<PsLEJ
zL*Gz(Z++<=$ai#|x7FE4M&)prIP?p|pziDK_M2JXRIrhW-duy{(+2z|-P}dFh{6$V
zIsB~0mR=6RvEvCOhRyTw&o5jWH?_)j7!<Dy%ZmJb!?5^|K-K)R`mDAS#M}H|rU8*5
zQoyscJ-P8!oHOuZ&Em7iG<WywPDu<u-QP}@nXk4K-o)#UnAPy=f=bV?LWJKCb^YYs
z39~(YHa{TtW(r>AxD*d%+;hMdVO@mtMlN#)a~Yb!5142Cqlc5i&#SdLZ;q3u?6=`$
zCQj=ZJNvV*9VJARJ}Pc}D2>$fJHb<$7By0As(o3QyYE1G5y#m#95BK(WtN(|n*L~w
ziQDKgky8OSi(u1x@sNH{KegI?tCq%Fxl_6gAET(XMLN7vNn4pF<U+^{JOjQQ`!<f9
ze-HOTdL&YqRw}(LzS!Ms!|6lxctxT?5BM8IZ_=H6{Snog6YEC9I$LwxqHuL5iiw?l
zR!hB;{)UeIqVjov_9qIPK#y>!_Q>xSk=ilh2Bis}o)^+JR$Lhl_XR2+3c0n+&Q4R3
zD$h$&Fx!n>9Y<w|{(`$fx^iSD@=u(*j!5%JXgA_>+Q~_kppZsE<pqM0J3>b=B|HXO
zVG(wxE-aSI^c)f4iapoiF4K&A<?2w2iR~HqIc&*4d0@YR-{aID`TI$@L`b?kv?>+}
zQhFXg!quvjQ$v>4yb5;{Y0sJUoAdw~jO-n1cblF=a<PooIh-?%g_KCNM@F?qjI&_c
zaN#R6=US(kvEx3i`Ws;-ZM~6pt)at$xu*8v6{->{P~GyABfL4s$&7P&{nk=!S!!|3
zLFw$p-r-UAX9FF@aUq#sJDA8us?hUQ8&4}ks`1c0&u>qXqel<NLIfP1BRz<yLp;rS
z+iUdJd${|iBl5|$)O~Gr`}F(ZO^2~K{L6r;<~Z@>Y^S;RlDKO*iSBtfPM^s75kvy4
zR%0E0Yf)6mrF)HWVG^x2Hc;LP{+hkUjsS`JyFU5uzG=oM9UcdSZn=+%=B#&XsiVhn
zXzGGc*NBV>r!tCu{anzpg6J=Dfn$4D;gZ~?J40jhz3oVVkP)<UnE+atU(<Z#bU@i}
zTMByVxwf<U)5(ykzkx^KOPkl+w7{hM=3b-Y&FN`gzqM+y-&v#R4Ux8GgY<mCf%FW|
za{CIb{#9ID{xgqr<VIbeqIC9aoC)_@VkMbc9xC1)VsJ?IkI@nuGR<%^)q}&ivV7vV
zW~x<Yl18dFW~WxO{5GI0)gwT-RN_02JPBi)nZf)YPexoTaRPOBKPXtG+10fi^$3ww
zZSPS<ea+<(QAoBI2<zp;ZEAujxYK?WN2~-CRVByBjs(|YTxNaG$1|j8(EV6be%VGt
zFsiOiYhwnZ{W=fn{On1Ka(i<E%yiLd&nj(qB{*J=%cqJ4CA=_&jZ`{HX4!z2REQKF
zRZ~#Ylddc~F<w*VmTSaFB*G;>1F|I$WTxPOLjS<y&xys1Pj8|r8!kaH;#Ki5%&$aP
zU&fNU`ky`RFZNsNV;t>cv%|p{R%P`mP8w>-6*z0ew_CV>clSzlwOKbKtn{Ic09$MK
z$;HnAl&#*Ba$clmc{j=TlaLtsLQLANq>~GLw(R@Y(@2fMUk_jxj*d#3WEKwWgf+<Z
zmks`()MFuU#$qq;NjPLZwf1fyibb*X*R(yg=e}p-y?1c&vy(QOAa0+!L}TW71JaOh
z#<kP_X2LPQmy(<R%$r(a273xy!B)l^z+*o{HnvyG6`ne<ba}NnV9@+~n29A<683b!
zTaN~ZgGt<{Yg5lbK{&%QC7{J*j(O`~Vi)j`onz7nh1py7j;V8psrL|PEC@uLaUVj-
z-8cUnufIy9_w(@5eXKtI`30)v6BaperE-elu+Oi^wG;`(3J)&WVI*!5XZK8N>l~``
zeTQD&(@ds*;g4gDAgUTIRh-nc7BLF>Z_(E3L!W5Z+HlKc=#88M&SP~wsTkJbRC$kb
zU-<UAxY@xC<5(T^?Y3TYMbbQL$$RPYV%W_DpP0A^h(yP-OJUj<Zf%>FJal>Dt%cm@
zU{4$r1;Z3;yf`zO@A5X;Po^L^`6?Zph*?V0;}^w-8i0paWiKSFhl6A=^+y7yxWmX(
zkN1a}c6#7XE|cW-Q8YL^YGg;$6^FvYpY~ke<}+L>9fWke)AHY|;7`LfrOL?-5l}i6
z0T-0+MoVQHRtD0~?>r7!P5S68NVjda5HWwC`#e#n8*@s+Xj~O<7UUx&HP_m1(C8F+
zaF^>Q1xoAt&R;fnMm%u-U@vx!U<%%boj%oypdtnpsh&UGa>id;Rdf`IE~Dh=mi6gk
zlTvnfYXp_3)exn55}y%iI0g2Wtpd(AcL!FstAXIWkJEffOgMRT2H_$KjL4a%_PGNK
zX&eRNPQf`EN)6z-)Or@t4Bt96e5M708CGra{Glhm+RN>%e)jPzQ?;~c6M&0oI;nHY
znXr|c=QA92O`YE-RFYPApDvwv5}N~L!qS`(D8Y?)Tz!alhu?@y0TI4JBTOsa)Weo9
zK4+oin1>vD2Ka~}pA=a@6BR+ZdvDV+o470QSiM3)B3W2-oTu0h#s*82kRCB=f)6}+
z4fHzRk>eT~cnG!6IiA=U4jsBhV|Okmr~`^YU6kxE%f3kKJWAs+#EfF5028c8SdP2S
z<8&UxGb+ZF{V;U0JH;EREOc=s(rR^>V%u3=6d)NFL{LQ3%~l2xMuS4kv)VH8f~$w&
z4~j^lSy@+{r_{HLww(4TOHNF3x&yb$+^DI@Q#ty_OzV3*JIl;R++3m!33>$-$wLx8
zsRJ^+TSTZq&`x2ENZ4!|&Ds9R$%D?PN(5p1vF@mD@+%O>$<X7;3b)SZ588Z^oQ3C@
ze_~wstr_loz|W=QFEW|V4$>+HIFs2!CW05<Sc}*r1&P({r`Re`wGu=~(i)X|e1}JO
zpPBzmCwXV#+gty7GL&U3U|xaj;0?ut8n8M6U*CL&4qKu&ks1vXW}lP{j|`m>ci2Al
z!Pp3r6G@s7mkau=WoKz;4KS^6p6{Mx72ykVO10~ttmp-l$?iMo{otKKS3%#R;`Nll
zLQ8<lYWo``K%pQFhS>DneliU2`1r+&BeT_;AXVmtg(2}My<7%_xbjN@>WjPGq8Bln
zsi;E!(;mQ7W78O`wMf+8ZRF{BXeTTIk=K~V7@E9KJOYt%uD754(WA3lgt)t+Vn0g|
z;(C@#JL4dXAkCztX4|AcCDsK-Gf~hv_pp_q@-r7e$hSi!nqBQvgg@NsnQAi&0T?)`
z6V}A)w3QZ2gLY5KWH+FC-xsd7<Ziebu#?HN+1ZwGsf{MH<~~Jj>h%1s%$w04rdbs*
zlE{>w$dmnOFW~b!;9H5LPz}vkE|y~Un0?)5BMDy0tfJiMQpF=`r>%hMfngo*2rueq
z!%nf*>JA=;%2+O)q~nRciFq8xfeUTAOhiU^S0l?7^m+8S8!^qGo>*CQ6av|S_pE|P
zLj6PC2O^y<Oqr60Gn}D{F*-+ZT*GgN)Jr2(AKpp`9LPWarSQrcvvqrk!0mt_)SM|q
z9Z<ddPNKlc=vBn`ho{VTSzN){l3BvbZX!fM&#i=w&J&xj2Fgs&3KXu_jabc3o9o96
zs-vXJx^wARpKF&2YpM;$&_Pd}1<Fek5D?|Mnp~M^)5cs14cS2E8p}GNkh}JISnLcB
z5jJw+z;F5&f;*HUS<mvGdZ&!iX?ST_ua{5XVMQ$=&|6UCUzwMfD`I%hfc%v$D`sJ&
zEeN(_Jjj^Y7cA0mWlK#-&Juztpv%r04&!56oZg-YB-rWxA|((6Vwf!xC@xLtfz<pe
zM)m=stiom6L0yOZ20yTvs0Pjji&D1K)w<2GQQFfw7ODJfrfme6OjNJ*q;a|?&9Nzx
zb>!%#Bvy;^7#cfxF6cyfwpY_Nje@in24K1^Y*|F0rLVex_*|I?dF;+5hP=o(kLQiO
z$#z})>|+AzHQS<CNkZmPy5yry34=_xpOo}o^8S&Gm%-1YAI(qfy2?=R^n`mKhc?_B
z4p8NfXih^#feVs`3Havb8xm0UjAg1d(X}{mLOtc_uIR+HERmJDDXQN+d#Ozt)Z>)Y
zbl>DLmFZYt`W8`i%iFSFcfskUU6+W)3U)w5iDB`jPS<l%R>LDYDj6fmXXFdsgCyuf
ziYk4cFgU4Nh7TsJUNQ7^4A*S{Z?@L2jYu={>o;|7ZKgOlQA7d`Vu?SG4*f<2#-(d&
zy#y;SI)g!>w%Q+R%z3liP!W+q;S60XqN*I)-zowOwLFt$&a_&IwbGSusvOj~3{WHP
z6gEHjau!e#%J-B4AjB#%6<P}vr2FH49Dpgh6Z;6OZwx&xC~-(p3;9r*?pXPOSw@mT
zv_Uwj*O}E4HcU`mxcTl$5((RW-BO`zNe7V@cQ_2ucyxF-V6Tu^CCo%)u|N|aVDn}e
z3z52T9B>}^>)H1p)*W#Q1ZDcrB4U~T<r-#ps{&~<V{@EuWyjNK0)dsJaW{?GpCAR`
z7h`boq|Fef;yt`8EeDH0-1E=YFZdyFtB*2fsu6V%Y~{XrqteMWqW8a*v!jUg{9Ou%
z@c-;Tjc$j5(R+p4Dg|^ffpFoDcZ5ozAJ`FhXJEehFP8h_^Yrfr=p;o67A=Gln*0P&
zOGZ7+fIrA!C)3sGmYWKhDc;g8<2J(4`NDNsOLh2Ukuj>m122rMBrBQLN1eN0ytZu&
zPn7^~WZbm-(MALrTVJwmglh2n$Sh&-+?1zyA6#oKKk{e@+m82Z(A}+WpH`@Um8nR~
zbjQd7{}cV+{IOcQ;OZ{wDZ&B1O+(E!*yM{ymO_N=U!6Qo7G<><clb*<q6nt;gyq$e
z&vac>{Nn^>DbL2eXxJPMNt5RNgrJf@tI2Z}rh>t8Jbd1^tN3WXTqJNXcV@pnn)x%C
z6>s99#HJUKCT@sUiqMx$m>x|`_c_aJh4^r9!LoLRWpVw9Skr1*m243Vdx>|liH4fh
z50QdN+=5$49;o#yQ=~3quCrBTPf>W8)2q;u&a}<SW);OUdBo|3SEAlD69)xONxGWj
z_X<`IN!RqsA~R+EZoN_8&JWSql1g<eZj_q)e0>}Ize7U(PaZ$quJw2`p#)jx(B+b`
z?pE6jB1y_wR8pv2bXat3pM5*BX{W+#G|1fA6`f<C<ki!}E5dx<VH@yCzJ>5(#%3_6
z&4Xz$3&40sTrRUmg5E+EYf-0TJ0Z|s8cVYe2ZCeSdrI8P*!ib_jx-9EK;MXSjLqrE
zti|KYr?#3^AB+g_jdSW-ywXXU5-KvWmd%${8nCp%=$mx=_nM(>y6+;4!>#%HIjPJm
z%F>_eaD5+^FSYi95un+naTbcTfGG?~mI=7u4lJPVnf*~58AB$Vg)ciU_%ElorZS{*
zkyWc2WZIex6Es0&%I|EBxC<?05^dbW3Rl~m><k@y^s8{-NiIL%2ULb$_(KP;*FOAE
zeUUe_?;xTpBGmU<kCzs6`D!qPHh<5+y0vfpzSsAmX?k1LhV-4buT8Hj1HYv+1p@l9
zhO)%u(<=I&Mx#$X1Y6YTPd*~BvqD<Ov;0+z4^hxda@-@&G?s77#~yb1wS>_taHRrR
zY@pRob1FGR9e1;6423#KemOyZu88JadZ+GbVQ%y{CkxahP(zm;(&Pv;Nx@@G)M{oZ
z_DroVvs1+{swvd)N>Z^*p@;C;fVu^E$V!~T5;d|!Ean6~Nl)Not_uBW))<P)uM-EO
zH7E4#aX1tU0gcQ`<uf;xPBz*2bc+OgteL-b9zdXNRFOMHwU~cb%T2@W9E3BPW4xm$
zzCKTF0HO1$Atc*#A*$imozUDJ<*SDOd})nMqNmfEq7^?9sub=%Cc4n|LybKTz1yZz
zwVxoXh>f>i)oeB%oj);C)UH>X9W}|H)8?HBDmKJjRg_bboA_EyVWyaDt-6QR{Pq6u
zpPb7p?=U~JdK++v8lOwSb8^r5mea&D8lRb-QXGHMci6#{M`w4@NxjWJXtonp0n6<m
zN>UT}Yk6!DASZ=BTjsa%)ach}>=TY#;Np`$fXRQJ&e}^#dHt#*U;-h6F+jjRn?V%x
zG0U3g;*6%@egQ-0zjjFU=}0Md&kiRpLy@6a<dv)o0rOXqNmLz~oHw6@^wA5avpNDy
zb3QDHv@GHbU9IGQszq+lF^S5u<d#evKydRJm`KsvS@C@J8F`-lV(lr1(0G{U+caw|
zD;?|*s1CkrcKqu`s2(utUx!nN@x#q|(vmIVq1ye;suBsn*IjcpR*yC3fjeJ>l~ZfR
z)9>v|i{{Z95M+R<#TuUtmXFV!&S^sN{~XO5jx5ZFKwb$WGbHf7^0z9EQtrJ$_bLKx
zUmo-F78QF)bCFw@myW7b2IA;hQ}hK_+}$8=idy#Ju`0Y>B3V9NTd5g7+Q=$g1+wJI
z@yUtOG1H!1!czGnH-xsM{4Qarx%n4$f-wMbp{A@&u_|&Cm7EQbNlDvJ@UTVMgOQWw
z)l)q`j!5@ERT<{aP1I`?w!fbh(H0L_vk53$DxQUraz}_2r7SfMIW$Bne!{?6^sO}1
zYI~-;Kv^776mh(js)L<rQ)}U7TpokZn-_H^>WvD%YWiwcs5zUQXiR6qYanILAm3qg
z3=J4{-r7dk7>;XY4^KEC2$D3p7G{&X(!6fK!wk)Z4zCnHUCwok!XD(ZSd*?aP*Q#n
zfZu?bWlmPE@pL+q8$KuwlGL*vIj+q5)Cs2?2$@{kFp9ocDVg>8{rpkIf_ZbyHR6Y;
za)kIIjrpSi3p3Uvr;2_xe9R@+Zc$Iput8jwP4-`J9&wN~JgzX5d7fKU@?CCYz)DC2
zeIJZ)<eSWcUZz3jf+r72)t=oku?umWyPR&9ukw6OFSZXB8oziJX98*=wY&&bjK$HZ
ztt#R^FRbg_bz;tbJFZcPNNoxZHXNG@Vw~PjYQV|SKE@QfE>(7iem>rMyloKVf1euD
z=@AZ2Z_yT|SM#XfspaDY@!c)%QkkgZ?+uGHqL==`vWyrO2Shk#xQM<I@M~BI>7$;<
z{7gCidYqyqrpl$+HoEDvby(zwZ?ztFKdr{W!t{QG5Y2J?G^-LI#pO_K0`A94W8HEm
zQ~~P-^6zWVX*BNThU4}cuYbhlu6Y^Okl1Oz{8+F1NmpB@kidf*ooA0)1XV2Dd}~eH
z$)~nRPnF0sOx$I=tw`jl$Lz|C=rXUEN1?6zFOJ{jH_PJQGla%>2yc@V^amF-zV&(7
zixN_aozH2Rys14J5BYJ5^-%MK{{}M%FN`1`W0A`6!RX?+r`GAX{HCBbK@CCXhQ3_Y
zW}<PYs+8wZKXRS1r;<AGBRRf(L^wUQmZ$dIBR9|4RE!^P{TQecTXvarcd!=)UgJmD
zLlrlPFJD*PUTjZ6(qhCeg9<&}{m*>Jgj+q$F2cjK=?^668NJ)D%}7~Wy6&=y;dVfc
z^24joWH>bBr;d(2*z>Ngj{-`+pY#JXDQCsta2Y4ge2T+#qm<?=qTjamo@pniMoA<R
zL%xe)8Y|ryRiAprQm_~>64jV_C5s4473;7EzNrm15NlMASG`-eYHNCTXj=M>ax~mg
z(zljnNh@gAROV2Za}r-`f)dttnM{j)s>tztUhLsm-&Fla<nW?6@#SfT_T*t94PvoS
z2hqj&T_$`6!@s=5ucTXkrSM8VSO=u3{iG^9iciEg{WOt7i)D|;c=sp!1}<aWoRLV-
zj(ox0(C10<$ah!H3GFkUJ4T7wP{D%o4lz^^2aHz_s#R*><vrG5a8~%WP7>#&)Nu>2
z-3+@rFixbiDttIu9P8clYm}vSwD;}vo2BvJnh<LK!v~auZ^$w8>u~p#{TA=_6dL%?
zpZ^rm)-`FJzJJl#av035g}JGm&^oIag(TOgk0}xMX^yeE1Md`@5o?CD3xC^!{i;|9
zmNM$GAerO>jmohMWR{PA+DDwe{^;CR$ev7+@v@n_%*z|>z|*OH%zJUVTF<cUyUOpg
z<HdJqxvMGA+aM^?=#w0<OZ|2~DqdXRC)>S}hx-zkP%(?OJu1?lFU})*F|i-nczO57
zJ9+mzoSpVi4Bq#M?y(=}lL+Sd*<MJ$&0go?4fcK6Y~}vMZbCO@6M2ARsE6f$A*vu^
zK17v5nvwJ7j`ib3TSKqMOpgbPd8P+zL*O}qB}<D(c*a=D>*~f=zvy-e@74xu>fQ0p
zL!7k8{1R&M%c*rAzdiwS&U&;?r=NVNtUI96%oQqWFj|?}g1QPc`7N`gae>FwIO{#b
z>T6|i3q^M{`#@}BU%p;gEMfy|^A!6hEbOhGR`Lz$$3~%uRZiR*#D3@O_;Q)8%_kn0
zCU!7*NAAQ`ABRplc{i;0ob2v6K`xOlMlq+!7gWdXr|!nZHz6@M82+su>|h6rKRPG+
z?p7PURYY%p`FR950e`TU|LCR~9*$rR6;mrPha%VlV)_~i2kLX8hk5uof!w^@h5!yV
zs4H4U1#+TiIfETsfjqYoD;fs7K;4|p!7ga=RmB-<t`2t9=RnJ|Kn@Ks+!bvn1$UKE
z|I1Y1Ul!6(v^Cc)xf%d1$8t!ZpV5Raz*`yjFX)eZw{Q5DtcxZ?`v?5XK^Gv00>r`v
zs1LYxUkzXgL^HVEQvTy3n)VL|*S|UbP)L}%n%Y6F{^t5u6#vZU|IhjVcn{!ER#60U
ziHiOqz76J&=B&mKxHVJzhvl#6{vHJZK>s;<`}k+@wW$mEHXj@s5PPr-n;O*K)Zs5j
zIc`w^hq{}Y>uqIj!$-gS@2I%{VL<2H!p$7)%qXR<0+g|ay12TSJ3|~@fgpA+UM6&Q
z(PFnN1nMA(E*_(#AU7u`AEy8pKbHU(Cl3fct_ZdG{|#wCT<yS&4yNXIY|a*z>|jTi
zzxklfj8+bAj&@L2;7fK+prfg)xwRb_2DSroGW|P4aA&Y3fD_2Y1>pSm1?1!9<>3Wd
z0{>wA{M_hRZZDw2zcB$GbhG{!#>b1U_J3h71<)PypBN`6*Z*MrFZur$<L5^=;D6fk
zgZ^I_7rKM~d)~|c%huJ|6k-Q<M*sH!$e|AL1f$~xqSp#KGq<g$2IP=)u!I6{3x-}S
za*{xOMyY3%+{#03V3&`D{SPC`sF?m2F}z(EF0Q7|u74#F#Kp-4preygmInME9~SqE

diff --git a/doc/tutorials/02-charged_system/figures/nacl_units.jpg b/doc/tutorials/02-charged_system/figures/nacl_units.jpg
deleted file mode 100644
index bb95e9c92818cdc410a31aaad2559e922ebbfd2e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 88931
zcmb5W1zc3$w>~@=ASflJq|%MFG=hY5cSsCFgLGpMN=gk40@5*b4GdBeLw6(HAt2KH
z&)_%i@4olG@B825XLg-A=h=I&^{ln_K5{*A{R4z2C;dtqgocI&dJTL)*H<6{Nhh$0
z3)uXLyOoRO6PZ_vD%aB>Nf7#-yXbfCprhYK$G||phlPiQg^7tph=cn8kA(2iBN9Sl
zVp0k^DpE2Ua$@2qtWRj@8JL)v9#gSBV`F?q$H>Hpx(ONv1_stWECMVn0!C6|QpW%5
zbln2NzlWA{$N4rIKIj%c+HHKa>oyQM2n}@WHfjw2q&s(S-9|^lxCiu-0qv;H|I&Nw
z_8l}}9M@Bz2e*Nr;@!prfzZyr{P{IH!o_y)pBn*%yH8m^%l_Af|Fw+o$!<}6aE_Jc
zzE*n`g9B%2C`sBAz3NGE724Q55@cz(is<16>tqI{`lP?G5EK9FM&xx8uHR+8plWD@
zu{Vvkm>6$z>gczq{O_tTUGz6peY9^s)~nQ{FcaQ$I_4lz(xgA9JpS;|0E*b2CYvq9
zc(ZF5HN9N00g0LWv9>;)slN?Yyi63d@v&@#zw6yu!4`>t;S6aUjlGUzbc)-`EF3_j
z*+<WdVVEBScOSCw(t^H4JqPW}9O#+MxRVP|w&cHQLjT}_>H(_nV-u7Z<t0==AY81)
zPM|3_@ERo8yZa(2BJCQ)p4lK=C8oUCQ^y9Q!Wo7kA{!>$*-fLUxQGx%A&nI3SuT!N
zamfM{zSEIr)g(6Qsj+TWsaz}*?gr&%b8DUU!5M*wmsj1@WPH-=W2O^!Fo?E$;xD!)
z?sNbEnwH)T3J~a?oUfbdz+aVrvXziwPcN-hes7$vkI+6t6|$_y&msfgn1e9LlruV2
zw`{isw;Cc-R!8-z9G*{a!6{#M`i!uMTq@g`+qY;c!&Vk`-D=>A&DFeHX;ygcq(=Qg
zeaZ?4c0u9Xh359N*n*H4h(M-`LtvkEi;;V1<E}1mH&K%G`noeb%SsgH-tF!soctOD
zA_9N;3)9EKA+`Sp%(YM8j9wDjA0QAVQTyk+M32_3B70fR9Xu<{?OHUaHBYZ5)-nfw
z8y&hg?4^dC_!O=CT(ZsE#rigQ;|fJ<_*o<RGh(!}b9&|u^l8j$>14VJ;S=*lje~;)
zo_x-I!4|~>O+LIEP+u4|>+hZL>8<gHdt&VBv2M$|>y`{*4aJ6|GgkZOB1UxIKp?F0
zzwv2RY)C8={RRB*46PMPTdpdtD2Tz6$&*pVVc0wS$wQl1d^Nx0`zaN7EabbxrG=tV
z+QfXY^(Z8Ac;%v?U@tSfX_r>J#+JRKtiMTQc=@8^^ZXek>Np}LjtY0~l+=5R=14Hx
zxFoT07n66=*sW*D;>4yMyYcjrVm8z5RiWF&Eakjd`y;om(S-vsiRJw?4ic+0MK#!l
zU<2jq43{`)M23#2{mWk<iy>37qu>6j{GH*rtiBtFdbK9Lii3U6UVhw{TfU{X9HY<j
zaO0vM{lTRk*)>Qy#%QOk2B*cmiF>{5qFrikPbBxqlh=Nh;*nbu<d9_Y8YD1#@6Gfz
zNM#yV+lA-6Z-GNB2YIT@1mC%c9NY>2x!sjwJK4FB>SUtfY1N`B3$u7rW3a!yD(hy6
zjE*wujjEb)HaYyfa!ksQtZ=xIrZ_PAhS_fkzVZ$9rhPK6t%B|^ye~EAivNcGSAHvR
zLg)S0&q_d*1y}xwlQ3-6(<hY^0dI0(F0T7N?n&L>3wv`?nIsxg?Qcil2&ZvRU9P**
z_YZ9jgyeQ_Uoso&{~piVty?NvTXoa$7|7i_BoiId^mZSIp#*J(BX$sy%9n~iZ%90I
z;+9Xe-4A_i(fV!ZoWeJV;3to~g-C!mm(JQRoQdh+o%1UV&|MQfgD9l<AAD%|D$q)R
zl-S$K-3Z72!hDkn#3VnVdLeN8g@+rCRmvS9=6J(2c)CzE_kIcMyKYJ4?gQ_sEU?|2
zU!P$)iRYY&`zNq*@A__@!PzA5?j%_R#DDE~ZG&E6V*yfhOjEzQRr-~gd$%$8<i5d4
z-jTO3Vt!y{cwIKAII0O}ynMb7R_^n4s^YNzDn4!WxP0@7f4tDvp`#3mz?oCWG1^UB
z9TuKEaMJ(}&O6c73eJi$j5{0xK$-s;3AXmvsxP3s(xEldd_4a#6dKa*p`!?`=+GyB
zlvNZnbi-A3%RVTTyVp2(`M|8*ZSyKZ(OYEA+SS9zO~}kY!c$niZgEqWAnl@{W;gum
zKyUBVyJw!lES-)%-8xccs=IJt9$VmhkN0D~D|OGvo@6b1s-bh)p|elC_Vd_6CjP0b
ziIDI8sozDHy?uI?3S22m>P`j0SvgIsh|ofcAOAsvAprpJJ7l(jwz~&^>+#JR+<c)e
z80g+Ugi__jYiCuHEKMlytr((<-G)vc@2?z3+f2qY6nHk&9EJ~MR?oZJ`KwYlrX6U&
z{me#wOUg7r3mxU-dvqb~Sbl+u=`vjDk}f=JNKUE3Lu7-WZN23(|D^@_?-lJDpqWg%
zPL+5@R6sDbJY(g1d>z)FkgffO=jtWP;QsF0|4K41HE&lMI==>?p-(Q&O{nYq3-+%P
z2Ef<2eRaM~R!7Iu3)Or5y9XY^tLc@J8#S$325H2eB(Yb<4#^~UH~caXO-@o?hbu`8
zG18I!DQOcei2lq(<zfUWcSML`6L+xnJhrY=kM{$+!))iy7z69I&CT6>O@PRSXdprP
zgE75P+5@)X^=t>cZW}5cu_9aE7frdlr#7Df+gk+4_D#ZzUEaQ#WD7S}&9{Fw{+pr5
zaDm3X%kmeWq%yGh6<h7ZdT-V;5RIM(UTYDpO=(l$_D;J?Vmr#56DuUtrlPwJc6dLf
zmSuasWABm~EE*f~3xaf2CJv`c$#OH0sF<2JuA^@Brg5uNe^s;Uv|J;p^`?Sy+$?=+
zx@WGU13EEw;>2?7F3~v#S>NtBYD^b#1A&&&gs1e#zWu?)1dn!LPXGpxHR{v7RhsiJ
z+P_P95AHv~jZuw`q+}DBL^pP4FP=Nlm=<;JJA6JFP%x9@>RHG-Uf(#qP{^)Z;*l$V
zxD}RQQ+&h-J5O{u6UxXH)h(HSIM>v>>-0KQ#6UUgOrzVEiD+w@;?XgFrB8%IVmF^%
znAz`5_t9U1*=cMDhfkBLT5_+aH#XzAt&aS<HZG(_@<C{_FImwn&HsQx!&X5-&L8Y`
zD%oQD@;B0da#C6FXN;Z-&(Fg1SV`BQoZ|GkS1|iGX?079^T-^{r08o<QER#`b)#3V
zqG(gfBw5AsukOZ1q-fFlX6_(U>={``p{TMV!uEHI{&K6KLza~PbPu45MgWa;@LFG7
z{boSwK{{eRdv?z6ISlYBg)uB3vo;#`Xr>pyxZ1W3Et<Z_fs=D4jsMU<>wtEEI@k-c
z`Y4Fm{sH?>0cGJauql1kI1<SaLG@SlQr_Il`xV`YtV0&zlM^xdU$0!w4xYm1-0%BY
znER0`x~f^8r3n0TVi`|oEg4+;*3^v>VvpnE=yt)PBq5*seDb-2^Vs?{mY*t?O1Lk2
zp|)v<DXUEtqy5>$Jf}a;cWqMDvJMcEJ6V&_<JupNFDaG30Pd`=<zJYd77!4>1rh1t
z*;Qn<|Ihk|_ER|RQp>?+q`=kV;ZqpnWWZrhe7l~-p=Ys}H&?noU<tb*4s9;aulN*Q
z9YxbOxtV@_)vkcBj<cS#U37z=|2m%YSDsPK9ht>8f=j_ys--uGHv9Na=d3D-H%=dJ
zb_DZlPFEZ1*>Ydv<U>O3*-8;DFm|G}h^y0dqa$I_59I*Zf4!)n!Xdo@(5+A--+jdN
zKMwRia|{w@34J2IjKB!q1P`yHta5ASH7MvebaVIemoNIs^sPN1oK_!R?=Bm7OI_j8
z%CHPW#Svzu7kr_Rak6BdeU2*8(CqN^()h(I|2g?WzY}XDRHlN$s440vTNxCw9;ciS
zm{&6o`IQpJ(*pUXSHr^R=|bhO(m@N^F_UEF{9iEng)^&{03yvlE;K+O)ER7+AT(`n
zg~M6!|4hxd7=%s_83wv?hbGA!)9z3CvsU*8e?0P6nl>Jgg+WrojbJG)Mh*>8J_$Qf
z23zd?@vQUMo(H|oNM`@Lu91D2gL`dzW8E;fbt_~{Yn3eg0C_<vlkaGhzM*b)w5$zt
z;l<|eW!jH(yR?|FOva_Ay$lmFNRUy0oi$|~P}t^!Kp1?=B7aNm9VwMj{mN7jnpBB8
zbHVq-x2OreEz#I@wvH<ONhp&7@+oNaq4YPlb!aV(6Z=%tyW*TAdaNlrc4FmRr+Yv_
zulz2?(1#@VtfAglmuRb_G<W*o?5vNg3ws8k;ApwCzh>Uuh+R4yPZy9s?Z2jdB3wH(
z+P!mL7kj40GG5Jp-nSXYS#nxjHqM-$5osaob~+|-nM%;TC$vK;GsJW976kecI!xUI
z{R<Ml*1bL>5J+pbClt%;rVYmd;rp9!SK-eEH{XR^tZy;8GuV|W6_y^UpFbvA|734#
zFpn+cQ?usvpot_FjI_C=28%|VSPShmVfe=^WsfUkZ1|-!!yrDqYmbL^PK$)J)~$cB
zIpvyPY++sbKX>~eGo+Y16lK&H1)r1GSdTH}JGu~Iy9Q<1K;`xPED-*Xu+lY(%eki1
zGxqdHFPY_AEir<#|ItKh=7(c%L4;G5$%YlofXx9C^J8!^iUt2kfXnn218Lb@*mYWO
zbCs0SKR~AqpL46w?pa_ZGb8sF*?3h#IKC6FoKa8e>wf=A`WnR1xwUdJ1{+u%-f##i
zTC%8HJ=p7|9W_W=U#<2ns`m}wA1&wC*gCx=K+-oR)3^ss%(BBICoke$(<-|g$?1ZG
zPZ1;zHB@6&9u%yFM6?f&=Kd>vFm+AZh=Z`E3&&a5D&C@i;*tk^-3C0`e-g@ugG7C?
z1jK}ziz?R55PeeKT+0U)i)X_A7}R(RA{=9M>RS#$3D6(K!;3rNSMU;Dh%<5;M{{yp
zF>4rbkDPk7PN4%ALwi)|y6z}n77J_?arSFBDBLLry}#c%n6IP4x`YsMXl{RO%t4Kf
zTln4R&c{(wBiQJXpT8Mwu<ovvkv;(kRQR`a-<70o9|EQuuQ*Jev9|ZijZEW`=k6Ld
z#AV6uueoik|FrmL1h;`$0YpWUHL~J-cIW9tjMhw@Fx&p_`iX;pEB1V5PvPJ!wkS>N
ze2VVce&ceTU3!)RitLE=8pyq|_s3C=6<z;g$<Na`=$XcE-;{1&ieH<PNLM7^c@uk6
z^U8!Kl>F$;bdw=69@06feL$pj8DX&d`vVo?_YjXyq)ATQxBTbaWrBGB#Y_F;Z@;s3
zJB%(&xIy}~;0RiYh3&<00Qpbkp?w#(Nk+P}hNsCEj2Aa6)*OvL3@74jFSFQ()%#Km
zG`0H9r@B1y^DEyo3b_Ui0JI5+iuXNI1V7|iXGuN$vP<*qAx%6{?3rUP%G`K<@1fI9
zY7#><FZbqrB(Ym{^?S!$d{8ita}7#A77eJcSrP;CYmi~hs%Vyf{5m@N>su*M%fDy;
zj+6w7!P!2yPsVlLV8t8tlGo!wHXts29a1CzB}kM%g;zJ<KXC;Gi$XhRSJFiW!5977
zZil2zDsftuW%Y<_5Ix<T--Pj+Y1)0cD<?5mNneF}U+lpFzUk8%so*v0$%^RdGX>O~
zZ}rEN3@(cgF5APje9|8F@0qYIzskqoGgv!W_r0W2$W89~Y4OQ&o}6>7e7f`;*ujVe
z&@JAN8R|h5fb=KKL8l0JJ=zT%F1S%swD-?Ot)xf4N~e4F*4Fony}r2;^+gn%{TXyJ
zD;mj`J~2&J3KdfF^AB*-M(%+%o1RYx6vT)ji!57}-3QwDCc9v-^TrRS7htwL<cBhy
z^Gm0B1V;sS=bnJ8vH)XOHpuUgSv^klK{CJji3pyC;AX@a&6YM96!b1_rg{k>4E2xn
z58)=;akk5B?64gn1OVe!Ws>;6bFMntYgqRTgl89F5LUmo^#z6SnKWsUL762HskeF-
zuJ+nCG8NT&lUf^Bt2e4!p`9Sjbh=*BZoIY4J=jeDN0Nm&t?ecIhXwxryz88v!uHpo
zL4M66E>r+Px<_?il)rOpl%>>L&GWO?RI+k*J!$#!ew={i#a8Cw1%$5MODt0<YXpdf
z_lK8~Ajy*#rc_o7cG_#7i_Y$G|K^|kuwH*5y6O210P&By{v|MUpNAP0O1#aUp#VOr
z%YHx(t<*A}<q8kyj=J|21bQ7V<}`cw8r6GGtM7wRC`^p*Giby|8zazn?PP{O<E$vD
zv2lMCXOEBK8YH?JUe>i-QXc$HUF=JYb_I2#r<2#-sZl7yH@&s?<}>4rbE=#uquHo>
zn06p#Pc+Nurj8p7vZmX*QW4;Je%0bC`Zc854&bXC&!WPUq-j5xwrvy^%_LOO=(jSk
z{WINgUJ5|@cTeS|<_43=0I0olj7CX)Gh*Thh4hZAw^~F%Rc4lykO0MgJ=h6od!JcR
zcSh-e>PEY@A{sVU>oN&K`#EL#A+mLC7oa~%#QJ)R?(Wl5>^Wtz$ob#(RL0beQS67A
z`tKFJot7)7muEHit3AtpCSQXj6J@GU)b3WNxf<Eau-3)iFq5`d8>d}?Aaz>aaPwJR
zw~R6B{oG)}{99U7evK=5+-yQN@&k@vFU<27OmdlB9Ki8!e2lMUzpKn3ep@3WN4-Dn
zl%niL3+~C8Ghk}Qh{ND9%*)<FTqSQoAPMzsGCm*&fe6p6^9B{yQcHS3lFNwup&M?a
z>n|&aMIzSMJF0r(*M55n`)M1mb1|P`@^0fD`5^i{qMsTn0^pfRIwSPpxroMcmdO;m
z77b+0!BsFuyrz48pY`P}z(Sw>+FmIuYSo1;HLMj@^Fs(XMT(vJJ!RHL^hD3+^x<jx
zNy5;6*qIo`z%hV?@>c2J78Re!PM*Py7KFE*2c4J<$Y8DmQ8Q0KkG_G>?!L?})tKbL
zqVU|~S}%q}V_g7k%7`E8$}&~iPDzjvbp&puYGayXA#Xbidh>bsph!#^u$%01?CBvf
z#)*`AF7g}Z-#_y4OB$X1qUfFv+i<)v%C}yw_Dkl1$@qF5=|W-J@9Ie_!jrO<riIB;
zu0j0hMu9F@-@&3`s1VR)dTFZTkW8WWSSDq+sTh_%z0zgTpWJdlrN8H609jk;&pKz{
zi)*TQ0{Cr@T+FHerYLOLZ>l2hLCfE65tT(@E=)+37cz5zRDTn<l?VX)dH6)~`uG}E
znM7rAdevve&T}YI(_&ZDbBE5C{HFJe`v#0mV?9^OH{P&X{C0YHIzh)#dBJ=<Lw$dL
zy@D|v(&ju>85W~8>y!hGAf6o=)oo<hZp;+Skyo)tufDz;1QY5hx!Clj<m>zmo&F6(
z1HUD9oJtC{gZa{dk(aL|vH#qm*(cFyxEu`Ttl7x?y+fzIy<S0Edy(zhBtzZkZ1&TU
z{VcL>_f(#8A8<Mo*c9Z&0aQT3B@cs{>Zv5uf><1uKkCxgYR@7`y+B14zozNmf<P}d
z*=(iM#y&zN44s3`>9wB$+E;C5<HTRIe2KN|YzTR&L;*xUS`o4(yp21TY9QPwO?X)U
z)>_w+nCKKN0dP;;HIE*$Oz`QS{@PWJJLX#Q#T}*{Ux)N*Ssv1jHreuE$NTvX{y5#7
zZWQ&GStnpRGM6-Ni1SOwp+H!y+y9OpXEvAbD9>&0Ci}%}8*vhS#;P(;CF&x~4EIAU
z_VYJRA71*KpxljrVlcGOB$bI+P4)P<cU@;nb8FqJ1W9yjF(Nd$w&e!D0#+n!Op&PQ
zFy2n-gN65n7qbhby8jCxj*V%i>vFbw0(K`W+Bw%C+J*drUHjnVZy+o?f#O3e80%Zm
zN|tf|1uU(-Fn#b$xV~l+>H+-`Wz=ujJs-Kj=@V{<nAJ@8XD>cC%cMj2h){8EyLAUW
zg05Et_pe(A&SxbmXCnaiu9`pK_q-yO^2uo${W^Gj$aLfmY`&!EJ6flwmoxEtdqL79
zSB^x}bKw1FTKy?E>h({!hF<CD?Dd97UJpc=lwaFx;S*=LB?r0}Qkenl*cT(FnVD~4
zeJac>gjPyab6dx;ml%S9*}223PTZzRQ|)}t5_8WGJg9=qEp1#KK<ky=Q6ef!)F=#n
z0utzxSrc{WYg^0L6&nC7D!UxrHAti>owu5I#Q11<Aw)Pk%-7S^VUny$cWt`$Ah{>a
z6(`+0efW&9zVX45ope(wU_u8*<Aq={T`oFT62p9=%KjtT%G==4by=8^PmMv|)Tun_
zmD2~Ab$uGwRAaJ-doqaG$i@mrVEz6L?nqURrcwa0dwUlc8l}LilH{KFcNzDrrIKZD
zhaVMf`JC8A-U0f*Yd4C?@=N=2zq5smJ^_(}X9s`e?8--27g$tVmDJ<2hOg=uCjNBl
z${H7sfF<mujvbC<OiEpe0J{bt@&JxgK4lwGO)5BQtgjr9N43Cki)*I8!jE3L+6!qG
zHUq<nsxheOi(jirXehCPj9EvH%b^0oNZ}}+3wzbkdLC`V>LD>P6PZ*+_W|j>3a)e+
zA6^KOw>w41;N*hU%DcX9?|cf;zV7218}kh{%71JyP2m*O3Q#ahkeYQ|pXEwBY8@>l
z`AwOV;0)r6m%<b{B4aKtFVqFxVtF#^wMNzhSM`~AA#mgukg%xx_VyW7WF$K^b8I;^
z%oZvVArgCLn`b_g`W|o-Z#BLIyY)WX-QM&D0!p+4@+%l`%=%aDa`Z?Vg@cu@C0639
ziyr&kQK~Y)`8c%*^$|%u6)7zT0(<M1B9A%SZ_TYxlo!la^DnS!&0J(2Ql<9To>_Y%
z77g`}Ta~y<(vAB%VMahCAJb75WmMyn$N~MpQ9V!Q*R<iI{Q}@X5QqsE^X?Z^0gygT
zH7zd<Zv83{hERD#D8&__*NS)a6D@8<Ln4FGy01LQl(|iYVY@lqkRW-t2K;~mcl(k$
zh>R7l+#aj=?U$$RXMPaX4?|^HRXxXcygjGWwo}>i1<5{R;|JlN?B&!3n1!Mt?4iu@
zO2Z<*fW@U^${kwzdHLX@&38ZW4pp3TE<eHgRXR1yx#OwfDzJpA6-Yma?2i41PbtX;
zFXdb*bIyKkr2+xQV_v&yvS0md!Tur*?W<1Hel^;n1*o0=qGdxd?wD2QpnR2HL$TW5
zP`mKqte?Ecmn6!$BqNm`2XBFaV$d7MwI{No#*E^bVQqW4hxvtXZxu?6KX;yHTz@ln
zBez<#MR@Fm#-72Rc4<FR#)G<OHPpN)FI6d|C@-x~7ELp=iD*5g#7Q>;)5hj;mUZ>G
z@X}=0$T3!8VMakpEmn}eMUuekwA*ZAMwB_|t})&I_S|Yg&C--ZdiuGvz27xxC}((M
zH|V4GDHGt1JehUP_IvQr{0n?HSAEj~rrUlEN_Bv-R~Hyk$#cP%5Bp)|J$l*0O)flV
zR>MCV(Un7MdV`g17evH{SB7`MNKVNOeT4Cs8tj3ak^Qp`0~kL&YG&Y|f|<u@UQ9|U
zu-cKZC!S4509)hNB4S;!z*UcH#$t3S&i1%iR6qrZ*dbl<E%DlLWpl1>12!X*`a(Bd
zAaO}f#12YzY3yl+tHYX^4JJlsZ~<4ZQ2KXEaht3phcydzL6f}QK+FhomZG(*-}X{!
z!Jyf{m^&`ILQKq;^mBa40#1mz_Ysks6->X}TNRDc@0$bL{YC<*^Vow6ry+%nUN%?9
zhN3|y)~!_|wx_+nwr8;^-J|wULFc(`t;uA)rf%I1Re{O$SM9=ezu=DJ<E5!Ts|fyb
zlY>wz7h<$jzxoX$!r41xXrWZqCU8y{+!ylQhA*8w4_s?QD7aaV1oIU*I2kW}*625K
zqOSGQ@?5KkE~yt1FqkR<Im4ZgbShPB`psf0NX&PfMYN{RYz-qtRi{HU`)e4i;L*eN
zn=W!oY_8pGq@LJ`USajWW#RyV2Hgt)sY~~#4Q`ILYQM5z5%sCUCUhRYyk$q3b^;s?
zrmv)9#`1knEnC}C4o)OiANvIaot;5V<fFNVlOvw`3xX6z-)jb6MY^|yQ%v(w3DAqu
z*<OQWyFIU(o0jWw+WvE_cWp$X4@*aS3_#-(qw6c*twIbr>w4!6+q<i6EHZR@Eru9f
zR}oz~xl+VDlglcjx;$7~&*3HOZ;aCgaJpVphZc>!TS^(*6top&;#Dn4g4vA6R5kW%
z77s5CmME!fiPlgyq!xe!tJJgDuCSx?w|`wAQVi*R6A!CUg9V{S7wz{{V|+XG#&<p^
z%gQoLQ@rx;Wq10q(8$qrAf`^=nC7Zk`0Zw2#&DHXl<I5i!5E>%4-w;mn$f-PLi=^A
zj<P`umQ6A4;ierSn+wF4%b&fge@`BYA>~GH@wL02uyOH7!HuKY0ke<UqmM_%x!{!<
zMwyd&>gD=Xo^#InHXHl1+L`R?JLD-%))LuJn9o@eNtoB_@!+sY!@c2>+?N~&#>Os|
z+lOa8h|j@bp5N+2;ECt62zPMkAYpmeeXuXOVuN2le_8YTwtVDl@YmK%>$98FeGu9w
zHB*fP10vB_=3g#+<_BUN7!0XBR_BR?=R?-B>8znytNVN5DQ;HjJo4aJ;m59;eb&dT
znwwpP_9xaqA02}?cYj{xSF{A^zD2DdhNv=iH=OeDo0kW!GT`YAVe()wpQp_y1$u=U
zq&0ZXsn~QeryieXEMQHl+qMrajJ}$2yBL4UsXha*6SiN*oc4{-`?~7;;BbG`v$qa@
zC(=z1P9e=E3SUZT%21YsdS?iGcT*&6bM2JpmI-NduA6UjI)t_>&D59I3%Yb@_t@uV
z7fib9_wICXknd~`cH1@kV#}};4_DxjA?$|Ad;bs!nwHg_Mfr64LU*e8*%%{W`-kIH
zDU_-OI3Z|0OZQ&(OViYM>v(zpB4NxdUOS_n<aEwsP1iqhe(Us4oDCxX#5kTs;aYiu
ztBkg>u<-*#nFjK*fEwTmHuo6ZmNM-7c;d0DwB+wTfo$wgz1>&pe9!s8MMug}_l85Y
z(XYMReY2}ZQW3VP`>$%04Jk%tgbM_O8ij=Tw2fniU0i#Sr0k0c)kFFPmCJ{v$x6i<
zgLf6D!EOcn+a(9a1hHzr84P<X#%?AZux}3^KRPuO4c8Qn?eK<Q7`a6zBl$!jkco5U
zfv!R~6zNEe@29mYP0TK(b*v*&YgW#Z-}ItZ41`8LXU)xhQ@pqQ_9p+<bCdBTKe(w=
zl49P}v0v~1p(LP&-yOqkW$m%nn~}Sw>)Yk(MMmQ$60~&<dbT0FM{4J}UgOJe2VZBm
zYX<@?R6^?}!%4X*JX%$1xM>pg^1XLcc<wZ^{tZ<k@6vO>X~AKI;sBoVUx~CktCe7_
z%68f6mz%`y*q)$bx>)azpA6&1+8f@NMD^JZ|GJQ|cO?&1yoImfB91CNP!iw9y(tj}
zyuTS0nw})bTT~YjJwsq8s_-XK5}7-<j6_Q;yA!2;uK&CB{~~AU`~r2(HTZXv@jre`
zgOB!n=095gTZI}Q`Ru<n{i&k05eI-21YiG;oj~IQY?+L2?%!<r{+A1AqI!cEzWx#W
ze=fNVyhFu}2SU4p2E0;*ej9}P0MiCSyL|`$?n69+r-VdLo^kS`Q*&|ih||!j(7k+3
z{K64<x9T47$`#t(TbJCN=(h<R_P>spQOI4^ZfL?71e>m++dmctq~mEmgcWPVRyCSM
zhxKV=-lHsOVl^=~$Y*RfWeQqrLnD6&n=;LZX-8#L-I<}vOxMiC3f0M`hCm#~8hWPs
zs%V4RqZqgqW4DPK<F$~5;L-BUNmtwYYD0bY;{R;W!rFfNzjpp}wMI$5@&C(BP}ix%
zjaU4C+^E15{`h|c@y~NmH_(V$&0j@6k)lZdm?-n}ZjfeG_d!RVUfTBVt7N8qM5P^4
zaul4%NkG4zPFv5-Df)Vh{d<XZHT&(3G6C23D+ziCxCKL~ae=(rcvggf-DGKI84q)M
z8|z>PY?RKZO$*InoOxXAN{W6{Z-)56N(5ho$JYb7Crl4sev^7DGjnm8X%+nKWlKOp
zLoK!C)59rxtBX@ptNVfBYT2G}1EJ5GM<J?dTxH8*If*+6rEEVze4Vl4zO0dwmuG&6
zU9Zu)lAdc2wS8eGrh<xeUnFZFbX9zpj`jT_>jrc?ucuu;`VGbuB%n7g;zNaiq2Xkd
zNn$GTqJ)UpSwve@N_=rowF#F1SNU=xG`SF|i^droExL9V?>t$6Gj$DGy?EYpW}dCZ
zLYlo_@%0sj^sv>=Ud(KbYj*umn!K%dG22+I19!B)BKNe9U_>2-bG#1xsZ@!<T^WO*
z*LAeVMM62?K`AEb?SUTkh*n~yZ6x#K{h{hblNM*4Zrc$0nTvR08U^H_Po25_@*;Au
z25j$InNnSw=|+r+nKIccL!}<RBt@^zHB}bSH5TVKEScTUmSiM;p1!Gn;niezF<F^l
z9+xN1F44x8Ic`q$mhBXGBgfm}@h@2#@3XJbTCAZJZ29dk*nfJNb}JWV@vV$%C)-Tm
zKV2cC*9R7rC^1R)MGUntoU4V{!V{z?yypfEtcyt|AYOZ8-t#fhS+NzOs_^ju0kJE5
zq>yU=t!%}Ib+31b?25mW%K1`0hmA5FPPJ-K$7^R>>{KO}^l_prUw7NZoAS%Ev1p0W
z*~#Qo(lzOj9*G?uk2UEaaRy}+JZ$^P7laB$@yx{T?)Es<aHv9y+`C7YuM$m!7{MO0
z32r_5;q?GkNtW+L6>>?KkG<G-w+eG1jv>OCAK!iaonhXSIw`}#mGHUTp6sl1kLH=l
z1Es~TF~^i-`WiMeb1!TY$KnMhkWz0R%QL(L+`6mmZ>!9yG}j=`!n)1DktTz@(YRla
zd5TBo#<J+V20BSAs<po9qY-)ZPH|dHU<T-aII~KdZe278@9edPT--{81Zt9wM&e`H
zKOyU8oW^*x!)3;2-cy=5Ls`dDIuW1DnCnJ7vs_)|G8tGl8S#=e5lZsH`I+>x5^JIf
zcdc-`u;nG$gGlzQPlra$ZOOx}_UPDt6QhAg9ynNPvTrsWJDvQ#UR7O#dPZO}xy`0C
zj=@;ki#2TWG~kAqG)-X2a6i3fD&PrxtS|EOc8+UYoX!C0C>1?>;+U2un5<aMu&SBM
zd}H*rn?=AI5jPWLOb9q&ozC%|b#h6!ZCQZR%6)opz%0ePuY_BE-)*zlKg77%702c9
zUCOtc!uVEpMB78-Xp)}G%v^)i9O^K}mtv=$WtmkrUlBJ<MvPg@7berxN?O;(vXOu8
zQeWtx)%{MV6DP+lP$3^C7wo70XSP_LVhcT_$gi{gl*VPM4_*Gg{X($X`x_>AQBlEK
zFeY)Hu0$dj%s-BWtEi_~ddqyq#5UHp`e@YfEgF|SPNt{<^cj6SlwbdI(6R(I`$m@~
zuX2qi&8~kw|7`H?$uA`cczALu{Y1T)e6wB0mT*es@mJ!hXU*i;vpjGSIo^$?&sRy1
z>ixRc#rpQ>tcsK2Zu*Y|4?%Ai?7&sA8Avy}I(x<VH=h%AeHU?niPPF9mkt;!(hVb^
zca7aGtPdaCO^T{BAndA*7E1*aFFC$DsPQS0ml!s!;pD$)Lh(ZM<q2@u6R|cuy!|fz
zi~}XhAcZYq=Db;JNPTCH(kE=<D0fw+tpjsng|10iTzpP8q!UAThyi_~KD+trja2TU
zTvxQbWrKFd3QKi**R(q|tSimcOsT0t`S)@0z?MV8USY<3#mkX(S6|a($eL_^PHE~U
zDIXaRD;&=ev}xK_6cy#sPAxE3UW2Ac6t<XV#V;T2xA}BQ@!z&^+kW{fPxnP`-?~%{
zH@$_9x(xCuZCee4=<TOmtI-vyEvV-g!L&)2!H=FXC>fH+icfS8*0^W0S6@W^78_xJ
zREotfmHoE4yaxSwA{G7yhgJFZIdplFfrL+sJBqfi{L`6sd@lDF!M~mkf@ZOIe@o=Q
zb+oNN4KI2+Tx21R|5=x-<(a7&NmxS6!<m#=ld6Pj!pK8-akQ+eOqJjaf-1#i#3ilt
zq}X}ds0_48iU_jMkkeTlSxjQ`S5tASpO0Uvb>^)VW4I)!F@z@WH26I!>L}oY(vDen
z7~z?B2D85Y2`8OP8Nj4>mN}3G)Ie2C?%?P#@mJ3hoWx<lZUz;>u(*vn&1NinoR2zP
zN0-R@Rmtq6H2lCp23j$p7N4xLpwFo?1n~O77atUU>ceQ0;_~cT{pE`^t#(XDCUpGO
zujVhCDEi@&U(?rPO~SdSJubxiNK-7TUU5kzf5^*klXdAN%0Wv|=YsNap1zwHJ6eAC
z3G-nLJ@tvgMk<)>=)KYh>XH6ux6F~kXxE@<265R`YbqmELDE%;TP?I-V>lkIcrm!<
zv`(&{qGbFU<Zv|~vA>rDm0tTJSyZ1E30{{4S}X3N)Li54uzz=dZ6ZH*kv*voZL)k|
z+T8aPbygO9Feg1A+1+Sv5-*E(8Jh>{A-cLsI?+scogq>dio^C2(`npO<(~#LABHl^
zY-lSBSo2FCpfp{z33xStqk}{LBF0z$lH_Puq$UF9v8Qh#O%|L7M=cz|f^$8t3~)bH
zv4fX#x_oUMb?y8ZFAV5RhN<14VZ00I5{W|KN5bZ`iDS#l>8mdq)MaHmXY2P?WD`rj
z*Dy{y1ss#b>qX3F9+r(B1Ov}h@n>z~=nx{9w@>;@fw0Brn4csEy!}2KVScoo|AaA2
z_gQ|c6(*oL^Y26KBiUc#0V9&WWNDJ^vU&JLAvxgv_kPUsX&N3A+Q{G;fM89u`66b&
z+a*ekVr#9?9N}>pg-!Ug`u6|AIEXy(vD>xKcen;+-f%+=i6BhnM&0A3MWdmo?Oc9&
zKU!YLf#mE}YdfhEV_QqxVgT{kFw%HfEL*{tgHkaq)xx2Jf?I@LF}dby*C5R<X=a)U
zU4>Hy)?8QF_wtld$yy=DiB>zKfJqd;NahlD)9)bvrk4`d>u`i49X?&?ca9>+jzz;~
zS)Uc{mE;;u6b1YH*vrea&OhgeXMHqwE;qMrYsbH3rl9+>t?fy&S2_C)MX3rFS##?}
zStLAFsAwLWq-F0Dm%SvTT@=!jX+i5g(QGPPwl3DFQoQf))^)EpzZoQX7IpP96PRam
z<7EDotDsC{;g@Yx2$xJ(fU4g6GMA}Qh^ooR#5@Y6CsvObe+aNN!-o(ldxf!ZE{LwG
zZ)bq|!D6J_>0K^2fIZ#-a;0Cs19eQsGFyF#69_0)H-oCs_hU|40flQ2&$%3H&Sp7+
z@Y8R{3RC9hxnHqrcQQI2{{WaW%69{?7J(^N$3K6G`T8-dhK2P!0<{DuysyYD0<90s
z1G!vOL_M9#A2IOK>fht%>JsAbR@h=;l(&tNg{A*O12i}2i|p)p+ywPo(JVqFR-3-T
zD-@r8s>xNPpKyOd&Iu)R`aYO@C!XQNk5ZAHH0a4&-hw;$?c@#%z)Hwcq`kU=k%MN=
z)pz3i{leO2Gm~o=e$N9;I*$(1$tff3K3`RJ=_}9lU;Z>Q^z8dQCqHK9T>0Yp*sqb4
zd+oAPw6E6<xr;LW;^x1aS2<thJymQT)>@^{7QGc1@AT!{vrG1jz}#pZ^oQ=MZ;`B}
zVGNskkMFf+)m*sW7s->ansU|6okk&%`*NAt5v9Lbi*w+)w_$*plSSFbv0<z->wf$P
zO`T7u3clKh&+h<5c4(I3mk+KlrPo!;M2o_Hge`A`6@{yT#PT@Ci#FAdB9S}z5(ikD
zX9@u6H6itf_;oi}jy_$<&^{)z(28cD#qzAluq`G^ajB;%kH^*xKbpqda8Q?BH^K)f
z{=;U)(a9#$^pVY_im#8&Qu4V2%7~Gv9k6ikzFDBvPmdB3>fnB2n?ooG#b^OEUo*1E
zqROo2Ng|hD{?@Kvhsj;cS(BR5atk%|1(FuP2r#B+JGVqg^=Lt+Zt2_$c5=~A{YJ%J
z_ZY)9M^2<uge(+P=D}`ceK1^3yakxGY=3<*nF#o6J5icTtfrU7-T}p*LzC~CY|dAr
z#N#KNiZ20B(EdY-E%kUi6~z{hgM`wWTppov0yvA4Ll_0ho7fv;(EB>g{GM=zA=C+3
zZmK^hR3!9;2HZo(ZBJU-qCz6$t`hShx%#(j<9GJ2`8ZpC3Zvb=?otV>SqwrA3!Z?N
zQ(tv_A#*e|8=4O3=XbM~s(<v=Z?XlsSl#;YvclU25E6_wJx|R_z<$!*x#Z}oe}bZd
z7kIL*x!QC-G-2&ATyKy<!scx?Y~4(JDNe--zoju_99{1{_-Oe}PS8<ejCM_jaE6vV
zK>8<nZX(&5kBjBks5U-^)~Nf^dW_Dl#`G(s;~J^~s;EhE08Y<zOdzj+s$F;+TcwM7
zMyzH&;C;_YCd@0qrxmrl-8|xNK0D#EMGQ_x$!{KcuaH_6UjGCu(^HQXd}*=(W6V^r
z0CThpCSl3SYjp;-`vh)GB<AJ00Sgk0x|4G3svj}{Sx+4`RgH!-94$#Ca=FM_B}zXh
zcGr8uhg7~O9$gHv;kKG`RvQs610<#RNdLlt!nmVhz8P;PvX9~0*oN^H@OIiy*C&3>
z#{Mi_!aMnIR^$8XgtXst$GZW+8D_ALitNiDI(E~`ln>kMUQdD#Y1Q6-?_;!}e|Zh+
zMj0_b4|OqlHD^04dxG}hhYIpuv*R4~0;8YY#c=|;y1VJr3^2udQ!@PYp@(A9Cr*Yn
zA6CcypgG?06Z?or@(;~x?<vMB?O4<C(Z+de9M`IXtUM)+Mf&>FFFcdfJ(XHBzTivf
zMg?U2EzeEKu;2cI=qhd2d|4t{UezP)DUyk$O@J=1jA7RE<Ri)yn@1e)<he}Dy2-N0
zq^<&fJK+Z;Cooav$*a^zb|l|`1u-3K@&^Gu&ju2vi}423)D#}u`o25!;S#--yEt)<
z?;6@yds6(^;c=v08nN-|19xn(_5-_LL2b4Nr&C#rjm^;Kl}&d02C0Rb+)UXP>gWLN
z#zYr$Sw%G+V%gs%c+AT*V0DmVF+-i~6jhCKX4LBo3~A_!WG~)IBnM=+ao~U8EZ(|X
zhtTrZp`Ry<M(@5?Hze#6O)yO#${>nMclHcUfQoU9%fu!lcTVgsLq1evUiBJ(-&f>d
zl4Rf!4h>JBK}RnmAe><vx3a~5hLidvmQr!di3N-d;-A54PuMEOOE}d_c|o)JpjBBO
z5dC%w$(&o}8-;sMhgV%KU{7AEbD^M>17x`pIF`#k^)`_!mOoMj@TmpzQk!K2M`-6j
ziClo+<@G={+LAilc!N7SygXe%Fq;f4N#AAL-OkNN{9(sPsgbE4J$2_m?x(e5_rX<4
zlXRMr3i3GPT$BtJ66IS+W${j^^+)Zt)5dvXL#VNx^47O&5bISE=k`JNdClWGa$X&D
zE9*Yurw7F!UI`B^Qt(eVknT8D<e;J=gVHxi2=AQ`bJMoIHq3BN0geQ$$D^nG;+Rm6
zm#p?YPiZy26qEV1u_ng8tG&CAvS(3e+M;i*dJSe-cL-J<LVX7y9ATWc+u?~+N))le
z$!Bcx@=AGx1;F$spJ`rrRv`0i9Zy_|opLqqJ#|A`?Iro)s1tS4+B-y<4eFkGxOg+e
zO)g@h&cR_$ulb&jtkLR4B=ryp=UaR#p0OKPH>*+H-#XK8whDKUP_AVaVv^?$1%P9y
zWBnv8E3afb6vA>u@<~ksVV!C7OB?N&6ErUKO^<{6(6Zt!p;&wI_b%!}1;fvE%dbJm
zSP|Jfl=`X<WK*qTzprEtZ%HSX&gq<|Z^RE9Z$H{4eNBTAtm32TAjyX|q!^M;a#Uci
zg)VG(!2SwJe}p(U`*cVen7tFy&@_4AX*Ts0^5zQ}3q#lB@V)Zlbao0+-3J#=Ee8f1
zC|wf6Bk0f*{7I%?eAfdlhAV-qMc!#9Bj%wD^(d`7o??s6#8}s3^OzUhp<+6#ZrZqs
zj|9#8%9Ha0Ocf_y(~t5=J$kB8T6Phz2Z!1WrWbZX81F4uim(raRiA#?_0MIP{;*w;
z9=R|wIrnUxMafq3NAb}s8tkUKp{3t^EQq}yOxPHk1vn(j;eEFEd^*-rc)V=kINZYL
z_5OvG5!+YY`;_>f<pca<ZyXH2r;&---<2O*Lu%2uTvR#Xs&T`E9!vO}><UG7f*63s
zn$LC+Zy5zofx2R<^>H8HFDmYoKYdEeFs$t}ai^<RFrS}Ue_~=eFz)f=5H075oQ;dD
zLzKg;<WNO2rRg^w1iYb`KJ-rXirdU09UfyLGVH;N5!6$559BD;spbF3D-=Om$0?V5
z*r5ERvVkS^IQS@+euHZ0<6?!JqNnIkm4MS%2PN*$rIJ0Ki4#dh0a`bH0B+k@9U%s@
z!Dm30V{tD&M~|+YzTo1V5fKL%>t#WAkf!f%J;0=(^DWEPsnft1U$X9I#<lYXy8f;e
zgrLk5zt(FZ&Q}<;DWAWDRAE(Sc$ogd-7$fip>-xK81{vhwv9P=Zb@kI(KP-PTb{i0
z8^*fqT(fe=nSLw9G)>9X7u<^?Jb_(Gw7-2gHlEwpi^-LwmJf3C9H--r%y&N{E>9pY
znF&uJ%X$Nkem|m<CxV`<@n_nZqLAv84`qVqYBJ|K2v4+W=Uyj*AC=`~+9xZg67X{d
z@@Yl{;h@+Jwm~{Z+w~p@(j|6)5Vfy{{xp3sgFkF1rdymTvF8hp%N4jgS~p$_`YI2w
zj;Xm<=tr8gehxv?4&~`t>Pg&n-+}NqSQy@n0NLVVCWbIa$xK#OoIZapFe@#T^zoTC
z!_<`XHAq)a0DUb8;&yM5|AUf=bzq80Od{#y$Hj*JTNNt?@$t_QW`*>pB@ye^F)6}!
zpUBHY35gQYa?<*{Z+7&=h{cy24Z%WrFJD!+Jy_|9N|YrF0CqDnIF<wA>i9;(vA|Cp
zh))ea*}pVokqeUY`8^H92>EwEo#P8y^Knm5ByoI6HOtn2q(;)8GYsX`BZgrl7K+p{
z<d{3YG9n{QA^HM4^ZH<MFL8qKK`%p)L*I}73e_dZhL&?Dj7FB6y|Wox<}vdyc8p`>
z!E?=XH?n6NOCbe6ZJ)3;{}`de3u0W_uD4Yr>xwW`nZD(54XP_3_$bjgXz;ybbM%g<
zxxREFKg}oE%eu>_QQd6p)DiguIr4z_fRm-bp;dOL3Ott*>$9F!#<xx**`hN!{DSXR
z@dvfr0Rz2(!qW@kSP-Sn=ijAfC)HIw%+M8>QsSVe?@%EC<Vx1?_EFqqfbj}i3xm$7
ziy?dBXyIijr3b)0Q|AV^4}93qt8j3K)s}38kId@wZ{HzjU-*G$@~CZU$X~A9K2<E6
z+t2P)z_qduVyc(;_Rh;Yl=qWm-|C=a_gWm*js?_wFQV+)PIMmox;;9jys2jT=)RCu
zFbAMk6p=#JdOcxSrL`?LQdhjufaKa3Z9iIf8Dy}a-{#evT2WdO>~_~gejVC=E109B
zhRfOp)mpie@O)XXvJRw>_^9muDi_KG&mO*Deyo}Qlbo7EB^{@?PH?DOX)}Z~L`>MX
z|7iPC_)coc3Dpo^Ton$197UzE<Nm6}l)s$C`H8j6hsd4D(!nX^(E`vxErz^cjQ<0(
zQsOU@`6``D`|=N*4YcT=@90_3TUadE^U;DCJPL0k&{O9=B6P)-#<Dp-vTUN!0w?Px
z@AXQBVp*5SQ1RiivK|@sL<DbN4c3T6S{|PZGA>L)jaiQZe%D<tDMM$~$xQOwS%o@-
zVaRto36*D9x9GKIyKb5HrAqf$jL^^unsL=XAqb@>8kL*x(2^mEh7vnwkw6ux$)(P2
z10-vHoPK))@(o;S1t-7Y_#j-o{^_{#7OvUbG^7D7M5z0BcP3ji_fEt+q2}g;ab6kz
zXQn3FVq}VCJ;9+z*6&w5tvSk&+|PZPuR#+TPbji!gaZA(vQ=sXcUR^0Z0em;N4P~7
zGtMy*XWAaqY~Jic$Fsg*{O$3+cS2<o|EU{2y(xus#$Yvj`KM9$b>JxVkS)aAtX7|T
zaf^ldVOtdG{E$)gT`u$O(98%3l=Mt$V-8#JIRPKp5eABUEho13YoKwB&-)af=JFJC
zU@QBx=L@{dW&jO$oSZ225bGBbEEKl)HdNh9leI)5L|z<^N9OI<Dm^?*-F0ODAn^jz
zV?rcqqnKtNF<B^{lD%MiEcJD#AAM&0#P}O?a&85q1wX;<;2nY=wx;rgT_Fsp9g#kI
zQ^@d_zUe_W$tWi#9&gqqiLF%Q;G#}#o{jZ{-uM`{*XoX+AI(=Nbeg2jeIsYom3fM_
zhM@ZTJ`pU)Ubs+3GLrMzBqYGRd2PB*NPl?yxV~Y4Lb*}`uE0{+0)L760!la4|K3(S
zMI4FhVcKp<a@$Eci5I1F{H{|ljS+eC%PPsxF?YUrAvdMLhdX$M<#*yL&-G<0TS|1S
zNN)!{KmEz>BX`v$U0gfEriYybd7^C@C{O1}lfj}5wF-LmT}P^J@JZPvvO@ZWL?5f$
zM{QBMsi#_WD~2H>N+LOgS{Yy`q-<Ua=ZpSN%I2OfD<0-#_;8)l9_=0OaERBZVu?*}
z&eE<PBCUbi#)L$pvK|faBl4n-PhAn#;~3y%vl{s;^#~;-w{Ad(y#LAkP;{V~pHywU
zZ8Y!Q1c(B4|4&VZkO^RG2iQsIx?eoYF1qzT(L^^K4T%1h1ATbO(z5xFOZ-0c6Dc~2
zZ%JG}X4Tn+->=_h-ztTdwEX`rCd;R~n{UAx495k1*<EMdNL(ij$4!W1%*S1H42Qw)
zQgO3<>Q;PG?uG$V8mQ|g1$Vo~-IU-ZE@y@*?oxrXeA+I$z?FRQs1DaYc)9B=cRkzV
zc6es@Zs`4b+uR}BoT2TK8(6;d$ddJPcxFqebkxX{G3R-S?QetKjG_B3XP%FsQKBY;
zy&;CY+2Kd|y6&iUx5jYRaP&y-+Kt)>McPTeD3-kS1`{)7CK4CrBo#MHF)i!QN|(`=
zqw%o|HIlJXwUngC3>pZktD>rH^=DDN2Dd|g<owu*YCI*ty2n7r%0K`wre_$g>~=gb
zxx_RHG4Bn6>MY<r<vd(WV`>urD04&yeg5**N1sJE;vkP)2SLe4Ex<pfTPl~HUqUQI
zp6fc)-M)K5UN3a-BP`T1=F3gYsI4mKzG2!>y=_IxIQr(QcW<}`Pj}o!)iSiN;@-r2
z=AZ8UDVL-@<@$|ln+9D~#TfAu4SOGT)0Kylugv;R3P{-awegdVQy(=K`VGGA<jDQb
zaz2m=Cy2<%fOB%TE!4{lRSM9Fn8|uXFvXgy#bG&Ut2Hvo5P1aM^H;hQpi5UO_+@%n
z(!pBga#p?Nxy))N)_N2^Svu$19i1933N!!EH^O{e%RHP|>^W7e4VP5S)6!SYbEMjZ
zgTH2=;lHqa#8$~nhOgAE7q_C?O8%;G6?V+(f1)r_*nOGQCSRpY3eekJGydim*4tMr
zpMo0r*^c#Gi;u%aA4^*{{fyBHa@C5}%)SOWOXm|pt0H0A(UK!BlF>q5xWIqOZ;rAv
z82hgu30vd6);o@cqvwhqruZ!Q+>OjjS~aI)z!A1M@CQR~q20Q3`wj*=`YqHUHrg!^
zaD@HvF2Pey>KCf$c!XR}Xr8I4nY<B~c$d+<PejZeRklDY`Py;N^z+Y~^K9VHh=`$G
zhB1j`s0jf(^=dQ%gQkw~1RJ)6aV_2<lSOBx;wg2BC+jq}6*);r54p4gm&n##^#L2o
z8l^CLF>D*bnpao2x)duHeBJ#Yio9%<6TG+Ds{2~_?rxn|)Bt}yLzC6zVH#oYXpit?
zpRmprFTqnK%9AO}2+VMcVC#0p*(Gg*#*%EGC-v7LvGar(=|aMF9+PEL?2b2qaY7xc
zkXY4<27y;L+vAmJ8rBxO5Jeitf;4lJ3zD&dJ%Zq$SWXQz8Al>Cv*Xs%ttG>Sm{BbS
z!>t4D&7FcLU<1)!zfvp4wql`s6LHUeV)|p>MSML94m4b0%`Xr#@Xl{7pLi~vwVFuI
zH5Iflc9-ExP_@z0?!zhZ7dyaO<YklyV#?ev@|iW;KND{2T=?QzU<xr+In$fsQAnEP
z*K!TH?=uk6@hY)}v3nb?oEIMFN1|^%>MNsb<m<^SAk$EMXB7rc^thjpY-G0I(?c=_
zui?mu(+Qg*-Xam_eKuQr^0I5;(P^-2;TZknY(8{aTwNtU(JNIuvP0;6&9~IWeEUP_
z7i$ZNI?^S+;8VHT7FP<3u-?M9SN0>6j3v_zBH5WpG1=;oaHLsA5{Q?Zy}m-2)a6&)
zYmF?$Cto-$>v0ZdQrGO9lHR^A<9@C;xd_V$AQGgS-W!Ly#D?SfuJRlvF~AN0e=pMu
z*uXyzVc8l#zXo~!sr~7ybvyNq;K%i@PkYaB|0_<}2^gcYr|o&`o1JIe`){YnB`tP8
zJ*<^edfKwlZ%FR?EBSdOCMosihx1Da?&39wL<zRQ^%Xynpur5@{e}vnSlrt#q-VA|
zACZ!BJaBf_11V`PpfEEYw-(QaBRzace71_ZO1hcP5MMkMM7h<Q*hd-t1;A$>YRu3*
z(xju&l|q=Fcem~}$Va{iB1kz@6)Z)X&{yqp%d~I^{%ZCNiKMUAvtavW#G79Q)v1c8
zpbzLZgmTDo_OoijUPbQ&!CUO9Vi#t#sd)YmYi|J*NB2Dnk`O{jaCd?`WN;_AyL(`8
zcN^pj1Pv0Lfx#UHcMt9kgS&emxMe5b@73;q_q}@c-tJa)PjyfCJ*V&O<M-Ut-ss<a
zh%Al&AfUP682{3w8>=bOJ|%Xs71t&8d0F=wv=IIH2Vnz$Z(c_(w$FO~Iyk?7xZ<H_
z1`p+&UtCxqnx1eIEy8rD*gJ3w_$Zg8BaxGOuacx*ZPfA;4_R*vc^5O(@pqIn`4^sT
zcPF{-yHIJQCH_gDV1RcrkKDnt*;lk;kRrr=SlQ@%aVms>8u?=lZ;<-+aieiHSF*9;
zK}PO8+Q(b4w<pK3goD%WC-1Sj^<T{+TTeM|F0;LQ4MszC_QIC51X~@EOY;Yy*lm_Q
zLEGno&puLm7K7+(7v5&5u@RNsfsBJRXLNMIZECDTYwi^qVd@#1(uMCOmvrh%l3Jxh
z0w}0cMYPYKsn$o2=m`W)pF1i4Ats8h%vv))Tyw*L!8ejgFV3{g+SJS{fy{wJOMN@#
zcvvbIBpp_%7a>3Um7q?HE1EA;O7|+cu}%={mZj?^jNZA@+8XL`WX7^g1Rp5wJxc1m
z%V1xTb^acf=8JB_htzC_*)C^MhD>U{EJVc#VsDeja{&9`=4Q#56Gq~|cB<rItDI4|
zj<+y<Z>?Xh_1MaYGjnxc(H;&bYZaGJP0wYjkQV`MgI&(kE?DUN{Y_H7R?J{K3b>7{
z)van7_y>WSx%Jb0Ls!l<c6}sW8k)s~QFdY4Fg#I`p_=MF5ppOwrxyODtC+-7fiK^z
zG-io{MCC=a>v7|_Il_`1T5Y)Fo_D8HyO%YFjSBD~tL<^@`ymf|K3ADnI=;P$EG|X?
zq$R>k`IYWnc_5=&_>4O%--}!)Z9B4@`HgGzJ;_93DGiKhz`L@WovkwU4+5jd$%$U;
zaD{V^>G7wrG4=1`g;agI+Loqs@gXe4<Fw%mdT%RlAQVK!`OHMRQOCNo<G{sxG2`lA
zr2)`fZo`gJI(DqweQv}&4C-lvq{pP;X(puvx_Z-W2h`1p6yvg_Ssx;|Wt*8{?P_fY
zu(y^4-H3Fqv)y`_MI(CM5yr>|g;?2EJ2E<{D3GE(53+yl_vvzNcq+rAe^%?maN8dQ
zlg<;RZ8=Aw%}xz(jxwsY^$+8;at5h{a}!pwMq8Rw`p6+gcvZ`w>g!~bpBK$w%2-pz
z2z;)gW=09%4bJxqis)L;wcxtD6l7H^l<nKeO_mGBp#J7YE~pfay(!<`>smTl0f+Mk
z>Fs)r%V-Po*{P*ID&VToVMlFoilyVPIpzv@kEjXKTI_PJvAhdb*fwL+yckc`U-~{q
zOWO1T8ug40gyaKLAVy1PZfuQW%&czqvUejRyTc11uUf}HZpSaZtXp|J2j(Q*I?bOT
z%pS5TMHj8gm@wu&{1tF%qJO1b)3IgyM~q|m<aFEAb70DISL?(f5SX5>!qCPOO3cyK
z4UjRaSz5-s$(&+?EI2@9NVbIR*7TwzH<xCdj+ts$e+cm?Q^%;ou#O>b96Xb_q`wv(
zp0e(n&C*sEA?AxnZ|^cjV2+t)PFki{G6=G`@v2yzH0ds@sPM~1;J<nYu?ve@aqR%s
z-MF!?<2bZW9^y}KtFbvyHn52bqu6wDfW0<Xe;55GuTB$ABg%^F{3+@b2oCII$l?qP
zkT_wO@zV1eS6N%|cw<C`lHZZk>{&O_043oe2>!l(vkv&3z%*_oqbDUMdFLLOsuEJ{
zsm4(~&TK29n<D1Us~E+Z%uTl2M*T5hr>Ccrte(L=aS?07r^Dr<tt6R-k&kfMPCkuV
z%BDr|fE%n|iw%S>^HCvXW9>7Ao23%tuyBT&F$qIKjv;%FGOWCrGXx*N1u?!7<mJs~
zn+GyaG7T1%RqZ9z61Rv?$2j{=Rh4ZGHC#^Z#g1{rP9a4ERm<@w{=kTnF%m{Lzg-u~
z6o>Z;H((*4f}GT^u7RujWam}`F1L4677BPk?RS%-X(V`8ml5vx<MyL!KU)2E??#Kn
zDRZ4qKoVza(;DV7k-z=CW^Fi_CR4A+4L1Xb@inK2nLkg~RTq6i8D;T=)}j$7Xk5db
z=^B#!6at;Eo>AF3*xp-mBRx4SxvYHNbRwIDONv{>z~at+MxkkBrz#b`=ah4MyLv1Z
z$e=yM0JmW5zQ5F&XNF9&JhyI@Z|<8JPyFV4TPw7D4f*WLq~33%|Ab(0)&;QYHy=(1
zMsLURTagvJE7zjQy-IJxV@4yCzbG}%k=%{u0yl*bHL{N|H?Y>G6F<{QV+i(V>_T|{
zApA6Q_6rlnW<yK0=9SN+?(^v&_?99lIZll=%m1r-#zZbQ)`(gw%51)t@^ro<t{nX8
z!l9CSr20j~&2LK)jozdQ<)P~-FrVUxVlvRAO1WRu;^pb(rgSw_Ck|<Hm382*D<^Dm
zz;TRu6Xtw<<bmC4w#c6V@R_Z5g)dZ1f&qDDqwxw4`&Oc4rVXi~o0@K}xI~h&Kfozw
zIvT<mMRygj3-mbeRdScR(~sW1qpxqZ$-CCH<Fp-8faPWN1y>D%2WAHNi(}DVKT_|W
z3g%kJDZ`uH)6&PC%M7=QtFFmJmjp*g`*J#}4xzn$%hxfM>gQ1C-T|G3iU)1j3VQw$
zD#cOO-)C1!M=#_Z7P%c7vG?bhxHu+g8K>xVoEXIWnw|LZHPr|cI!|3kSU-FsKFVNU
zg!@HYult3*S2;8=dFAD5r-2f_7H|=NXcXL&p+M77JU5Qr>dKv1CmlKCzC9j*`*oic
z3+DXf=)WmcfG8XHB@`r;Y`3i6x78=&f=mwe`#G?^{RcsRoFGYCo1=;RlXMl>G+fH}
zE3<~rq%voZw4*4C7g-U)5a`p-e><hSbcI8KmU>oO=g$TH&;Ucc`GfG>*&TTLLSYKD
z(Mx2+3ktZMQ1Tt90CB1!t!bMPDh@YkXz2PCJSji-29rda-$2k)+zD1Z=-@)ze5?F0
zCk!mMw8i>63$6Di*|{Rn$er`4(Ny$PB8Y!j@cVTVK%=g=2048n*Vy5WLTR+&CQ8E}
zgiS^Oss^I?Ol<rjoh~(0D|56O-{EQCI=vwFt$2e~x2`*#mi~0Qwyq_sT_iMbGyzb?
zdL50j1YDdpej51@u>J?3@lNHrv*(1}Xl|G{Wb$VI+)b|YC!GvNP2LtxFuKO4Bq5#j
zeL{gPzGUd`b*enp>+n#<ZxhyT9pn}Ix1TORFmm1>Jz{)hj&r{qg!Q$nC71a^$<Lvc
zZ3^xOW~=;@3ntmg&H+wZpB@E$P9)2M^dkB5hmEQGtjP%=wv`pD$1D}x&N_T_qO=l?
z5FYu&rS-&ZUD9qa<8R6r4ZrH`3*`Q-*O2;O;LiN^E8@|%wRD{`jOU`OuxGIcio+YU
z%RnLnv?#9MFIk`s;5Xv?zR#c$m!wH3QmI4i8tY6tn?<#J7JtgOxw@U})Z{Z&Ga(G#
z2^-%PQ8}~W(v?krOR8_GxjLBL7O?k|&6i+^_I}eM21&a=EvW`Q+myOH%xtbsQn!q_
zy+?vQr`kkfNypxRo`b~V+D~?wb)zxhT$hhdfs98n;FZ~3d8`v_=vkVg=+jw!qZpnz
z+Z3BHWeaeA^dfU+i4<vQU@zeEI&sNIp|v9+iewotEsLSN3Go);4}#`P@I%i__A|!S
z;|Ga&p5Bx7o`>g?U~TM}DO8xHmO+ly<@bI&<LGI0{+K{t=f@Y`enF`MUF&XC)WDyj
zOP1TN7#!7`Ny|vJ>3r>^7j0hH!)9|iFrY{-T%vclc!|DyQ26GNIibp%j#^41YbnL-
zdTNv4;N3{vC^-hbLSxzD*5<ZM?BsiUnFLjP-CY~ILE6iZF>5Cb9`@x#3Q(FRNG4mu
zVj5n|`qeD)8Km@?STU4Dxh4|Y_LhRhT(uQgEX^dc0hdFY&p^0H9XKJm4UD~lOjqcf
ze{mNW1#x4MJ3(ZV`<#VoM_{-RsvK<rhNQk2L^Ra#0Yj<1&_iUbvI`U|?9%EouAab1
z(g}tYdh)d`t)JBdEyo<icRIgfQ7aZ2l+A}<9}O!;z7voxbr!4F|10#Brq;!vV{R5v
zYc)e(RYWOOZxT@qb*uBT=k<OWcn^eSpQF{1=LS@b3kQ!w4LdnJg2oe`wU+@*e63{^
z?1?o)KcEd&@CpFV><`gTw3XEZ3moKG0}r3yo}XVnhh#Z<i|h_`I!R#PkH=b5OK>_j
z0A}jA6p<h5!zYDUg^TJAB3KhO9jfS|y-=zUEUJ+*0|Gn6(wBG913BO0NEkJ36-zG?
zF3ID^iHv2u*T$-aiP1m&vbINq77oTDj$O|G0>_!?9`flQ#?#Vi!&NPQ%#6r`3+rB|
zxYY+=w*hVgBcU9Q-_zP-HcRm>A$Hkd);c?e;>PHGBIsM~$FBjNF>kM5o;rTsQsn=B
zfm=HZuCc1962*tNfWcifMIj%ZVXZ#sXqCq2bHK$vO64$iwElU|E>6Hby)Sxv>z4)+
zdeX|YoPorelAttm%BNj4tlT<Q;exvMN8vZs%P@AHTa=30w_lY^krSa(SU+rF7F(pi
zW)VH3Nh7qGjOIEpgm1}fmUe-MezcYV{o45`RC7swjrr$qznUTNKVa{tGNFB>nsKsT
zevJLe?#s=Iw^i;iXB<y_hg8q3af0MsCjIb0UlMx!I&6ZoH}^|=zuAwUF&5m!{6#zY
zKrh|bZ~bXM+7tVaW%>~-NZuI7l-oShs!{*rt4x)&5o6g-bs?{Ej^acxAU3y$S0vag
z6J&65S6lADd}I1`woS<vXy7ARgA5rOD1nVzL2H_O?BMZ2J+W}OOz!B?#}`pwV>D~F
zc@a8Z1-ke_lJVwe^uo0J5Qbq)W3}O?Y3XSh1)hBkA52@!<|i&PyScW!)AncJt5WYI
zJlo$CW&~@jnXBnGnLKv8d6B*Gb1rLcjd1)T##*(s9J_*-g%cPcuD1$TaPN7QxTz~|
zi%tYXF9YSoNDv;=9`3*AHw2;H_%ytgGm!E&2C1LOvnN)`Gx6|=?SDGL%T~kuT+54U
z$jd&)TQ6hR<;RcJc^SIS==HkpDZ`Q%aaaNIkik0^Z|}a(eg<#1TVNbT_b#(0HBNYx
z`<&x0XdYxwPRKV$-4-Akla~WCb=hsClp5Jcb-4C@v3db=ZQpB~!C1>ZUJ@27XgIzq
zh`9Vgz^vQ$GBD=Ulbww?S@Y^sRfxp|kNdDTb|i$E3lIB*RjzO|t|>N-Tt8xPKHn=~
zf$J%%VELRxG3g%90l`zbZz){9Y@J=yH3o0*km*Wocx)eC9YaeG8ph4Hx%{L+VJ<9%
z&O3|o`NOCZh~ieHW1hoiMeuMEV|+%MT2exm?d;f^*({cLcn}hJp+9Vo9mw1QH=8(g
zbwf~x2AJFdr4UMSeG67Nk*;!_EGu9ga?l1j95bDN$~wXqj;n?p$?FP^e~7Te!1SH?
zBASwDXQtDR;>6$c>E-qEKldJoOzJP3OBSYuJPIejA45A%A4WhJv;P15j(tS)U%vk9
zKOBgfbr!9Bv~^GI5yK|xEv=~Ie{+~$8KqXFJslW1DI<-Y$UZybEh4<H&J}U;B0$!o
zr-3J^DD!o*#>F>$&>xt;fl??YnpjAqLHd@MsE>oOyVb03+uaB3RELM2bj^vU_tWZ}
z<bBxy4CTeR-$}O(nLMY|D~V?&C#g**eK%hqiIXX)NP@h1B-Oic86k18rizYLdY!~G
zngd!!zO|oYqs$3_jZZ}>=GTTpw69>C$_z!R6lcUw@F`0tr!CR_6KviSt{YK!QfO)x
zC#Y+htYYl;eFo}4KpeSK<`gHX5;C+-898=zg!tYgF+2#1)8#{^h5y!y=E0;136;ec
zNLMAK_1jw54riFDkwiL?a(v2PX~#Fk8ox90W@BMx<%fzX0~Xag$?@(ze~Umad|W|&
z)|o7HUAKCRyFk3zD~@rLxJogm8!yU<@A<|A+N^IdZoxNJrp9eOGfk;r6D;xNBkH>G
z&BJstwDn=<M~cl!y%n!$%l0>&2yF5e=-<4aHZ1E7Y9lm7NMlu+Y=1vnth3KJPA8fE
zmOg!aC7|dzXC?|u5`NxpD=|rj%RLt}bDK>78)Px9EKUtN3Xv|a;|!u34GLsbkc2xm
ziYJfyH`OZM-s9?5FlRPL<;E3{t0We!SXB=uATv;;Kf)fr$9`*JjnnLgW4H*(r~xb&
zZdS)iRD?C+*$&kZ?c>m>Rq&2c+PAUkzVN|A`kfS>i<C0gQIqQuL(U1f@rjuUaV)~Z
zdhC0<ot^GZtW4Q!)8k)ZiQiwWUu0y3wLa)*GPcWStlEiZkErqo!3w*HRnqslM+f)-
zPPn`}$FvrB=00T+Kv_Rsu$u-J<3&?t<AZ(*_m)G&I|6T!otDD(*(9|{0@5#3!UVYB
z{=3>fbn_N6w`Y@`g=P><YDW^LQFo$>S~8qb4!4A3t>iMqWIpy+I45f6ydK_?hUoW}
zk+w$Y5NpA+*U$x{?+V$m?qF0olRmuz+9djVC(k@&nuj?5&=R*a6snoaeBHadQCu2y
zW6=vXd6BncNb3DgtjD&^U8vL3=->-h)t{G&nOSOqEF~Xqo(iW`MPXu;MEXRtnD@+L
zh}2SlTnpGNYrNn%|M48;m#d%NANO{uXgM=T>k{P;LhT)>YewUqu!SwFn<wq+k?wR_
zBW~28(@Eb+K>9<T-PP}|H6UG~^HGQv69%K<O#W~We#Y@+-xgkwj+f2FP+?2&mR$T(
zi*haXH+Y`*n!(SS#HR!_;t;&1$p`}}pAL|GZ!U`UHxCE_NrHGRCo|TYWzMSMOb3bU
zq*bKJb^L4KeBBnI48w0skCZI|GD1atB1i3M)#--FNiJ3vn^OwZ$*BAnPW<&^CI2@p
zhNpUc0Q?gT17#AEIaUwy;Bf>jcbw>Q$ioQ*yV@<D2}|pasNzk~+Znxz_JFmuaI-7S
zKM2LbHzm~huIfz`fhIL=r$!bsrU<c($jZ4u!!!A;B2N-?G*y{?Cf`wJ-j4ucCom6|
z23(qP!+2UItXzEDokZK2v9w)K&3e+>d;bbh`>k*erkQagxwpiHSiey8!YvQ_EiXuX
zMvqLl8!LZ=MeJJgLCLtUQgycq-qYG4nYNCrk|BU`A$Eb(Of}3ue=QOi7|8W9>l7qC
z%HP3+lUbQS!)5wma!#>5p8zTt!!^~HylVU*EiA*?#P1tdG@okLe{?M$@=t>18<*GI
zCGZ;2EMoIweNG8&=>s|~yhd0*>*Czp*cFBSPSSq-=Rv+TCISCPu-IDxUUfQSQHI|*
zbrlD!v0tbq_(F+FCi1z)@ut5$(^@i%Tak3MDG|wN5X8=k*f`aB+!WhdGI1hItQmC|
z4<7YEO)PEZd;9f1_xcCdm2b7Jvj(Do8DYA$Up4u6W8s2TR&u0-1$v&ipX1QdJD7#}
zrf@y{BV~AQ{iMR%KM1JXe)Jm^`07IRFJ?v?*hws2-~o;pGSWGm;GIHgzGe{EE6O36
zvOF@Y$>yFmi!tIdw!oRz9SgS@Ud4)_ajIr4V@u?s$v=8qGcv~)#q9OZEdTUdw4#-_
zks`yt<X%|}m<8h=ao^HfJc_?N2pC<gmwkC0VWkYd4L;b4g(mh!!(5_vyE@HKUd+ou
z!JoVnE<SLH<%R>)`<Ax#UQBxFjc5~5rQdh5R1A_6{9Ry<c&{M2iR(0M<X7;TMvdd5
z@33*)c9v&^YL$Pgay}dU1Xw=CQ~(S@=-QKU;7*@(dJ$1)O5}Q$oICGAdm3rF!~FvI
zq?Y&7gLDJ1#EA$ZU1w|HeIW1$p>ESq8~S*!Z}VZCIpX4qTip5c!d(tYo8%HNuTREH
ztN+jELIADrz`bJSE`?mH#2SFQI1ykvf3UvwrE&>qD?m}*xO=Pj*jd?j8@;3+0?Mih
z1Y2zXROtv?5_or@dJr(a)N=@B&b1avVy*5<T!dRAr(`l)3cdq!C%doP{QWIlBs-Go
zJ?m;cnH{{FU+bk7a|79SFPO%AmP{fC-A(z_?FZis6H|W8u^Fg=?2;A1m!=R7RgSac
zjf}XcXK<$`o~Y8=@xNRDl(NOFsU}$xnNg^HVeAC4ItE-}@5KC|*=VGr+pjwO#IyIY
z)dZE!XzP$+GZ3-2Iq4~lkcG_?iWdnp<DR_;#aK8lI^^I8u`7vMjww1rWW0Y9n37-6
z$S`x*jMM^ZwY%~}w4u}9cEhNK8#uQH3!py;pp}k5^NH&mi%v$E_HrVqVtBXMh?+l;
z==Y;A3bpKsru)~C+Xvly17AWgLeCF6V?KBd=oge9MM^E>1RC43%vIJF4tSe3r?e-F
zB>t2m9i2&0eFmJ4c-7|s0IcqP)z+NTcuQB0%dEGm)T)NPb+VW_k21R)L0vUHVzJwZ
zyqRP)UxDoRiFqYjBHL|MvvqV?oIu{9#F33NKdtNN?n~|&)6{_Rb)cQ~5<T8V<ggSO
zPjsN(Nl#ov-9wLgS^vX>G8Y@+=&WBih_%<DeyvQo!{y`>B8BwX5Ls<n52)+m)TCmg
zGf0gl9Ut=QZI;3)hBI+LG2mHck|UXR6y>@l^A7?LbV6-BshE&^L`5dkta?6g;<{Ys
z@W>hrCQ;|YA@YPFx2#n*Xy$8w0981Ym7D^gmLlv`=4Nn1Ue~h(P|IGnW7BhaS?h|V
zxJrw6Km{G?XKPJqN-{#KTIRbJTu-G<Qn5NDg#j5OxWL{+)+@d?Oj{myIo6!VGe*;A
z{PG#a9-@hzq?XzO))p%yl!2aKoJXTv9XuxGiK(Tm^+5`OQc&soA4i4ga7!}N*~L<+
za2dTtUi)Jt-D2%=)}6HNg^=*K-l0msFl;q@N;-%)qAn<sPg`S2`JbEApLqDb<E&qH
z4{vciIXV+TCHKhF&VBuZ?d=15PI)>Gft*C$3)~Nk8ho?<$mHDr*i0K;Qh1;FFMSk7
zUS!u1ISMej{eu9m$dKIsje?#1^ZM4D=bIgR=?jI(AB5|x;NUYdm4#0$Twq*GtJ*>Q
z8<-Y00AktOR|!GZ70#8q|C+UZ`eUn<pyWDn+tG;SnC-@a^w_|LX_I1eJD}y5(K?!U
zoaO;2k{SPUaScJnNq72mgPj;zU53h&s#U$7Jl*=ShJ>D6eVkaoDt`k}(g~)4O#>*R
z*z6=R-nmZ(ahfWQiBc0Us$*^0oNALS5m1VHwQV#DI^%dHjtuU1beOn^4x9Pqt*VS%
zg^h}Kvb#i{m{i`*9EhYTI(Xg{l$5;=h}>~SUpE=YHYmAm92bT?g`!VpP+@x9l5ZcL
z3fP^OC|~;JB#J;~nsL!{-4Gl)w)6B@1c|;p;A0}|rZ*xUznZVBXq@*-Spd$BIZ*#<
zaV3z!?m#xCYk(=&q*JxA3+K-r8PS#rL;7JeHkWX#)JV4aJt439GC6H+I{TLct+qW!
zX6;_WIpx>cT2B^g^ofHxY{YOw2(N&&L^ylv?!m52<zg7>qGhDW2X|yzgoZZ>C=Xit
zHdC5^<)r%YoG>*m?!$)?ukh{^)6vLMq3Hb>NInC@ri<^NiIrZPd=PEY2PVq4jbH5S
zgZ=|ngJw6kS_>~lhg9*~D&ts1%^gk~A|YW?0O@}eV$wc)5I=wLN`6ZDgK!gI{47?x
zYBj>>KS;N_`lcdNcYgj4!n#Lz?~zE_TK4<4i5vPr4`Zv}-|R50_w?Q2Ie`s#g;T97
zxakTClUOCe2j(71Z(7=!mv=rMP~AMDlXkc^A<HF255sy-nMbtAQ0)uUN&w}GyA17;
zqniYpAY1x3CB-a+HcS9we2DFJ5k)|TUoPk~P9D_BrgWwowb!a$Vv*uKG-UZp)@~bc
zUW27e5gW-rsw9_do%3ul=0uqGV!w9b;n*e-D)xHB#sIfWMk4C*-x!O%k)yynceQNr
z9dmljT-^o~BI?t008(^cLyBgvLZayx$bc98-w}B*>D4)Wy)}W+(fg%GZ5J*thVFg6
zA}+7NADXG6k=x=0B1Z3`B|O6;OX0C@_!t$G&#&|tCy<F}PvhhxXFnr9f$E689wh$}
z7~!_$VL>-32{RH<^jhiIfX@QD3MzRdC%<vXa8K;mv+-VmPip7td5DVt()&mExYQ=U
z%-F>EGRaxU#Pq9W2CWm~INSavg?;rZdZ`u1vhuVXgqKiFJv+RXo+2#`{jy9b3Ldrt
zNi-iB2`Xrt&U9RBU#D*8%jTL-vMGf!6Q=_u8{90_@L?J-3t$aTD7Qus-LQokRe$EB
zxoer0@t#(Hvp);YQ(p`+#L32s49gPdSyrTGgl?5UZovD~7uUn{{ZFjS-*p2XP_n>H
zuJdP#nI&+O{;`ah6XU#bTKV)L&;+!w{LgbhNPAezswWw(Q=6^uO+0}bt~bbrvC^{R
z`hIy`#c3;W&)|}<-nC8S*yKy37g|7c27$&Bs{xLjf?nbLW$ZGvz+LPC6zOkGCu}%P
zpiAH+Mp7qi!NhZnGHJ&^{e|Ll^Ik}(hLy`9)L#&Ty-J3`1BZfzi(sT&N4=c$(=cG#
zOsnCV9tONg8nePI$0CM163p9)p1}OZB~s1jQwtXFX#J{5qV%q_;+t7TL+0dNO2q-|
zP-gL&Xp04K)G$c$CS+z`Po<9a$5zWsTY-WH#~FpT>_x<jZhnRr8Eu>JCoLcU0(Puy
zctAsDZvHAcd`laJ6NB1;seDbtcpb+pnQQls&Zr`p`1&#VJY}u(i1*inR#xgu=FPp%
zwdlna+r0OOGt)}Bm>i9w_BvtufNHJg%m))4(=(1x!SLv!VZYr11?-N~^h9u@lS-cF
z^k?g`I%`@`<BP_}IK64@<<PuUpo6oboqR(Y2rBK8+dpSFSI9@nW$iJOpTlD-yq~XB
zF#aRjR{=vkuT6cR%<B=;J?NI)1!{Tb-}U(zz&0!CGYT<0?{kI+D}hsE%^EN>7~W^B
zHy=1`_-^cWEIhl+dB(ZL_6e?&b@=cQ(+r0tWpho`ms*KG@!hyC(N-A{|Dwmt-$fhQ
zWy=pn(?EPZvfeGIFjl`q_I#asPdcnMks4Vzb1%aw6znr|W&n>sfO@bTGfm_p>yU<i
z-!45OpuL*4J6|u)21Vt>6!@QO=>J5_M^ujQw=g{~kcP*Te4kEPDpSS#NTf6O=7-h$
zQu?m^*q&uBZ}}<v<2TTQfB$21*8FM`tXo+ka@yx7PU43od$@#H+0r1?Ez~~Xbe5_d
zA2OMIefzrP2Xz0D%+z63W?9D+dPJ*Nwl4zkx48cq{bsOdzI0U4(qQ%wFd-X?$QNCv
zEhs48w9i}+gkgPAcMjky88>4ldvm8%@7dP4n7vLde<yS2y<X8WtSEt(!x^&!7^d-&
z+V+}ThX&e|3u9TKHJqf~r;uOfr#KID2sC{^Is14dmTaaI8#AIiX(ODo*>!xEbk=zR
zxO<FF3Yn6QGki5|ZvIAH(Q~aYcBP@=o87r%Oy|Hstpo8e6wNqz?YNmlSGe~Ord?{7
zCF<?afa(9x@w>6HWxLJ}^Ne^v0L>CGC;TkcE~sp3ASiJUO38syR}{$XUt!4UFl5LC
zdMq854xsjZK1X))R2jM-W^~{$TFn;Tjf#4pIL}8ED{4-+2>zX7QrqZ_IJXTWK`gBK
z#*jwg(F6L5tejP2W>Oqsj<3vJwpE3_`TiP$L6H>G2`QG+^APG~#H@Fye(bIJKw0Bb
z8qm}Tt)^#lo+@AxWz>|-6$s+uxJGj46b*qWwtv6OoZK&sroBgVIlkr0wtL(0*zrXh
zBgb^|bA7p8<GR(LzXgk)hsZvybS{uxX|3ZCK?ikG+*jTSSbWQq=7Ig4H>Q^6AOj=?
z_e$2}tEhmr*#5%)&)a0lhsRee4taXg-7R0|S5_s9R3CgnXAWfmkLCHsj-Kn_S<oed
z32uQ>bbF3*T>k_@#AUZTW_A_N_+=<kpgCN6U_&?eMfim+?w3QSH~<(fB1H8N-X8S`
zy$BQt=%Z?6&tBq1OQ7E&21%dRY+GJrg>hTORJHci(r^03$LoiVno7$W$X$zM@pdE2
zy?m4eqBO?@*0f8cn3j{uB3h&%c)Swkc6<$ac(xMg)SLLv$<ecwNT=R^y8=IfU-=)M
zTwMoEjh#=sX~5u{@$hkOW(_2X8oIA@%s=-q?jKMy!XIWGbxr?`Yo8tp-wb|`UpVaY
zBiHR0K|3~{@wMkl4^a1tpzv*IX*=hbX;4XE#FaqlRgx~&>lDb&HRS3N0M%?X@})S3
z34evyASK20{|B47ew2Vbn-($u-@9h7;lE(?mbc1VbmCZR@a}|Ok-LsGhl%kQzfFr6
zQ_;OGCJu%t7FcF%G-E*E=&bhnq<+Wv@Ywpn3p5kJ{B~0+;+U<Vomqj5%HnZ3f13~N
zla(>l+x_C=t&EGlj*|D0uhCH=Hu%ByYxu~#tWw;pld|ESe9BS!#Im!_Y%ynA6Ydmc
zPJ0J|t<!zS(R2+xrZuTh8eB-t0_uedcqF~ax#P3t)~xUY-)7Yq8B`z8Q~p7C2MK$k
za;5kcF&NnW|M6Um9|I2Z`OS`K_Wu)T7W&I)mC)MB|GFznWd{94{OkPxYITM4;|2cb
zq_R}jxBq&tSgchx9LB$wBpy%(1I3v8P1aL14Ue;7e%zTs|K~0oJg6-3g2j(<Cwb=u
z?-<J!&L;HV9Sb0L|1;`qXecqsAj+WI4y{MIf9nYI3T1yFEq0r6OGBKWuw+e!$~Uo?
zfhH_wO=1)WlD6Ef>id6QT$oV`Gu5hRQ&SHFvOMa~F0)Wyf;0<cOqO0vtECi4N5oU_
zG2M@@#D<gj72M^kgqVSpiCdYpIPx%m0u?)`7>2$ehide@Oq|PXr`F&41o!C(Qm2?$
z-yqO=JRJ*o{y{j<r?7!%W9;3XbBe8bB)@xe<A2YS!buG%KM)MO66P25B{G)%w9D`t
zOe!%%rzA99Gpwj+3CvDydJ36=SLc@xUPD5J=Uq-tz%xYo|C1q#goyYG{-rzkhvDFr
zs9s|sVpG1s!~v*LiK%}4#PJ!IQ{2?$m-?5lahuc<&Rsuprv8%}`ucBb=pTfhvB}?3
zA6WDfXgz7^`mAGIEWYEYRI?0uidvhy(XXhhH1ftX=$ZXNn24V+id`ZiEdg`bV&7UM
zk9S{Vn5E<Qtd!Hc79S5`k1uiS=ItEu-B4#5Z;iGOB!RF87Yd)l_x>PY&4;J?H!D!d
zoW5~m#Mg%}2bb5Evoaf@BI@k57|ra{z2PNQV?+T(Cvq^~$0nzp378w9#l^Oguz0F1
z+Ve2`M^ei=#cQqj(AW|YYM&&22ke(;-K%MxX|uCGckV!qO&$Y>-fh_$z&)@(2()JK
z44~x~`MzEFocB|_>I(rp52$l7QwwYVN3E=0lA{V$0`uTvGee0No7zI?V|3!8WZpTp
zAiL^9-cAeKU<<q-XCrK5{ZceMUR+bMb;*4ZJbXFaSc9!63_30~BZN`d^(K2L`%%b!
zg<dN)eN<|d>H;uYgN$JwdXf{d&Mj_sM}0kol>y>7I)HR*bh2)`lbpWv2xFR*LRCLQ
zt$eLc)jflbo5jMcZm(7hm-8Ql-KUuuZ2O=&Ci0%W&^!Wj*CTgN5|-)#bsR5AEjE3n
z2pP55nR|4bj4@n$dgUS6R$Q)I5*BT~ACWJV)tA%HgR@?wP*)1Jy)0L{1U#MlK!G}W
zdJGCR%A{csC4|dgTh<RYJT$7|sU24{BAB4e^3A=xUn?=rA`M#e=@w{_%xsx*CdCjP
zRom3CoCtU9Qe1rq%)cbbcaEIu3DNP{nE#lPBBHh(`n;J$$Hk>4EhQVz=WTfMV_=wR
zG#Z1NGX92Hw%>$RAdNnbOlp|#*po-kA{sW4rY&$1o-^xZu_#S@bQeCLk#E&EotzbE
zGTL;<Ci0F?d)oyb(0?JIK%6<fR@PVjEqg5c9TtWommjUgp(`sPN5iEixm}{iKq_QA
zgqj=93LWGOi5?z8^;<8bS+qi}=a8V_sizW5vySA7(f5>UT#=RSd%wQLXC&|}gViBD
zKVt4VFwEhy`hn?%x-53EMyy3L-_{y7sG?7*L>H$dW66ztCPpKNhN~9stH&2Z|AE;4
z$GvJ?61EhnkR4&ai1q10E>~;($P2k9Ln_2z=7JB@c`#0mo2UL_!b+J0FVfW0p97?z
z5qc2JYG8MlVXJrN;TTl-3q77ZUU#-pq8Atw3Wu*67f;a4K#VG%4Y;h3%`J9PjgzEO
z)~W%#C~UdFqfZjdOQLWFciJt&%8jHYlOF<pY)6#B1sZ^{q%)X8MbsRG!@x3^qSpN)
zbmToC{K=gWz=VDwUz!qC1QBf17GuRF@|Ke3MnXagS8ds?G@h215?77Uo1y34PgxW$
zLz@#WVz1zgac{%?x9bX@_p!0n7vUX81E&zp(1b=Z^fz+k<b{Qn#1r1jbo5LVH9sl?
zE_9zm=;o@clchBWNAyYMxzgm6#~*QN4AoZ?GETnP0EVQsF8F}RG1`9+TIug(c7Lmg
zJsSLy2v6LV!v^9OM<q^f*>GiOHjr-7m%x$5T3Yn;!C$82k70)1Mh?n6bYZt#2?`+)
zv#52&{;Bh=#Mbsn_}D}|LqJ@)Y^*7j9&=TAfGAejMc{!8Nx@6!!+ii151h7%m7@IO
z=`+<%MA#{#8%ciji~H);wGu1QC6u-T#;FEVOmlK00S?q`9IAZYvk|Bkt_qV%Xefj_
z1&K65)dtv(%DoH;9@Q(dkp(7LUk|?rt~Y1-**vwCHj>jkVui-#Mt*GMkeuc=K=sRM
z*l7aiT(|)m3wHp?W<w_faQZAI*E-|>{4MV<W8eaHUOST_y#^E~^5&N@$oga)GDK3w
zu5Xz>7TU$0T+NT{W<*E2pDY>V^iE4@(8p>Y9Ad-YlTLOTuEP{997TMM9=S-*)}Bmw
zrkpy>zz_$A2K>4WH7nu}3WiJ^Uv2}rZ0<=!etLN*G*<_&Dx>T!m8;q@5Wb|qB-uP{
z7~ADUXwqoBft_kFzZ@MN8O|(FbYaLPE6$`YYKHR=ocrMKHYCgkoA6#-nQgK#ZKbKx
zRT*$LR&4JFO`D7AR}D+|HO%FgA{)H9%X*}M7dzZY+Pe42f%DvGH8J)KZYThA$iIJk
z#}VGhrc7dZATD*c{4e=rfL-GIzeG#L6G@>EdD57MHs{O2Iiin3EkFH+xF%*Whl;G>
z4h)R%?kpkrgP`=(whfHPSA&njb~ks`loX1+Vw8t`SVIpHfk9jvIDbamwwz2GUR>>+
zxsD`!bg`tZ<0E<oUUDd-DrB4b9EBR%g>nUq2AC<E89~%x0qZ!TtG!`oyT7sX%j37G
zLVE2yaQQK4qFm={N#z-$9Mps?8GNTG6V<d{J7ku$Fw5se)sicL0KL;TT$6>R`3l7T
z;RA}$cw%CP94h1TaQlPY25K+GylQEr^9#<{XTBd#7Qc!9AYfaekzW$_O3>c2k<0MO
zv{J{<<?N_5mofwt0HtuH46PxkpRVD&L!-d__0c3TV1~aX{6_OH!N74@=gILFnZD;a
znU>d<(#vl(cUi=f@1Un?2LOOg?Js67vk_aL`t#u2i{dMn3z$6s*^B62+Au0q=TEaM
zZzs~wzia)MN86<}xtz;jvcR2aU+wLQC_iZ~HfkLpy$klxjJ5~qlte;M9b<F(_y9`W
zu;7!n%H~Tb5lz;iT0#ia)+G=rK49>uhTm%?QJx{_hCaOSeNsG;VY;&cMV-0v){s!m
z^de<4oOmQ6q~qUbfGI(_y5r<rL#P&*+Eb}%yKj^nX%zg!#Up7qq8Jj&W5{tUw`v{(
zB`7)%YXaCrm^TVVboU;KH+PzRXbz5QOXZBWrErybvDNsjAHbBClCBO%0t-Vfm`0&D
z0@0r2+AOW{a59&%G><-u_&Et2Xl7WZJ2t1{Hi%EV!J4g<XZU$j898)fcK)E-;t$P?
zO312ud24N*`))7_t2v&6#fRC_rdBS0HhI+f`w1}e``-~tyGoG3K+~WBT=vB`SeO9i
z^3^1*@*Poqv53yA6KJlThN$Fk7-Y*l1B6G}=PsC=Gh3-Kb{`B4#)uPCHj1$Rawvxx
zKpae&`z<Qo`6OWGM-QW%?T>|p43uN-Fzjer+Xx{m47i>c7{X~{4eM3H9^*d|7oe7)
zU}*8=E>@$+uQk+hRj<}R2{1?n9^FCL!QU^R**}ng@yI|JokzI|Ac!)HbEHe4v7R*Y
zDPbQs!xCv~;S8MqWXDKWT(FBv3GdBX$*mtV>;q(#IZya8*b`;wcHpdlLZp@J@@e2D
zmj)0UFEAuPz9nsbifMphE-nx*q0(pZwD|R*IH55xfAbFlXK4IU8Hdf>;j=cWksOUO
zpycS`E~#m9j){W7e5SfOKPq>vzkV_1Q^0;hkAxH<Y;=&5)Lo1+Hkl=*?ym-(*@%kQ
z*JIIH2o*?*Cmd#wmR+8WWQrZU>OC`aQ1Vmf46xtaFSJf?d{CxX2@y&sN>X|$Lq5m6
zC?GHvX{%OD#+J3tWp?9rNd*=n5=91#Cc=d?F~>GJ;D+#?O2b(*tWOR^X0ziS+o!r{
z@gunoZdXVwV!c>tllNxkU`1$(8&^igy7BIf2FBChi%tU#<RYfhZ)2|wnVM4}G{;9E
zoTM~xj7}}75|y-~ZzDNXI|FbRMPS7z=S+l(qMNsR*4jrjj-Y}X&QwIXa-=M9GYEbI
z*A1&Myni*?!o7SNbvCpO{q64uSj|0Gl;@t5*$0QuBt>Z~p4JZm7A|2fbT=|sZwmrJ
z<c#J|sx#k<ZtiS`1xg+X$;NlDRjMh&^_X}DdOr`O7%ZYYU@%i%Q|3l8Pb!fLIl_f9
z&h%J83;f|CY~{f$(u6iNfJ8Ix(L6{>)1|!8V%RSW?0{~w(So}~d7k2LjA*Hy6cIg-
zy$Y9>qJ!h{DTmaL4KmG{Iwqiy!A+7V`;mz4<dmBW1x5405m?q7t#v#xLwr+wM5w?Q
zKwLt2sekm_v@@w(?<l?_$xt2o!<e2ex|j~dSb6egw6yT?jCgIh8o+B#rpaYUJ^Hkg
z2sizQutFd4q!y1{SH7`+cZ%3tHJ8?7l%K9J6o<xMWp#~Ex4?5PNr6J#GT6(5%a1Mt
zBI)^N?xPjQM-Ucgu8h`LQr(n%3tZuBp#&o^njWnp$llKS2=I^uSG{x<G+WNq*LrYz
zVtmB&kEV;Si*ZSD)tyq4mOc84S1qwfK+{e`v%ezSTMuBmt0428XMmfBE-rTThxB<x
zwY%};-(D`4u=w&DlAfD(W@1l7dM}4OErk*wB{hon0|E<w$w{dff=-SHH`&A;si)Ps
zy9975c5?86@+|R$Q<8Yh^mMIce&1I%E1WbVQ2i>WzcrAiRIi*!17dbEZa%TTu!p)2
ztfyeLRi18d?#JnySektEQC9OlWp5?l$6^#{tWGLIGI2BsGO^-e9mOi65z*Zl$o$Ye
zKYP`Ot_hDGVcONeMGl}+E!FA++BG(i?K|wRO2j+hkhI>^DS#^jY8r0IZX22>BH$S?
zIu~=ggFWo*4?>a9p?cuR>8~U2yu(|Xm5h;N12B$SEc>I$@%4d6+41<Z12InD`sr?@
z?#v@j66I*rEgTP3gZWgCL|X)ERLSB!vqXfX7AFh4yO1TGDvgM0Lagby$X>Azbv)WM
zw+&4mTTic9!68j3m+Fr(wSiWFG+4JxGhu$i-8eb6t!8N2;^o*~-*dh2djMb7nrH<{
zZG@86W&gZNU<u)_E=;iXrStG5`21>1hnm}VLEV>PdE}%sWnoxEHREKAE}nZOnVYSj
z&qndbJ#fKit2H+KD~NcBTxAECTmaYElK6XS5E>p=8WFW5K^z#=IybiWOwM*;fQ;Ey
zWf4pKZd5sYU1(vax_|yQ&=#$zI?Z){Wh<|vvYeSOcH;431lR0hczq7ZK5?r+c8k6E
z{II*-=CTJ(4Y>H6ddnAceZ%puVG><vSWvC6h5GFfu17EpIH>^rdvSoMZ*{GrwAL;R
zK}D9j=x+&Oa3_I9&{1f}OW<x|3Fjm#>qi_23|Ko*0|3ikcqm#@Znx8~O?7Un1~j8e
z`UCQ~>ZRF_2kuEFuIsmxkxJySHIENBH+Grn`R#tWaLyS#3o$9xxbIeno^{NM(zs}-
zrx(Bt9aXMKIz!%OR4ryYIGsGAJChsQt$b^!QB^;YAP4IKl7?4+)sHHPG6D(t5uC-7
zdu@cfAZ!VS+z*rHL`coF&GZ|x?V~o_fn>`#`|B9D@UrS3)T<j-Ym|jWE8lo1kt%2A
z&5VRb<*#BZ38c(~PCKA2*V0;d7U61#jf5JvN0k<sSiNp0(s!-Dsmo0fiX;AO(dT}e
zqlrMR!G^(Aqf1l5*B%MaA&f)|<-TKWzBDOp68q7nfvAC4S0!l7Fh#yJ`@nYo=JYy*
zk}X}6+rU4Qm?xcfW#GG}NC(L!&FMND8BEe5^84~(jGP47<v<Ka==oukSydyO?y4N8
z5ZA~-lwk%n{Rf6J6Pb7I`Vp-lrpGZo7AvK=Uh|%^YEm@$A&g{^om$$JV<13DrD|Uy
zQ7^h;@W=4(-A_LW$)?J8-ODkBav9QL9N5iNF71Q+?UB?ZW?C23+6SX`eeCDUnJB*I
z9kZUj_g~hw<TNVFLe%7j;>(tkDaJ^ZSved$AF#kMHba3q>$DlV<~*hpIfr3x5JXaE
zuOo(n_$hq1S)CI&!{)tp#S^xE1*YOsi*~e-kY+gS59Qz}0<ODrsYw~4^iH#8hl<F>
z31|t2M8pNf4u~1>g^>Y%PlT4`F_k#nV8#0aY<7Fbqz%BE1*g|6cKPevD-*~JCH{ol
z_FIOYk-J}Kr+T}ygw$roX&V(XX9m_Gc(ts+5Gsx$`w>0L5?6y*^*)mV+kvP<4!)=+
zr|L<dW-)L#V)F8{ThQ95Bj+k{aWa_L%qzTKhqgM{>p=?tk&NG4!1b5=?#AIr*Gx)q
z5j(Q7F*>B}|JC0G8(rU(Pqyl=$uqt6qh>7q^lu~nM=<+BRw3Hb&%AK|!ZT{5j6~+Y
zpagcGyM@mbc0}o0#mWhBC?1adtXAj>!;c>QJ;w$wRNFlesjvWl)}GCxX7I|o2ys3{
zu}L5F0XK@z9c)#;&PJ|t$nnMN5U}CZ-1lIX_t2aRw--K4kA~-AL#=<@n`Zs0f&US<
z@w4%nj=x`cyiTaL9E0VkX9yOS?2)r`Eb;GwDg0nWVDb`vIm6n=N}pW$zZ}$-VbJT7
z>;2yv{I`|~<rFNLcBfZ8?Ee8aB2abdk+Ykj>+>IAHG1>Es$2I_Tl~lC{Qd(O4kw|K
zVo!xSz1bftImK*@!qWqeUS@<I+?hwNgVr8X=f4PxO;!nC%DIxDscu)pcYmz?i^q#r
zAuU09iu4b{7H|vu)I5LZ^rc33;1$puFqME2oINH0lnk5DVjXi1*oF`^6EV_@OY<F?
z+~Lc@mAvd|M1>&>D+l2;d>PSYNX*+H!nTCad=(t(kXn3^G&syGcq~v3Uhw?&Ya}Ez
z<kxTh6AOHW@EQ^84JI}v;3IssxGB!3zva$d+~N|dr>3dJ)m`CB##PO5X*Pc$1;y8N
zOK5xn;yLI3CpP#B;jQTFJvUIW^mO3>vOC4(#^e&K@b9_+B9x+m@4@bN0*MSYNey8N
z@Mv2-(Ppr10twc(?mM0-Q&CK5B&@Z0g?h$55X3Wy&pa6VaY^EhoDC!rf5o&_?foo6
zl=Fg`1u^*{yLWox%7P<terM{9^67^~X<!SQPT4jxnNqt;Lx3qQz#ASq+;k;O?L5(J
zU-~ZV&fpALkSZSo6Ev0bSKY|{V}%yp{m-2u+80mIhiZE3*=8w{CXxDKhSjd?3N`67
zjB?jVUT1&1M77r7W5e9&6$<@bT*r-vd4@bMWZ3`W&6A#|(wrcJ-V8bu?En4N|Es9N
z2t4yXI6xY4j{e_1=l=|oEe-2ZbSkU`6fq;ZTK)gSp!|2pim5&G$fj<*6FhpK3<&;r
z#`nJi^*?)avxF6iYd^QyqVGDWgY^MSn${Xi*IDpyUkvSTyMZK6jt%m^Nch8!)Zaf8
z2r?U&Fs9X7(rdpR({LER`?`Jmh7x;0X@=d$n%XQu6?0oS+d7S;F1N8N$6h#L0Xq46
z&HvDlpdsqkJ`KWG=`<&wIK7YI)1vKW#(PlS<?Uw6;!s>kf&L+(VPX_2NfI|Dgu8ZA
z=fJ$!2ZU!V3^ZrALvTv?V{z=hg)?yHDiI*$Ub9|!eL{0TbM{z9y>#j#vR+$6sZDrO
zxrg!Hzle*sCcv+oh;!5<XOVr(5?8i)o9MO0bT+~-uYfm|8QO1LqRJI`>qQVmrn32>
zcS`9s*U^q<enXtCr}L*Nd2dQ0CH^3c`Bp2wHX+eU^#eCKEEN=(Xw65Lg$2x6mL+y?
z?VLthmL>J?atptg!1LEtWDXiHy>>Rh$5a0BU8gSQWl@I?x}~Bd7FT#D>KvSAiMH+g
zeYUZ01x6E9p@^``J`<eL-+Z<jU{m?)R?VV`gGSwc{R~`c^{cg@u;#w1Vb}7b)vsic
zc(q%Rx0~oj1kj%!>Tzg$yUtY#Tt0zj4plAQQ(#DH6rUI>l3zXO;2^h)B%KnW<=u1y
zMn>j(DE%7#w887{-FxsJRQ|Oj$BI8rK-}|;mp+<!CQllk+*$LZl3S@?h3RKU8(wOz
zDG1ZPY&NY@2M=<H^hu%xH?49oIr2;w$+u0uq+!=b9g^&t;2K4U4utTru+S9t#t>5}
z23r;R{M)CwZKI*ABH@$o<miW>Wt2;FO`}o#_d+LJrruH&I5th+h)u{Qk+weMTGCIy
z;#r$qv~KlbikRc=`B+~Ye!c`5#601jS4?6DQM(2(?V6L6wv<S29BYI@JQ<s`T+<zy
zwB3%!x?6j@R|(x**$hcfBcGU)nZ|}K+va@e>7Mb_6)S2Z{|TU55;eF@ZCCI!8nf?w
zEfYyIK6c}2@?hiQ!X@3~c(5L7^{qte%q3_L%_A-#z7glG5Mi>zE3BGSwG!-%ug*)2
zmNUjj#)9bu%~x_Vz@Z;OJ!W2rzF>|IQC7CwL`$`qi*{+7jrA^3r|NcTzGzZv0)=<l
z3(liiILgD2Q!&Nuxb(=l+3!V+<}a(1D&jnn=~~@oy-Vp$Q7(pfzD-(|UX1#P1&SN_
zp9T{`3M;Mn%`MA~@RS;N6y!TfHRbj(j}6#V(_GLH8Kd0(al50|r|6Y3=iju>-oxC3
zyi@Z{zH3eELFZ2n8Ttv{ZymT=l8ZohHhBf@M2swIz#U0{$MHtVEPzAoF`5IHx67Rq
zpL*}`c%cMSi7Af2!#?!nez3f&PDY}@Sy5f;YrPC;Pyb7G!)`>oaTDu_A^r`^UJ$pO
zvy9nBW3?ed@n4pBztQ4_Kb*}C0nfrPymt|zeo0RtQ#thMpGq4NR}N){(Ct`@|75n5
zT#m#-hP5Vj+d7>nf8)d28L;?+5Y|_>&%Z}U{|bnZAs;ho#LT;X_3CXezTrN>;+>_l
zN;T4je}XrS5vV@T5pmP6*JQybpFKnJe&R5Q<;&LeF@GuIxf@UzYU8+ch`Bi`^5KLJ
z53>r(j55>;>ZJTS4EMBdf?Mh+ebbN`yRqdT`g(jxd_w?|yG0Mbr+dpuo=^Li?;+C~
z{OtBcLU^}Yz6l%-99saqxN@a|L(QO;Qoh9B{YLo0&5rmL$(-1VvG2jny4ZGJ9}gY0
zZLn^=o;>Y~|0Sg_@TujXJowMoHUgqSTO1|7@K(*R1NTqPFH97Xd8$S~af_XTFDEc^
z3)C4-^IK^6YF1bA#R|O<8Ywmz(Qy#n5%e@8-6?s+3ZzyMZoz^xVU6Kb(_6Y>NYkqV
zS{y{^c6!)*1k1Ia_34qDwa=n+&WkTuN9pDfS8}L(fkh7$B%(9V+HPsmU22-jB^`KQ
zMIEg9gR{4yboXY))TiPAs*4FsIsUFvuH+ZVmk67rB?r?LJ$N2&p6~EcxaOsz?&}NZ
zGHOU>jSD*1_NqjHFVlHX>lY+lE8m@3B+YW_r_<dWpV89GtW3MMo+-uME%iTTIE1OG
z_{kzP->s=4B4koFh@G)}$r*%hpPU-Jw%p2i;u6HK?);aDyPM*StvJ1;T$va5*%$};
zPixS;nVa}=-v6rNHIH1JY5U<!Xwfj0Ih^0cQTxc0q<x5yO0WRSZd|n|khN`d`VU=q
zJ=`&@tDtRW3HoX3e%|MyE|`iv`j^9;C_CQ`rSfRot1UnYmOLTRVBWd^gR^%GkF<&Y
z24maC#I|kQHagA(6HX?!Cbq4KZB1<3wmI7~&wsDocX!_}+aJ37y1VP#RdpX#om0Ov
z)6sE-24{vrz`n#qE$lt{vyg8mWav5Tlu309+eO;|NeQvBb>sUDgx@(_!lK{6_d*Ty
za>rn2l7SuOu`e1z3{$*{5~og6)73B+I=9A>I_LxhX;GSx#u^1l<aQYWYs#4T!n!jW
zM8C66GcP#%{oZ2*{)hIrx9WH595O$?LE@u7AmQpYnSKrbL*8#dCA7&A#z$7MWywus
z?XD=io$`Sb7t<}_L1)(bM53xo_bd6=nn7p?3r#Z_HFu828E(dj>>|upV%&ZAgJ~|Q
z=-;Wy+Jf@3kx)F}51{a+Z4KxqlPt+1vk)&stxw`rxU{3px0{13ihf_J;JlcbPo=Z}
zfJk?E{-yMSzxyqMBZN6pQq8Bql^PiI6mpyoV-FL4-%;@@el{1hi*pe{f;%pxNlD=Y
z)sOgS#kmqP*qNOBF$z*+dE#2R)KFu64J<1Tz{MtU1xRXZaJg%Mfb*542uIDN!E`Mx
zl+Ic^tzf%agmO$K<6z*T1fu*rlG9P41bt+<`Pu?H0X^~}wf}yF(nk2K1Tnr0xcQJi
zY_9#QBh8@+2*%1oHgNWjIF$Grah%e@_2Q|t+{`iQYws)w!hAW_xHzP>te2pO;?|!2
zlRCeV7qP$8GK5^88^r;<Lfypk|IFI&A4j|cRaU;tTE&@lid0{uAg|oZGQ@4tYY{*e
z_jMh3xbWJziq9)d8K!NUZRQ#^PvvEr2zne=(j1-tY0&n4A_}(sZ(*CH$g4i0sS$^f
zl;41rT>o)Mh*-@d1FNkchm6efzL9!erW+(%_{bDI_G5{_VitW?nuj_>jZWW`Y+SV$
zR$m0b2@P)nOSSI#*Cqb?Kk2F!lzeU#djXb|CfwFeJU<ooJEgi5QvGY}`dY3W7)*Gu
zD@S;cEh{_1Pcc_<%oPhdSc%$i%~fhMYs}g)Qim}_W`4r<$-1pI+G<z7mHz>Ow-p2)
z))!jx{?B`$8r>QVp1vBozAW`fM5w8^x_XWOrxgZ+ZyJJh&oUW#l$@91)0SJB-Dx;t
zgd{AMBaU(p>I*!)LwHO*b~N(CrcbYi%0WVV?4VH}@yAN%NkOof1tuc}cngE1ILC^0
zErR;~yBCv~A1zkeq#jr3)+N+Vqv$H(xXUFl(NW}|?IxZ7%~iY3Qt?HDuY_iD9%GWS
z71M3EqDIvzNxSTHlkk459<i_nuwt+<UM})c;3@Q8IRJ{_pzSZfO{oVZoPmzLk~Q);
zE<&xaE$-sluF8oZCKN-Kwd+~vm>*yf&UU^@mi2>H=%s@vQul_(O4>$CQFk(Dn&3=5
zJmWIv56C~=pMb`eZ6awW#XkD7S?#UjV>M;0tzm5vM;ktq)C)U_Xg!;G7ydhSdw-(*
zUN4z|MRQQ}q_{IcgD^=d`tsVgk%+{2t;h=I!g1hO@h5W7_9G$Lm)C!;B}eQmKL&En
zCzVGG5+hl!FrQK=3)$mObv|ws<YUNxY(3zAc{%B~?74s#SVFe)$jGn}aqRF~!N}%5
z=&VW|RdN7;Hl2v@M)grOAUB8yw3tsxDA{Z67UkE%!K5vf@c>JfTAyFI4HdECBe=8f
z?!(4_^1{nHhxE*zjW--foa*gf+Txr66Bw+Ozx(xW(m+2ULn3H<CNv;s_F0I#M>4z@
zH+dL5eSrM6)d=aDhit33C|rhtYJ~OFEyv<n9OF)jSwHm{b}y)?S6H<`zL!6S+$XV~
zN%$&g>Yseqv@Yd16tT=jLRTUEF=Ki|0rRfr2gq_S-6fDb2{~(rOYrN@v3(M#6Q9)|
zliILE9Q}_i=n5%p5w)m|xHrjsPI1$A<Wh&65QkKs9aNZ}CM-p5$YG+Kx~>}6um5!`
zb)uk6p}w^xn)V?21!Vr_r#);nw27j(&iA$XNsd(<f{ar~MVa3mp$KXUY6{u3HVFi6
zZ{*<9xtyvAkgoBFO*zKDDI?G~&=OcI+6#&=lVn2?Ctab$6BuysqyEzsW<cW{G?mrG
zH{kHA*k><wNT~Z7!x@Og1^xv?DSC!!Md)M-?ypPyI}+n9ngW|Z;bB}~3nV+pH{)`-
zMvF#4`he|l<k99Z@Zqm9(2A%Pw~(z1Nb4(ON2@R2Kx!-dRg$ep$VD2@JR{)A5cFGx
zO!CV@h&61j$)uFX0QEmN!Swy4o6qN4=!JKO@=Itei}T0jjmoRYo0iM^M7~jy*pB%2
zDcW+-Kuop!Ut1I+Zs{XWMxsG_^_Md$&Qi7VejWTaJ*%_aM2oL9h}Kq@OSW}6@R`BX
zg&BjZJl3K{ITUtTMRs_Qwz@$j0f#MFNke}S9(1c);%WM%Ay9h)MR=o}TuDwLYj46?
zFqu1y7yQ~)Fic<8vf<ON1?&-XD!P^ltJQ-Fj&LLCOEt|$5py<($Ggk0OdS3D(a1k5
z(Z+{={)G?^NzUu5%NmFOg+efFUDEy%1zF-`X5|h??^}gPw`%4E9xIISV*!Pm;Y2;&
z!aF(mFNr*1yy&Wv?twn!`jDVSF>70VC(wTkYy&LUx=F`wWz8Fx&HHs&=0;V^@isj~
zVlf?#%R6^bA_eyZw#grR@-vZVhQYp|Ow!Ks2d|gYUzLW-o_uDafbm7xMJ&vH0cb=u
z2}H;=R8@IY;A^wRBOc9(k_JDfn<NVID<ZhAP$?=HH!33H%JyVAV4QRf4?qi7!&_Sq
zHUjka|EcEcmyO+=nGP22V{lz?KMGOe2GZN_w!DY@>cS)X8`^notwmc6a$c;gbS~{&
zik%-<BtP+_TUEYMHZ+biq@_;7<v%D~k9aFW$S6{B@C?gTo9?zy$V%EcVtHwdL7bfZ
z#_Tx8Mu?Or<iXyq0#(aMX>C7_h!YNGrI@YOl<LUOv=af(H@}MiXM}(Uil0lfa4ke%
z)UI56+7wAas2<q1c8OQjBnPGvmk<ycK~c^wJDJZnBV!^Ds>F~T+|oc9_}*2j>Xa|G
zmtKO!fsSwD(psXeqgmPm9YMT$2x42i7-}4%RS6Z3Q)c8k0}v5tSW$Aka$TbYo}(cf
zrKKVf8bK_exc!MEEAaJy`tczfJ{_W>+@+lFQ<jDQE?1p&YKDlf&J$RyXZvHr@m&M{
z0DmqdA!9YKbqk}7aqBbJciJt^g7irp2qCxX7$Pq{`2;byJFvq)zF=)GTXMf|xvsG&
z`xwMgItKZ5(Dk4Jk&5zxM_v;YExj#&={i_Vr2Z!<M?Z>X{%{H|M%L*)ynOHMe+t*e
zPt;LTEkRu=vDAoqq#Ln(c{`IU;d>F~ItR7I(w6&J1ysLa)u6%vXd_f8dyC@9#bzq5
zGb47X!!*pqtbhB7@&>`Q44C+ZX6p7~7MZs{Ai$CYt0)hv5418l8ZHvJ-XsSN%m)2E
z&Z#kJinYa+1y(7${56Y#%UnigVZBLxGP8Yo?p`O#`jy&Gx47O}&GWpJ2bU&O9l0jv
zL8d@uJcwK3Cg;AjTSM|RV>^dh<%=S^2O*=RQ@&Wr@c5)#R;g~gsh_Bo@Mx4DK>k?q
zSQwQCls;K3k`L!MK%DoRzEG$4)Jtfza+lYRD~5T#&w!({<VtDGEWVz&tcV%8!ais%
z$2kKVNE{OWI#edYytHXFJ{T1#6XxG#P6B4s4#H)cIbQ5VTPvoos{N@$%W1_KP@e`D
z`l@BWwCT?9o{>slA)>6x2RvpajjWRt(gLi}XDjP5rL3Q!9&q1M?vSCB8l2?=5oEP5
zX#e@jnyysR3Y^-YG3qkhk?m??yVz-_HlaUv&&G7g-HbjkG`H<d?l(=|cZ+@cYHu}g
zzJHwJ!(i2<h<fmfC%FAqKXRyHh+C*ZK-XT!XL;IOu_1$ubEe+AcTI#{-R259IUYr&
z?z4|%Gq&a!r<;rE2;|5@><phY6aJYtus}f;2TT|HYLB3vNfBRHk?gh|?rP31v7Kiu
zn+JO3B3|+}STqm;UuT9ud?JZ7<ORFTF|svJ{#aa5rl?uoLg++&{NR@YJM2b1CHbV?
zJ|QFK@0ONTdi?P(mym^25s)1;Q5)ZKWzxzW%!4x?H84xiB%?ECj&n9->N?pKPYXus
zyVQ6wG_hpIYB;cYn$imCfk~i^=bKd5;R}BSED4FuclbE~%LP>8!npBAwHay>VjC-G
zH7uFwcJ?4EeY1{EXZby+c`y}-78bgRm^J#s&xgXwZC%U-j=aLS`dY=PJxWm%mxKa|
zJu@rRQfvJ4f2t_vSpG#qestw4df5cgS=fm4;*&@5YCHRf(+HyXngG{MJe0Q&3OK}F
zsTRIPdgkn7Jjq_hT&Fl6q_~Yshnhb++5!jG7#=Z~cMGB{Lv?zd-u4=ta!_E1PdBcp
z6ka|d8q7c2TN)_8#yGEiL&dp^A)xlVZMR;3-iYuCQPyTRT~RxP#a$vHc`~ZvnL@EF
z@sN;qfCVtH4u<h<Wb@rraAND9RI&s4S;9zdFA2fcqngZjV`j(`d+Ipkgy$pi%ifg%
z1GahAG~Y@yJ68N`ph*KqTd-3bqRMyGfb<xVr=rKw3rp<~4{^oj7Fe+yXpJ$|h_&i(
z_R8ZmUu^Vp;JL2U6j=ev4ilN7mh#zD>`NI>^6uwq*g=OYt|45;|LtO}uk}Y~+^eOf
z4<q=ik)CzcVZ><7eR)V_fE?_u#qLr7H_)12@?~9JY%z$MPRkN5Ai`j=YbIo*<DVpp
zF3D=Y|2N~Y#|p<~TYMc~b3;1|`0*#_31(q<CDh}~R*;1nilZY4t{a%taLlDV?C0VI
zuqkC1p3>45nR-hG)K6fGQG<eyGd>gEsTbi}bfXpO-2pR+7M{RxDZ+X-l6_8%jOfcn
zIqBkUp_7V~s54Fw!zmo@td&}hQ$1bdg=Usd*p2FM2DHhE3r(ujvB&kGc`Mo5+y6#~
zz>mc&+ge{&kr)=QRZI|0KO9@$(EuUL23D!eV;{skurFOkP+@{NQCQYq3l$~v)66+g
z63ffzgKMQN2@L@%iWHyHTh=zerJFmX<!vHs@So8IpyxODw;ka>9EbwY?aPau)H6_V
z&J^3E2xj6l`lo}A1WKm@3vGoJ-CDSH@xr8*!$)uNJ&zSbEqWS<UdO7jgxd{N73$qa
z?>Q!hFKzs(T?P=&9Y)*qEUS2}^ylo@x%3+=*Hx111y{2X2mHT!;KWmWHHjy;TlB|?
zD}Xgbe9E8UGe;p$KT@=O53>(-&N|YqH^VO~v)bG%(QV`j{Zg8x=EIsd3<M9e^#02B
zgLc|hYKG@XroutEoYaB!_fKGY6_hmmN{g>1VsdNc)1$eA!}hVFd=a;yd~U-D@0>}q
zWR~}Fz$m?RqKwtD6V{_EsRQT_r&{Km_P$Uw<qSIe%$l!!K{!rF(INhVmgZ~?gwo*A
zDnY;8HUep(pYj$4>zLem5b)M%eS$89n_<lij_~8w59k?b*{lROh6KRhE-IsyzD0aB
z>*5U6fP4jybMN@M66t^qud0QL+F8zM49F}YKiSUn(F7^0W@L;1X`Zgn0P0ehPC)Ku
znZ9?~LEQE;6;HlheG)brI)EZ>NM4^sOFzGEAp^YwaIDaDYi|hkBlAdw`e5iK)#R`9
zWx<P~n4BfSOQ7N{Uy|R{M$gq)-4mD1X)dp?F_9y>EmwrKnwfMmvB;{BTmQv9=%|Z2
zZk}!s+7S|#Cet=h+LiSwCv1ZqKzyH;2IG-!@=sZo$PjT19s_PhtwcUQAMStojgbZr
z0?%iS7G}^j;EgF#iZy~vgDiIg(8~`9n-v#60t)iP0o$uBV?o*Czh?6sauKE>mB%u{
ztH2;`g!@UFwMRmhkiAvwm=%dmI>pI$sJWdK34st@*oKt3>kgb<3%FAsY!a7@*=&h%
zsNBNz>*|`5XBrcN;|($>PAbEY9MuE*|5$&_)siP<k$Jbt{=^7aIX1KfIRd<x5Bs(%
zwC(#P%7y9|6Jir2ppTI+;?%P-^Yh3C&h4B>-ZJ1Txq6KF**8&(G$$23+Cb2fRSD<h
zAplLKae^*6PtZSUk9t|#)Ayes3!Zj*JFr~&BED4sw-fi628Iv=WddH^)X>ZgJn#BZ
zHU1<P6+2jRr%y`#lWOCqT`#t=#?DK@&gYT-!4<DT;~+k$Sg|yhhEg_8u2Ctl+@V6B
zLsx+%{_n&F!&D&;NnIPW91kRHYWraGLn4gN2Z0hWa*dRzHBPz216p9&*pO?t{HOJq
zh+pp;at^_$k0pR1H-hsg&Pi&8gCm{)cDDpq@r`D&ZyUnm{(#uluXZ+oV)!UWe*|;H
zhPMn8;M>=IKMsVQavbPou57{|S+MXnY3W~!$Rfb`^?gU&;qaZQ9jFX17kUZV6dHD{
zk1<Wt6{8ZEt6kEIkAq@@O^FbPI@H=Qqmd*A2hsy^!$n!p8m1Q!6%JYc`Jti^1`d~_
zJFYz4TbA<UiBiZx9_ics$K-y#NfY9(hi^5XueM>cOs-*TdeHq`vc>!egzRvPnMGdK
zT+*_-w&RV)d#mZcEnmh-?N)gYX!GGI<{<Rbmz;XKNfP$}Kdq-{e3jR^g(tr%bMa;M
zH8_Z#*p-gD-%}})*&k!omaZf|R*iB&)=)}Fo2WsAIMvOY1d{r%rtgAugR$pR*-zju
z#vu*kF2EL>e#mtGGir#p<C+|MD)2Ab@g&5nmVB5O!P3OdETby@+r%IFMsA#Ok^>?g
z7{`vdEx*oim3XTwgUMn<s;S1mHg>}zQhVbgF1{sDM<wL*@$&rvaVR1UW%;+PoyBo`
zLZA7VY{GGAUD+hgOkktHGs(y*Q##T9q6*<!){a*U#x(tYx`O%?=vF0dT{Z)sV{YSF
zy5bCJg+J3sho{Us)Z$=q**6+A&Co9KyrDyL9cYn7IumDZu9kgEu81~Na@e{7TbGsQ
zYs>X9FE?1FYs;Btu{`QhDHQB`F{{xWYR8LeD_^Y`WI)=R2HPxymZ__|p*0Gu*@f11
zGJ*NmBk3OLGf_k=MOuOxu^b2`uyLyM);v=3#{<O?R7;uvVqMgb>P6638Nse|Px>yG
z0h?}asZuwGh7<}(%IZd)><_h=>0hPKfEb~d5r>>O85PK1d4ZU!81@M-K9@hZXL`hE
zIcf4PfCO*K&$$+vMS^a+Qs=}ludb&EzQQ#)7G<-C*D_SiQt`k0Qhccb@g!+dzVHXc
zVu-^zTA#UPe8j06KFZN%4}Y}?aiTeQ3WC8h>pub}mKh=Q8w=M1S1r%~h<fYc2JACz
zYa!4vA6akQ3v=`!s_C0~1Ec??I^J?aAlp9}$qolm=6FsO!?wYvI?P*!@|RK_@gf*l
z+u7sP`PdfE-Z28#DEb|3BH%x=LRL;Db9VF{m$UT`fgvvs#{W8A#c{#e02Z_fEejlt
zahZHbl=4(U3}+U{5C?bdwzQ%x@5RrbJHg;CVVgwX#3ML8SUXv!lEMP)Co@xUP}3%e
zH%1A*t#U>k(S%#4Cyd7|^ug@}xKf8GWj$3cK^*-$3}nR03WG^V1!8p6;>SX5lvQAd
zDRmJ{MYR6gjCJ7yrmlWcS|**BeIav`blhh;w64W}OUuTti&*ki?-yUXp$Dw*I>i*k
z(S-|mVui>r)CS^NX25@DqT7G)LbDX&$xHUzNh>fgvi4bbi%Z9P98)+%G1@OWe0dle
zxFC{?4qxR@!AEcKWaOl>zSXx=oY`+#&MFvjuH}>Zxo7GgOY#5jZ@ho0`TV8!{FmCz
zUuyaPFKRTrbValLDFmOu{~bNXQVa_LJHqo(Fk*mtd-6Y>BmCPr!T$|8SL?sjr+@>A
z@dMt_<qde7E#Qd$KN{iA8VcrqV%JAvEw+pOKilN2@+aLG{a;h@8v3(~?JqIl5C6K?
zS@nfVV#znDX4h;jvDjiisz5wN`c`WgIDH8QcnMf%J!maJ$N@IOo?SMd_<AhzHmRRb
z6qNKsXkV`C=)+}V4l|~pM`RMi>VV^l1-42mQ8mN1OZiE($yOA+dsR18D4tvv`8hg#
z!*USXzTcVjh3158#A?<Q^!`>Psz?=F5}a$~YuF@U0AElp)~6|cKLhTBbKA3Fw-4an
zN%!KV*7Iy?h0K1;zDjw5xN4mCk#al3rTI>I6q}#0s_R~326=T1dzk23A7a-zXvu~=
z&P>OQ?MfXT0d)MoDnzD$d|*y*JjgfG-K!tZ;9uk$Z-Er<akZ>^E_#M-<kgXPQBFu3
zS4nznZ#b}ujFV3AN-^_AX^JOv8t}M)0(#_sE2Zj2Jl3|Yn+K+g0D7X|Q*c2_py<9J
zubx~T%n;zsgi}hl0rLge6DVxZS0B#+IoyfX_8zO)zapOf8jg_L5_0>aHk>9BmNim?
zdj0w_bhHeytikhGQ()`k5)Sq{#6qR)OExvnWa`lv{qxGVKB%z~YYyW`rL288g<bj$
zf)2q-L@cIvhB+lGnxFbSoouT)WrN=lIK@IiW9(FWNo0E4KTZQ>GE27xphStWc-DL4
zGQbGDQ5c{GwgVJtCPMm=2BbKqN3ucz;Ff<t{62;b{non!VsHC`z7bK&3BEgQ?TT*@
zS|qzbL9D{Rb3&-tpl=?bxQ>+PK*5WVj>Oh6ryaQ)PVbbK&1Amvbw6aZV}J0<`AuJu
z>&S;Zv$b3XTrRZxg|tWp`A$2+so)$E=F2Lt9ufNM6*trdLY+|0Qrl+;93o;ui9t^C
zf&~NSyz_XynKezEXV`QOGZ0ge0B{0$)WLWJ17nsjG>cnp65dsvvjbN*xL}kAs7uhN
z@@56X%=nRdNa7z)w@bzjv{(nQm54rDo|AZqA^2}J7~1(5#%oY>mN1$Odfu6aPqxlm
z=eoZhTLfa}ML#K1a3sR;O`7z~LAwVELbVx_fbe#uioxh#qhS|QPZT60i5Sm_Xgd5!
zrwTQS+57wk5mvOsL!}-2G3(xH93^}}D`A_@OQ6Vzr)?hNw6F3X?QFfkz9|c>XUXz|
zrXk<@z0x{_F!(66)R@RJ5+j%hwSAgKy!a^Bho&cTS1~@jKGI4M5hIb|P+d2@<SvG@
z8w(k@N^N7EKcbxl`xj=xHl)f^+GoY~nM+&RIRT;G`+X}p+mG|bLv7|RC)wH`R^3Q1
zG9^_v@xQ|b%=NgDD5x0s1ejeKu3R928>_dmdr%@4wATg&IuBo#DLmoIge|%Pk>Ma`
z8>;AJfp0?3;7^n*O=k|PD(3q;nRBH<$BV+zDDdVCE71;@i*dt*=<-2p2jPo;vcOy~
zdK6%87brN`-#jni>+i8o5L8kY5fu~@5@-MTJm%WoYhmS^nH^)Ne^o$0K|qB_KZ*T#
z)JyO)x(m9#k?dZTUEpSFZ!}Q(up8*O{Q;RhXOghx&j%4SwMCj0IM^Y~R$}tps5OAd
zu}-2hWnYel`&Dr%>F=p*V~L{q<u)2y@3(r{&TG7vk}Ur5k5X`rlpV!Omu@fE(lm5G
zFn<RaE2SOH9YBF5T9hOOXU$xbS#5+H1435n6?}OqXT>wZO1<So2B+PBA4z3PC60dA
zF8{Ynb}PTU(%QPW|Cej??gxa?-(P{-=Kp8Qe*{{WZP$hT|Ch$`SUB_0>5#~a9K!%s
z&87iwiPg&`xIB`K`vH(mkwm`wHes&uio}?=(V~S;X@*up#k$%1vf|1>AD!csXk%^H
zq$aj6Jb^zLYF?rjFyCs4)qZO#{CbN1UWwx^*WOvbADP(512GdiANx(mQ~D7ZAR)==
z#+h~1mP2FmrbJWJ;9NPwO{B!l#ZpwQEqA&4khRx?a`TG`{@!7YGp$uYO!V+aOd*{F
zXs#bLn>I2V$_qbb^!dUKE8=QS@nU|825}EPr%EHaFEHm%p+91y$v__kxw<#JO~Xfn
zVJcA>)0$ES5f*mOPL=y0_asND;HKpG`GYL8!V*c7ljkWp;JllfL@QUrGd`)w)G@Tw
z)7Xtt&{>Oom9EstL?=9*atx}trv)XJk}mI8X(e)Iu3n+TFhM=|K?RDg%5tJcm-q)>
zfsKAya(vX189M4cqehki{d}}}3Sx`oZw+et6aM+$MMFKbxPs*$GqkqhR#s`{-`Wmz
zC5`eYV*!dsR#bO)-vG^xa=A8nYs5<kVC8Q1?a$Gdc@2_z&m?b!8<JUyj4YK|9!?X!
zo<<yG3~Te*_aAM)<4eoSQXQSQ<|@PSTzD(G$?u=%?tOeTbMB+L4%NWJmd4$KKJF8l
z`9`Pc+g6O(2~f2TPO8^m<OH*ZC3UN3Vis>bk|w0I*QA%HfLLHFa%QHeSFAp9x+%1l
z{Q0=YsHI%41qrD!6^Zz5{>dq$B-1u}5=eoX+!R=>L#Mat*-J8oj_jixyMB2nw7si(
zk$s0z!+eSphX&Qg+{b_^F$w+Ku1C-#obTw0sL!A7b}g}qj}m?cfRV&cwNEK?_H1yU
zGx!-h>-hcK-?2&`$zdsQSmjTzLU`X}WBps9Rs|0Dk{U`Jt{GnP+nQ;(S?J>E#K!q_
zutX&fuUQ)s<tg>hGB3O-+_0t994Em9?kU1HVPQ5eFc3JVlV}g7#4GFX;(h0;&almj
zhvmeJ#srG;N*EA;fo)}c`F8o=lB4Fys=B>U6sL3Js8CM7_(k!&Py+W^%LDcAKnS46
zD#_eVbp(x$EZLEvtFh^+NTwu*yB~5N^=hsA>$O&C^y$93BIzq-JI%5|M%wRB`_#+S
z?N}AXFmA8evM7}EqBt}P4NTpzNW<yKIh#~JDpEbCnKFU=drDsG+uU{>q2de*y+^nL
zl{E@xx$x^hIMOjTQBkl{X`2-~P{7Wtxw!MU4LKb>;0Z~zEd~q&Bg00lwCu12N4h2C
zQo%Iyhp-IVt{C>o&<w?Qg#45lF>)Tb#ea=2xSimt>!G(4-~RZqm3aU2DQKP}FqJg-
zgoa^1%oRD)DJ#>=0L&I?N^Ia<26F=5c9t=GK%ZmJy7rUPYCcMy&ZlPuoT}n=p2H4t
zjhOXxF9QI-T`|j13X)><tjK3c5zp+XT(EN}Ztz}?i5)4NA&ddBb0*7TlW6xX5Z>0+
zs)(?ek5G{PgP5p^Q=M@54~R?*tpe0uY@RV@#FQX({8ERcF=xOk%5Pb$QIM3LhY*lP
z7(RHG)iIWWz-|wU00t-b;Kt-yd)^dQGl&|As*x1GZ#|K1YYijN@rkDe&BCq*HW3NX
zVp!A#PZH4`ahVJxp~p;|HIs1AMC9M_^Lscso&uJC?tAPr;Z4yj8-(VQtQ$!!z&vsk
z<;1@$2wAOU_$`8JrZO=3g`M{)AITjoz88t5+e|J89v&tZ@%fVFO8m&X5-QnS67j1i
zz9oZP>_h6(7#Gmv*jY(+%aoE?gfY27BBWv@Y)<EAGeoV#ZL%HJg49B`g&{dcAq+h>
zP7W(GWt|LWyM*rXPlc{0j8(3YFP=+FQ0W)dfFo*m?wB-dG8L%b+qi#df1DmW45%7x
zdn%Qq(dWLAx~T_znf?G_=#>Bctrf0{XsPDjSXrf@L%(Uv^XSZnoTdOi)9{^r7J=ZR
z%JNEdw*<7@FK#}n$f!lfS!WTJL$c#I5;O3p{vQx2;^W=xol%y8O*4sTY~thX9CD2J
z{}^yK>q&X#I3qx>q_DqaypzNF{<jsgp~<4QLr425dA(gRgVh<I6ag<>pK4f`*|o|h
z8PsoA*G2@}S)^aCS`KC-44Cnt?lFOw)}5iuOVDCgd8(rg>9wB-!1M;Lsl1y%Ai@Z)
zluzUwXkBL3{=JfTpHXvCbeM&^_@ML@M5<$_d+-wmMjr08)J+HOLAsj-sd<I;kd}My
zl7vY4lI@J$QhQ1>H)k0?_}mFO!u6anJCV536v4xtNhMl?NYVp|$h~ik2w8Pl@m2^l
z$6s6LD9k8v--u?UwxQ7TWup2Bu`zH4!{#GGpn}X%JH&qrkj`@WKCvhy<K%E+lF{SQ
z3T{nJ+^$={buX1nYgp!l!z+Sj0!uKLlsp>!RX|!XwPv(1vMx%k+rskup|Ibzu#ug?
zT)~cw&%nZtM`LQFid~&5v|DzN8dF^u4Y6@7JS<^M1nA$Sh=qeA34yUgw6e%=*uzyN
z-~D?zhX$rmNan0-vOblL4qvQRF@vrSCx~=E5VDm5Srb?{K1crQZm+$_`S$w}%Lm~q
zi?A!D;U9R0PBd^dHH@c~n)oEj6un+t#jrjHO+ET`*T3c{`mIri1b3gW10YKq!(dE7
ze=HFp!&unh_r~SlRW?`Nnq}*B1-e4bJs#VX*>=&fF}(8tS>o<aRSf%a{KQZ1m5`Vb
z59#UZ;3H)yr(ka}!RFTQ(Etrc3KrIiCDcQ*5VT7v#2R>DYjP6@Cr=ect{eJn`wS*m
zXW+5WHC6V7`IN}TI+$X%*-I=B$5hjR(+6b+p_)=nOM5lf{};ji0MZGjkq>uF{eU?(
zh}`-W^Lg!8v*(*lz>PbW!ups*YsiyT;%Hy-w7>H;9{bv4L<|Ao;$8SvTaW4CL;wif
z@l!z)-l}@Sd$2zXd5L&M#iAA;dh>fu?2p36C__n0%=MOojcw8(W)yleAI9O*dYP}I
z%prxeF)=>yt?F==W{bw{KIH8DhhQpnR6;I23cL^%Bv$)-pr@LmZ|*Kp^KEBX^orVe
z4GyE|4epug<MmK=J-f^-s1sL)np@pb@r><rpm#9$-1dq}+H(>22KHj`6RHPpncFqH
zf@^Q2SH$hdyyMZ!HEq~ywdPC1kJ6G?<R8SuP(L$Pm<O)HoClAIZuvPNlipau0yx^C
zMSq;t6Oi%-dy1L6fVYBc)*UqR<1ad=x{eQ47Pw0gC<h;F%cvmHcXznaOxLw~!DuIr
z)vC1MOEE@Q<Ua8D<z)B)1n=GigJmQx&cB;zbMLrgbzPlz0TnGV$P^VzmsA;rY%47l
zFca1$+X=u?P|(oCo!^7jSUJjm8=2Oi%#L$2j&ctm+Dp?U^lGI2q6KmzAmg?T62j`u
zhE?CnJh{+d(r$0*TXHwwLd{X7K11Db=VjivDbXv^`~JQ;Db@Xoe&E>goucYRMZF7o
z^>gf>j24dK1E1I|=8Th8n45$eNFU?^VTDzpD?~Kx25L++z){0&V9TtvvNt?5Sn{%R
zJ-3A<F@7eA>-V!b%(8jrfS-19H4%#WFJ|amiLlA`0>zuNi$Z#WF;mWQeRdwnp9V|A
z_dLnpmvVB6jJ<WT%|Azp|4OI<YV-v$%h<pm&q^}5%9T8RQs=-A^{RFhTWJExf+@rB
z>AnO>6VQqHMSc=+X$bc!)@S@V+C-8)ou4!lMZdCD5bf2bQ9=*{C481o-J=+wD&0<y
zg4KUf$I?ca7~a4k7HgvWp0m6O<xbpOr9D4Q(=igc*V*H&An&~~MGHv{*Sx95!Jp^#
zFYN|O<47z;o}!Qypz5{!0huo<OLv!m;q|YFm>mh#h}OOqYek1-G}f&91M)WR{0u4E
zs;>xpeCMN1*EX2|Qj^PeEqRWPTYy;4(y5i5Q-KV`)|Apa30Ov^{Dq%pbFLaoJT!50
zY;LX0pYfOu|9mqCH)mDVE>G2QRdOwV>Uz1$t1idx{u%i9aa<dEGx@q4%ttGz%wpOi
zyB?zqnI5q4oUvfD>Mg2bv2+JdOG)UXtq?U#%t&hFCgVHmW%1MZ$fMP6UB*!7!4uHs
zTh-DExJDAGqze9`;n+xG<Y2j0q6S@KnrXmVoUt;zU|}Jp!nHM$_73`9px;u%>BF$_
zuGH`@I<M1S9|Fg3{%yFg^|59<&A`o-CgUy$zafY06-tdIP$0_c<oOvzR*o|JV#YAy
zwyXi^2`&&1sWt;Vd?->Oxw8#|#jeHGQn|=fFc9uNp0}ouQXC^#!WL>fz<At1>iqcU
zBx#yI%Yc0!HovLLJW>d5L4o0IbIcwe8(oRV2tM^Ht3wkPuEH=#X4?bKNZ{9VM|l23
z!`F0QlXD-KX=0(h!{^~XpQmZ*RW5^EPsff=IH;MH4SnANC=7*2&i|Rfixih6qfs(+
z6W!N+*;RCxHtQV4nTY$-bRIW$^v_v_8AXb;c`qv^o_esTF=4lw4vz@#+FiqH5?GNd
zNMk-nhz<$8z%Y_y+3L#;;}ACkWQoKV)Gma2h6>b+1Q*Jv%6hI8o$vJqfyv;fA!^bK
z?{2m9D$A>AxlEupn1?$Ht)H3}`O8qUMVojvxm*RF9?VRrhck_Z_|Rv0%uw1K+)3Fr
zFEqw^B__nN$A8@{V#K;H42dPZ7jTVfce-vN%#2u+A$@ypXiYdcLF`aby%>EsZFuTe
zL1s4BJ=IV@!<HFPuMLVNO(<4xSU19=V0eNjkXBKxUM*?-$R|($y<;^Z?lowY%;{}?
zjoS!Nk|4!J#5ZF!cT2J%34TI7V{ZDvSHOA^u0cJ<yBmH<X|srCf!+E!fYy6R+f5%7
zZb->YPv4!qhXu;&rsNmpi=IzYLX&1pg^RTc$zM1;kp&8^m3Fuj&08-ye<e9sZ)uOV
z+f%XdHWf}%2@b`2yc*|*fK-YG={Ei35QUMvzm+jFk`95CfA?Zr#Duy)9d40=3(9$T
zUOB6v4<Nh;r%iarB8h`tXN_sV3tH_hn}N<!f6@RoWH%ed+(e9X8kJt6HOjk49%~VB
z(|MwrLflZy%&6>_lJUStS#sRp;zM=)^+4#yySxXn_jey`Y<B9iylbJfzbnOOcoKo2
z*hGppLek|=oiM)je1CF1<V>wHAhL$~7*bwL8vXQeS_la=UT0f53R!$ab4iG`7X)78
zYlYJ|iqoKt6uauUMheaRHRFJs`>N?8j;Q7XEnz;B(pJ%;e<rHt+<<msGoVNwl@Ck+
z^$wECtS2s|l=WE~?>J?2y@sO?Bc$NnZj1Cer)6(%R-Xse<m2R>pw;O6cS?#k(C5>O
z;0gC<a_+k}^GYDV>rz;fHtx=Q_h0?gTjh<_CZX+=W!2iBuWdua9YU^kI%!(odxaD{
z1P&3c`oJ5HVENKJ(4uSf(Z3+`R@B=tw?Is87mO{Qs-Ih&gew++F{`H2x<6b<Co;dE
zb!Vy<sAGOtF$y=om`Ji-@cb%WU<8e=2wqcI5zsK}52M?5G@?AjAt=?>|D5h;XgZwn
zNyPtqFEW(CfR9UQ<@^(}@($64u=mys@S~n_E@I>HY_<3~0~dT;>W=C1RL@38X}G^?
z)$mHK`l?@|H9+qp-h)K2YK}Q4A+#?>Z4q`c>M`m*%yc*e)0S4KLxMoXG#L{*P0adM
zrPOY+O7Z+`1ObHtvs@kIq!3M$5h@zL9>kew<(%?c6;zx41i4J97ZAdCmf7*3^nrv@
zmKOYZrQ2;3+qk(t{!JNY$?M{1_*GFQS+_KMAJk^5rtHU=UZ!v;31{06iAJPmhwok&
z?1|du$q}IGR~oPLnj6Y~NrNMe`s`+$7qv}|R6u3{DC>SZAR19IsX!YBImEXS3qqoZ
zxhSZDIJ*(f^ODD#P>$`XkhozeM>;Ka@r~<KNH$rtEbSXwNEi&PK_@U>^ij1=#$g4m
z6o56)`eu-eDRmI9xNaskk=j<y_W`tn-6EsjM!8SHW9dc3@vORwXMRQveZ9-@yWE%E
z^`8&g3hHk-OOW~IJ2$Ll{*8E^-EyLhRkLL3ZcNQ*F(9CvA;+e;=Mx5TE&H~UKvyb=
zL(Q;o)&<#ScmStDg>9yR>f1r)`97nMd8rlqw2dX;5H<<juIU;iI#D?5L`gUVSEUn%
zw*th?kJ_Z5mbO0xRZ*=lKZv=Ok-ah2HNrdILDRXTPGTD_FPgiAf-Qi)l~fS<*v0m<
zRsQ{)m54%S)jTUMN$eU~8SoJGM(69@ZPcJ}gKQ4b-zG$*Cb=99;1I42sa4+g@g;|s
zb4Z$yQ@A(Lz8ibEbAReanG-G<e@_5za)@2?4Py$9;8IAtdyUJRw^;N!zA|hdliW}G
z;M6#YN*Zg{zLgfFU`!G`+JFc8Qd&YiSUjxG#e!&f0+xUdww*27Rsw4exBfUC<GH3k
zoG4=jrL~ly`y4lp@`K|mmOb(u{nX_6d;NgshGb_k>F{#M`_U>NK~D8+pOqzP82>s?
zR(sO<+*BFU9}tK>5her@%fWN4*<#d!b(mM$>6cZn9K#$Ak63dDT@}3<0hXG~ru0Xj
zY(g6B@pEz0<&9;2@#W@=88QquDstLIup{pLNUpKXFI^Vm`;S%YYC27fDv43O)rL1I
zf!xckNn_DbpK$Rif<+0rdI}b0eA9_T#$P%+CuQQJYKrID+TFl4JWVYFpcBV?C!Bvg
z3;skE#?^!s(Z)xAUg>(fV!iVN<fOcL1WXsfEjSZIx*H7uF~8QnFYNGgz}g1qJfg;2
zdEVPbz}HU7NIkm)muKfweOHTX@HHS?sc};p%JSU<V8LatVm73mI>}uEWN2D+^MDgV
zOhXUXa%E70fcMB2CJ}hE`@WSHGJ5^l{M>@JVx#uZ&~1dw?(l*VY6jpey|-94BeBD{
z;e@!f&QRn;LxultOo)jO^M<wrz@45CFnIN7{`z5$#Qn<R*{5oF$We=;<@u$dv1nSt
zmop$ztrrpT0tr=to+FCqf=(E1xAsZ!XFnS!#7p9oBhRZLDzvdlwXO6~(vNOhqn%tU
zC^O9;gPfDTmfx)|gzSeSYjbRTlveFORbxfJ5j;y1On%S8e_#ROZr`lbJAdV+60(@X
zK7SK%%`kclmR-CtN=w84-DCbe*>?|!5K|9-#C4D}05V;j8i=4W$iCmP8NV1H=Gyi>
zEn7R&GHPB{OKYp0>gxH~{U-cWOT*kB;Y*4!QXpZFWgQR69ZH@)TJ$oPSd}G#JIgM&
zXz%uPvE7q1&KIrBapA_9X(9@f>Y3yK5A2}pp2BjoMg4#jDS8H{Qtc}R3-mSb-ZKQ`
z?_ju{IxWtU70C?&wPHqNC&b!a%!?t_EkCXaX>VJv-t`ye4XpA=(=`*Qr?aNQhRJ&M
z*zFSe&p_5hqbYjEO02GS81kdX=!vULG;Gv7%|3;sWTwPahBwb#J;mQjl!TaCgrpHL
zblj!tbU)3-@EcyU=!A`{kCF^Kw^!uks;eXL8t+9nI%VXv6RW)^9>Y!C>g)hsM23_x
zrwGZq7qjApD?!Q@a~tzG6jA^Q%K|vo2-@cq{S#ZzRj}J+kGWzw_RzFERH8H=0Y9m$
z6c5G^D5m{%DAQ<3Oi@}EJ<mMDmZ-BPQj>%UIg*s{`VMghv&B3(1q3qv3wx9(Y7F9O
z%i%Gr;qld`eNyI1_AVchW1@2mm@&f1&hQ+~c9Ep5-YR>{%DSN#P^74FJdGx;=9vKm
zqHk&LMQY@3vedUm%|zQAgI=zH`KSh?w>f174t$}bSyqX&8kXgrYU}jP;@79+{{F{-
zLEcEN0?cXZ{z;EASsTrw#o8w;uUA}jdy_vP{M(a2k0sLRYJvaILh)_Vmb%))O2$hh
zu6MqzzsfjoM5{tOEfm}X@2#grN5>;n!>+{=n%ET`iWM;Vs+2nfr?Ix4o~MPAM(zG6
z20=(buYxY0eMjSQh$)<JJfWQ$WcNWtfs2K`CJkDKJcHpUmO;!Rq%*7l4e1fAxxLrT
zOg4{ujMIDG1yProun7HI5GKuzZGCtuh-*!>IePz^#JpiL$y$;cL)6rA>?I_NKc5)>
z<=E*l-hkkP5@#j)=_C}@XPZ@=Ozfn?eu1T>=VBH163Kr((X!4;un}f1@}m67sxPlX
znW{8*^ZA%5Wa>XJs1%Xmu<Rugc9GK*#Eq#Z?DSibCjSlWF}B_gZIa8~J|s6WD60h>
ziyr^OrWypZva4xq-V8;=L~lX<2eKcy>v1FZ6(D?L+Sm<uzdhDSqBPnXZcb>6>0am8
zT{j@y{iDt9+K&nSR<5`tk+JN{+Rb)em*!apbMLKCwnehP0)zb9v*R<Au>L7GvIl)v
zsK^rQju$?<(I94ww0r}prqd%*A|K89ACRkP;d1z`ip}lhA`3s>Z^6o(3LX&^sVmC>
z$O4KRWVn`x<ht6V-Dq7`t^of|4mf}NfSD{!L6}4uS-^0>fFkJ_AEL{gCRF25nx}VA
z`Ke)e43iM<KR-2MwFK;Oz29EUJCuXBSTOR7cxiH^TPFz+KD9qS%aRfiypncNAkxCN
zrlFje67N%_vZ!)e?L3l=xi$66OHb*2n@13t?KpL|rDf$6AOeCNznl7mydcTitJYBQ
zkm;qQ<nL^_pq!sveBT?$aW+nLczY8bSfmJ_S@L>Y+b(Dn9Jo*>)eEkMG9jv00z0!R
z<L0l0@d>0#u|1uWKs>+a3Hd@G0`gX%^Wzb-Rwxlcf{omMlIf`UO9|y3&JDX+AmqZZ
z;qe@}K}U>nZl{87=d0CQ0dbg8JVqag>9C#FE@e8#V-Rj3$b|}GuFE7*;yZQsiE|ep
zV4B7cWyT`E>RR6yvOSL2<2V{q!K?FhM}DZ*L^TzJ;;{DLLIlk>m;d1eLDHUKySU{p
z&5Wv{T(Ze5ZU_}AK!U(T1osfrdOJkWy*<G7l*q(ubi#?YiTfHIqlkiz<=!|h1VSZu
zXr;*qtWh$fwj2iDWbUULnU)FK?&wQsr2<IZD#ELvQAM7(V|zBzTwHD(sen*qDp<#+
zG1AOjSP>7EW6Irbp+%#;sZdOqIB1gb0%*ie-rdDEpvDKWe5`9#$vJB_pmr)X?M4B+
zv|o)xY9>@QLVW&NzG*)f(YYITG2@hR?dzNCNFrC&Bn8&8m>i3f-OPB~h5W;bva$iV
zca%qshogIiFNI)ldSj=3Fd0BXyRY+x?Pkvj;3TM5R+H^7N|unqniVOa`-4G;j)GT*
z6JOk=4C8|NS4EY!(4%ieyycrbB%jfDJ`b2dM+;@f?k8*0!^CDJ%K;KMr&)d0L1N9L
zzq@g}47M@DpRO@+)Kp)0H~2@vI9u9_V%g0zkUEXx`tlhActZ)n(702Uc*n>4a@|68
zr)Z!<Q7I-gkjTJ<t-d;u6>M(CKtws+I`#JKE}I;_5{o-o+{c2YCzp-Bedq_EO|~x)
zw1$)a0*Dl+22<{3FE}HAyqACCAzu4wt>O#3w0nk|@`}KKdJ9<%raEouRQ!(YL?DiZ
z(ucmACTpqdBx%^a<9kq0NyT77rv<5aLH4W_)m@L(ZwcM<`n5xxX~WM~vI?T54qucq
zdw5`K8gX4g5LxMW?(RC%W*F@?@pToKxiZtf#9A{T%$JwbXV)6bv_Lij3)320Nk@~+
zaRl@ah~QSLeVvY`2pTc`y{K(jmG}<>XmF!g5R_z32Ii+BQcXHaB2svkm$P;}$u`a8
zq`F$~VR}@`8eXNjn;YAOXK?CorffEyKB*EdtR2Ea3LwUC2j<hRhE%U)tl33eBM0-P
zkX1YpqQX|p+L5J{jDf4yqUowHI59dMCWmPH`#Y!NEP)3sD0#ipUqG<Y?`czcMS7|x
zq^xNg2usca$6n>v_=Q6Cm2w)s^V3QEqApOlc8jP0mQel!VhHcTfNY<2iib|6>{d0R
z;i?R<#Gb15wo6a0AaN%F8I(`KDX${_csa3kSQU`qnvy4WKGC0`(<={m&i4c{Rfcsy
zJ(2Fag0y@(_ORt`wR5bL{5-L{KBEn6St!Px0feuq`C)j;0?LV1^WwP~wj{CvQ1%Lf
z6l`H;_1PcnU}L65Rvd+pBtXS&@9iU&2I4*k$cn{J>Fd2XdpUEF$Ulzc4Qp@ic1Mkr
zV5Ub7#gX-8fnOyK`WHmB9UtMWkc@VO%59!{@{z|uSX!|l2<Mbb!vPdQh>4uJ3w+PX
zgcCa|w$#+3XYLco)^hNtM}voJ3_~yVB|SkMN&s_h@;pW%t*k?uo*su=1gW7-v`K6`
zEP@YV3k~CvIO=@$97QH^|4iV_$Z7Cuk#&Ke{{y0gR3uxR*WPbt^fG^daK22$6@V1*
za7vZGyhd|AtYB+hWwzNofBEciX8tQ6ViR2NIb{^1js7uUUfZ^~UrBO$1Twhj1_oyS
zmhQ#?MO+T|h^bu&?ecp5axsC#NQ784*~0-EWBV%Fhy7zfrIEPEe#X|6^C0#kilB{a
z6Idf_D9P666(H(9-PFy}Z%cslWR?r1;oo1`iHgj<)F{bbRbL}Fm75Tu_4ycKiZ9%4
zokO8lpgZHR6yA<C*laePB;m9uke!IHEc%1-2xa2Nqy8fNU$_~sgs{|WnCuBH^L^B)
zMCm<s!>vYSUrdp`1qIAu&`EEMci5E4+zI!tzyZS5@JlZSfhaX2y2Sw$N)QAt`g-8*
zG{Y+QD;&a4KwA7u_(2p#Qd<7cjd~3DdSq*pa!c=${Mt>J#RY3&IA)R8t+kGM6s*Z?
zVDw)uZT_6z@^(0roxb{qwem;74jwZSFb9b4LE|m!Yli<F({;cPSIlox=)|+|2h_gZ
zNZ}Sdlv@Y<eQ(gJ9280#MhZUl29Iyzt`(~^l3BXKmILvc8$PeIi|K-glZ!`-P&4>!
zKXb%T!oEo=DW(Ag)v#<66Ia_IU+|uZ!c;tgxlz=R&6O9^Vj3K&chVbmkx;_~m%UQC
zM2bnvxHVKP$O^13Ot@2`0go3E5so5dDO7kW2#m!kGmTPXx_0kFD=dL#LC&`<@l{yp
zBWhoJUl?4OX4QDd9JKU~&F7^!Cl{(iJ1iJ+c6|V^f<kKJJ^5r^n75S*ny=q`>kkpn
z1(^B|5rt>8Ab8bd_DfC;LM5oACJ{*$JJf0lna7qqom_dz>jV}}RAx07|A3q<p~Rz&
zbeK@s#9v~RqC1)ZD|9dRPMJl{ZGu1|K;O64z7_LR4?u#>?9-U6&uo2ChIDno!~8nB
zp<|ZNO6T>uns_K}IAo%mDiRyji-|>8?2Iu><18O-pKW&&&?AUc7N}T=R@GtOMO)Le
zRf8Ht)C*n11I)a?2y?q$cuVHbMV*a7l3F({b$rW}oY-?{qE~1%8T>rMo0a4KhSk<7
z2D#n5N(X1HvSYbi<pYzB_V_+rGYF-*;h2xo(`Hia$R^oRub}TdrQ9gT^5YN4d2z+P
zJLmgDWA1cM+Y)b<$Xx3$Ra1R(o7mEqu={KDQ6b$jaVf1aozlk0q9$t*iGzH4F*d}E
zh=WRW(R}<Zfq%y6Vcwqu?YE>+;e;TCKJgzAtl<Ig#Vn=ym-OG%?yve18iyqvmdi}<
zIL+&2Nc%Q|FykQFi*Sl<{R%uv@e!&|Pb@^0Q<A5SSK|xt5!=E!8tcw|7{AepBAV_9
zMnwaXxb<y`5}xtAKUAjgjFZ#nHx$U%q7RZCry%CmKMwthgjRD-<il^39!p-;KFWS}
z$$SR=0kQEb0@f2OxnlbWi~WjJIlP~9@%;`@i0TRja%+F|7i{VK)%BDzc=`(9?PHZl
z(AM(K4k!;#X`f41sPOvk9~X$1ivTrtX=?M)t#rS#xADc*CDs?X_Tq;jeE?HLUv1vh
zxOBI?pGO7^Z6;rcivEuE=@&|lpI(>7?2ZealY|#*a_kIx^r=%0b8_C@S1j}BO+78}
zUj(U5!C>}=6}*cmJdkC<NSXR3p))0X*Ag$Qji<>QH717N&;{Iq6$xuvD>ogzB_n}b
zsiXyXlJGCNTqmi{_PWSTw`;=v7N<+`Y)fW_570mI_U9m2b3Ce?oZ;DDc1=m<b+WKK
z<#K{c&j$2r2W6`I7t@c>yWAA@-%Bj;%R<CF_=~!*xgvc;yoOFkuVoK(9|ianq;$Rw
zaikgqn>M}{jY4W3zV%vkwk5HDZx^?2d0(eLY#{yKr_FY)r;Mjk)BK6gC-qi{dIs~k
zQJfuX)OWONv(y`Zf)Uq@(DN`vM*RBB%EC*+67%3DHj3kgTIFI`?3$u?(y&?NRm;qu
z(EgU=xV@D34PU!kr%?4|e;#;nR1Zh5_05I6w&$67x4%vh8jC=W%D+Dn$p<_V3Ni2j
zh|Vkk4{h7qXrp1JaTW;Gk9gAG4ZK?akZtyuO$vn1Dj;sSLq1E-X@5V_9g^#9w45JT
zc<nsY1aqVe2htBL#1H{lamY~SAK|!Hr8^3WLL!1bn^oT$DQg?Vrbu~oVEG;`T*m+~
zK=FofNzSb=tqju34$^V2Ifx3D?fI&%ZpcoVRpaWEWzA;5+&-8pp|kIq_r;1WaW~Zf
zelYLHc?fF5j2Zt}6G2(`(xzbBq7Qx(B1cVIadB!J!1?gxxBpL35<9gf^VmnOcS-#M
z_7x_<v7oEdLDjFkx8@gVnm=9<IF(5_#N<A?lKv0I-U2GFrdbyr+})kQg1fsr1Pku&
zFi3)XaCdhJ!GpU)f&>fh5Fog_<exXm`<<Ns+`H~stEX4*>Uyecw@t6zUDeE!*K=Ne
zWaB>ps&0vS9p%Cn6-za`7Z1t^@?1jSYad5L@K?#MCg{$L;>Wy~R9kA9@YJb%DPsc*
zqQd0l=Y-V748It={J6-X8nbVjHO>fiG4KzvCL*Wz?g2mqaA#RQY_Dd>2BeA@^rpW|
zPhT_K5g%-7o<E@!J%djAhEk)j4kN^LtDxm+rxS#_x@2<{g)FNLD}{`AN#M!U?@1*v
zEhs!oNLMSSVPTA)$nS%)_|US2;~jv!L6e;+1RADGM9h_LcN?a}Dzy!5MH$Y#)IR}J
zxi;Or5BS&q;cCuNo4G1c(5QhZ-rf3Yqyh7oV-(yG7Pcw=2JrbPn&=q!a8}1MP9hr^
z?UuU~wMSAW8i{a}*LgMZM|dPgsrX->gMYByKkQ!)3<NZ1^NZOOF0$)a!1Rj}6-~bA
z4H{%o8kHiSvu=g$k8UArOr`mzN7d^leRmZANe4+*!puCU?rfxjTv$L$FcxD|G>bGc
z-3IK#r(9zx@4#J!LlVx=V0{br=BVOTF<!@+=G%ww*_ucvcX7!|sj$s$m)D<1Ir%6T
z0+{+Ph9<*lv3=h;ntypGw-~ygU!vdmumKF9UaKpQX=@I4supgk__i}k*5^>~Wh0x-
z3Ifap=97Jeh9Hq<JSFw9JER?IQdqnv=W_e<bof*xTH44pMWm3tLf_H#YQI%kaOT*b
zW&0<f?}Je@+<^p3<EuqQHd!vGsFzpi#Hx>lfTywUj@~Cil(<vJu1*v!<CF2~g!&L&
zl#xXa%Pu<tEnDUFCmX}Aol~YDNX;VA&hAcItv8xk5~(kg-Tlbw-zmVC2DoVvF5?8p
z&}&L_`V7oI_4<M@Vhcgh5@1`59eZn5Pm+Grk8N~&m*rTss;v{sXFFt7s?sb?T}hlQ
zkW(lkk)$#5&^_x9J|Kw<zBvOD00llqiJmA&^-u8s75`4lkz@Wz{7w9yX}X*^G_zj1
zM2J6GLH`R>Tzsw!Ww*>t9oPdyfDIT({#yY|SxIo>w}d~jC^VQ70G6rf*+{;hh09^i
zFr72mic?km8}d&q^;a7F2o9oDdMMeDaulrIQ<q*XTF_4!`upu5KmN5}xxaZ{{gwVj
zi5CM?$T1~5K}^DdGiW=vWEA7BC0S#^eE-Fn<oRFe-wFiDLg)4Z65g}ANstCC91e%(
z*DGK05#^(Qp$bCy!yNUy#J}Qr1W`$C=y)TP0wKF&!mdRnWJyW}<>?Y@IV#A1YjWf-
z{$FK5|5FcQRHlPNVI?>k9eU{{GHN)6LXA=`VALOGnrS(z(!YUX&;UEvCJ3tDFy?9n
z*9yqnj&VukPXM{_Prvp56|*PG(OmqEf}p~bql!o1g20yUL4)nJm<rsbMQ4kx`~KJK
z%O)qv{o8Z?!Uo8iww}njS7oQG+F7yQ(9Ee!5dDRcG*6WK{#Vg|vLKZ|V%oitH%S&b
z)+;nAiJLcgm+=>hnkrGg_<x|tF#&9%;-VR+6m`KyeF4Z{;TC<rP{kua|KYTuN@Vy;
z$R8!i6ZL>z#!5G~NXxVvAJ@IbYBHk1D8L`iEIFzqg#Uq(g-*brB>%YgRl6vNip`rx
zZ<^KX?|NR6qYC+}68<P4N|j-hqh*`!=uH*(!YMz$lNH+a*IUp`|5wBPRU!nHtx2T$
zlF?599>ysFS@tnd9sJ4tFC4hJfS>+HY4He%i@H8GF9;HlkLIMJ)=-3~`F~0Mr@65I
z67nZ2K(5W(`)oqYJHR5LF=xh`*##fzFO*btqO8v^6p;O|5+P-E64T!?YKHgvj(uRI
zsM&JTj`(NT{gF>YmH7I1n(4olC<Y-|0!<N-H9~%s<bfb&!V>)N&<C?6&`~9_{X)q$
z{DlG}id!N17k3*vzDe_+hyE%Gq(l8@r2Yv=;N~j$mDVc$4>3^|I#EattugP4yV_Qp
zpuEwbI2Jnb-xdasa$7m7<knxPILiM*iBiRnVCn)@Khdnlu+Vh!KO|o0g9qHd3^ZzT
zR5!oMO`@aumq-Pk`8FY~%w<A2>?aBq`htrMIu#`2<^CB!zj$!LjWzu%ogt_GA5=WT
zt9$|+K^{O0ayV~a_Jv=Cf5|`mf5!1YjWzL$nOaxs`+rd2NwH)}2K6b6D0Cb9=n%<j
zmFk`<QTAUACBdBQznBp(Apa%GQ3S~`WUxAHP<%PQd<t;HWJ<ET`tqM#szeL$*c$r>
zB}<qH0@Hst89b&ex(6XHzk}$h9X`Gx7i3n;f7Adck~pZ6n9cv8$h&3Gfw8|O7$?eA
z?LG-}V%r=qP*P344O8vF1oQkGG7zXzf`2{I7pH##caq|NvJ?apnYmMq0A4|Mj~IRZ
zXM~Q+wO~594u1nh<)}u#P)&n-$a^YOFwyZ>lZh24`hd?`9_$#vd%UMa*WcrDH3##f
zBm73aYLcUl{WVN7ZIIZ(3R8j`f-0$%Dmze`?mQ9Zhi!qj?qvw)#?<%!{Qo4%`nt%$
z>&gj(IcMaoz;Psg2pF5NNR`Il3m`G3DJ$()yj@@9uABO!8<;0iv?5Wq>p~vfX(<`|
ziNO?;!J<!cRL*i#C-Uo>YeTUnq+bYb48Q+K{`ZakLH#orEfb-^r4xw%(}FY+?VO3?
z=HP#=z}?la-17|~E9OOqq4c>If1@&r6Kw_(d8l&bN~6I;%oE0`^*IrZ7E?}$8{|L%
zIV8M7-s2NbKgRg0h(Ai^4pJp*7srFBZj|5-=&0frq5`Ck5@-O4a&zeLJC!Vx*~XY&
zr5Zm5!OBo2BK$$Ql~ZN9QoSP(bm4VVm7~H9!@Pd_{+=B=Q7%9wGfrD7a37cMGc&32
zFMe>({8b`li5wL>9ZiOueS&Ouo*Ynx_69D7N?H}H0Iz*IvRL*9132NgVv3W0_<y4~
zBjw-{<uK^QsM_F;n&gNKWj0#qkc1(q67^pBTVtbDC*f{ef0``%Z&e{%{7G&gQEo?#
zM#{OM2vg3|MT8bpTLT}gk1UN@EjOL{<F->L*^u?$RgoxZmZ(Ja@){~(&@$;gZXz`~
zCa-h!%ogC6K0&W1M)%-`wJALgzW+BAB~zjT`57O9Fv|B_IqU>a&dAT-7Yy3}j8^Su
z{sUKm6IxfW!eBXKw4d!8^vrQ30bRXD9eaQ`i+jb?r9oju>i&Wvr?8Rizu#S!+DNT7
zngw6w&m%Il1ac}AEn6*ht9cYkEy2mh`}Gq^g~61y5k}OZvVZk~Nfs_I2*cX?jru)1
z{bvUFhY0--=YOMsiR6WlZ5_a?e}(+g^S8FY<KI*FZ<N?C3BTndY&|^wVg^4V{F8|P
zEB+(xf9fD=9TD*_3Jm<;20;A(h4Xiz|7$tFO9cFBo&S?e=m_ZlvozU1%g_JH^#@xX
zF=6~;c?1as5BdMIJTd{HgAI@BdZ*6FH(6EAMU9;UewiMD*+jq}G-5J&2nvjz=;QSm
z<tZ$TH(7;=K*<3JI$W;Ne4RywWta@sp7Crpd&J@dpU8NbT2~h<C${&(eVh0!DawBW
zRsjM!#YKUHy1A~rGOqoVl`F_;u5sQMQ5DWhv)No1sgI$d!G|^4#_8~Ceys_&sixP?
zAv3Po%anx*HlC+68IW8>sIE+M(?DIq_u3$oUAottOD);5C`fzfI3zl@U5^+l)6Mll
zBJLQ)5{!;)%54g7My(w04B~tSB^G7VNjY-)m2lrx`A}XlaD6y=2?=jgFhqOe$-Ebj
za-HcD9P$)r>3ZE@(!kEUQx;8Yy04TZTy0LUQz>ZemhaP;8iCS}lH5OsZH6}?pjnK8
ztJW>MP!VK8Qjc8k?9|U2DS67+4bOs&g%TAduuVgTwFWr}Qyq&pnk}OYDKsC}8n#8;
z?aF%`BW<bzla(4vB=o(1x826C5#?(j%&;WPMRjcRd8K&=N|y<Gb<p%xFfSyAo&9I;
zL>!pIRD|eh6YkHe+tX-4ykAg!OJWg|UY;$qeW{&6MvEakGI0aD9T?*tz`?m}RGMr(
zWxHPD`5*)itqjA{vjCBDHtI_q7k;m&!Er0CFm1@kT$Z6ChPr{^4sPVDbO=I}*GWk@
z;~6G?oVO*~h;wb1aO|Pfv=_%<(<naG=p{V^`KgPLUU%F{klU37TCD7YGTYX;kt?fR
zq}32KQc2e^%xDaphfP6Yx*;B;)5%$ej4L|M*TVNu>2}}V)7GS&s6Gh$EC8X_f(UF|
z_8(KXQ*q)q-E*JDir^ruf9NYh+9}QJyq)d$G}0$lHmk>SHDqe+b(h6}s>UU@^V=2P
zMn-O}Z$BrZwl^tm`$SrOi1sR&zVB5QxKsIA43o0?Z@^V9kHA+cV-L{`r)bQ+18|0Z
z?q}}xmUyR(w@FOvnTJD?LLhw1jE@di4(KV@_%Ooh<?L(mDL2puRdDBOzCNt?CWt9p
z9S4QRv%RM&%a8&68>s?IpNd{_UE|;o*lb9HnX}9$>XdZX^kX|l$k&b*VGfzl;nmG=
z@cMOqeuvmA4Rt>p`Gh%4xiO%1W%`-bzE*wsU`W?pY|v3_(ubnQ3pcz)iKPm;heVv<
zGPh(mf+agAisJ`NST$SiLl>(`^UE#>^qhEp<Wc|D>fFYmA2qdi{G5)Yp{zBKT@!(k
zUtKG{zXg7Xo&=viPodPqoU=!;Dy>OIw#FBLe&5SsTBq0CJk}{_5ZvS}W(CbzHo8TQ
z;u4H(?1U0YV>p4S4TLhlL@(TB0lq6Q0;J1w03A(=uDj~A1N-&XQ5#2Kea}L0rM@ds
zXXfv5$pNyl1vAVkyS|plcRHVSJqr{%`1*ekgLRVEhDq!8@XNo9EjNo1`?$BmFh{Hu
zLqmGP=QGxkZK$%)sj|n&CwLA;W!-9kwOwfrA{mR9D^d>}wfb<+Dt+&8t9;+5+G2vm
zSy%^dJ&$kVA<Y*ei}`ffVIkiIDK#ZG0rU}{JtP?!E?g|N72X;S^wVbK#LphJH=dhX
zq^^$-myC(iB36Gj-4-Nco(gJANz-_ReM*0Fc<U94g=VJby5;uP?8)xUfZJVcj(*98
z2Q+$~#HX8volBl6Ak}mqucM0yDBTuvb-u=}s$QUj#@kq4!*sQH?!nQ;;tHYn{ejIX
zi)rl8vmY=gHT`OTXKZ7rJUNf>RPZx$9h5pox7ND~S_V(lTUk6a2_yVK7qEAS(>dYV
z@m#0Vp>L|wFet?067^J8gu~+*g#s<UmSp`*U(-@4>Y^QQj{(rCA*uvbvL<3{9lk~W
zGBM4>C4tK7MaO~wV(M2`rO2&SxYI8(#lr$;LW@z8$xjk+217{gMBQYpje!s<2TaAq
ze&<>C3DsTn>mE#umg<y{=hkOw2g|TwqhB#A*M>>LQ?C@y59gS05w%TM{6&X?58=*)
z<Q$wtj1DT<C)Sb@&t<5$LW$C*xII4wO7zAm3_|loe6D$SvB9B<&}zswY3b@`S*sbh
zx}ia}^U>aJ8YssdEmpQki4}Rb%QOM|IA&1#xdC>*9U7%?1*Wd+nI=fMUrB~UsQP)`
z`j*8Vnb-m)Yo-fd0vY=#M$oay@tLyu^OtdAFPl|v|JxDUg3vl=AloIzH&ok75dKDO
zzo|{l^Na8GYkq$SIj6V|VG4AoJhJ16*pU=Wl6aiaW!EZDDy!#MBA42a(@;p;_Xo(F
zQTbSg6{E?dth^&T9QQKrLLB?J>CqpK83hc|7Wc0+c0H|kPTAfDazk<P5Z9Q`h7GB8
zap7%A1>vEj=zX+2>_+b+WI{2-47B@9bT$DmS|lsZlS_M>j8OrgJ`qSVdVH2Cz9P-*
zad7hmTAQH79oGs#p^nDXk3zd=jrd6mTV}|P7k;GG^C8E{Li!0X+31`&u#Gh1^H&ka
zmejV~79z7&<egLT#h9g`*k^Po)$P3_R0^=&Mwr{ucL^#p(z<|vEU+xW*X>mc6Y+Gw
zQuv_nLgw90LA{G>wg3w81Ac$ieMKs<h+tAC%;~nbT6X5-VrCfD{#=K&KoYpXT6r4d
z472p?EtUJ~$BF)66Bm|=$>U`tg#q18;@ZCYr@Pf^=Q$BrJB59jY*H5v`d+>?{8CS7
zF?GzSot-Z?M>3zp+13smUV6E{8x>c)@)I&iy>;k@QSM{$5(&P6?!;~HnmpjprD!t(
z+nv-MFxbq+kPI8D_CeG%KLfbhNI%Rxv)mDO8GgSoJUz}zf#3=rA|`=sFvAxl0CB!u
z!h9R+M(Qmst^iBok8nPz6^X$VS?ea3hqlr~8J>!c|H(YkSG{QfONl=Zk10l<zSFpX
zxV;HTk`Qf-Z#mNBk&`a2ITjVL`<2#x=X0h@v>-|DJ}4^bTW$#Y`^-!hj}*u@%@Ag)
zSIM+^oGu*maaWN2Vy9oO_A{=C{R8alN>|1?&e7-2uV2>JGW;=J)OV3lwBE+8)6&9Y
z&}t7fFc0sN5h%0GgR=5nveY;FR%<Oyj<HM2_tOivm_~MbZ_+3FOxFMpk1{P|9kH(p
zkRg_X+G(qEwEQFojK<OnJlJ+9=gC-eRnHApvy;}4SbJ{eZ>z>5GrQl#NO(HG&Y{lD
z+2uyAYUxo3oituTr-%6o=$x88kkFE;cmfEF8o7e3+q>{T4yDD`&`;bPgj<A<JA3zi
zplTxJhDo1mw2gL|W`GtbYM3${rpyMUVuW^0z!Ky9=-H+lG94cnHcO?H3hvS{<0U<M
z^B(y2fy4ez5?8R*vr{hk{HEasYQ!qC4*p=FzN;VsArQrq^$fLkFQ%=h{E|FYunfBC
zKBFq#RA+(*d}C{wkDI$!Ue8Bj361ThI1Rfl#8d{JHvAc-o7tCjc-;Z0oGE;+4_r%h
zU*XD07ZcK-0Rof=ZlJ>_s5Lxs55HYDG{XDTg_6C%V)CQKDGyuF^Pm?aDSL-m=F}U=
z8`=KA*}I5<src5Yvv}$;LbULCO#YF51s^C<JGf}#Os>1YaELDMhFfwq6j3#9qV1yX
za@x&e>Wx$;s|TphUiAmyL*r1aF84^#`J2N5ot~axH##sG60|yW4o1~u`fkE2%<T1w
zb*cgBi`%%m1qiLnibiE#btRoGg4!CBIM@g_oIs>aBqqaUt<^1E^`cAK#PJxE>mbY8
z;9BTu%bg`w(t$)2<E0Z1=@zIeuMxI)^J6YWM0U>O;rv?-=@?A%Jh#)RQ$Rz2%;u8o
zvkVlz@^$O_Au|!up-yU%o9+hR^F{VC%L7`&Hks$}9T9o6Bb@$W&%8D*--937vI;3%
zz<bOTI1(hw5=+kI-K#+6wbujaS(;Jn*YpK^31Lllk(@lRt1G}_+HkWxsF`bGw{S{J
z{IbnL5Wu6@+pKP>F1TB#lumZM=vhRzV5+-8E$Et>faD^5Hj!X)BWR3V<ML~+_8xC9
z#`H{o?QW=+Q{P#;LsyQ4=wvoksi}q2zz)3`4m2SQ)B_sJK^*Yt1%=G0J;pAyX`^v9
zZS>JL7T!1~f{}^)`7YrY_rzIO@bVPfSQ5qzYqBe@fzK&g{)fOe3dX*7wndcgncX$}
zht`@#bg6Qio*e`Mbut$Y>4a*lY~NCr9`h)1-gk@*TP02stO2OsazZx8wcLs*!d}0A
zi*HBowkm9Fq9hY;>wTS?^4@@Py;zm-=&VyYIH^kXV^&Yz55cfD_LbFnMyJti&Zm)!
zD2JZ_S?U;>`4{xgGEyI5idz2?t40K_fS4=%rRvYk#r&~wWt*c&rAFd#tTip<uA&eK
z2-rB$sz?R(;qH}v7#w&YbcNn6MWkvoED{DB!=u_KGEZXsAkwe%U#`+0jmS)b1if&4
z>_P^_ER)xTRT$85<vo3F_{S9mI*jFkQGutB{7wF1`<>*8jYb-XPgm=j-RM_c-Dj!Q
zhg_f6YaYaSWJm>n0!p>)v533rr0`tp+9mm##zRf3+sm2~l$(-KfW^#%uH&R^p>80=
z*ikf7Gpnj}Vx%D|1X`HN>1^oUMIa$T4fqfR9zKvT%Tp#Zr+eWVxH9O$5<G2Kb_NWD
zKV#=wasOna{TgB8ZhsC%MpKOO+fZ>Md2;8B<bjtWD{&)mh3Q@qJ*~QX(lcrD1rw5I
z(zC{e9=tj{tI#Jp1#POt6~K)?nCD0EJ_a5<ifTYZNJYcF=Th!mDbU)3t89dG^-CP7
z9-ZCOr%WeKTDeR4N|Veopj-RV^k_kiAMuoO1vnE|#7YvMI1O_H;~kC*{id3P9(gD`
z<KwuL-8PAPK?Nk#q6(kg==EYUycmo@(x6bmCm55D9g?-?I)iH+tuh3Ga7oMrbI<}`
zralh4G9MCyH<Z^J(-Db^xyZEr0~Cmb);-_MX!$waVIvu%O?QqJ8?bz-*{`cIg`kcY
z@Ok}>KV1M75^0^(_9+PU4sdo<O%nhcN2=I=)xQnT6;hYW5<dIQL)ax*ek*sLw*OA-
zgQHfYOp^dQMt)gY$MoAd4f0GNELP+WQE|@nz-WN*HGF=i%lfO5!x5O!m;9^rQcT!1
zJDY7Zb#1#h=ckJsqNJgxAi$>wL&~Hr6#K<DRWs0)s1JJ&umqc0Wyl1lQ&}B(Jzjp{
zCJg;yul4p(L~^WK+)->>jD0V6u#Dc-lrhgR8&h`p><JBDi3jeppuely_}pKZe6Lid
zjYCkn>O&cul<uTvA|S}Rt%hu{bU*Z>oIe0m07g5N(eh4;rEhI@I=&vDny)QhuZ<f@
zza=KIBjv!e(4gk3?IeE_fs>4)qXuFbW)(N=VahH@Nys&SI8Da<uo(94gg;U|yYZqe
zmzZx*OiFjt>mGa`^%WnM&Q<ru7yak(5Bzy&yLsAZHsQX;V22b)#K0dDHCJ53Dw05Q
zNIh~6y<1RZox3QtR<OX0nb&A4`E^~Xk`HAiT|`(N?HQNWFxwm=Z0;5#Mh|??kx7zU
zbILy42X``?P~6Qpqi~XG&P{sUhrwI3j=N|n+v#rEHo~{%{N@yrJBeJweA=LHrH!~+
z$%>*fk#AL!jQLhxlY%DtKEz)Ah~)k5G6ps$LD-6*kQ%ff?$@PxGiVdCm4;50+$68>
zT%1bcYyw@$D7PC@@~^wiV^d>1jt(Cvpk%JF8L{OBh{UAsABUUt+<pSmvRMUy2y2L-
z=MfyadZ=hX3M#j2icAa3G&T;MDub+sAM*MA1!oj3%Ff+o0Qx8pOJ1wumMDgblntU%
zzA1BVGBAL4xQ4XuTX&)Nm@%o-;JCT?>cnC4ilS<fo)Aw9Op3aJ@i*8{BP&Ye)$|o0
z)(4rDO6?zIKsMi3*`475#5wDeKMuVHcZFV0P-7YpTpxDN*@~R8*0$hf>g`s_E5UX7
zvMt$@&hK=~CT9vqcHV>B)*l$LLo$2j>PY65+oj<c<0@zn6dlE2VzBEs8<@j-GVClv
zSC%e<NHU;8$~QB%#AVSdbU;Ko_{~hGXr9qW2dP-trqZCvULxuoalJ;~BD_tM6RV2l
zJ4!oq*}|;RjLTwtQ9|dY0|)<iA#yngF<gv1VMIio6=7qtZ*y;^@1ehZ3H$1lg!aR)
zKMHc|yNB;)hY6RT7b6bIM$p7wS+d0nvZ7}Hx}(qIo8)@MIUlm{ea*uvGQqt*0r2Wq
z6*mQ=*SA0Kv+Acem{$RWXtJm~)3<wwg?wpn!T6&1`E*=ii=9};J82xUk%Eud;b})o
z{Iy>2*&NVTBTu5DYuabjigk0^V1v@xfZl*~5ySvdJU!EX@Y&Nu-V%m7-N;@TUJ|e;
znmLoq2ISV&nd5bC_%Jz|kdT?IDuu&<$(Jyr{j|Gx@sx8u>s{<=_g{w)g=LDJy*ibb
zh*`wa2(2F?a&-BA0&uEq%@&vaghX;AL6ntEl=TDK+xO-8-;}Tbo}!{s3s;79yiA(i
zY{XvMu6#K&65U(cIH2|s(cFyW69|<@ICyA~Q-hu94uS;e;HF=EcUu=t<vNRznHADm
zsQ+DvEJwg&rAh*C;s)#4Q_zZ9`I%5n{VGxT4MKY;YA6z(`5L6oPz;OKr&WZ>IHA|C
ze{@>SX1Hx8UG$2HN>hd(IbWOvQQTd<xLYOd!@Q!46T3OC;Qt9w_GkZb;JeMipyPbF
z{v=*wKTkNW<n^&(rP6(V{`H=;Ey3AWu$!e~B`>Sx(Muf=HKz?UQ-3{cW@Kas^|%!d
zeHi^?)BS1s&HzTC`Ib-oG_(wXthvo8F#_(6#OI?>Zs7YKyOO<WN2|E8FJmA3Cv=)+
zvW5^~i_Bp}DaCluI`Xv~C&e)eQXQNp-deV@8W^W^q-kQ&I2t&}0GwXs@=5WJa==gD
z9zNrJe3$@oki|1y#@6dAk?q+tsw0NxcI+yHsy$|E96dn5+TJo@AOFY-9_w>)kYshb
z+v$tXo(c<;FlnPs;EX|>eA~D7YSpT4T#gQY41T*YiZ`yXD-WVd#>0fjm>hL6UQ%)!
zS4Z%`dX-VGXyQ`jSMCFNdP)&hpU0+TFgQl|;l`l+VDyI<v7EvG_4t*B`E2W`z#xEV
z42{!!C;Cjm+kniGxkkD#I4tTg_50jdO^!Ic56&Auju~Z8NR#aJq<ApU@I^FX?=t6U
ztG5T{Y3&|JSlY+h6i4&@<Tv&mwqX)2{n006)<v{s^7m)%9FaB;QKp3W6;Jm1iCjA$
z9R|p%yF4}*ZWL8KOwPdfDPR=HXI$1Wy^R$PGV@guC?Z@BGgb0<Fv^yW^pA1+A-WUq
zrBA0@H?M!WU2+*aF_7evEG-|ogwtQ4>;xaR=ri;<+1AnOIpzm6H)P!}Hfy(*Ta4c1
z`4R=c<Z>1O&8o(zO(=*zjs0*5oT~#8oQy_EBy-29N!z)unF;Vyx|lvZWZvs5jkHJZ
z_6Nk;VKao<<!Izb^6U8wDg>|Ggik|Q@h>L>3Uv?M`7>y`rR+j&eS4%CK{qdfP?`lf
z#2v2dg293b_uizn)8qp06}gNeA^0<Ssvhg&zCj-?&eb`I+{T?9y9z0fy}7P&6o(PJ
z9fB#Zd24jr{d#Mx75w234i_!eHy<`9I_5ZAD=!Va6uNyfy+mze?wnjU_GggB#3BX-
zEd<`g)}r3jlr>OG$S!oN29E9Lc$Y9)7{YNgM(+13%*)@#X>%ln8Vd+I7xLqW`uOaI
zqp4Y3YYLm_t`gQG&qsa3$B&wh9CPE$ys5HCqoyR*vG)!}CAL(<)g`uBgEv)K_mRvm
z4tphe4jO^_TnACnVYSj*Zl7=<?Q116sa7wTY+derBPx9BCr_A_TkIAod>&fM$jef3
zcPIuW$mDhwqKq^1!8_JJOziv7H&+37gc6^(jIn67KLMDC9GUxZvXRXQ+b~ddyKix1
zggmYEyY!0$T7Boi=1`lWNV8`(8OHOgr?@t6g5l!)x|7~)q+6g^OodD(yAmrtNG1{q
znP~JbmTAM2+_!=hIwKsK9CUe1sKrnq4=6Vxspnjoza|~`RrefFv{!7WfBOE7ZLL4{
zGdT(+o@KRvi`q9-*62E&!Udat{}uOlg6Rw&+|TZV4Qd4m_9S&V5j&7VFa%$H1oa{t
zqS)m~Qod)gpE)dUN70sT&d$5gWq1k05e#W+lor$UeST5)44&gNYZDeSTYM1d?w4SC
zM~Gr4GoL#(un1RS;o*-G=6pW(39nN8TRpLhZ%a_M--FG9IqML8%jNKCZED7kC$|@h
zHSVs*uy7jDVG|Gw;i2YBdr@x=LrG5Pj(1#y)CvD$-Q!w!&~Bi9eG;Kf%&DAFRzx3N
z@@b5Sw}$clu&gLa21`7zxU9++svX@)g!7I$;_3V}WVk8h&X=YW{d+}DtXP^5Ej7!e
z$x$J<;PlXHy^RaX1)EXfg!GwiL&DyoPnGFr%OE3(HG}vIQ;nSa>u563E|y++8sYKx
z+Uc*|I%`MHX758&xYTn`GeWIHKTulq-8F5Ohv!JAI+tQTYdtV}DPG7}W?eLCEM^9R
zz4KVbeGmyUB&ZoYcvXO3+rM5EH)zZ?W7IR}`M?U`Bxl@w>8~|^EIX~&W^Os_*q^wI
zuMa$34B{0oR-Ke{KFw_l%X(LB)-Su=)p~J+Qayns+=zlDIyE|*SF=@6$yjDMK;iNN
zrPU!#<vc6pvA4t?{uz0$FqF;L65fFBF7r6WA1X}S>wIp{IgpwALOrq?-Bz7bTDNri
zCWAIYruXn60M5Kdj9y@IYD?^>c9bZx2ELhNqSRh0d@H(A{#&b{rYnyy&;b&yrkswP
zxo96gigl|@rhq-h+^Pb%G)AQGVvLhGc0AUp;@)cgo_QSE4cTnUQ0fK8;3D0-qkE10
z#3@$Wb^9)Y6Q?(l&2z}$CQ`@AQD(k&@xqs~wg-0%IO`jyUgx>Co}RqF6qMq?Yi1<G
z-GVKF!RBH3%y}DOAsRnxgtvvd&Sd{QOd<e5V(lxA(vN4TEEpM~;E!n1p4KdIpW^Ob
zL&`6TSBTIsQqiuv`9z=@-z0;j4M}c2my14`{)ibH=+s9I_Dd|V16(-W#=MT>MaOy#
zR3VH4r4uyXD+vV^cI_9nB35D|wXO=?d5b^sK#{tfx+<$S21jIw%ec~^=qZgkv7nCR
z4&l=c^Wygmwz`%!6Lz!Ld#w+k2N@#y;-eD-USj6Of+9xik9fONwDrA2KsYqsFz%0G
z&6}p*N786{+H}(0IiKKDoZmQj^Ih&YN)VpZx#3Mf`1-6ZMY@p@2{73*W1-MqMG{T$
zUk<2t9iM`R747yG-hj%|j6Ro)d3?kt`fB$UHG3<AB*Qf=RVW|&T>$##{zHVi8ajj$
zX`Uk$;r#xh0%s*?@7t0sY0|fDT3WQeFP$=xaFq(mdxBO&HLR12jo#1x0d%_|9~@Qj
zxRr^&s%;>HM5D*sbEg;mfa!I|x+$my=!xv*EiUr!-GMHzL5Pw1^9bpr-r%((RR0!s
z<Ipy0I~M#>j}bce=o)#jmBbo=B$igmB*N{jM?Cp3JhL{J326cV#mz&2J?Ny@!!E|6
zua1%b$2b*&|G-axbZ}u$AzSiM>-Nn0h4nt{^^{n(e^*Zj<{)Y=8SsupZ0FsGVOHz&
z*$yL|()|eJX@j@T4z4p}>(_lN2|R>^Bu5>7$2j5H%vo68ozczM5l<xwpY)#qV<Hn8
z|9o#ehL&X|f0``6!x0iRV%5D{h8&aodn1&FJASN63EQo^kB>JPnT-b{cx!RE`7nvG
z1|7<%%iiCZVjF4SBuoT8rnU9fpvhY4Ox%y2VbOJTNN_za;Snx}`O}g<oOXA&NTiVv
zKdzr)>eHv2+|GV4xtF9RRT9<P4%D>&Mk;WBW7~$DW8ouCtf+_He0)l{pbNr7Mj!p0
z1P2$4x&68sGM_<v&rL(rEumWDQfqlhPzoPIW)|iaGd?Wi90`vZ=jt-r!)HAl=PnQT
zsT7eb{QxmWk68H?hbAY!!6r=N9r!DUJ(S?@^|tSXj{;o)M4?vj#rzqmf0-kFuW|<7
z^6=Sb-m)4KQ5Iz2<o0ct9edkj`nY!tS)QC3!$fLXx1+=4weO>|6`CsIRR2km@U8YK
z>#g(AtXq8?fzIIFE|k*f*`OW!Yk~DNp;k%kAvo9bHzQ2}hM)0U3w9P#bxPZG;?fz_
z1+QRy$&o6BFC$az;;4)Z#Q~0YMuQTq#VQ7fXLieHbtG^?>Lj3WY_W3fZ`T~1+2LpO
z`5q9*PtfMLt?zZm=@am&GluBwq2|~VFmTir0v(*-;#=dhb$XZ$xx?3!Fe$ePz_v#z
zYW7cxGFGA3g>!K9kZP${erCjtI&QpMAXxQF5LX<i1aJExwZM&M_!dGy4_kX(bEqW^
z8M-yY_`H{Q&x$To9nRkaGvCW!p?*+Ec?Bx*TBsYRvPaxQ$Z#eed|%l4osLPhcTDSi
z184GvbWCn3OGUShm_<FZo}fyTo9m{}{rwG(cDfl)9^jgEL>+_#^03o`yZx%87jQ1l
z#jQ7E(2ghL#zIkljFVk$6pnduIzIxi!Ay2{y4}a{AmfE9-k<r@X7(y}O*<9y%P67i
zOn===ry#GZl3NA~f5i0t?b;-FK8Zl*{nt8Xtf=RkkBq($mj^wFQ;|q15bYj=pvMfe
zk9yDkhz#T!(%&UJO*N20oe%IOM=}Kyxxk<OM4{lULRH!pzMqA}Z$g_~Sm5rSLxS%h
zyD$yal>&xxE5~6)bI!rxOI4O+Tw(+yRNGfjFCe6d*1a3XVWH0Nv|~SB3&AR8*>}rR
zAYF?1%rOPpt9iGz55Ztz7TN~tUtQ9cmfY51Zmjka2X<R0u%l&Kl?t_U@?ej{l*R0|
z>+LO{1p$`JItq0UPg!JX@x09Md*|9QM?&(~a#<SRk|&QL#Xsauu~Y~e)E`$**9X_B
zH8y#qoT3WCJ+9xC0BScbx7RJ+8Uzbo9mY}I^{5BWJ;TCO_>EfxnN=8`?*WJmcAuhe
z1m&%chir**bg$Ml8mjvY8jFT)pHEeoJ`lWDQX12X)#<`)=25OYsvf^J+pCv^bqXxd
zKeO^fXQlP<7l9+tkZi)XY8j`kn2fhsMA3j?jy59c*g7Dd2p9Nxr|yp-nl&-NaEKo>
z|LrcSEnurcC;Dg~IG9?8db%<kTtOO7PdVtcMcQhQBPtH*XcZC4WwL%I+J!XZ$69O3
zlDChJ7&xmkA6i>p`bt;o8<PKY>ktd^*>)x85o9dX)XkIp08_c`?M)bTX`2W#ww4Kw
zLY#+{SHao17PCQwhlS;++=TjPq+@9Q%#+9Y8sn|?u*Wj^!sh6mk7FvtDmdN#2CZ+~
zV;T<xT$+V0qM6>$i<kR6Z{ZG-MB~1<;y0z^Kw;<YaG!T13o7jC<yfkPLw#4?pJzg;
zA~P`)M^~!O;Bn5sxoi#gD3h5obsM5-sTE^J+QJe>+WV$d<H?{zbueW0veV?-k*n%^
zGSb?wekgpq!&@p`V{K{|R>ynR-{%x6SnW#Iz>8ci_w%_&rm;76I!&GLg0jJrZ+w7$
zUwII94&6zdy?ws+{HyNkrJ>#L=GZ_ja}#`F#UlO2Uiig*Sa|AUb4|9*g{@X`nbdhL
z<x^Q7?!=Mv{s%MtYp*w?4?TtLgxV%79hI&VCC8k8us7eZJLlb(_a2T5VGFLVL%0k_
zdT*mmjz*t$UT*dq7JYc(-n%w!si+kYDB7wWhKa|tR-O7r^OJSI-RA}N?xb~VJ6;Q$
z6%alPxK!^OynC#yyOSB;y0xis;6<NTPuXLRwc|HPH3VPrAmh7c{-#k&%kKnl!Jav0
z{=Jpev|T%^4av=x_uI_n+ivhpH75P7H}lOf+QL<>T${_P6?{A&72W2)8Zu{izuZ&N
zWVu|m*bI8{<-5~IU9H)0scnXDU2oMA=-b)VFuAJ0^F(!Zc!E6%CIb+MH1v^TR!n0O
zY&CEN;ED$c5P%??VF@D}eMZ;&6b3_<&^mNo)9DV1jd|bCQ~}o$!6@W{>!y36C$qz_
zCZK_cl-SD`CBat=(95@{OIDP8I-kcQziPU0q-00$STXQvhc1qQAL|ps(~P?PR!UKr
zyiYng_>2fX-;MNaIK93-iKmO2h&=-HVzL~bu9{?RdTgJ@F>MpfMt70sVQYK`Z}rrt
zWosWkcnFB9dUH;FUGZ>e#bB;g8YZsDYak}y^!H!Rj*H$grI4Lm&H-DtP=;4jcbqQi
zOHyG}I)7iVS-%|Z;ZT?>q*%#zbvt=GJEGycn8rJ!p0{euiNi-mFd~mQF-)r3B@OEB
ze(mGH$JeaWuFdVhQSE+GFpW;=o*m8qV`P3kb=BwXCPNKugtS2Lw8I?lq}8bMbL-GJ
zY!xVnCF(KMfKn4Ky3H$Cw~NeUi%FXh1xDivl<gA4Wb&p((7W~Ys~S-cLs4ewQbsCl
zZjWYs&1;(eVe4R(SkKG*P5S4qtc!g{<#9v)bySxmmCSlp^hQFy&gEHt(>w85g39gg
z)JsNm)V#|njs?2KmY$RXU+y@Nj(kbElTOGHGG%E~b>0W-w;w_lU?(B3jqb4~vws5K
z^n2ctrTe#D3UB{E0@<yw)r#NW!Pvij*VpP-*xMC3@tJ6O0*Bt~OJP$HhBV<WtbM`z
ziQ<br?B{h3aB@uNveoqvTn^e*m(`r#pRnd<=0AQZ+<%Gf=agP{a{r!;XKYIN-5AuZ
z&+xNT#%*4P)5(26F?g;$?;>vA$-4f4SBh*6j1yOV?6Q2FwQGFeWm$XK^;<6!2Vtu*
z+u@x4%9ZP1xfX&$f;)~~-A;R+PD<;SJh@h5T*`VEmkQ53D3KWRd3mcAJLT(_=un|4
z9uqq63J=$Z3}59kT=o^FlZvnz&mK;s5$^bqSi-<I%o7}9PI`812E)m)bboIIyb})c
z<r|d1E9%c&<@(mrw9M%yqk546(()hEw_NM+{~=|*5nhi>#8zZ-h%6o+Iw!Uy@diUD
z{e^HiFT20kb9)Zwy{FamM!+!r*4LcyS$wmffB;0BJAe&aCA0t(J`laFDu&qdOHk?f
zL-!qb!VVEK>_W@>Hs&xRM{z+KR3z9R_9jK9l!3RK`#6lzOIfS`BiVlrzd=DlA^hWY
z`(L-)=wQFwCgcTEtfDGl-`il%+neXk#__)nzd`<U`0bVpWg~X|P6f#{g{&gk&P|=M
z{++6L;%0`e1vYq>?d|)stR#b-?Bw;IfHoDT_W@ySaLt%Q1U9f)V&oaKy&mO~+!%se
z0X|c2BzHRcP!jMrT43Z2cW@`mjRdl0V0Z9Y$M}Fvjoh(Q2OxBdV6ZvhH7rxiGFIpS
z2thUU6oZIHmFN_&6nGND(oXjV_cFvJh`T{Nx?l~6_}-oAhbVWNzUbIUwT=ZLQv7wD
z&ohH&coE~UEAA=dF|8DSOZGH;s`q_|AC0E20N#$(uK&pEr{Z-qM;Ued`r&!cp8z_M
zi$rybTd12GUI|8taG`C7kUC_99C*<b1Z!<Yo@s9M(xb*t8G1Ylr9>h2;i~{zOCGnh
zUfAi82)9zCfW@u^+i<2augT)jWf>5ydir2UM+<>dX-wg+ZgfSQKiKNL$1HUL2S&MR
z3U>Md_B&UG+VY?#_4s0lsuTN;u@vHalP}ox?4uEu!FcVO4Fzdz=@8QSyQzFB6>cDD
z+$}8|l>%%XwVitS^5lNeIhygHn)T05Y9;b13_}aeri`G&6l^JG44e!xDJmy)PFr~T
z*7rr8sqZ4IDPk5wP-56`JdU|(C_W^wj1r+cbFdnSZYk{^(?EWfap4>vicn}O(9kJ$
zljIzPr6#W^#9qP}yuA>??KZ9RPHx<XCWOS6>oRO}r^j-RddCJ$`}F}CU8PiGM}&4G
z2W!tvr)y6aXscJm4*&wRz9vouDk65kb1+`=z(`^^27(2VK`43;7(oWnLw}()gvZdv
zqH>HsgQO^gLU3nt!dRkGCDw(-GvK+GFs1*dx2$p!DkbG?g0gE|NZ*I9*Q}t{`4m@c
zy5_Z|yF6x8<wKt~B~a74|IZKl!~EBK0R?8VR+9OZs|fs8U_)V<aQj_|x~NOoZC^21
zk}R3mzHfqTrSp<|q1_l%?ShP|xu8G1Zi&E_mRg8XH6F8KrR-2I6OCF)Q1EtRqS-wC
z?i)mn%3*36_F;V`d;!&UT?E&gQ{NPY1;Or3Z0Z5~S4yT`9OVaOjA?|1J~tY78S%-C
zE5D#1_{>PR1xjVNa0<~-6gzn7<8Q15*C8x9a6WM%Q7_SA#C^iMB3jpXbz_8(<j{Pn
z2D$^CTf&eVAa_pAWc)?g6E_m%n`8K(-nw_QB*=*+oEas+ASz>E#z>UK(J?;V7J39+
zW!Clvv9eGo-bwiSxrsytO^0L(l-y*K?pAd^@_8lZW}6AL*Ne)r<*?LXy4kHobJ%Aa
ze%#(4yXIIfq=+Vy<PbL6rIwcs=z9oONQ6-GcW_v7CauR0O6%_iBX#XDiHhz5Z5-1}
zEcGZ;Ykz2)8m6F}=Rw13xCDIAVRkhKwp#YG#84MF0=2FAWw;HBY(yJaC#hjQOhN!g
zfGyAwy0&$P5lVd?txx~N^IdyTA*y0kKy;n7rt;lv${Kl{xe<B|=c*u12Ioa*1GF2{
zgQZQT22<-94VJJ$y|We7vhTi6HC-U`SJq`V{hq=d9TUWLED)`cKUg-*)B19;cu>@H
zUUyV}%PoHaGCC!#qFOR-O#|Xw-5~B3&T?!z$`%Z+^ll+8^<XA*AiFE(m4o4=7_>2s
zkR8FR1ukt|9cu}GR_C5#@06DpuuK-Sq;q)IoyYB&?!gx^j_U0Yw;ZIMYWf3oXmrt3
zG{rs~TvbVjqq@Puu536eH>f0R)$q{rulfDZrVn<DJ7?mu?_ysiX~-k;|7b1GUH_*F
zSpD`kMO;4O)Ytf&KKrtryS*8ZupWdbCJccNAg@ca5}RZ}a_KG)pleEiWQR1SLLJ~!
zb&aI`l={VsXU6SwtE<O=K!LreL5C<?dWk(ji2ZWE&}aF^E)91dsEFZO+v9H8ozA?l
zt&vctAPq0{O5?#n_W`lGI8B^Xw;Xo5A$*FZnF8YoS5C%m767Lx#L!M8G~ws8_&qtP
z5c)8q0lRRq%DS_UYPGu#t;Qc0M8kS`v%R77Z~Z8)hz;(2bQsGOJ`6_K>*%_DlU?Mt
zI^@S&BQZfO6x;SVu4851%_<ASHIJar*$Cpt<$|HdM?BsXr`Gr?E1KS0@uh^Fb$>?O
zAP=xb+SkV?kOLoQ*~QYvCCe@E7U3;F6b!Agpcf98E~d;$TOA)8Z9%|6rO)<`;x<(6
z%|UFanqCfn@MS1IB?L6Hfy7fd`YuF^l|AkUNfNS<6uhr~XnQNKgOkO4qN^T%Y@5-(
z>BqB@OLPQQljm%XVFV$^)(VaxRf^_PMiQ6;zE2xR<B`}MvLkM$lw|f7_`sx2R$dwB
z6d+Ln`}Yu>{UC*cEA5ST84cpTobZqZ8=0ewpcPamvFGhEZ*p%L^V7_xF;W9uOMg6d
zlI}>E1i@n@BSdqsnTEb`g(TL6zqDgaXm%W=H7?aLjcLHg9dE|KCd>nv9AQ>Z>_m>>
zy8jrc0r{Z>M6+ROV8kadlgC<;gRr$na!Qa!*yY)jw$TCZW#Z?!yVeeCXn<Y%CC27a
zjlN1piUJkS*8>=Ic*yne;%`S?-oK{+e!oLPGYJ>TFvfB2cmSJ@wy=FeQiK>Lcx?T;
zkk41$4Oxwiy=xE4Ny095iElv+u0QxCx&h*zM=5QJXq?sYS8|ZZXOgLh)9~a|x?a6G
z&@txYQ-w`anc}J-bt2JTgg6lhlOqvA`ZB8(?K?)6uyvhFqkt+roHlsI3z^h-V=*X5
z74>xBLI7Q1FBihJ&`84mhXhJ<{heJ~lX}yjv;Mc?E0hph+B(HQpfNEf2|D!aOs+El
zpFTh~_hRRZ8m0AUd&4<>_9Jh4>rc7`_S$*mbQP^fdQvrQ@eB>fUp#~UWd6<3r%=Dr
zkON!A1eG_?+&o@Toj*Lk^BNYuSmO&v?2y@H{?~~JJk%@}4y#s<TU8hRLGsvztv7q3
zpTy=Y_>37OVftnd&u~cvCAErppI-O82n}Z2(%y=&r#r@N`oZ`qNt@~=3Uub5K_MR$
zYIoC~cj@*OkXu7hnPn$1`|^Rudk}d-W4)l?bax)xAg*RLIiaa4I#UJ@U@ya;NE)e4
zFOi-!4_r|^U3o!xl#du#Xe}HuHp_^qkO!Vx$(+G!9}r_d9ljp@zQ<F)txk1dw4_NN
zv>1vLlIpPG_+`vHgej#`lFj(R>?y<Jm?9=|O_sc{aZj~U35n@&vtL1ngYbB=L#h~4
zH5_h(k>`dTyn+0(VMUm&)xDX@+|_Pr4ug995@(saiejy@vUA!YM<r>8Mi>25Gc?9D
z0vyU3GqFz~V^4V(VW>q?gk>Iy)!z?^(#!v2m$#$`&!-`sT5OgXZO(~3QX$+Vh*fMB
z9_CY+qDnvLjXgQH(}tp;>13`$v@M+%+Tz;>4J{*b!8k{op-S8{_JX4iR6+@4PEl7*
z$LWuwXEN8@sA+66PSA{aP&U@{9lN{*B(KCK3uG*52U?s%5mdy{CCrs<yAl9`HjGP#
zaBlPXG->iRlH>AQmHj%&RSxt_>E&lMr0j*Ir|l#@TZpJHE9=T!W+fs_GMb7ncDw7J
z$RGV{MM4G8kgm!mnn$>X->Yp`gxmKDE)5c;FktQk93!Ixlj6lLfVDW05Ni&^@gC88
zuYw4|=Q;XxH_jkJ(hXAGbQ~Q&q}lhh8hz?Rr(?GPiJr5Ip@WAK5tQ@lt6X5w$(`LI
zAz>TS?GkvSQkN-aGFYd2@R5SBYhm*2jLG*cwMkibJ>>_kbz<p;=F95{!+zF?mfjOq
zJ#_bQ?Ez<{p8!{-#MkUxBi`F=KeXpTtOt=U!;bj3B#h`{ML+6z(EHL$E%FKwDB-0a
zMQO!hZ`ojXs)&^G0@{Qr%~o<jSr{WOU6{fHlk=`C&jS#a1V20<Ika#!@f&wn@7My?
zxbcv**II?Lhz31})xU*>_RPbJ9b@hw&G8oDO5!1gk0OXi$FZ#>FoRnYgBsO6nb)a!
zz&hD}hzq<O{=;6o2$#OEWVTiul5h=wHGyKG8Hr**H=ItU$AAn2$Rgr+4j*Rs+`URZ
z;}ZDX9C}V>YHcU`;$J3@b}#SE3?u=ldmc{L_&&8OOO{{U*h@O_zGXHCUBg}82L?59
zL%npa<Nk<10DQBQhKC9_gC?v<KarIl#iy&|MIN=I%V$i|PjIxVMuVm#IL1n5fBlM;
za4`IHQdJ8N(fWaD-`iEw(Kdvfui6^5<7AL-KAOHx1A30HzN0@4Dol))z0dZ>lF(!@
z^Y>+C3f!Mx1Qm4!xXiIUKC)-%PAnH-E#UYXzI4<1@yNyW+`MAH6~$?C!v_xU<8D%|
ztL>719=6quy-q@RIA&L>A)%2pQ+YQ{2(91O^brKCt1gVBbG;zv4rFiQt_sEM<#M(7
zBn)<g=OcCNj}fUv$Pn+txZRg9J4F1{0UKJ{KL0Rj3OnPUGy~QG6WiudG}73$edJ+R
z;MUq3$Kdke2EjrSyDLXDsBR(JxCiVCS9l!WD=YvXb8b{Yec|Z`Etfg$`%g+gXk<Ut
z<ZQskw7bB3LPrHo5=+rV?rqeBoBwFwiQQ583Gjh7*+ej7{Qh>?>f?%6<hA>@gfGm8
zfVkHqKb8diWbU^yVqy&NIal89BKsCO+fU4LuRoS%OZ3@!D0rXdrR55R$_wqWvVQDT
ziN^NMNQ#!i7RRU(t))5+pJ#o(=8M#K;T(2}Cw;4GYM}u!$^jd22BEGhPSkH)g+nMV
zdPh*PWp0Jg%=HsML91qy=5TjLNQxmgZs2oyJEnwUmQNPrF&PaXc6b}tfe>t#be(xI
z`MTx#E+GFH%91WmotUjdGqZ|BRK}7f_a|V?gjnlnCfq}o4}1WpiPZB3EruZ-E>(zw
zxDGRBY&sd9Jdm(mnl*Sqo4#CuaZ9I9+sy;Q2IxrKgLM%}TL&*%P`cm16jWgn)l={d
zzbz03;*3LU@J++~zK9oOgMu)v<1m4LE|f$MjK*^}W>!qHp3Fpdb}yZ*`~JnD*Leko
zDvEHjAEB|C#n9sAIS$G*|9Fzyg9D+AU#t=d1Lk*o|Ap`w1_iB)Z6TA|Xvz&vQSE4p
zS7o)${EDWd<lnTZEeW>h65nQ**6b!Y5)tXEO5uh`sBmKVDHW}JJl%j^iDrw@a$17_
zfTZiGtGyeZIQRlDBQqH3@ASdE*1)s78=`>32%^cqdto9K?E3j89qR6!O{LY2@71!r
zOroBLI76_H(d{l2n~`Prcl8d<*lbal(lon;^_po;`iT@z$%OB(8J?|w-0@ClAl-uv
zULZeK8ah<E*EH8cD7vusn=3+_NRJWB=%j`vVw9B68PRf4>yMYqwgkcVNS0!<<8=oZ
zhoWJq8cf6Y66Eo6Kubd7d|I)egPqwZ?eI|Sac~!5DJ{Cfn|Sg-F|dA(`y3UW#AeWM
zwC-S_ZEpFZ-#zRA4@=k7G++;ZyWa22dpLn{qVSrMti_20{=LD-WhVw%tyAo~bgS?F
zWH<c6aPr^{Xx~VEy>Q&2WO))pWIZbnvq}tU$Xq3ExteMU{c=I60#l9fg8aTZxGHQj
z{mRPI-uGK@9zY3y7_RL;CjxH*?meW@XRp>M+MJQMhZqcoT<-aa{aMTBk13rzdB@wD
zG~f%@o`vhC&iIX}A2Gr1%Eg{7q|5xD9z1Nn7Yw0gJ+1RY0md(5IWCW#zeP*5HojYK
za#Mdt6!PKZ;27n!9`x)tAKRGq_+wvH8u_`+XOm?T?{T7uL(%Y+Dc3U3q<oe{x~b?~
zkp|_P_2g!0_{c9Em=EY;_y~#Roxzv|^VI?LTMWIJ{~uXz85YMAyo)aG?ry=|-7P^E
zcUjyegy68aLlPW<Ebi{^1a}Dz!QF%B?(cujx%WKJ{nXRd)73LO+uc>wZ&i)xQ`{Iq
zG?bm(P^7RzGOu?GzZ0CiBONdH-e6@1t~75}uU=OW-zr`-Zc$ACz2zLFtHFlZk$8L_
z{9*TU9BQH|+}#!7`Qd$P6UI&oHp{Q|=}$JX#OT_!DClh%Vo3dCaY|r%EOr*W+Tlu0
z4w;Ai^<C<eu`+t}{s)i?TMiKMf0J<MD5vPDN(h&m76^QJ?u`nVOViWtYR6Y=OJFtu
zh><$|m^-K3g+Nx8^h2%2kTK$Puj2g4;?>dOiO6KOJ3n{435e*nG_^}|zPLI3t|)`(
z;ex}v64SQ2-|hs^Bs&&Z6==56!jxsZMei2$=@2??i*D70kGBi(up2)kNtVwfLvDK(
z59k-;wPjz<*@NMnfhH6c6#RJ%Hk>&<l4oPzI>-8_UfvRaD%pqhAyC(dZe!8CR0hl-
za6e{8%Q~$O*vzWB$-*Nqc}H!O5`=ND&~7r0%9(73ed{AeiP`3PDV}KCQhWBA@6Nuv
zEC~=j{{L4f|D(ZPB$_}Qr419Wcwubn)(9HQRJb@LH_U_3j`xp6kEodLwV*6SO7CZz
z3Cy-8@&z%`Zu?%!fFcD8A?jYa=UW#)S}#jHMUP%_zqvpSX1RrBn#HQa;*QU^Trys>
z>@o%<?^{uc+CMeSAc0P0AqI%e{{V@(bNmQT8nU^#$J1lYgT?SnKVJu`7MjUuAG4Od
zdJY6tS-9%<IXB|YNxp90>m05XsqXtt?my!A6aIm>U@Gbr%`AYgWftr{Quz1)1@#BP
z95ej`V13&3@m1dzXLN@?c_QbhSERyAu`b3dO6bX6@c*G)Kq=66N$_3vNLt}L+?-dA
z>G%KI|2O5o_AAPy)|>xnht_C=c8-}e1DlRH4A@eY+#=WJyeLh7BwpQRAO4^INsn0n
z4F>aR|CqpVoc?<)P}$4W^nXVE-(1zo%q;KO?t3=qe~elU6BjV1{r70}P}W?u3-tyZ
z7+DX#GWp}rzDi$j#OVxv{^3tLkA3P(BQ!R&`PA7ZS&sBh`Qw=8?oK$ALq7)8v88nP
zG&$~CqMl~Pbbf9=p4dr0UN2881oohq&_9RAilUB2No1i5!m*6g$-4Llcw`?5NAOem
z(SV)H{9lxyzQ17>7`vZ)fwH3Vb~N+T@1&uffHf#R7i!@ApS*%l_g(}zg#XLH`Ja6g
z`@gh;)OCGOBj@bZ_5Yn$5c@61m>(!{CRC9}<?+ZT59GHHl7q8|*hEV7&s1zRb807^
zGMYOam0w((g{B$Y2y$a}2~7od+cOGOa*}%xnSt|kg9)kZ)WF>RX(k_Qm_{#Ib0<84
zl5D(7R}C?lD*7e-2Mhbn#if)k7Eq~Y`kIbUF&o-I9<m%hgS%Ez6*7|S!*X+{N&SSr
zN#Y|+>Xw19z!ZF#aSGM4em~0t9fa`V(5&SNf?|5}6G<6*IEMu(e7eH7Bw2^vnU;!B
z@jTQi4kZi>COh^zyv25?=Vk4Un-c2wEDjiE=`wMJ$7(c*K_%mV6;MrP&GSCnLnr=y
z=>MZa8-KCRZRzP5-4;Bc|L<G>r{Hkzdj(Zld*#GTpVt51jIw$**b-5PFJs<9|6k_N
z9^-nnyP{70w6NzDzV8iUynHZB8xFeY2W`iV@gy5W==UvgGHnEl^2H?X<uPHJY5xGW
zx)zXwyXZQT-3!7E>+sDaCTXu@!qXgGnQD17^i=SKb!X)<SG+r``Ley7a8V*JF%z<%
z#{k@dsv-^|tWtTAByUhCmkGhIbH2S@DN=y5<D3Dyin2~KYjYkz6$Nb!F7VqPjCI$s
z%JTwpMM|=tl#%z(v3*W!#ld{S{8~XBPmLWp)Gz5wm}}xi@8o0zzE-_X@vLJ<SyV#M
zw2&;<7z@BE5stTNF^}3_qNNsKg&1+sZm@c8=kRj-uFlO}=s<ywiJf`0rR6hncE-iA
zyA3g0?J4QEJ$agxC_8z88_Wy-f%;9bY!*4Kc#YAsgEzd2SsKK<`xajHdqqKx*RzXa
zJU%`<Okm_0#kop~Hfo0vZ(rrs=^Te69Bf^=VP#~z)NvK(LZXTMB2z}wu6f@&gH)3t
zEa58haA|By{2+YuH$yh&4$HehkMn0AnSDOcl1JXDSev)-VXni1Lv{s<V^hVPFr>)G
zcV+1#mRP;U=aVmVR#V7jx$*%80s0B({rI@-mWk2&l!r!j3v}3ShBw48ggRO|bl;Zx
z2M<_c_>rm^95}zjF2Fd9d%R9jpTn;XoPixM!qJwHiG1Kge~4|}dQiu9>N$MwQYj_s
zO1QT7-0r@55bfJXDkK7sQyeS_hW7zisWU(SP5g+?<bX~MyZF=b>!07ef~v`KDu}5t
z@v4X%H-q0m)@I3sNB|b_Y(^94#Db(SRj(?IW)3@8wva6-Fjoi1p@jkSRQ|42U@*g8
zKCMNtyXn=Ppq?XN^z@T#FQ1%n8l7oamti)Iz0%WZRDfP4kV$1jlfkvqJ{F5bnDz5+
z3yelZ+LRMb?Ecd=CgslWO47CBNVaBx_BAF2OaMcnhOE)#v$y}@+UdCSL@6TfL&C}>
zr8@*purJVjJGM6bzHk7P_O*566g#A)KETQj3U6c*pk4}CaU|%{uopZT7_(Qn$nzza
z(*?^tnCSypbQ0NNoL+y&+=)=rHTb1{u}Gr5#yta;m7{{pqU&iN#aHSu2g=*ceA8nD
zy=az-#v^kUd6{w=1Zt`l<N;nqLtK8vQiPaYD^gN_;hbCvj#|@OK;}`uc*1AC(nFA>
zfj8%N&glYAf@*Pf5P^`IDI9(w{n*1nl~NzHzsecX5gj*)NqRc1e?EDF5|RL6xZ^1<
zlywLQHMq`3MI#Xq=2P)yvn@tCRfG$q1AfM@UHGp-<T~^p4@lKawT*Ek%9m_nLtKV$
zD&^`B7c?1Zxe6yO<0Aw@`=dQi4i-u)$ZI&M3T|^<3piT1sPVZyV*jk}UQgh72q9HO
zxt%w7ZaUF#64?D5Rgg=#!Taj}yr5ZfTMv7Eyin8!j*#|ijqZ-JN>3es8y%B3Fm)uu
z>?rys--yJf$jKaKcLhhhUEUwbpB4MbQ@hj<?6Mz)IK2DZVS4ptVAZzUjnseGVK*YO
z<R|)<0Ay_`itqHD&9wOH{78_&T2xYU_&jb7x>`klEPa5?S!mwS;sH-;#Rv3E%-a%M
zwyk9RD+rUXQoEc91pBJror$@Ad+)WE+Fjl!VeVXj^&`;tow_z)r#n9V?Z)l<*pWNt
zPUi6`+o+SPnykW8=L%`b<MI{I4xX>iR*xS>vX+|A%bU;@hc}B+2LYi-&?v-O!2X-*
zFEcy%J%wERUm^mB<hIPS=lPvFOLkcupx~3~TeFOJ$6GG(WYjarmWw4bwUNXK@9Xk`
z1^Pxv`^+QsPk1yo7{jcpOtFSy9DXHz%jI83(mle)O(KnTg`ABt5kOIVh~8B|va3to
z3HOmWg3FPYnf$Y5*=)!nllMpDfL_K-eE|6co%p(9^Ia<X!{5Cq6)YqvuGJ_{^j?$w
zYmS84&*ORz8h`Ztaf<OEcPu>yDgeVJoK2~X3v_<0LRa>AC&IBm)IR7^bX-zj{{en0
z{6(Y(!Z{-1reqSKa%*zM`2~D$v4=TOGQ__#$K!RcJL=<OjW9F)mLGD7;T7SG!BZ@R
ztmVH|DFC>0!l7zeRJ#P0!eyckt4Ax`disT=hKJlR`~x`U^ug*lVH8LaSNj)8k=LgQ
z9zH?=EL>Z+!GUhn6}uOGv6v(j5F7--MKUEVhoVV$PRCZH<ZykXQYmJF3o>~fdx%eE
zuy4rrA<=hPJ-n_nHrv;dd&zytGGjh{q;@?a-XRPAIoQ4n_crK>-<t~jSRLur({#&h
z@}(Cep>EHR6fE}yQzy75Ix2Z05#v(|sLT^+pyk#2vQUcC3)*4zy&y%$$HI<XiO!3n
z*h}=5QlW(He@M)jXx%PdBzxb%YbrU2fN$JX)cu^@b1pJ)$Sj-<TQUW3f59Q+%NdoA
zbDufqHA<_%)NR7U5%zzP69D-_9mL?zkOEc|Ba0yjX^i6OO^^g)r#jf|Df$(jeFHNA
zF>Cy}9VLw5&cA8sZ6-+S=Cvs80JDWJ+!e%bgskNio*Y3qKNcO?><lZ~)4k=Ll%Xzl
z2`*gteXANif3r;+^dkU2e&26cERt10^Re45`>Q{uf9>`Sk{o6_xT9td=Q1)lM{3`f
z_bB)J?dpoXx7VM9;>;@KClgQ!Cx@0)QPMJRU9|VC#|Rr%ONj0D%{OW4v9#)=kjZs7
zPtC`YGkK=uAAQ1ifma$Cn_>89&A<rM$YI@$TT3oVLMr6-@+I7A4uIta=U;sQ6d-6^
zWb*}}Ld7E%d#73K)aOPcgmZ??+CPUNhnm^}P3PewqnoJ9r~F_&9%~upa_0C9a?OS3
zFAdT9R+lz~pMb>#q-#r-3e_95e%Duj=E4DiS{#n3kt#1NG}F)LKpi?LN|WNSZxTIk
zY?E*p$6b~l^wx9j=!Qk1M4Az?JflO6Bc?%4xe{fslDn2O0h3Q}fSe_4%to6i76k?(
zuNk`Wkt>j@R4vQkF-M*6WC5dgDR=2NY($j_o`ae3`ZQva>K>YEVrX1O!t7(QV${9w
zIu~=4fTwXk$!`d!hY95FFvj9mx9~kdly9q7dVQwOn==;~Gyo}`jCcvk6H<opK*yK=
zww9wY;=)i%HW8MFj`-ZDZBm%LV{~~&Pfq8(^Dn_h>0YQUOtw-={gDN5G^ICQFz6G0
z+0(EKR-ic;>tf<*LbtGs7VPggP}l%n-uR`KrntNiT|$Ouh$f2;y9EZ!$1KEufKqeW
zDDy&`mmn{XV;10)U4~~0s?J|}`8!a=wso~e=}XcI9JdV5q-bJvk>hAd%jNuDfCSuA
zEZVYI&vlS2gEglO0v`MBh#D{)t$!P~nx!RY^&Nwi=(F_!kvc}=hXx}VAw}A8bOHV!
zyoRbf^?-A@P0;H_3IbtsjTg_=eYocVzbm4sGNiV)j8aMm`D-|A$j>k`#K{gHv)TXV
zUCQ!aeubG`q~^EP-M?b_A0Z1ks_E=~0TJek+(tyD<|x@(ZOp~^CD`K80}ryQy{D{#
zaF*WPpx~ohq@B_d@^M+-wjJ@g;bRuUU-%Pv8}or$DEyD`<{+uw3Bt6fObreggeQx>
zU46?8Y&ay%(#3la{1=UR7I-wq8u>6LAXK+sEqhSBW(E=g^pOZnNrBKKLx&$cagl_0
zzo3!^_wg;#f#ss#Od$AznQTAP2wTbkYCVkh>$x!#et72jqf}1(=wqsD+vG-!9OpUu
zsx-^0K`sXphL4)CMinoR#dMXJD3(JYwA(ZfPDD1UEzCk=y_PB9dLF?TmsPe_Ql4GX
zwZwoi0k)rVlVmn*r(akR4Yqt$$kXC#Q~8)0_kag=^@J6efcOlSb712>#KBb#D(&<R
za9sd6xwx{+roW1XgOxX_!sF%9P0D9iBcY#ATw?wy!uwllsz6)2wXtr)Gvyaa&VC*o
z_kC>%yeH0|F99SU(HQRBMCm0OP%_r9q6xHYlk*~u%JyZix$w~4GDLt}vkq5;lYd}V
zIw=<kkz>-Z8@lbIrcT^Xl$8pSKCrC`f%bwvFUFIhEWrc3=+f0KV8fVyQxO!iZci|n
z-$#goF+pQ4t2!_&(<;V!h8NnfLu^Sn8Jkyr4Q;r0<(bDQ3De(>$oo>}{qnSsa8uK!
z3_@A+iKB1wTh0=ALJW(;m+sg_7mla#^dhU?U)7yMo*yu%e1ImdiPz60HU9vx?+i?b
z>xnn&|GkWMW~P$L(AOoA6O6>!(xZgDr33LXxdEWLp`NJ+6*l(7K-*zlxko*+Fd22x
zLPnPjN~niH^g+NjWQ%+DNbP4ghi253oH8;cevt>pVVX(Fbkq-l_A2ocjfLOh!CV6{
zUZvY1x{NNw%A=f7r##cZ^ogl6?scPDFydln)B46&hF`|nY9F<UrH-w8k+{lszHm|e
z{saf9d6Tu(yoM8w581CoZBfyy)Kw<k$a~AlH9`L2hN{1sUk(=5Z?r?Ct%wQ6q+#oX
zaJAV{C&B#rsuNow{wuSePO`m&|I16@Y{0S?;j`T&!=;ms<$Lg3Ze9i*AAw^!LV5BZ
zgxyOGU7K{D_fMf^{^+zqblfdRnnTQ5NahFCQ`8AfDtbjyChYK?%W2*!sK{JCsNYj`
zBFJZFBaM=)hWp27BF4yd>1A}HK+6FG1-u<%*Mkl9tlwe3o01j1Ovo+nvYxAuAk)k#
zp7e|#W9&PBu93jR&hkbe-fxq(YGcLvkY+G7ffd1TL5ASh#7lkfF}7H4R9W6nJ{9Sg
z<O6%3A{1E@Ej5ExSypEr7DmuFe#qKerH37lx!4>#t5~uWvS+2N>)ah}*`wozFIUL$
zTC{rq`r9bjaSjJhq1@+s?|pG??IGhIApajgW#ldCMN--h-<E!-PxzQKLuBlsnb6ml
z>Q~(l0;9CG<FUGZ9kK5c)0JHFOj<Hi)mVRjqSAzQbK_QD1DiI+UXk5ozH-)mj>1qE
zJGsQ}O~cWco&FRtfEXD;;G)^W)>}P0p_9A|K&7zZq6=Z!QTq7B#)}~<VPRh;PejUW
zQ$50hp{79mwj3FVJ!KIdaW{UEKo*AHvcLUGF10#Q(R9+=s6e0Cm;(Eg6AB;VyD-*B
z=_5V0qm<<8=~1(7^shMqy^lh_-rmILZYO_c;Yyt6sm})*)<qkYCG0`;Q0cjZoiyA6
z$U36{Fuh77)2n$6R`911gXduWn+4A*n{VW1RNjDtPCuh{fXHn9Y9T>8T-%Fe9A4L}
zh}Z47xJ&HK&M5!f>UkS;EL|6B6kRnL3mT(Pz*6n9oODB1v6|m45GCP-!Pb_-;tg#6
ztBtzO5#eVRwWdcfAIiUudQ$g1xl5#WP3(|Y{)dYmqfH)ev&FY8`yvDyrzltQ&g=+^
zj?D|QJ>r7@{30!L?S>-l600&dJ6R3|O#UbPvjiI>8h|yDAdzjW&lae#2Ds*k*z*HO
zC8dX*EbBG;2W%Ei6h4Vcd!^Alp_klA<nHTJ<g@4mW9rN$-`&}%6IluK>BC^yE-<?z
zEA^?lW=mFCd}j3%P(>H`T?l4?(lzKq`dWClrZO^BQ?Cdv$S%CYm?Y*%$z%7tSh?I)
z_;!Tr0umkg%gN|WEZQdk>zMJuf!Bro$qtI#k23mADv?|${_t);YK9@9GOav!?=TVp
zJxR|DTaIr&fx+fH<*POHRlwhULqmORl(LWS%7+qL3Z_-xmK50#SoTdp7J`K}=Jvk<
zL<mxUgHzhR`LsmKA6eYabXkBSCxW>GO4M;X#X&UbI;}D5_EWV_3gE#~WV*>8b1@1@
zg}vUSV_thNkMO@z=Jvam;BNUCNj{DZ8tSiP5%141{>E+6iF#2hL`|o3j8=gK$ThUF
zpj2Cg4Ei<{1A3HFqYP<3^J4CgKO!4O!6wuQ%K#8y2=?58&=lQ650O`y+R)#JP54jM
zYi=*&<g@?fEtgA=_iJF}8&y9GqdIo2gmKT0|90FoTV(ttATI%nW39dTC^&*FOHVtl
zcayfk0&M}|3py2i5l%2NH>z5pONEf%opmw=cf_m8^qLh~`-%B-d;`RPfSqnOz9rKl
znMAQ*6a{@kH1ooCn#nwmYYZ7Jwork$uaBG_c07`idrn9g(=Az&m#wN==cgEa<s)VJ
z2*=D)@N~nQG{zWVzvWX5nM}p}0DS8&JPUU%p=A7=VFJxd96gVO6t-+ziXeH9+EQk0
zOm;_d<tw!(u~GWO^Q41piJhltL2^{-FQ*)j6H31f+2`j^{p^%j2$*}>#^Wx45vAm7
zZ12OZbQpgE#f|m!%St&;-Tnb!{+nLR6X^6c1l7iO<}~T3>#c-nTl+*cn?^PS-8Qh6
zSNf(1Lmw@V&17+kfVL@N`M3@6ZbkiTT%!j{ZaV^8<Cq~!6g6^u^Q(yPZ8U`%oBNVh
z=6^E0ZM=$^3m@#vIX-@w7>9Z)sKEDn>lc&6XJI1{9EfC)<CRkB6T~6mX3~W@?}RR4
z{_0X7az!T<*!l`Pq>*6PV8W5;I?GPU9z<KjFSjU?D8mmd)kytmgRHu=^dO{SvgGKb
z{V{?_&!lh2lvDAX$29lzyLs`{&v}ylc%NPX03V6Ugl;@%=`{oN_^NpQLWT@Glsd72
zF3zmFL&@bFMRp_ZvvmcSh{8192Al!hDQada!@_Cxe^jp~rEQqh<HDF57Ud`R6?f#X
z6h+zDrB;Tv>gc8E+d*Fpqu&b&M+cekMXo=6G_+T+J4CZmRI~qMzVkA#4f{hI_$pkg
zj+ypW=RUZAt9?v$Bqn?LqkH*p5E!qGeD^L><;RdH1Mi5j7re%nN@(z}5kouQ>`$R?
zWc>!E<Xngxo=8@GZ8e{X4(0k<kEv;f_p@XEUK<mo?7^|ta`}boQ0PQ&qP5k(f$s2O
zDTvVV9Un$-TyjNT2Xae}6tqjtQE@(7E?2hXN&EvWz7PfW>n6#skRnkwbJ4ZTH3|t=
zUtUo`#kBgg2TX0peQ88PRN4?pqyqr5QWQ2*p-<>#YL-M?BW+RY+mB9TmZVJ(H$uj<
z8Jhwj1<j<i<yXZ%$0-UIi*;2cZK!hkCE<dv@vLa#6Bw-gQLlb%;lupc@wv!0>iiD<
z`_ehz7fCk2U_Ct?ICAHheAS1MqgzW2<eB|Ty45+r{N&qj%z6CV>~Vx>uyDF8qTkoh
zbso|2l#@LAy_0!U4HizW`_VqMk7X)md*WiwEsj$v&18ML!@S>88012^`AHG<xtgXg
zl0xWV9LawnimQn;h;u)2P9KrvUqM`N^foneCLvOKX_8o<qH)Jd?iZDm#NZi^;<5}_
zty#y|?(;V1_g~?l>zS@L5f96)EeDfEI|EJxtaAXW>n&__0x0a76?>?OK+3m!(7o#H
z-Y64N7nOG_$}6M}-5rTt_#q7}R$%}iHA^XG>&}c6@Y#C5+S#&O^Jgkv`v_z<nymw~
zR#g<pc0Do}r=Mqat&fAf)NnLlrvRb8WN64BJp@()0gAz95H=!-%^BadUhG|V6%L_s
z_GrKI8_+pJ2|Tt}fs}WSjey}T8+nsl4KkVv-f1FBVlY2{Hw{ylsjDZaH;DaJC5>QU
z1=*0OLX!RaY4HOAT0wf(6#Ib=M@oNRrNwCM%v0s-JJ=(L_|K8RN=&`;&03UQcI0W@
zr*Op0!J3CrC-+UYFQmhy;NVKl%3@Mk&;F(!{N8*fqmT_*^Ef5y`6Ut|M28+9=xR~H
zOw9=wffO<uzfdb~y7to>=df|xEnUHU-EEz<8eKx8R^m#Y9mya0o#DeGmvs2_Dg=?;
zbmuVrpeUyb%-PAz;`DjKsx@BT@FjQQ120^qs*A7@TX8u#Pd&o#R-^`~rZNTz12!{p
zqsGyCCaDxXDc$OTnP%x7OFq)=iQs(>b+6L@9%wvHO6uC_2)Xx)zUKMGWHhwuC#N7C
zsM8?+DsLyiRvo6zjtQhEsiX%DX;GVNu&~CSItgcojV&p^t@<yQKT-{j<UPSWy}@)$
zZ%g96>F__j)loyRwT>!a`R}GLv8DpLe?nwp$XAB%RS6f3%((&bn+#l*lU$VBcEi<Z
z!~m1cCMMz5Gz7|{?(JxIbgh;2xT!rR=Q8SG75Qd-ihWAtdjJg~?Dqp*9BY4HE?)ZM
zKb!eT=D$O$sMbB(5Lu?`n||4I^`GSav;|mfddIcSeNRW9+M@=}Y5!_0#Saw-+Z&ZX
zk4W;C8In~@yJrRp-xu&7o?{7-FODCgLqcHMG|Chuu2AvuwrHJtQY!{cN|Dx%X1WG%
zDSF`mJ^_S-{a|}57;m&@W8+l?h+9-{v-*$w$G*o<)`2&NkOj=je*medSEZW7m6FG~
ze4oe-?_NV;ZI}k>V-ly#7)&rGTceNV2g5<8_*43H$G<_)731@+*GCsUX(|dGx-e_2
zB|=qawE5srGRy?C5P%ppN<V0YY8`TX)=%Jq?LutsE7lLUsgVp!71cYi6l3#%C%kKA
z(42)Qm=A(G0Aibm;PAPT@dcgmN}qw2_TkX`J3ge?YEm;vF(r>B6flqctm{p6+7$z#
z1grkkOKzyvPbVK@u5X3d$ycdCk8Sl~1u38?XkOu*8hA%J*N+R+?$7G6e8cP^alIRB
zTKFbXrTpQt{^Qpv_7h|rE~n9&=DhrqN3G@ELH1eqkIau?gk)x)0?D<lQ{+BvIHP0h
zm+$B3QqE=!Pp*-1yJ*b)@4da?oNd{(#`;}YX5H$hpp#@xQz7ge|E%en*w}^!L;pc<
zLLBYXSU<|dOQ!f*w)!F@RVPAs&$}}9sgqw)Gi{XjDCoUQ`}oNUzqqA-BMaoe=FPIi
zM@Pr#x~z$RvNxXu(39;B6+ldX-$%fo%Mc-OYyIwqU<krhimbz$I^I~u0Vd}HwQ%^A
zM(w%l{OBRX`o8(bn%tVEKMystjsh@ydi43c^(_{MVo$XkajOgKE&5JL`LSfEH&A0}
z4Yj0i6Lr5<ht{!0l<8)6_6m^^{F=ayY{lnqSeN|7gkm~Ut5H(409#i?1oL9`A|5!2
zZlKwnMX={2(#59P+vY^pB0pWTq<NvYLG$(j0k?CXSU>fv<NYoF2;Qg*hxRYDQEN=X
z+ohs=7{l2vv6|@8_!xTl&jK-sF6axS$f$p;tGu%KHS`P>Nwiuna)Wgkz4VX_EYo`A
z%wu6whHE$%Q_9IRSGEQ_<g93+n84$%aoHG9Pn6V^2d#HAkSlZ??baO|wp=lazpeT}
z0YuD+i0#1qP*&WZDZx-!sfaB!H@9aIF)?cSqU0@G_SV3bN7=V%$;9!OVn{?dfh2~d
zUd6@+7nD*pfQZ}haiG|SS%-5HY1d9MgxPRnRd)tZ-aWfjh|fpX)$IX?c<6Kv()FES
zK&8(nX16w%(<rG152O`xIx8Uo$nu<TpbB<wP`NU~g&*S)w(O@1y;}@aj9>V``GXDL
zvAh!GPs2JvD{nzhHhAws3PI(6hJ<rJdP%~f!zksMW28>4-Gn^5(b545vZllm=O)mZ
zzOo9RqdI~|W70-!2accn@p4A_z~t705beTtnwylBoQBxD@{`!%KE$qVYWdJP)CUM<
zD==!esQV0&8b@Bbx$Yp`U0E5ck+iAHw&Pece=UhI?JvH_ye~)wx-<7eG^e{k8r&nq
zDAl~%l|Fi`a{Xq1ytq_xhIjeta@$e*caD0idNKN<_TU1-YT-hgkWnK>uuX)5f(94)
zAH9oFvePHo(K^L))6El*{sw=piF!UNLHeNQvKk{h8a__p+kYbH1?v|jv!Llm(THy*
z`-uP4qYW-Wax4qdvq-uoXyLqOyCy>zE>H{ct6d<&RQ*}raT-tj7WAki{0|@mYZG)L
znTW@;z-iszQoXRwI5xNAIAwJCD1_G^ZqQD0zjchA2BRNKH+LB`#UbHPn7<OBZDQ@x
zV@$Z0N80lu?K?OW^P1J&ovW)|pDjDuFh&syfGZBw>_pGDaQ!85i-T@cQOK@SI@BIp
z+ONO(*T3$V`^PT!%pPfw+qVhQbyXLV_+nZR)k`VMy?RDeIN7&;#;=nbzt)XGjZ`@H
zYmQg^IC=VrkuWP^h}0d3wB<3!z&hr|Y!T@KUc^^)E`UoDI&M5hb-7+$Tn&gIW+Tgj
ztH@nrolUE30GC%xK5)jSO!}+==`XUxen3yKdglEnQmWm8rp0cFd@znt>hvydZylow
zy;;Xi_M0TqX*WivFbhW;FGn0miHYm%`Vv1mD`SK6$G~w;?Q(b{`#zDH1!9v%z~E~?
zb)#0YB-Y&U(fzl(wYKD?dwS_3J6E5oz*e4L`-rO(PVMU}uljg)+2JsulYDh!2KwC+
zndC}DP;cmhB?LHqG-WqMo7jC8rB1wk6!gBTzS>rB<m@4fd$O={&Mgc&jkG)uPK_pV
z_8Yg~cdIp!^VeM=i0p5XaYggukdb8BuQi+IygS)5UCed;aPHb;UEBJ8y&8zf)bQlB
zRz4&@P3=vs=+IPJN!a0mF$<Z!#w4d=b(J{A+J&4NuKxf`3TifqNsF5rEd6MFxG&9r
zf1uDZ7wJ7lW?3>7>;xY_%itt4!8!CE7knb51>xncF;4of?IUphwL7~vi(EA8kHcpa
zki<Xb=3QVx#F>$Bog(Atac8S4yLvVuXecEzzXO%n6bbSYISZL)bOt7{p^LO>t#Jn$
zfzA>z9XsU(P@8S@hc@pVNUx+hn+2qc0y+vz=rt6Qf>RchIC%E}PPkB{+1!X&Sc*W2
zaKV!@P7ekleurEN!NO;+W|;FD#K@H>tJnofn2bZ3w#Bf4q`MVLKCY}WR8pT1E|&QX
zVEXtiZc0yaG~pd5;3f2PV_X?9if&M_QJ3Xhh-N5qmwKGs4z<a+ODF|F8eHDw-uxx!
zbwHN43$_K#HeA}E6x_!qL?j7^jC}%!v54t7PhQ;W?GIVnm37Y<23hkg;~Wxio1C6=
z<q&Y!p)&%N5G=4+8<Tr*fU>m24$0ULeP%qN?ntB^9leWI$_nmSfsGrcmAKGIxl-!3
z=r&rx##8n2Us92i3oDrd)6g~b<WGEvu5itPNf@`V*Lua|y6_5JPXsonwr8^p03k)<
zgL~r*nfx&JuSHL5<T@_fkcB`E!+(JC0AqQ_eXfGns2_7ITv$D;)G&Hd>Yn}q)DZ%C
zm_+ivWSi7)n-;NLPe|*|Z{+O;H-Tbed8Y5QT6UL_2cRd7hV7g`FbED=$?W-yaDu(M
zSaZ;Iw#7<6oa&ckql{g66@s;Mz$=?X)mJoNftv~H%Ihx?M7*#r$r4*f25Ev8wJvMD
z??oz0geQwol}7Y|&p-8+dP06Dy@kt#nY^_3%lC{@arQtE6ZprGA{O0}=4L|8Ycd~L
z>yBkGB*QV~aPC7qr2>Lav5yT%)q`B97cqQ%(0l04YeFRc@6-^!3%#2XK1Fm0o#iUd
zw)|58w$4YWIk=74C^<CPqJ98@s|9ySVhjK$5obzT>vag=4u#;rDud`MLs$nY`5pY_
z<yXh<!(FHWC&uNYOt2wsez=u*)l1_~Z}d4l;?+|$1Ui<$58+bOde(@Oc5mfwDY6J@
zNpu)gPKrjYjV1h>MHuxmG0a#jB|T{ig>3113YH|hKV8hmliv~G?I+vT0N<h~3ZJm7
z0+?}A`WKI8kg96j)NLZ^MwFG8f)phpUu*shV3xe)=Hhq3;tT~T4}1v9@_SE38;D|V
zSn743?$Q?-NoPYlau3*Uk)2{vzJfvHG!%G_@J+y(g42-7KSC=sJ>A9t*EUsFQRPFE
zO_LC`0__gDzKR8Z{%M5osh44;#^Z?pNg;+x2}SMW$tx%VC!8?&C)bz8Y-{$RGapYd
zoF5VHj0IaY+%-2IR@fjiALTb%wN$#AOh%h9w$rG6YuxZt%3)Yro~rW0q)HK9#1_oF
za!yWf>IjJ;N%LBK)sM(<ni<mlBL4sj4&S$35L__$Gi(yy207m7tfXLk=?F`^_46uY
zL$*55OMkgz78vGk;S6Y0ViDd2H);Ru7-zEPle^nNP&8QL<Qt3VqZUXlXDMx8AQ^&_
zGM5CaoqchQvI`ngz*qRm{@IMsVuzQdKmQ`z)YR@dtg=aVl+h6!zAB}XQN{A25`+Y=
z4*_)4F7w~P@L7WjFa4Fbk(q!a4o#Qd2VD7V<*Z*S|Niz$yZbs-MM{vj$=o0&*GDZ~
z>%+l;A1TCGLV@r%gAmQpx!v9H?y7ZIiZ3RnYonrn;QQP+_{LQG?w-Pl38uAH*Cvfs
zn$m4P)u!>^gXU#Gh#Zi)e!@flPj3oa$ON<VA9^#=$no+Y@n2lY-(Hb$j(o6h*(C@2
zJ<XJg$9OdDZ>aLr@{=7{z=jY3=P~=Ra#U0^3`tYNt_x=D`BBb7^6#24e{pEBwL%Wk
z;-6*FRY*gg>(-A^1k*iRJzIMzaGU6`1AX)KHp23WLuP1NBX3b+9Jj@(5uNJC)tSor
zdJ~#j|9n30Ig#Gk{2e;R{(DH9g@H#~sx-oT;zPO)9_!{^k0V@0IZULfky#YA3MCm@
zoo-dtg_gA#pq!e*Kc2I&7)dG}ZpxtS4&S^*b6bfYwLNg2m|}T8Gs^RuOMcCTZ97!p
z$~HWLCb{Jc+RY)pkE~NKjS|SqzaX)tUbN_#wAPxuczcCw*YBtZ0QAy)O#L9Z{|9mn
zPp|Tc`-^B6f~)xUiZEx*Y(i9!C#nFZ_yuyR)ir6VW+lA)=J*Z0aFhrl@`;K(4{RVF
z^~05UyI?O4@qQ{q^?0b-<s@;ASIT@P{vV(Q<_(W97ln!cPl$jRmYRhtN{%=;YMxvB
zvMdUz3p0~SQ{ka0px3zi1Z?O8v%3~6C$4rl2d7YPd(7}l-*8Dcbd!Y4#v)|FEhQJ8
znM}IcECZ@W*RXg_^BL={F-^B((EN^ppktU=-r~qv%kg^3Yu(6tcnE9lB+@LLAF-b%
zP}7O@UnB}i8A_vT^AG(4{L)q`Zul0bWf)0pqRnUA^d+d7m?53syx1KtWg%1nv~+-C
zqpw8QAO+*L;%=6#Pq$EM^P>qhJXkA`M4DMDnpu#$BJW5cqRw!4d=N7gbMBgiuRb;6
zWKzGaAoB6U#nwxsc+@*3aZo?p$v=SZ?as)_LAN(pLt57UY_}#6(o8CUpI&3ydWvv`
zAR4B2YI?CqpwOR1o={CTWKrMW+q~H$o!$n@1d<gqdXB4XnCu&(lNenFO73DH9rm@r
z<ak9;hCim_)#V>W@3@Pab?lhe1<VFvRiE=0T5F4SIOaY60Gk9?iZG@O<ck7PzMg9F
zjcn+Rt_u47KID;yZ~C-PMZ+*1w3<K3MnIzDToPv)NZ@bqKm`A{p=;!@X``04LqlZU
z){52HL?V0@!965)<~E=v+8ieiHcguvRk>CiOu<o)VZj9sXK`np%Oo~+ID{(volQFt
zMGFRAzp(Tg+fTx+ZxhMll{TamY}hBr(o!1`)1nntJ9ZnzSE#*3l*x|nqlus58TI*F
zL9NUj#0*EEHf8(_X*KlArGvshsJE(>qyo|*WV$d1TsBvZDB}0<(Vw;QU}-$Qui^s9
zc~q5ZlD+c;y0avCwlh1~ZP06dV+>H|XZYh=Gm|Ra5CIKr3|#tp#M|g7M!(EY0U_}Y
z8;}*?nPi9>RC8|+tw$OO8JK<3^fpkXUD_Tt*&vou0kPA9Xpy7n!a#8EaF=%iD@fVp
zfXv5!Qh1Wp7*jUmhcvApqq-($NewMCstZ4ssoSJWh&FY#LE8O;nMnBNitUfgO=FKr
zewPD)CHXAmWxYmyDP5)+N;R>|LOh4@bZ9>IXlaL1Vne>>OoKooJCTJ7QB%{$<9i}(
zr9EA=KT|dZx(uj9)3U{XB))SWuYy~=;RasyK7~C<FSzv@vJNQfsRk7M`Djpw7xTJX
z4MbErqHUQrz2dFIRKlKic(|%D@CWPuaN}_e_<~ONoW$GVbUirNTjyw8W0sfJ?*N=h
zAZxk?x`VM{dxy;HNse2m&4Eav<nElv<Rtinw`Kp$Eau&Q6PKFMRoEyOH@B8=f5rsp
zO%P;e@O!Q5W3093D1oDTrZmLr--z*LX+B^m+3oqrNwp%sd|$Las9P#$a$_X+&;ajk
zXT?B_efmass5SUxNsJOGvo+MpiF9gTxa`tV5?~()h*r)QXf)FKTW8iW4JpIumhhG7
z_b@yWoje?59@`>e_-Fot1Mp7DC9V_F<wI5Za%tx8l~yYR9g};@DVFHDC{g>G^QJ}L
zs=rd>h3{j$O?&%sQEOu)VSS9jAWpSuU1{bdJ`K{;JYUpQkuY8HM}jQ{A})rj?KK*c
z?=M#r+)=}QSfeKYdeL4AWBEJb##O&!(OrYe4k03xs86r*#C(azxf<ahhO;GsrfG0P
z2ycoU)^WYm0a$=QC}Q0Lk#J&DN;3f=QPTCV|Ds9xY~w2bkbyeSFP3`LpUogLSGHK$
z*|uKq>1!X_v5K&roIQJOiWRS}j2*UJQnkD={sAHQlD0*_IZrp?>-~8t3y#Jd`EH71
zTK9oE8l7IFB3gcoWdWGv;CkB?l79s7WbXJQNFd^K5Jqu}_T33j)q+^F)DW?-r~;x_
zh=q^i+@~Uu9@qOlq!)Z*x|MOOCX<axMUa^e;@}T{;(ptjkpkWk=C`$1%f+o;kUn#w
zo*rj~<HVunx1p9-kGfOGg|=6@oE=MeoZs(5W)L^^uv8LlFi6q`u}Fq;y%WXFBPaA6
zS@CT_0zYA9wjaXftV_P1GJQe(zDwc4(1KpKe<{dRif~(?!$sZ4NvCBTJ%AYFaC?av
z*SoZnXLZ6HL##kNbWlsSO!Slp?;cFJ&4T7cmg#WQ^>KRy^8QZyWM`IoGElwai#ow)
z?S{v;Vmn3Dc$S|Nx)5GI_cvI2L+BX+M@?sgUVNdur$V{J)3TOSNULaZaEznygdM?d
zm&rI98k<;8epyD0QF@n1AFaY`@h$6v*br%a=SHMnp^cQ$4M|JDb3eCTVfe`mpE8xk
z)B8;jwRfGSGdrNlj+oqN>*yAhqO`{q-Ry>M-?38>9Z^FUDJin+?ixvdwMd_x;E?c-
z=H|jTT?Cyv<Ho}!6l4rA8O7WVXTWRFy7@K5`Cj;8zm!$flDldCYZI}5KbeKjY=iW+
z*kXmblF?EcnYA0ZR?gu%jH-y@H#P!HEyhw^MwEbIaw`en5T&~qLm>ls7Y`$esZJ}O
z7=2vPokPA|s60E?<fF*9uu`^b0b$e6I?5u`f64@0ot5(TT+5uTJGI4NFf+frkgq8;
zeDY63_bBk*X%~-LWCpf#1}bdM!^r6D6OA8zFliwrO+{^B%Nb(^;+`)RHLxuQ=#$Y!
z`h$Xb<<hvR=@C|+70OUT#!|=HTF;GpG}D+N8r%{p*>qT2Wl|U%5gq+i<MfXJb_1VO
z2`UM(bjn$hbCM4hbg)cM$2EM##KTz+HnB)il5IBX(j!10*?ra=;w?4=qKtU1BzR<$
zn3)?No*hSB<-PZO2Q3tTL<@m61UX+OV${wCoRdqhT~a*!5$=Jhe}Fg?B&N_1f@AVh
zwEVvu=H58p(FLr>dFl~i=?oWtuCv_B^%qAi0o7t_uA*;)Ua()G0pIF5=cIAL&3xFf
zqBTP|*9-v6Ww+N{2pqkZl*(46Bk4g&K(!Z)=CFeg+GQ!o56o!i$zba5+7#SHyuQO;
z5~Z0S1wcS#0f*diI1K2;OrKq`0d?y2#pGeIWfs^!C;m8;K)}myFt6Ie;hAat-2vPp
z`YLAt>q7n8R`LbcwN*n1N1xE`_x6YBB3kw|B?kklp>CtX;j?E47#uHkfK_|BFqqm9
zfNydX)vJ4V?7-QOGxra`GFn*6=&s^{coiOjNZ7PL63#=)SSzlrr_a*=uv(=>iaBX@
zRnw{+KtjDt=Dv?rm_1pEd+f8)O?Odfve0+yd>K$;pv|swezT$2jPQv}X2^YZB#I9a
z;%JP-*3~DSU2`VxUsM+*l0ba?5#}cWCRfvgFue)lPXKHe3UsNT8P}|G(LBMP!)S_$
zQA8u8kS9BXYS9CW)mq~5HiRyP(qcvU5{Qco+;JQQAC$hAIOVvTwxGrhU<|NbNnAG-
z=Q%Y3_ba6!dX{4owqU8xr%(wPeW0oznUm)?Ixf!%#k2WSI<lMcN7St$PQ*lW=>jfC
z4<UF2p(jcN7#i?Lv~ynlY?}Pbu7Tw!|K6$Cv>H2^NCQ8F-B$w8y38-lD^$ra^>2T#
zB=H7)|N69HdYIYV-mO_2m#<UW$?$Pp8G_3<mZ(r4wW6v@9Nav*<3MsSuv+T_f8^1~
z=W6|^Dog>YB>D~sEra#i3KxOB_TO1Q?M~QxmCxY?`_gxTdNm@IMJ+6@?V4roj|}Q)
zAt%O5=BZ_(aWFRj06$`P&aN1w3YBrcM%D-h)J2)-?P?M^e7^M%1weEhu2alVcYZSg
zeVfY0QIMA#mV=h(W`$85VA|2ypW?dVkGb9K%*22~5T66i<~d)~hVg?atu{SYS8#uE
z!=AI}h?s^BMoV)a?1{}8X6%lsARUb?bByVyP<R{E8l%zn-vraCweA7jBjEL+EK8cz
znu^7*xzxZ@=|CD7IVe^XP^GcDbTW8k+9J<Rv{@8`EyWS45(($k-HlY@248BaOm@~O
z8y03=H>Bj_*8n}ED@uluWy+<qoYM*C+XOd?MdF~QMWkgE>>c9RVN@x6LCAt!a{N6-
zAo3nPQS9$!snIV3mT|8uqP3rDVH@lI0|0ou#0y$#2~?}OfslMmYz`#+`^fS7+slb8
zIERSN=U2s8Rs9)fy*c~Oo*qa5(V_Z5?*GJXK2^;S^tz;8<4WKrJQYs`CP;8m|J%0y
zr`$N%VutNgmbiJUpVK^N{t)ddM4O(!R0f7{WyoM+So3d$jhI@!gq8RJp~8OvM%M|U
zcLMRzZU6iyCxYeKc*B0H<83rBpg?l-*|3f<z2andr#Jxa)qNy-QVSc%@>c<G2!P=1
zkG$}8ZuKUc=;LDi&&;JR%KxS8XiF_`;UDX|K3}&6jq!hlnM`Czx#IVcnnSHkOZ|nP
zwE&Himp&fH`BGf0neBzBahulm1SZBpV|3c|HzhXr_?b4P*f&A)qrU}q*)5~bzu&<X
zd7O+tMsV8=q{F092k5T9m~@tRt}Ak6RL@)gRC%N^-iMsE4gRuiZ@qEZ>q}vch!_qR
zEO6BN(<P521V#ye=r`a&j^Tds;R>Z6X*|(d-?cIShYeS07nmq(*q@}Z(DW|Bk*A~a
zuWm}D&cvL>YHW3UYNYa!<AAyoU=<IdTeoLpLLY4PF@ansen?(c4v}Ck)T{I75FwbQ
zejBdA^AHz=Uz>J-nnO6H@xu_H56oW%v^Lto!Mkxq(fvkhgkm{P_LV~G{8T<!n(X^+
zEtZ3-6Q;jgTo$BLutTc$*k2oXia>CC-<FH2WxmI~)P(f=*oP|EQ1nk-5hP4w89Qht
zmvS@)x`60w-N%4;-tpGpZ*~(yP#K@8L(`Z;Cx6IF&AJ<C9tzaNvtp*Sfnh^VFVi{z
zn<5}ya4@8@kWIg1mmm(sUTlxSePJ?<0pwv&^_O6o!h(As|3ULJzS~t8nIW>wX&A3v
zBi4=c3q5LVoNgVBSp<)HdIq(&Q`i3{A5*DeHKAm>TOb2jk`O0i=G6l5ee5s2a$(`m
z_2$ShN<KQ-^%YiWX*=Ykx(;_)UqqxYg|sBO4}fbN3oTjkO%fVLej2l(qt4`;o{O@=
zTd*P<R_^5h(!Pwh+w@Oqf`uO{CM$B~{q*rqWp;sw4hgF9J2&HhBF{p?yGX|?j(&46
zFEEtPu3Hfyc{}!+eth^`0A_hW{1bg*lr8jtBt>A1HB&T;%)<XAc+Ao_vLzZr>6eI|
zni-}?XmD>OK6TMSInS~+u++U-`wOLO%&~DF{HScgpF%~{zGAW#Lx)JmYs@pI6qy+m
z6FK`jF_Rs4)r>WnrV0)~3Vw<lPxDHxrG=J;zJPbJwyjU42bszzCgO($f)al`QPU;h
z!E#E+eJZZ1LyWLDeJ>(CS(qvxLdU6QhPQb5>QfSQsi++f;Y81|#A7?~`}-u8&UZ8f
zIVlk*4O>y7cNt5mhAXwSqYqgWuK9x}U`)HcssEH=jr!qCCsFhcjM}W$Ye0Fgfulx1
zbF+@IyC8qVZ5|i)ouPUAjKP;C&j=bgf*52+SxqNIz=q@<Zy<OQ9<KF083}(suEEwe
zYhqXxHy{0$l`2@RwOBTpP+us~e0F02_AL%zQtMN5#>9OwPXnyNvg^WpWNXP(FgnGx
zs?+T3KGbxuYF{o5R8NZ#G%e4TESXlQ-6ZX?c&ADzoHTH0I-yEBEa3V-l+_Q%E3Ky`
zf693E*c}%n8K)IM-DD4(JC7$Si{pm(SfjVIA;F)`+Iu9k)o<JXH{JB=HCLP@a`EXO
zKz&3Ly_zHS_)Wr>oAd9V7YSef1k`||3oUt$E1L;k!Kc$_|2sQ-2ecum5ymy4sA7Of
zm*f8I)sy{EX1|D;b<%Fu<nWc~<vsh;KLElz)b~??Z?_A%gfl=d`&{2zzrH~bzgX<P
z?A^@u_;$AD;pKn0?5=N)c1uoVE0dVY>6eE>gU41l(H2MJ)-do;*mv!?{{wXQlswvI
z+t1d#T-{kjz`F7Az>ZDsc6{5CuWi>s<j66cJj99lvJsgZ&@Gbc?!Fw9ja)8LBKFN|
zJJCD6ic(Q<GpIMHXGAk-AgE_rK_@iHF8+7r3}tjj@~ZS#rxrjbNpglRUv0!1^f>VF
zz$ndGx3*llzQdrM0i;~?khl^QAzo_~1DLlo5^9)8|7417-%B=|D9XS;=CF<Yhf2#R
zI3xv5zWhC4s&F#tE~w`w2Q-=5TmCb-vC~p7Q-V!3Wyx^#FworqO$0@si*SD$4|Y+$
zAY143?YjVPrQkqE;7&GNjY8zvx7sKBiq_^M9pVuRdAQ1`Ci#lR>C{6NmbbKrfa}(2
zn4u}s!09KtyVOa8qGA(O;V7@6qOVRYD0b;f!=4e3UT@!hVz8^Vy*j;Ez3uOuKdQJj
zIejUQ9R@ZlsyPz*LE|dwJ(ch*3GY_;B`kB#13JhTH#{kJ0lVNVX)9(|^A%v{_ddTK
zv?<^499vC3jN~JW@B|E+U%!hjDr8dm@W*28I1;{HnF7%WSMSYa_J4ig(gU}wP&usY
zJ0?5F^s}(j6D5sdoj4#@VaUQcmfvO!I+91Sk`3c;7!7C(Sz<f5>@gL6F@(el5_lBP
zH&qy0bQZ%UdEt0=ecm~`rzs^*`vEAAP5n(1C*w>fl<ss$o9(tZEW|>@cYkAUnQGtu
zmhNEvRnW7)yM@cqagLbsNreM*7XQ9eqE_PgQ}qTboyjLV%=(zW=>yd4Xd#=-riCAP
zxi5rVNDm{Nv?$}@W~G?Y69N6SqNL(#wcjRK)-R+m`hW6OU)+9+@?r9Sm9hTdUH#IO
zw!ip-!_39puiwet5^Zr5SOL=W;0n`_u7%}DsbM5t+ON0_f4Q8!cT_8W2}&DSz1l)p
zb`D&<7hUq*-|~OGoIUq;4K-=GuF>iOag$#T)F_T_HY{_z93BQHIu7_7p7+H2W}ixW
z1>D~DC^jX>pmr>0)&xBHsRW&tTtA5}1>OFBdKIssdOm&)RJ+5GJF{Iryn5()c$1Wj
zZ2AKQnFdiMb=gA8|LXZ!OzpgvSC3whQ>@$|X!pfOoZ}hj1Pq*i-BKSp-wet+eR_M5
zMv!)-=ne=9GH!8WJ%rx2{PLcgJFxl>uyz06D75z8<S)>RdmBpj^v<KDX_s+$*d(g$
zBfsoZq9@6_fSjeInOR?|XYpL)jemfoE6PJ(%`O*6J8#MYYeyqNq3ECg;o62|`5d<Y
z4`2ixQ%&+Aa_!-gXUlIZ@E@SZuAM;S$#(7G=Sp9Zfy7o)mnean#%x0Ta=~h^9hzS0
z8~FKY%;mMB*Nk4AatW!keXsYq{y8zTOAV60$v2z1cS+LkW&Ik|4diP`RDXW!7(?Y>
zE;4g%l3rzBixm9(w*9NxR+W{YvPR@$sO|8xk#s}Ku&19nJO|tFN~(j)$@vjae?rb#
z^~$YjJ>z7@Mccwgm1NXe$8Cv*Pv?s%E;Z1kQ`)QB?b8)C4bz)wA2MsnOa9&j(0aS+
zGSt*xBy#WKZ!>kGoA_gi-e&sCUx5PS#{BX}zuAUwq~DVGv)i1N$%bq+UskZAVLA|o
zFRMyamf|jZ8=QBs!Nr=B1~(_GSQa2{$8z()U2z%tEAXbY=Ff|M?OrzK{`{N3MWiB!
zB&ZjS5~w)3f6`|eZYFIYvS!Ae`71Sbu};Y`Nzu`GNu~o0&<NC3s<CdI$1RN=DXSGs
z^zTC4c8u3WtKgdA6b(=wFLvaJw)AyM*{;ev4kPlL<ZQnNLd^f402Ku4`z)w%K}+c<
z@tRuzRBviuRw>yLNn@Z3Tz8__JvRb`Q-`x2^3#b%8oa;*_QyfA{V34%VwE?c^6fzN
zN<cs3vy~1?;Sk_eQcje7!7quGCE2qwpgGc=FSAn&sY0dLy-hp>u6cCP>tXhDDxcaV
zuS`w@e4q(_i7^rC1`(9pys3K6>NSTKbo*g~Msh3jD4?jN;InVE&<eN$Vc~+OW3OwM
zpuHgHxSh&77!JYv7p`=T^(fN|T7Xau0W))qgLGII0X@^t)J!Mqp%ej?c!euEY~3tt
z*Y+BC6*lxQYta3I@#H{j#eo6BiY25>C+npQ4gs}Y65)<?bX3#&;<o5R>Z}kWZInLi
z1o#K(k|*vD7ig{Wy+t^I56Jiph!CFxj_vT5kaQ&;gYpbENWz3j!Ev-3K9bD>>_a_)
zb$ntH8Jcr2ZU8xii*tFKh|yJubAW*Y0+)+Vcp*S3vb~q?Rv}pzZfS}x%!jW-_JI7F
zvaqZ*)i=>Y6^@0N{d<Xxv$jLPn0qWRMI0$WH{I2jm-WOWDkuY$lr@{xF6|Wgr}hd`
zqTqzKG=?_uI&b0(Q<Guczt=sEn-GN{&Uo~XT!Cmoy>-=Z^~C9LmMQLt8eVn~LWI^p
zj!SgPs1k(~7%x%#yj<A}dNEGm(%$wnTto%87Ge2MO`;gx*zipC^G;$gW|1=HG=6;J
zgNhY}=aM}@ur=w3l8-2Y{{V+p<0#~+rcCHELDGSQaE!s&0IxpBc)&tF#~pLGK9G%+
z$h3P$OOx6Fnu^<HdaA44{ict#LN4&(2~Oj!#d}D{000i(t~G*&wJZW>DtKvw_XT-d
zR!B-Kp1-b9-4|g=?8hg>qJw^ASK3i<gP?2m>_dP)ivxKCd0^=M%Mi^P1EKojw>d1b
zVJ~NR-FB!jiE5-~`2BbP0BBj^LS5tQ17HlS+Q?Wm`AQQ?%hmHiZ#@3^v9$uk=#h{X
z>?_sNhK{1#mNCw#>gyJpiq^7Z^;(7;g9PU04f6(1Uk3}j=NG;1REwVLy%EzoB8NEY
zD6`ancJBWG@T!nkl!rD}?>m@eoeKH@JQ==R#T_wM@2EEIUEq#)MVyME(@^~DmYdkT
zYzpK&LZ*@^4Ij=~);M`;ElmrQKsvI)D>twPnQg16xvCkfCH0UFEjWeLH{}=T^*Dd{
z+QQr#y%S@6GS1%_cGZ(DU-PVCw&IKiumwj>k<c_}gdE6RLFVgY_6^`;WabWXJ_Uek
z(E2oZFe|tJ00?QSuQ;Fc&+dQEKe_(^5dP=<L;Hw>v$6fp`RDgP=bzj}B@4;?`fnl9
z;oEN7HH<+xM@y{oR%Gb0$yBv<0eCH{3));cj&1>EH(+TUVy-A;oupUY7uWc&|Jjwz
B#l-*s

diff --git a/doc/tutorials/02-charged_system/figures/nacl_units_confined.jpg b/doc/tutorials/02-charged_system/figures/nacl_units_confined.jpg
deleted file mode 100644
index 49ebc1cf91a8884bf760f56ca669a0414cbef50a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 116946
zcmb5U1zcRsl0H0W2of9u1PC77A$Wp2!QI`1JA?#Ca0@Pz;O?#o?(Xi+;BMc6SMGav
z?|=8(W`3tn%P>`4(oa?Q!_>nP2u)H{LKFlA1qBiZ{y-1+AWR{9V|_<sqt`Cxj%KgL
zBxF83%z}hKFwoGCAE3YjA2<X!I9OOX#Anao5s(p)k&zIQkWgM=prO1#e}ROAhJ%KV
ziG_`gjf{%>5(n!g1{OBf<3E9d0lotZ_Z$xHITi{M3fBL*JhXt&5ulb}onfHRLD1+>
zFz8SZZ6HDr6bKpy-~kHsSAm0vfqe#z0QDRgeg*VD4gWO=0>Q#T!N5a5LwJ}0A;SQp
zXfS9X5Y%<Xzh?ZO-k_wYzNI^+{-3_{=j1j2k|EwNP{}|O`gPo6Cpv7+WA%;V7x09A
z&j383*8I7bfcpPgUY%~e0|sHVrXHu@Z~S_!COICT@U<n%p<jL*fm(MbZ28~)IrDMk
zKNg3RAOE2rO5?Sp{`@!UD9`ohEW&NtM7JwqqJ{h1S64&-VfMeeHaFk>tMRWlRTRNF
zsLRe+zDB6Qflq(+6EVjVV-ygOdVhLh3R7?uP+d7)zI@-F)F+v6vWD6^z<TiZuc=S<
z3vb7NYya7R!)kGaCS$rSeICzJ6PIw{L2y1>`xl)kER8F2eEuV1;<;NGG;Ec<SLMk!
z?9eg{>)Fp2&eTR$7P<%5JlYZkV!6Pzqvw;Y{Tqzvwm&^3OEo=j_OCqGz1a`C9eot@
zWY+I<tCn~KY8IF`FqPEzNB>C**Iz&P&(1&I|5)E!HpJ~uw*qplr^nW-lRe3Ub8j^D
zeoY-U+L&_AEIBnZs+>pQXz3K~%vL@dU(R-L$Dp?5;mS!o$XE~cg46F399&yl(Q={@
z7;xI%o&N^TATgX599ZX5KU_3vU%t{7BkRqU*^6uJ6!x8Z?>;%Pesb(~2*T&*Ja*L<
zYaCDURwjD)2R;83z<;3@2Al$d4pBfNd2PfSCGx3rRb{cUISZAC-#GKy2k!(j-Mpz(
zBk;jLNeYSQ`w>K7;>gsqmpCgtuH#(CaHW!G;4`D{mUHko+83Ohfes}MA0@701ScoX
z!wKb5H}gH3g}n{LAbc%q_RN@9M6(08EYWtRGIcvvW4b!i1^Y_{T&T0M1lv;ryt5_M
z&9<fZ_nfzjeO?pMA-|`N?nZUn85KyJ>TR-&cb}9V^uKWuq%Dr|hDdHSdBpw|v9itj
z14#EA-pVag)#F6O)Jbpn5D(RdWusBf0Xw~J^a5vGTgYUzOQrGddS0=2y<eLKvMVd<
z@OzipJ)8>X0d%rRQdn-|7e9g6^Z>%GIUKE(qIaH`i6g*g{J0m0E%14`YKeJkt4M2e
z;><-wxVI>J{KV4O5m8LyV88I(QL<~8sP3Lheqmty(n)1vVp;iji{`lQLA?~c?vNXu
zX0LTP;VD~_cY${BC%`=wV2DP(kVzEDN%=1_`m1S~{A*_k%l;4qy3&lh%EoAD4v%K6
zI7x11sD>;#-qExZtWB*es}wR+oH>rfG*;bOx+ctZNMBZexRaCeL{OhAV7pf_;L{Gu
z-pA)Lct2&2uE^EvMK!ucrY$79Uc|nL6g_MyQGHFs=Vd}{_tVrqQGxnej+50^XUmOn
zAmBiLB<IK@loK;GHFVHMEU7%qBGUNWyitIxcwxBJ@;VkztMR^ii<$i{03~9HuBJGR
z${zf|V_1n11VV<hnkDOx)+;9bi<$pgKNH{v!J##N0&!6WErw<8G&pz$F!FO<NK9I6
zZ_|z4UWjL2WwY+oyIOhin`Cdf*XJ);z3mTmC{Rurv&uuL^*r}Wv~Ez@zgbKzZy1T}
zliFT)Hn{WO@DyG!IFR5`<vSH#Fx9m7X|N7V=yx4x`ZD14Rnw%V+Y#-=%^DADUN`x&
zp*RT9dQ${W-^*~lS+TS03kpwcK*h2EFJvav!93@h4lW!Ql_&nrbj#~ZK+!4?NBtMT
z#UtVWkMiie5SiTo_FtYIi}8)v?KUU0$&~!gYi<5;!e%T(@MDMBqUqM(cDmL!d<?=^
zxqP1)94CU!m=c^YFu&vN!@Lp@JamqsMEtRTMN4Tx4!35Zp)V+*f9}nFdT|v(WT;zq
zT@k4*%K-ftSZ;h?6Pq>pTT-8B&yRySmzE!Nd$qvwxgJeSU->kM_N0AH>TQ$RAScs)
zZsx`2nD;Uvd1AoR>!J$&qR<8A^&=1e4_6M1JQ^O9I79Xi&@=w8!?)H#XF+$(11ni4
z{FP>qvmq{QaHx+9-mZrge{I-e@4e$@BbBy%#Wi<*T~OS>{YL&4KkL%zi|~Rx^*fIK
z-n)ASUB0BYlu!o)6NiuGS6t#=c)@VC*4a&Y_&&6ltV!LQUIFFRWAmCnDPuX5aft2Q
zQFI4O_II3ky%;-c7gNbCAcbF3dUy7VWBo_Ax^p6fT?l9bHp{4HXZ5wpSAujt{r_M`
zkxJ$e1P9MP*?K1ME+D0+vpWN#71y3$jl+!p0FpHvw?q<%?%myN#3)~%yUEyHrI0&P
zUD&qGyVx9*&b`VMJYOUi$mkjMVwCbyTKCZ>ri>!BWk%(RZQm6xQ0KrOOfx$O#AQqk
zjvLgnxYCyP`YI^m=$J>ZJ^lcyIWsEU-JreErauGBDvk2wWn*XOu53qb!dc%?q+D%Q
z|5szvz3GOg2_=K$M_&FHHA6UlRRIDCpoT7=dScF5c~_hTF@7KAMtT4_E$X#rbpV7_
z=6QWpW_R9A_?<Q>)t38Bn-5sx(73@?jYFQpYq}$dr~5eTv)s@a5kLT8F(T$g>vazx
z&f`?KVVCje0$SmVniT2D2cAByS3Y8AG}y%+UnYXtUf8ta6szhkI*9G8u8j!yZTvJn
z&f;X#@HQQYy)ITe=QA|v$Zb~W+w_jPzz@-R_dm!5YI(C2FZCDbar<<mrdR^_d11O~
zN}Idklx@A9dVPK7VvIssEGR<X5x(QrAmI=05t3PNxIP-X0#}<!WCJ2>m0fSxY#+#v
z%~Lx)LG$n;JVPJJDfI}StSyeQrKvrTnrz$KEot4RE2%{)AdXjHymqB-Bo<$#(53ap
z6mH(h;X}2fcz<F29GltxYW_J}J%0AhNi}22WusX;ghRlc#dSV>0i4s=b{%J=@o3oq
z9s_pJ|5SKO2OAwGq}AnCe*Gc5w74HoS0Q$(w!W)XnDv>}$|iXkS0>>B>vy&ej3O6z
z($=3#R?j$3T&`cFHgjA95=$pdw-t$LiQYlCzuIz}YXUr6sGV(012T5Sod98*dEo&;
z9evTbqx^XT9o;~YL+TBGz!cg^Ej3DmiI@nx*jeD#BF@6}v4+e8NKU7$W-8-4EOlp}
z?@Wi!a(Y|<zRQ`rX;;z7%Baa_f<tc_m7nhcB<eCYeX{W+C`5H$Q9N<hAODHFXRBxl
z{`(2ZGJkBzZ`PMU!lJ&%xXdRE#^dMb)G9v4lM<H$(M`Rn_%zCUL<?D@wyfcEnx6P?
zP#OpPf)dQe8hsM4RM~6p7*QGMtn#SEPpdT`j5<omAAF>jI;Ny_!J;x7bQNH+(b;0g
zno%b&NZ55wU_%=(MAuMhw(;3yC8vs*^y;m;XB=ht506kE?51)#E96v{)w6V6D`f9V
z>EAm}oGSVk#0wn2D=_<x*s#Nky^KP*4&dljL=}3+@GFhLM{o<3He5G<-SzK`vL}}C
zTAC^iP=121?R!xKdgH$bGUx;cEuUzG4RmgWvlLViYpjf;QL){QMC)Ieaoyg&x)+tw
zhARt)$d{2!TGb?ttM<@w*UH)s-$7%KxgBk8g;6az-qhcF4PS70E1tF~4cOzjP~kFy
zt6DZK%eb%N2^~W;r?!>kS=|cpurbjM`X{_xq`Zu*@{r(cEoo6R!lNb7IpYJ9`uDfX
z0JmazmdzQ+Q@X#JDQ~rt5<KUo=0)z9$Z$Xj-r<Y5=>G7?&=XE24skQ!kPZ@Q5ADc;
zofBUP+zA-nn2;d<2gfk#`O0}RZ$Pihp$#!fPjE~z-#uC4;|2ypfQ~G~=b0pS_Ch2L
z_B;PQj`b_@dr=l$0j|8fR-ucoz=l4$dpX7;728SrXNIPb=F-Wd)uIocvf)Fgha9*n
zFEkJ29k{jv8#<c0>~FXlw}^%Bg1yMH<9xwIlv>1G<K6{Vx3JAW#a4ESYc3WX_Ab5J
zLgL<IvL*t&dYcXw^Ka7LpzPxume=y(VdFJOjxMSuY2{i++#k>DUV(9=PaipX3Krme
z*cTE`ST>|Y^Y*q?5o<`1nAm2l-&X#MRj5ryH3Y5SqZZ``eIV-TtSW;UT4v)T#@V62
z83rMkIf37dI%$D@hFlD1g=IHLHjXbjglkofiJZJNFm!UJ9r;;{bg?`l_@hy1!d0Cd
zvx6Q$)A%2E%OVQ)S1C@elXksU`<wE&2$-%l>Eu4m8r<rpI5x)M4{qbsHF2Ie#y`Ik
z>G&E_IW{U!C!l2kDF$3FHe>SWqB@W6l=teytw*wVg`nJ;-OcdVInPv1{b|f=+NQEq
z@FN1G7E9as)Ac~1#0w$!nqSKQpzH?wzZ5dTfv*jbnX<~%RMWPw{Ph>x@XgIiJoyZP
zA}VjZbLd>l;@kRk8aGbX5Ug4f+GbSqq<oS>2KAos^_$Es5QyJ>-SYBT_{ax`D;a8R
zd<^O{&heX$ra<MBpv*}T%+<`_p$Yf}!&c6;O<#!_H|%Y2C{67+Mb42I$U7y|K9#Pj
z4-c7BR{~}WXo-9AZDW`+F8|i`KHd3*tj7+Qqhn;$md*HLG95R+S9fu<jHpfdP^46L
zQ}JQ{itMdrA>ez5A!NoMtSnQ)$2`3&wRy#FuC-xPJ%^=+;9T=l9#!`duD~1xHCe1-
zF!fb|{qggSS%gGub0U|^kuV3&IfbTXmM(S`ZR^L`UB1S9wkEYLfeufW0X`pB1r~Xl
z-ysS1Wg0Hi&xk_Ts!VN7bI7z$dcn-(3IS7=9mnH??GN9bjvE1>?z*_GW`5!ApLAR=
z6B;IyFB5#nrP?Elt&b793u}m0%BSbdnhHy^dWc*Yp9w^E(neJ(-AStCHv!6u${FVm
z?!FofKHxjM<*x*AScAk>cx?kO?~R0pT;9~yeR^(P6{RhEGdQBx^i#IB6FxqVwGU6@
zs%bNiV}_E|cFDv%%mq=S;le}`AvHG3$7=w^QIySoy6KUjf7$Tqg^^mY+MgyM@G@^B
z|19~WxZoq1;aR+!<|avJKp%CoOh6yK`Na7fbW4ZzzITP$*V%U_%NwiKHEvzPB+3rT
zUMD^Ydw=f2`1{HYlj^0WF}tZcGmz~`v!buf*;*X>k}F!2{pdI@9Enp-!FaJfi8a!{
zOILdSxmIz8Lm-$?!EJutuOqGf>u2XJv!jL{o8H~1JaJ!2Rx6B#)Eqhn#?I@N!MefG
z-^_uy1fu$)D=vsJZ(po7JX#8Hao>{q-3ICpxX!I*&LUa4Y62Su2umo*v>`3q8+uL}
z3N!{;4nRNHV=FWL6a(7}LU#!O7d*z)-(|$jJU*;}2-P81!;v34ybR|m_@lU8Xz#cq
z6(tzo!GuR;OZ|aoL7;%XH+!AmYPYXZD9k=3QEFhlLa~3&9x}cs-3VwC*pgcT#oHRa
zS~E{4kDjQQ*JD<!ru2Jg`n)Q=MSB6fo*JK~JcQ1~K=ku$mQGPL=0HrbSh!<uP2?Jz
z#aO7!rFq55beV?8-rCza$oa&k(EGC4irIdb5p6z4h2e^KGSStD<v5<wD^?u((ko_9
z?h8tVQUV0^MF*TxtDA7N3kjzS+sRk&?-*Dt44e2ZciQ!|TAH{u$FpulC%<pMCTZPA
z6ie)pQl4-t&{&@}gh1*LH;ac7Q_n=CHl18l#YOANlrJIy0MYGvpL*TAs6iLu9xA}X
zxvFJhQv~?f{JJ_>io3AldH_#v+vWoPCwNYgpcLY;8?!o5Jm)?+iv-`LQ(Ar$c2L*6
z*BG%4w**oQv^V<`l0p+ORUK848r9PYKto%ly!5=ir#c{4I9J-4J>%Sw{4JKUa`bE}
z>?}Lhk)w)_fYGsXoH}tsUkGqI#d%#GO=-X38NdxH>>sp#?!~v&!S3VIJAc2?e6BXb
zs_cL>r#Vq2xWPxUX|b_lZF!`XP{zV2U~ytuvnZ92w~cD{LwkCPddu`y3hm0DIWXYe
z6Bsi?^Unb(?QZi+WUX*jE6(Wt6pG!fePKNAyih5Ap?SK6Hw2)8P%wI3BW}-|lxL>c
z`Sruom_Ew3I-5;mgV(ZExIV@~#3DbNifv_LqKX@UXvBFiAUs-hFbP((e+SajkGecs
z_m*E|^iGG<YJTec<ZQk;WE;SvR&HPDpEcceKI-d0?i7b`ShPrVUx@drql^Q$bRz%H
zy5=JH(KKP4Pf%UrC)H0u|IZiFPeDJhl9`HTBYL_9gV?pl=S!n~2By2bMY}HYS)&I~
zJ=T>@7AfiA`RVJzjkSygO<Ds7w;{W!Q`TX2gJ8vjm(?ASoz|~UQ8+HWt}jA<85E5^
zQ>vmEqcAUNZ%b1)=rFOk20XyPh3<S7hHUQ|szDs5_6W}JFN;OSwg-6%JNO7!I_F96
z@Hd&bYe2^eNL`@zZ~;n-tWB1+JL4?5{v)$m|Im<0&hx>37E6v~o7n4UR<t^=7;o#;
z^B+zn$2pE`N9O{(<S3aL^Td;U!p)1}4wr3g5Dgq3s_2fp=WMg?R>fKuQ;yYRr$NP?
zrR6IQso*l9Ye>I~>2v+AU2EUMD!5hf_4z{5n`tE`94#%YJi<l}`D5y4_3lmQTg&7H
zm%FdV?asw^+akYuKwQJ$w?MyC`peBm`C?XofIuYWNar%i{E3<Y_3s61QfL(iXLzR(
z3+|?Wj7~EfajoU`R@M7>+bNVM)hqU!xR<PS5HPKm>kHPG-L)u0M~C-$5Yc6oawaX#
z?ztX$rsw8w6rbj)%T!yIhQ=@w7tG|ES=JWKckD3|uwF~?dA{#uG|_&uwRxoX=A=RV
z25egNHFSduUzzR?#FZZR2?QecQw@CpAszetBr~>4^1kPktOc88UPHWaKg7NYX(LMG
zm!V^WsPHRO#G<mB<y<dBR}DwX(W0h@#s~q)2f!i?FVZL2XScm0>7P}E#0^^8Tm}?|
zQ|Xk|mpFi}$4zj2sDDyMQ?l#09h6`8a3~`aekIOsDxcuH94NgBIq0kfLg?A5UpJ~&
zG><SYJo>BfzkDAZD}A|8ZbI8|?!l{xURCA1c_aq0WXqsX5uU&+qIBo0Oh-b>iDtqV
zLB*E3K_=#gtT=<g61Qq@y%WSC=4`g)DB7v#m6y<^iS;;i7S2^VrNLfW=o!N(@ftE*
zbl1W3p0ZwU=Jwfnlf&xz?cuA~4HHXcTl6szet-D8$2bp4l<_qP@l<1~vA(F@<fE)=
z_*K5?4pO7bMvD1dHv5i;r2y5nGmA1T;a9Soa8WX2dAGCdG^N`EU9l|`MwL3v9b-~Q
zAcEH4IKfw-p-Ah5yozhx#v#s2t9AyWrYZBes)9Ns5zdju-8gK<)UkPWy~6!+gF0?u
zTdwKMrZgZAah2@e+3Y%fX=7GCKCk_C&bFjV=$c^8o!T7)6NkADL<LW=H*tut2~oqW
zPnS~C)FNdJW_(1I$~l5N?P#VZ?d!{vyy%?}?S=&_4q$a)Fn{%&KSB(kpkq`I6%`bn
zo{g5QwwhoKP~I~u^ourD%iH9CNg7PmcBsx#w7dxULut}*OF*yn#yrb=JqN!#-7StE
z+g=`!oDj*oTqGegf;%<d6|2q5ocP#;Map4vCbUA>`iQc1jd*!pOL(kYtWI}aLRKl{
z#oHTySK;^tdB?p!@sO5P2pw{Isdrb!Y1{`SeYTanS&Jm;&vgk-jg%Iy4oZzq>VV}1
z?3B`$HM-*g<n5xi%ae1(7CB<}0Me;+QQ4ei4!QGZO*!CS9q#=FdR36Zu=HnG@oO?~
zT)w`cQDJ;CCRR&*tX!Uv^t{rLlQW#tA_&M+{#}sy8%<8uR9ICF+CyXwY*$2QooE(X
z6>TdtYLjIuRE3^^H<TEVDOCJ1>S>9ZkiK|&w}WaZl(*fmdl~B7vfI&|<1y@jS64@4
z%DKz#!M~f4e;=6%;niw#7m|^)S-WQ+beHXk)IXI97dYF0j&)RaC4120ZIG#R+VB9%
z*sV7AZpLn^HhmSqK5?G<nbT9Q#kn~>(Ra?$`U@^&3SerYQa|cHc-auyGJZ9Zn{)q`
z(&x<#<U_hwgoPo7JAqgaAZd?KVMaZW9mX$5U<F>?0x(%DebXZ_iQ5~?BFucFl$)3d
z0Frk`fAjtL0t6%@HE~+~PT4pKL_0Xq85I`2FS5#=hIGv>`ShN23rhirU)B-E1z2lz
zsV{E1u9RB@HeYB?T&OvE36Q@i0&rn=UD<E^IE@yfrqnP2qO#X#L=Mp<+gBH?J02Fd
zsd<|{-oAkAK;el=?d&wPD*aiVzL<XfoeiR!<M03y7@EBP%q@)IHdmoEpxbZ+CS0Ec
z=druI4~=;b<P3k8k?;HHU!LGGf{%7}i0wpz%4^1Fb!&NI@4wg-r4A-?xq_f!7ak$^
zlg*;X+fT*8a46lrnM$Qz$lXh|GK%{2$m-t(wd2h~PSz2(4-UwiS-PL?`$AMZ{F|rU
z84<865F)bFL9p3<E+Olu$mpZ%@y3pR)uD?er!sllpH#;{_$xE7;!a?B=At^kQ`3v$
zV~AvTa$VWp6c)Ul2>$6d`0YxoF_swRCVx+j*%ru`1|<w=Qr`!&!W4$a388St1|@Z0
z6bUW!j_jTqdmA-A$Hu?W+qWqB4WWbtYvW-PIjk}UvJ71VVg|CQcLYtvyE2i?-&-J0
z3_J-|=+Rbx$wUhvGX2ffA1}lq?>CSkRG$Q17H>3<_2yp6e|q|cd~g>CMpMZrp%yj%
zkf3?!5L0h=zo>5fxVfJ0Vn;x<QzGqi>FS})D(``Yxv~3v?=<aIe1Ugb*gOq}4;d0q
z%uez}AI-U!$V}3=l<>h5qNJS<j2WF>*_{xIj-<lw>{1{?L}yKChwz<%uZvK1mI_=i
z&F3=wEc^M!-4$r~R&61CYP23&GwUlC_&~a4b)x8|u6hsU%&AN``jPhBXg~D$03cnB
zHto+ESb}LZ*b?$zm;;)?KKc|-{>fEu?jGQvC7Z*xF8RHNyg2(^hR=DAy+o6iv5<=E
zufCkc=O(WWgh!o9f}>Afly4F3Gz+OM-6pnT#DW=5*Q5t*UigsVvL<g;%oT;);c_ER
z)gx-4ij1!pUhBAeQTpZKp|W4{YH!&V4@JvZXI(#LQh$;r0_m^k0?{Xr>gZ#)YpLu9
zXec1qh)@@Fp7{11f!&GCLV-~Utkchj-k$)fKOhH?Dt)0B-U2{9fO7ye?~SDg^#6MS
zf@K}!nclYH=$C&09qgzNQ6P}#LAoyV#slbmyX4PLWh<F>oikhyprJCg+s!_1hK>`}
z<8Hd)QR}8sfdQ`r4Y~fRlU}i_>oI^gd>`ukD!7TSy96^<eEGYRi-dtOMcspU!44uB
zYzrDdHv9UdG_O<B3Q1Yap*-uHUxr+Iz=YJ6y|l=xfIs9h10+hnXH<vk?Q8+@-Q;fX
z<o8Lt$v10Xdm{YFI{?yR4lGeL8WjA`((;)P$Xc{7t?+$3XN8Z{rT+mk+YbJnSHSP)
ze}TaBf*-?&Dy}Vf|Cy=n=oM$YllB6=c1A$x6{*V&I`>QUxeRHDh9s2`F=d>Xm#7a5
zeFa!{YEl3<XXvEXP5jgWd(jw3J0S_g_<_6bO)(DZEa@1dG<Paal8PJ54st>g1}*k|
z^$YgbNgbI~cpbHxJg7o}RLPy`DA$=RkY<#WVLa^+p;vv|_=hYWqjmu6mdI4!(lHr)
z`gZ{Vt*4B{)bldaWzi>xf!Y$H^Xb|0ubKx?>|rpHg%!A|ttZ1hJucYrCcpHEbv?3*
zh~Yc2ZaY$Dc#K%^#5W*G=$R*hFsTV7#*9xMK;>M4lHL$+Vm=tgve@Ahov&hY!ew`~
z1T;ZJF7$x!2Xu<{S$@O#t*kCF(|RNB<m;-lw~c0T{-bV#p)zN6vzCW9!EtS1Z|8&U
zlIUQcFZ{r%g%`K>vw06aARF<-z*FjpW;$;w!9&lV_$eFp?~MJ!<er2I9ijb;2EMdA
z_wpdgYEx@X%V}!@3qrLrcagQT%hFU%D}U;m+t3)?_br8kX|&cFj5X!_donU_Q0~kY
zf9=<_T_Of`{WHd6Hy<p|mCmz?4sS!N;Nu;vgAsRv-LwsdDX;cK-w7>helP$KRa#d|
z&SP+iq)xLK?N-)LN=C2L5|S4>a%YG4*9{zj91mfrgQ?{W;(Ye=;;QCrY=+O<V5~n5
z9{xyhBUV{dQR+<Ti~T!Sk1ar!K(YkdDgkhWPX|cyQo~AYNWK*Y247RWskwYomQIG%
zCI`5^dks)WGtIpd(iy+hzPq$0x+pH_Zm1nItFX8t=G*4JyY?xwFk~vflICA^)UXA+
zM?!NjZtv^5v(Yta=a)IVdNIUagZozIrB3HBFVLfEFV$}gjGDZ6-=8J(kc#wfE^pdj
zC*{*&H)a*>+{uhjd9~iTCl~LLWZT!>=-oBf)%kF5A_0LbP@d%Vx2JpR`nLz*L>y<}
z=Cj|Y=RYYSRL}F3G22g2C&lz93k2aq%DX6bRkymLoA=Fd_z)kl&0IMj%Jq3u2NL3~
zGTwvf*ARYrbb+|koGnWges)gPmsLt$r~)<2v+QD!{Gn)hGMsY-iVUl~MZ8JV+-uwo
z&yJoS00!9-&rU7c19BFQi9ps3-uZOu9=|@n>U0{&^mZ1iH@06B&)F7o2&d!zcp~?S
zHo#z7S!Vu|y90bVqA8}{Q)2LmV^}*?*ho{*E6VixtE%Fy2o7E&ApV$@Ic=UZRZ;D8
z&hl(QbkQHB<>`U-@WKPqezp9S10QdXcefKAYQa2q&T9f<mU~}O1Y)92jvC6$Jm1~1
zOw!=DekmLC5|i`NBEOdslwtEs)SVz-ab%Ha1SHa&&`~t=0OC5j0`s_AmG8z8(0twF
zEAc2UB$#f0TS4&piIKk?U4U`L?VDduUH|s@$9DX**@9rr)nIdt-qM@eoxl=hGY0aP
z9su48C6biNz6_sIlbXL0oip)M=?Z{yrCPT4zb{GvC!@dA?G)^|kwnCX*{gm5`8eP<
zMwCwN?pNk({!ZMbq`{Pt_51pfNO>6jPMg(@*!WkD?BR0dir0$7h0K_>z$FJBO)J8!
z3jz%*$BXe@>*Co_<5TGYhn>4f5^0K0j|2;1e-_VA4Qv&!#QXsmMkSS&`fDKM`mg05
zHWTo4xByHbm0ZT%bm_uQshVdT{h4hKTn;gjR&X9rT|VPl%pkq<V!-gB0PcktUSMns
zoq46Ge2Bh!3y`$HsRL|QMdsqUcNZu8{>q0IgcqX^Aj{_WQx)EJ)6?AwYu<Syi<&^d
zuy<R%8QM27VkIDR8G3eyhYcKlyYjpcau6vFcXwga0ImUeZVt%tc>69YpKWw~Z`pe!
z93HyLI?=S;?D6m(LAteQZV^DP?;c0~z5HY2{p)fJbX?l#3Jq}~aBl^$!qJ&Gbxx=~
zW}L(}zX`U6Mr+Nsm9(MbKF@`p?%alL0Nxl#;BB3P`2rWuY6e}rUVxVr@eM~W?pwkl
zHGv$#w(QmYeQLB=U;LF)+_g8W&muG89b7fc7V|N68kGY&rd#OL`INKp?=q@YqEg6g
z85Q86%{TkU{`ALB*=<-3ef<RM{|@T_UeLJ$sREfCi~(5mq>qp6p~fwrf>}&;CZ+^b
ztiC85sh@02JD^=#_m>nA(He8<hMj~(H-5V~{nj5*N5MEy5OGDMJARQ8O=v6dqj`Fi
z5gwe|-n$8;jNb${w4bEh5LHb*?vf1*N!IC7RzCdX+Xwl<aRWP$;^;u1pQP!GDfbOG
zNs-ETNVD4M$+j539*Ouf)sOf+1&7|g>df_zzJETUF`2wr|1h3Mi2hXY1BBj^B2Hh+
zl>YuXWIui4U2wv`9hzKLo^-`CN8GD<P_WCh7+2d|vE7y1z5_&3-T<1(Y|7ggI!oaj
zkBEI0c50cB!>8n!_ZCQJRRKoacexnqlv`JCYV9+VL~;qZbSLXg?3TGdDS28nEVl(l
zG_Oy8cKxH`<^8>ZXxs;w_umu(qkgYZN32p|VcL==>5F&ol{2nGjG8>eyktXyyq>d_
zz0HgWT-XNEm)p1PP3_xmE;Ycx3e~QMOo|FRD;ID=a)!sYXy27{2Z!}1y!bOTU7Jk0
zZlnwcQsV!u{O$Jt?YhGwA!cB*Tgas#c&lQ5{3z;b_q(i#1uBVVZF!UAHoMtwI@z$W
z#{LbwsaUjXaokn$FnSXOAl%nhuJhXC3w##$zTN3f*OMRU0;c}_(LW*{-UHlk{J;Ji
z9Zx9e@!aC&lW+ce9F_#+9nZVBk!s{V(6kxf%)g!O8^^jsjLAhM(DpHuUCHA<z2dN$
zBVSW{WUpDsX2MI5)Rgs^ewVp;4(lDvyt>s{v2^LDKmXs8P}+CdLyz_&tN-f!`?r8&
z5DtBV1Zy5d&aJ<U_Rm2CL0BAUBN#=Zw<;tSE%|vz&CF@KXG%n0wlIK*dS+$AVHlGu
zgn;yXZuiF0ibno#trUwi*5tS4ue>@d4JS&iozKqqveJ}I&;z~x<FFN0_K^$(Qpd+1
zdXEVtfz<kS1FP|QSdG6B6Z8`g41hOZKaTxX5U-GtpjeRkJv|c?JC0^)iAtM)q)(om
zYL~d1Oc5R!$xef@$~HXyny%8-!ms3>N7*!=+HiRhuIXNGGR!(V1ww}Z2uy+cH1If)
z3GWy1gok+x#PB9KpUI`cZeF$%<|URf6X`vV6aH0b*O)KWB)$;fslV*=e-+Of{rayl
zSi2(WPe4O3N%*mXCHbN8Sd*YYj{y~wiU86FpoUYsrGE$1|0r;t0Rl+OZ=eRBldk;T
zjaa+(bV{i#o%tQ;gicf)$N*|6nb!l4S4W}LXuc{uPA<UylKoi!vmj1mAU*GW@t58K
zv;A6Z9w%7fN&f<>m!YKMKm~)ICH@JhRl1*=&{YyquYu;j6)1Izz<=xbyMZj~8xiq$
z>;LeQmSmFqsTA|q|KTftO)W}-pZ+0@_vx?p|4{n?_kcOkKv1wy&@k}uP_V#FX5g|g
z3=}jh90(pA1M~GWG%Rc!5>hfIW{wZ<SXkNhDA{m7lD`+E0Imol02hd%;GiEsBQ4E5
zi^g1feyWt~lT)$M;di+B;?L!s?U;`WK3!D|236ztcy`IFi{;3BCSLIVj~_Y%UBN-h
z#{c!x`!a5*yt~-pfBV>XP@K{oTh9HjpVB}tr2m;TV3bhGGlxZMbjS8|UT@50{0+QM
z-Us9dkkSvl``mY|7dq2jh20#U<R)pKBna1N;YJ<Dv^DRO@*hCfR#Z`*Ii{hm=~3cS
zJ4IA(qH5-yT@KVWn(KHtjQ%!S_v%mcY-xrT=r8<0?k`WtJRm-F_dLlVwmFtu-|DkP
zOUC<u5Ef;Ym3VQQO;i|V)`og%WfN#G<b{eh7T<9c-_^;&5mr`y+p{b+lw53;>UJ9K
zdG}e$e>ro_?z?%MK&%h!C|QSor7^FInsY8Zzt0AOE0ShDXu7Mx7jg5$K#kpE%yq1j
zTOs?K9~~}cE?=;0CiaGp3W`yQu78bM6NNDl(H_SxXj?0N;p!DCE~q%#-3%DO$r>{l
z9V$G7y)h2AWyll#JlQ{%8}1=GtgD*b{1dphwZ$nA>xEiH)Iq1kP?Ci?sw&Fh{@IST
zZ3olz%NYEioHQjvxSxnkT&90w&~U6Xyf@y}bW^z(;a3ZV?;nw+nOWXk9qS&l1r@2b
zk(J9?BJl|jZg}~XF?5-3a*4{C3Xmyu7Kd}V2}Kvi_ODqKz2bULcji)7DHCH?d}fsp
zo@CGsGer1<y_B9uIKQ~-E`Oq-#A;<)Y&(Gsdns-v^y72gnNX#2<WO3HKtNDKHa>I*
z^%H1YSybi)9Pq~@4pB|VqLj%I(x=9Tu^e$ZfnUO2SDt`4ZJX^vx?09keo94?id1w)
z;Frt4Xz)8{W`@kmE9Vy`SK%{d{{9w?ij&4CZOKY0$ifxij5n>z=sQOqaiz>6I+<2E
zB-0bk(N5^+EN0TBst-=K#e1Ji_z{UKX%l~4^(DNje#-ZAXkYWU6{Q%7ErhwZVdDu)
zl}IdBH#1$;*8w88X+?O`KW(k4NqpAgIw-u>2;P&;94uQrfKCa(y*%gZyQa^>Tg~fo
zk+pFZ61HuSkAovN;nQAN(5rsL23uSdB~F%^(UDrz1y0ZKtrF^(uEXLG&>5|z9q|@J
z@^j5+8M@UtMA4)2qd^W<V+qts33zjG%uHw#Dz5U+p79RF^%0V2VMn|d#B!urMkwqG
z;rb*?;VxqNp?2UScBdkMuo2;~)x6mhV1r|@ONpbbI)76tUPZ85y*J<1&O<@UahmgJ
z<Rx7D{#}cX+_^1+PqxMQdxg?o-78Ip9lSdC%E9_%jNx6ylLS?pj-IBf054W+nh8$j
zwd~)S$MF@;D!;HpD~&&fw2s%eC<+Jb>KBG}wFJ5$x;1+`l)W*Y6)7EWJV)vt_tIz*
z4BPNbrTBsni-E#^WMOT@cHp31skyi;iI?39T2@6a?)qU?dfe_$t4cy_%DRN7?eC24
zwHinPGBPL`Y!%?VD7>F0_V+gL`Tf?RAhE`!cHpSnkMh#gkoebylApeHa0{!XDs9-L
zzUnh(c|&EQPTtHTI8|5-ZC>=xeu(M6orSUe{3!WmON`uDQr)(H)+tmIIoD=$;yCMx
zS-d<lfNsF&T+P^dt4_|eV-zMmbA`ctdP1OuIGu_}=r&8M`T+Vdcdx#f!>`<|Qab|M
zh}Cmt7oKg1fk0=x9N6bxZ#0T_Yjo8iO5uB<((M|786_lr%h6M^T$AC7&h+iHh3l$r
z%`iuYix-wWwun9ayXptRkZ(a~Xz>b0=8`)j4A|343tETCS;;gBFM#V&ae>-?S_~wr
zG^aIwT;jtO=ZqM2iV5@(Rcc(snoX+}o|*Fd<(}c6lA9~HjAR!B?dg2h^yIFR^UTC8
z<_EcdnbElUFNU(?nR)d*oE^_@Udu3d+ifv(amDpz-42LGG}NoGsGg4^#vvSyJ%ysY
z@q&i)O^W6*iFnF((4)-ohwnE?$eyFGS~3~3j(uh^yu1*?vL<f`)3+(}+w&Oym>)A}
zFR7{zm=E@Ja{~b}rZ%^%BqPB}bqK^8`%-l^&PlBDcfj~2twtX+v#L`t)@X*A7xT7-
zwvj9f8;5=88N1Il%HVp+_2ANISADih{rAg6qvBSpybB}O%vdQ+1<BDUt&4mzzNy0Z
z<R9s#{g;D@T11(4CKIMM4<bAJBMjLDOQIuZ2cy<o>Y?zkiT$-Wpmo{9DXCgU(y<Xp
zmhl54TpI*WqF*T*_U*ZG_K(tTvd6SJtZn*Qn4aUdrI+}%;CgRR(aAawxOpW*=tl63
z>arHTh)<YT^sAqUoH_kTU&$LUc2F-Vs!CnJcAZ{EOEWGFDN9vZhpdQ8H#JjnkHe2b
zD(P<1RcG|OR%OdY<9_7m6CCJ0v1o!5#G;mZ#68*)+a(8h#no}ma7y&c3)>ic*JHnn
zeC4&y=GsElf|qY@9hp{F50~*zTk@khS0HGY--{vcx9GnI`>_kXC@;(WIrue;ITgIL
zb??78T$y@>IQRHw_HE-k<R2v72utL~t}oVB@lLS}_Bk5drbQ#%76-3Lv4&&g67K~^
z=(#4ZGrdvntT)D->2tGZ7Pxu=P@%d~bd^m@V9YHCN-$W{a<e;Fq<MW6a?F>8J@lc-
zAqMv#g6*`nOOjbwPiw*u><5U{c=6=|r@h*o!+E>*QEpwMO9w;O%29b~uqh5Dsl!?J
zII!8&s-|)In-h)$RC+|dN~G`E=b6Z@(>Qk!v2gqDu8=aJiiP{DX(Wo8!c|96a$Q8L
zNEX2#_}^kS>88wE-#D<RR1N3rDrfcbJe8#)B6|l`1TkOj-&Ew0yHA&0bZ4)q_)8am
zJKspLZ;zw2t?1TLo1oUt&KJyzP!b*B$7<%1szZwxTe)k4z>#kHG4#Nh&}=Re?j=lB
zS`JUkHr$B;QiTxS(Wv9H<SbmMoB{j(aEABGM#Or`ALAQ_-G%!<7y>7u$6>}<wGs1r
zbfh_%msnF?Wwi2mBFS&05Jn&f>g&#<I7c1p>-zgRnjOTNrA2GvE2Y|S@XY&L#@8T(
z^NU193elM2Fxf<$2mUZueRXEo;PEXaKq04Ph$Tw_iM+2nsv4qj!yBL9WL=+fSWOxo
z#5{?=K%p#p0jo7)o_87ZJs}e_L|0gK(_=524z06>rHn9Pkw^7@^&qA|FeraUKpC(b
zECG~iky<QeXI8!}aOe!BJjqUq9uEFzp|SXR{!O-{TT*O5*S^(L)A1VFV`97X<W0^<
z9Zyv*M<0I^G>r2s&gY9>QM{54RJb}YGI@qrW3{5}3?V>}4uB`d^s}ZtENWrcea;zG
z+=7YK!^v+SO#pY$DQx($^t>(PV)Ki=DI#*1_9WRY3F{&8ocvKtMEoo6{gluJw0MKp
zLh11v+s)~JqR^#kziFk357wKz`VQ?F`7H!H{Ce?$=Xb)<uC8axhll!}EOoLBuEvwD
z^qRvkOA~~!1k!xQVhlmLXN)EqY><>0>z3TzmjPf?&bfhB1_21-NDMp<tb%A~`mc$N
zNDtWU<BM+p4Zg0um*4$B&vak3h@v%f4V=@K6t#C^wzasiRDfZ+0TsR*f43>FU<hm-
zsv=8<CBgn$3U3xxZNi)neus*$@c3f8{G#Mr#0^>zZ1&u<Kuo+*5I_8mE#E+>`>5OR
ziGp@%(N#pxe!RNgbv-wqH^InEHeZdqriS|vgw^~ig=5X46%Va|xYhPi|HaNLizVP&
znH*!5U1oV?Ed6s<d)FjLI9r;LZ<QBcce%iH`%_|HK^wI4Cd`f9Y@Vje^fDKqeMzDX
z=HI!v0c^r{j>Y;V(}gU&ze1C|7>OSa%>mfcm*7_$mor&#({rw@#p!_-9>hI+Nc{~0
zBTYc@wAygR<?o}_xo==kpDLvhnZ}s()0&D*+49R=??p}3v-z4YUnO;%ye`_6mp&I1
zex}*=UK7LUspFm;ytn5fT(myGNu$+^%bFqEP($fC$6c;6917j8y)92`che{?8W~cS
zKg%2h$B4A7U?NJBRYOL<T&@+<`BTyy%wtI#bemG>+})&iGYl>|W21#rqNVf^d@BV)
zOtCEU>vO_UqHnR}BElhA<TOV@-C}lj%kFwPWP^CrhVT9RIsvyuc9VbU3V(qL$CKdi
zjW>nrWbY}yfUN5@f_<-<bs~Q|-3Sl1qhA8sz61-Yo(*0F<Xsxhcp7&<fGB+&8H2Qa
zr*ZU922B`#iq1WNXhd&QD7Q^*?P+4?7ine>{Al5Z?|MV(pq{fah#_Td9uI^H9q+r}
zyes{f9W!ORDd0$U6W@uxjIY`frDM2Q=fa$9a~MX+v;1-z<&{R4wOLZF`t#f%%4(#q
z7DlcXj#wXC!fqK9x-Dt5dKW3dp#~2iSA&&K$|<dpTQb<(=dHAB*zKLs*e-1{M}$2N
zgvVO@$;Xf|?ZcOwp0e5}QY;{P%L0QL(QYu0+Qq_q3ct5(%qyCAgt}wRdQwNu!%f<O
z_r?nr$}~z!5^OnK>JT3H2M}|xj;Z+99QqVRcy@Pj-|XjH63ONrJn~&SaeR2+RC2u=
zM~(!Q4kxvTy!DHQLS4B$Q{E$w8c)p11hTLNNWBoeTsMxZ)&|@Me))Rm?!J7e(JCgO
zkMs8I770Hv^|_TYDG_X#DOGsizA0v16@2ALx~v_bh5QwjwzGwftOVH4NE3urJeY$0
zokdI3^4#XyF6`TJ1{M+aXv^|CTluB;M<lNDd`XxErNsx^h4C5KA3#)`=a$%)2fno^
zTcars?=8eWSkMJNfVw6KG1-;G!+y{w|F}Z|*tXabr!J$kw_a&Za`7|3a<ow$T^DGy
zQTAjmjE@SAMwq$5GyVYcX(s&n^GbOUimyH{7&PgT-8L5-&$zW|TgJ@lh)xNV3I$Ka
zb<mWj-F(|r5^ApO*DS1+B%uA_C3{0-h|bmsB;S^+<JZfol}(S31gM?1yY8;MnhQ|C
zlOv$_*>!r{5DNJTxyM&*Rn5N_m*i11g)i2<sqM5s{0R<lX5Z=TjvF+l@K{6c?k17&
z_eP&B67wD&zXZ00aP9GCZ`0D}en98O72bg8r$sJZzsDWlBjc+fnH_tWDEnFqCei+p
z_u`!aljhqb(xS`2FZauVz9QtlH>h${EWK&U&frpdzT(*WEsOiQgWaltB>4%xD($gF
z1f%F^{Kn**mv|wBU-+FiEP^JdluJbsd$!DR*nFwmPPlznS(wVRULfdC&Zerw8^unF
z#a2~`VM^oY&JBI<gVxZcRtb|1#Kz_vv7#@a3u5gg*wW=uBIhczo#^4iYQZnV{z1h(
zVyTJmq#%c6{S~+cOTeA%DL<aG7D{8pvrBrcCu*toifaNkG2UEP^Yaz1iuVvLi7UdD
z?Y%(Wqd6(SMrPB7l+j+lFzI~pb1cf_?aXH@jP_CQyl-_HnhGKsV&XE(-v#w0!ku>`
z+6QSP?8wxjH__r%FXWY6GfV9a2m&)G(eH-d4@Q!$Hv&sln_Jgz(@N$lo(Xsd*)8<i
zHL5D~xwor^;AV%!nl52yI%ig1Zqho+kL>ZAwqMRwn}c~+hK<Wgl&9HT+GU1wD3rg_
zh-pnN0^VZ6M|jCKUc>2jXJAX0Vemt)Cmn<C*Y4ls&l3%_0&O6;l>&~x5K8lR@y8NC
z_(5%gX3r=;=I!YTi3;nMrdJhdCv)od75xlU6Zsya7KtQ;Q}nhUZCH~e#vHHghw^8{
zIhFoMTX`LtdPan+*uZl>jh}FG9Mh$~%l>f$V%=Rg)ortpiIG8#*HKE}?5&bllwGtQ
zK!H1tzSWh0@<j|!#&%PvLa{YrNdK{fTlg@;n|?!9N`m<7RyLLm&nWbpi%w2b;b5#c
z>s_l33pM#o?*g_*B#+v|`Nc3wi#&oxSotsC`csNIkc6(kicJVJC}My6oqcD{r{z0a
zL3|vxZxok&FrIvodl}{=yxsFmAk0@MEJLg$S!_k-qJ?7&N3QAIOJhXpy;CaLN+)^|
zKYSgfEoWR2V`7NUF_mCAx&4vcnrGN2A3FBC6SjlVg^r{rzAkmJn6VX<+N_Eg**gSd
zj_|BNoTgSy+=w@^O?30@x@X@Y@a7U0JE<$^P&pKU|DK!(kEYHET&VKc(b<<mJL!X4
zwE^czy4L0__a+!3eNd-%oDba7+mXMlnK2<Fc|Xr`D+YG41(jQ}tzh<6!bW%a!sm%w
z{+tQ3FDWFegdL>evvLYWrC(#qH_-2hfN_|P6L}W1jVHwC;+*b&bb%N0dPP0*#G`<q
z6PmVW)$vusr{2<|y6T^bfozH~ju-ERM}w7}eN1tLQ7~N$_L<YjK8#s3av4j0Xy>hN
z3+|Rcwj3J1bg&Z5kBJGJR*WJqRvyq493}h6l7h8fAylcXvsL=tOxF|H#6P2@h_7do
zx@IQ7Nr;$341P+wkej8>vGCZgCbscoen1DFvqyCo*;<GFvUZf}ibE4AW?=K(0R(`)
zwDA<27|y2o;2hc$b<8g^&y!0X)h~07*<$kd@#a33iR+Jbze=b)CO5Xi{){%3WBGG3
zrL59NTkMV?%HHDjWTsb~(>{|@<)(xR;qcUGS5|x(sS8d`CKyp~vptgB?pd~#n9VM}
zbFve;!>i581e7iHLd=&^l}Yf%e8!(O)L%$ZP<&0~DC34^p+Z#G;Yb~o3oy@&Ozw~z
zT_(|&T$@yHiSxv-<tJuGKB05P*T>^_^03l)&VsLLOr1&hQ`}z#XR;R(%^{pLV{V&*
zRJR|5cZ$<%jfAkkp;RAM{J7VqP#u2R@;a6h(nStyBUp<VLp3Dt_(%vs(F@vREk!!S
z0=$6v;fZPF7kz|1;x=PvAcQoWbm}P8*_jFp3Dcr2qX1J!W!o7*E<m2X*i)u1Og1#7
zv&?NR0zd*V9NVkDY3Bjt8|vIWbrLtOp3iUPonpgpRLBy}_5k{sf4%(x>d?8F=)bbB
z&#XKMO-I{v*3>}EA~Zv<REYTwkKCqKmW_!2KB!ySzT!5~{fxb$_s#G$8khB(m=l#M
zcaAKU-zK#3^F2vvLIk)qkyAo0-T8_#%VO)P@xi7vQNcZd^K{a58eO)ZO;nDpiYd#A
z#DY*6YzhSt$(b&>OMXZN)sq=BRYSer-ndYF0EIk)s;sZewL7KFUsNNVVuZW#3Ty-E
z{V2_s+3e^t*1jG^hnpl^nl6#wk~44t7~;5sNE=(G-H#G^j?#|Fucf&T_L<aM%e2V=
z%PJrm0kR`@MWQM{bfn1+^*po7N(|-pDmxr-!EJuP*S)Q3d!4&Dxir{__~xWiqPFcP
zgnPqNa=D#+H8pAFB$&ac>^`cq)Xi<0#TX0uv+xbQH2fNkn!0wcm3pFoUCg#&kNF1r
zTK;O`t&j^FODF&GB|c;TYX!1i4bO%t5Nxc5B)&i+7W_p92iDWHx2k>7B0e0Co#I_4
zJP$k*kE1pAa1wpEAZr?+3Go8(CENAMm1k8^)#{yBDRB#lD^W9&-=dI{ojATtjb<L1
z&buYCWpvhiFSTy?>L0G`QD}0amn=(0VPFzHfSe^(EW3m1H&RDK-)tO~<{O9`M^Ysg
zGoZ!iH-9AGn<T(ihJ?U|;p*ce*EaQ}krucH8Ia5Sf9*)<?~D$`?%8{#icW+@<Sb-=
zb?SBp-1#XaiAcy^>XRS_b_qh)_ZrFU6Q#yDH*pbKFDXRk=`w3g1`Dvio6qngN1I>g
zvbWu#QYSC$KDQ3mW4A9G@G$83*7izy)*?x5$$H_(@;jv<FNPFDf0##J<2(z^NAs33
ztl7W!dDP7RgnZ4gu(b|!V$!fiQ+yr39Y%)CF9j3e&2_VC_&s51%ysk@4iHz*7I5w7
zjdX#(1xc+IUl}<EEDLQ%&6Kq{Aw}V<D>av+M(`A46}|K%nZ=sz`o5tyrmvfsK|rRc
zES*P5SWA5kZ94(vyjz|+C8+6U-G2GdZ)KpJEV9%-ebYiG5obs`JQL?N1AjpAPKnM-
z^ymO)Z`!$1zw=}clBg{b6kp8!YfCdCN?rp8vhMH==k%2&rFn{NSC)yUSb9&52athu
znIp<O03mq+IFiGMR@q6{*;d`zcyA(Iu04TzL`u2kh89nvV)dvA@9oEo&h+jePRjT3
zqMa;_5T)5ydttZ|{0RXOq5KNgytk5j8y<l1uW5$<rc{W2$xhnn`eC4FR^R~?akiqM
zUs|L>sP|)MEFMttaOb<BwZm2I!x*p2d!nt7b=ZS`K1mr7J27cQ#J-Vw>=cF{`5tMi
zBEF|iKFTfo3V~&)D@`qAG5(_=tDmSu!>^sRBg>|jY0~TPU5aOlq}HZ1N_pi(04})w
zxtzV+w~L(PsF|ZCnAfI%PUW{XWD<#l4s`B~v21esdWvod+RkT*cEp!sllOv~_~s<V
zY$Ml>kp25p?cH^x<d^iu4`vai?ID#!!*f8+r)Yp5!!1~e17VCdG~D~Hk7z0%GI^WL
zu=@owXhU$_aL~^O$C*n|tiQ9~Kaslm2wa?hT_n)H#uzksX4&+sP&~>V`)vfsG-2LD
zbPMnn*(${}R7%lRbY5aMn(T4M-^32)Wu#AxKWVhf#J36{-@d}bKsUr@!BT?``TW^b
zY_y=*GJZ^9xpdKsPYqXDZR`zkhUE~tX|z?UZs0~|v!}2soj%=%xA6dUjr>(6`P<%4
z`mI{c2AMKE2Z`={`(b6!8J6o{`vSLXstGYP7OAstK3G>jF;-G|^h{5!vRT%t;U^&#
zoSsn4_pA3!SV<|m<F*eVA(|#q?=GE*i{_O&1|PcZiQESefyEJL_J{P?*be8*^Cop-
zosLWmG1!~u;-Rl&rBY=|GWz+{X1NrThpXJYImklz`0zqgY{{10fzZR5L3u!a@)acN
zdYku~LzaGbpDT1L+qkr}6}w?fZyVrh8E6h-V3sk8&_Cw;YngLc6kYYIGLcwBiVm~o
zw?JIjjGPBOYQD=ZJ5oi`5!`VPy2z7$%pP^hu%Ja{v^R&X2=*`}n^pQNHIX)ZU!>sC
zau?;HrNbHa-DZQeW@R%#+vW3kBX=T?vH8v@T_U8=_6PLFM>aavl7X(#1trlV`a)b9
zX04n$1w&z;=SfTID;dpD^ad|a&>(J1#Vz&TTN14ZFqY_$S#sL>u=B1DZYZSsr3cGh
z2O@5yl=kwq=tT%XyuYj)rai%H+O4AUajh_s%n+r6wB8f5$}r9eG6EY!D3uuM7TxTd
ze_be0ecnTS*j(mP+4l3qP$@b|c@aoBNDoyB^O3tqjB2w|27sIbO5sA)B?2h<T+|>-
zyoTu%vPp-7G}vb=I-WnVr{Nm1urGlV9JL1!T9_ba4a`Pl+cd0P?4vU5Ah#($<}FEY
zzFDXy1oe%MHR;`n5v<qL2<j6zJGo(Sqa{#Wp3SR4aEhC3_a<nMBEOxf^_kc-IPF}#
zOF60ZIb`=y4nNcBqSL6ujTzT1<E*Uu;1h5FXmKV0yc8Zlo!8jTGRjudQTybp;dNL^
zOQf-iUv$JXnBUq>*f_W)OTNUQ^;2CTFedq!0r7j`CZ`h^_6(kR`~PF>t)tp}qOMU|
z3bbe`gcdJe2vFPur4%b}A-FpY5Q;-+aVYLiaY=B8QrxY$dw}BZ(l5XFUEf{nu6tMh
z$Xb)+$z<}(IcN6XvnPBbc700D4=0K5+;zC7^>H8$_a1oSb4vW@y<@sQvRZC6j)SVd
z-Foqyp5f_7W8>4~S>6(ptmYV@r1*Q(ao)S|=w%fK(#6kioUUGZctsplY-hDe|8+OK
zCExI{rZ0_UKkp8*$x=gemo+F-Q{N$eBjWGu@nS#8NJ|76$LMU3bN<~$Ixx#DS}h`k
zqAxKBje$O6<jN5)!XbOKXnwBG%JYWERH`lZHPWj7Ej<r+MvyE0R#Zs4R3)3e=Oqa%
z#qQ4KtLPjj$3S$3+r5Ur4NIfrJ~Ip*+6D-GLf3{tuJ2bmTI2w7Q66dsqE)2}ay+PT
zCqX4jAuxp<->I{`FZvcJl#-p*hyHD?PCMXb^Z9S0?dDuN@IZgQi9k(o!1z=<2uT%%
z`hQyE+U*Ib$yPSR2BsNDnO8d-8Fp_Gmo)UfPj*#(ih;x!6L!;@IACOTE`-M74STye
ze#`3+br}ZP3`U5%UU#0LD-A_>yCyf@i=9lsb*bbg%u)J(I>~>}^bz_Wo~?a_U!<Mk
zD7_}z>}`24N<2iK(X<sa=A@xC`yol5MDe4TNb9QYWA5F&j<<TNmC3`5L#N6{?AdR0
zek>LURVul!>sX;{kJ6{ffNJ;D#VgyU_~gdZCz!tZ600>VR4N7O@6X@x#+8?eyz-JW
zI4LUUh*t;42dw<Aqs1d4E-6!17i&hN*<=jM>&=OIoKJz9MGJjqq5t81?eCv2>eD%C
zdoR$pT9MCAY6HzU0Z!#}KSMmAe;$(3tHfvD-(VFUyZCB695UW(OH@}sriUIl{5PF6
zcmLLXJRhUmPF~bTaVQuGWl$HBN4ziyh6|T@wi&(&f=gFGWRr{oWnOGSZWHXz7xLE>
z`~=xg_p#pbm{w{^QLy2yJ5<XhTW%T@<<_<5Krx-eb8K@F3A=QB4AGe*0x!|4IDWyt
za;<3h2v-rF0+{ZQ=V6XPrM5R-Je!6Cy2c6obFT3YJvN3^jnOv+QB+P(?$KD}Rl{TR
z(HvUbG~MoH<c21u&Ml|At7r?dh{Sr9Ti@Eg5#St|$`$QEqtQi0M)oERj`_VMEhds4
zxCg00`aIiBn_nef%HGi>;Wtvq3P)U`E2Rb_mq;yMiTql?a7<!R_*3-k7h$L>2v0nM
z#*x~m8FstpR^Zc{#JxBON&o!r8G||n5n)5m2_nExx#!E^`ssXsZHx^f;~A~`smAK~
zjiRn7&=|L8?pfE@rcK=cB?o`>kt!IGLBHQEbke^%yL3g<q`U_{i?CBn&fcEgm16M%
zY6J*G|7woR$pkXvF8aE>GAjr!MY8?*i@olc95V`dJc_<Gq4!$Dn?1mak&fnNV1vTY
zB`Z%;<8)P)HU$IIcM3Oh4Pfnav!EUgWlkuXUb9SDqZXU+5?=hI)ximHM8pWFJv+pd
zGh}3_H~NRc$wK1wCP;P>bU+ED*b8mdTr-dEERGfCwL{5`GWz-fBpX%tM&@)|i#TLw
z$2EHG(fj2WeSdU%8D61B{o=wxsMIDzk(+z4X$J)?V^O;FE*<)~Ccjira$VK#u8c-H
zvL-A3zT$H(XX@g#;o+u-^k2HZCh$)@UhT44)7tMgIQ8=kV{g36b3R#beU6S~driHU
zB<KYT?fx{P@}}@>Mr6Kt>O^Htw}pS=p_gvB!|{c$ri4el;e}Ckoiba&dlF_Z-Tyjs
zPvG-YIXF6s5@Bnx&^HcBQ=HhJ)>Ym_iGF@MqcOM81deD4ugyr(?F%=J6!RjdL_G6&
zrxsH_p;^)k>FW>JU~;fnc94Ds)ZCWaMkL{)7iHSZ+(PRqj&oY|Z!3fDH*4M$^d>!j
zI6I0`)^sboCWVTnNEYVr%3tv36qPnrGD=Qs6PB@@@cXI}t*w2+3Hos->erxJVz?n$
zb(!+tggTagiS77}i{<NW2sj*?4uW|M2f9lBDo3+zKey{X!AHxt`o<{~MZlQr0Z}tw
z3!+&k>IW!Zct*kzs}rfhgJBN|T^(__kE`BAn{e_uT{xAKV?YOqg*w{?q#Vqj(;4@*
zygbH^r@mUGK&`&Y7CW)7gz1w9tQ(u3k0-vhd+I@5T;ymTNU@nmB5m;HU<}=-Q<m}e
z>QVYMOtHfbZ0+T?nxi;LJ+2rNzn6E)lo=n^P2|J8|BD~^vW_)(HTk`qH`3rc1&~_q
zKHr?7J{tNgTcF{CI`W2$sin*v7LldYOD~DG(pNnSl<(3ja{O>xd&oEH5N);2xI*hc
zIDHr?Kb^Av;T=J~<?uPjQ{H<{UlmvcB#<=!xRKHHN1Y=CTtzCK31=D;VVLr(+rLz@
zFW7PF9;6{F2%CJGl{eI+tY%q6AbhPaPOw{|b@eBasCqob<z2A1Ty7xc^?Ykd@OIw=
zQX=Tf(e-b10+YxPPbA3kAe|-O2EXLdu&zz_SPGY7n{nmEc=kn8MtjNCh+he_ijqVg
ziHuUgGyE2V8qR2PZ0ay~$Mh%bF0N4NutJ9d-pU`<Q*MT%tFf(e^RrcD0Dk9nqU+n%
zyu1%T6uwI<-GRLYuKr=HK0cs-B|NAj7X6+4@qn`%M;O)+Q08hNg!O0Te)KD}w@<`|
z%`A3wy1*;mDCb`d>S(g>AI9w;k!LffaAKZDgq!H~#1`Z8X#2cZmUYo%X7;%)-qXw;
zNc}URUxJq>$b~|>Jlzq5j(O<C7mHYysoF%jEbz1rz0V7cXL!Kz=!BZ2chO=!60g%f
zeX5I}up=6WsA|uZ$LV|+l}N&QtKU)M;N&;=bV^g>9l_gx=mXxlfM!UN$j7bZObSW7
zf@c2eUjk`kHLFc_Y7sSFWz3ZkloAm|GI@wl0Z{j4;RNAt#~Stkm^G`nctAqe0T$C*
z@Z1>#sEHprDrc3)J5IiXe;(v1g_i^I{_hz?ml^&4df~r@j=zbt|GzK%_fD=Rrr`h2
zC;p!X&QO!H|N9;PdkK>oSsG8OQm3z^k!D}n!_TRHQ-IziO#j0u%#t*+{H<hxDfXyO
z_1zhF7$B&uLDHHysXrmXbw$P*z?O<a2H&Tgr5MpP4cF1C4~z~@lg562J@KW>YQArh
zKGL^fA!M}HWsOXB!ZMrW2ZL&u@M9YP^K@-PVsm(b&oewh5B_lci)TgT*yBubqUXq<
zr$LF_Oi4G|Mo-q*NK_w0A>7QPc?^qLN^Mj=Dokp8^%IUbv>F59&sE_m*HESZX^|l4
z&zE`jP6C-x2t>Zvbe+1{<^9-qS;@|@Bj9mibUH-bM+!0aqb+26!}3hh-06XzgtWXg
zMBZ2FQ#TM{`pRg6CZ*^_mfp+Q$K><j4~o090ZF$v^U$X5<F`+%SPlok-_+T2yUQ7m
zv1uQFG?wFsdWNQxdWN9BmSA6}ieUcMB6<u<kRsDBz9{C*Bfj*BfMp7OnqB*cVT=~%
zDG;N@c^J>0;Jm<ohJ}gw6z6|DJ)dC_zoO&Den~<vsb)gT^TFwROm<~E1MkPNwPPHB
zs_9!kb>kC8SQV3opOhp2r*F}*9jE^z*h9O4N<8_8aq;(wn8Y3Bgs-)M#AOsLY!>QK
z;T4l5(FPhUd>lJef&U(Ay`y;UIOJ*kY@fK;B$uc2@E-=*3qPt)=T!%9t_%MZt2LP!
zLjv7HhjZye#$iB(hRsJpAicyQws7l}I9^WHKMd#9{89_lj&EmF@NNoKcP{JyZO*k@
z*lw1PF4whF8N+jC{gs~X!21o%HD|o)tPl8HWsp)K-Boh!VlTkKT@Sy2YJDm7fH<%e
zG%cq}<!8OhYuowA)0Y7CHxusB#!`^hRqI*a<h7{W!g3%?V?Tp{N#taheGUF$Fj?2&
z`?Zilg})C6n5c9!j|*6@t9I_HK~<}nLIi}dm2s_Ws2iMx+j9lq9n8d|di@_S>=YK!
zM7T)}dEgX2jnleTu~wsI=~NRc_d}|@iZK`obViC3LpK<FpY5!T70~lg54ed)<@@ss
zkXzg}TQK9XPheP%?T_*YcWv*4Zgc%9bhPdR!g6hn6~<-U!0&7SocH>5aqmI${j<A~
z`?RSYbX8}UZxi~rZunnz@OZ2jgpQsi%>RrCt0cBGM#{bkCIZpEc4OU2BXe~SCOqs0
z=dQt%*ig+Sh*Qt~PK}=L>xFIG0anSZ!|cMM_o|W{N#~CBJZb%Dp3WXmbUIkdTWPPz
zW4@sbMya3)YvJUv#V{D|3C;pV)-moNof(XPoR!;~Grz8->{-nvG`q*nl>2MKN@^`n
z%59VY0i3NaoYPf$U^viogU%#TBN}()y&Z9K`gwh$NmMEhPR}|ns)vp9!{5BSp8Jor
z^!4=Z+`RZfFNB0m-P1`ocp&c9Cn}p-cr5Swujm*o_V^H<d4-Hh2RNukhJHF%Xy!i*
zu)rmCE&NAzIT!?(rw{|YOT|%iPcT*Vt7WU0k@yDbp=K9cH2PiIk*mi<#jFwc6qQIg
zn{&FeFfHy-41r7P#ppfRREnB08*+;H#8z)sB`|x|j<+v2o4XFC4C)M$%1-zCTy>vN
zANb=m2ubp0l_Fzdv1CIz`C>M8buIZHhQs>Iyb%hSBzdr~i%_Tf^sR{Ex>t~K)g<MT
z`r6$~t2l|%sXvE-s0=pA>xO952-KJ|VyQr>Hf|CJpBdJp_uA)@d)>7S5l!*LcR*u}
zbssPMCV~zGhWS#L7G^7ds|<(#?s74k7x=dFnk3~i=zf~^Uhpf&l&gJ|voHU9ro9j1
z-QC76D>7)`%^+#r4E2tckcZq6#hdcYDci_gviHFnT|B1+w&Ms2tl!FXc0S+nIpRhb
z$`(VlDpG6orpTLrAviTg{??nQo(>X(W&lDl^+BynfWMXOzhc_w3QWdic;TCnK6Y?|
zmp`j+UY;E_$C74=ZI2Plt1Nge?g6hD_fOaOMP+nu+%%-!U4j%_Z1{Em>`^=@{>ZU(
zUDx;SA4c$O9DLk{GG(LpRHY4RvXIg1SE@W*up7j)X-3$yCS2FRFw=zER8Z6TlBPyR
zaE+9rKm@n#k<rF|ti6}>KDE##EDya;P_(3iv4E44GY_iqNKs;w;^Wm9QDOP|erUm1
zzR6-r=AfqnwamR{dPX6o+>$}ZEy0Gw!Jtcj3ms@TPZ$W!EvA*Hx8#7f&+gFRz35uO
zp5PL5Klw17Nyq-|`<^JL+NUw6axeZZp-eVmHtFr~mJ(r;XcyevXX76YNbrK}2=f8n
zE3Pc)`WD)*5Hh*inN-aLgRoEs8atfYtWdg(ZXssASjGx9!;pQ*z5@8}2rq|+Zhu-D
zk@b4T{pbAo)k#spZd)x|O+yz;GPGWNR_t@8T5L7jrX`1^9wuIXW^OMhi+H!cFCix=
zM_=;x$v$QC!Ylx;G~I!EHRa_W9QNqAB4Bc$F+|0SJ6Xco#QH3ZU1s#1Irr*Cu#8aO
zBhAS9;|J}U!=#rPrxJ^x576T2V*k!Rnm_1H#H+Gk!UC(v1nhTPG-1xkN03Vi1^nHC
z{iQ`A<ooM@YuQhKovkeI#qr{4yKp4&^a7=0++K@Tw_*7$Y=Xt_R};Eh3jIGq0VY$o
zqK8D{`9ENcoh(YS!EPvo_E#2`@DNoU-buTRZWV>RBq7QaAP#D-uwXb#qES9nTtdjQ
zpqVsca=dhb=&ofl*ZUvFf~!rP)mQ&8{IRNDsm$xS+2R?s>JJe8?xxvB4M$1HlWmgv
zDXs8^EiJh!h%&FK&@I;yzeW$GM}Vjm7F1O$XNCq3w*yrPwBXovJHBGI<<D|s2>ypb
z5BDfu;B{B@X;)$F41M0XU1<<i5arZve3|ueP@k~Zw6KfL4F{Mw+g{vjaew%7{|6Pw
z#P~Hs;y3Qh@xlz96qs3D%yg!{Vb7`j*0tb;hNy+f-i`jH8%Q;X0$5RRXuGLh{~cmT
z<1j~@i5ccs!*6QOC8(g+#tH}qGI^*`Ya`9#&mi&L8YN>3^P2Cy%Vy|?5&#1I&8}?u
zU}Zi0TrN3Wiet^diVsU1R2X0?WTVmds`NWm>Sr9GFyDU|UE~Khz{K2dRt!~O`+mWt
zdb(v_#*G{$<vrHTsdlB#hlc5-=;;&4Hbbq+a4KjEx;-@y3j0MNbS8~?ejc&jDANle
z7Ud)_NtmF_Gp{H)s^liv$90n+!0v1%g0&3TUFQYso!2*Tsz5@glLvVcd*{>mUVR`i
z#q;9PP(~`}!*eR3YPc{DkV#szH>ps@+^E6s_Z<t%vI`X)k{Tte#lmb=`~b7X(m%+x
zLgj%-YB7(no7&*T!cwQKDE{|K2!%KfT|cf)?9Rq^rO>QilHgucv0gDEKYep8=02{H
zB5JNG$}<(*Jj^zjh{YG)lATUOx?P+HW(1on?*S*hQ&BO57$p_&$n!W=rccvlxMVtg
zVcsQO14AXUwyf2kZinrzfVdIMsxWv|sxy5sQV_HaD^*T+p&Da7ob+8t&y1)tWuKXA
zsuma|&IP-@PDFW=lt_~A2AU4>>y%lU1E`GfTE^8YlkHQ?_ZtAr1g6<@O=-)5xLGWR
zI>IeYlp8niY&wHwbKcuPTH4ir#bvgo8d+)puM?C3e(Uc$w+Kc{4kc1+St$b<n-W6t
zRewv);zkO7et@oP$-QR&Teo?=;hQQb-px>jI~10I9W$W_`fU2NV$-?=k`><@cfXpS
z28w$g@jY9|o|8hq{SXYC-Z$2$EIpIILQ=_Z8pxtx7lmo1YwyG>ZvY%WvO-I*ic96M
zlk>B*O{b?qrg;p!PS-1-ii=&ILr|q7Hcq*z03XDU-?$WGCgsk1g6uPA*sUe5Y#x)B
zF7`{)pH5V3r1YQNJckz)BQu1H8Q-%Wj+0~>^gcBEj{uj<qKYBt8=oY#yR`LX)4^@&
zESn?e=g44Os8uN2(7+Ia#tx|-Q>tahc4GbFXDo(>LY-VLts)-JC_gg^KdS<x4epy7
ztiCIoT9$`aExuie`if~5G2pBJ9+p4jyN*|prj8v)HSV}nA1T%LzOQw*D~V)U051S$
z@qgC9vpp9fqSx>uee<DLTwAz_E_`!ktT9d6Hr5ao7L!!NOrO*Jeb#FOaSo_q&d1ac
zs}x{xy+mrJa9Tyu^3$pvz2*?<Ey)?-Gj0Do;Y{4FrS$RUcWs)*H##8uD(#9(F3axD
zhZZurabAV%VroRHEjFc!&5_pnpVus$Rtnjpt_h|trux$af#EV5;~xG|s7kn;NM3=i
zlm?L%jMV=4?<iUoYH}y<p5qJ=CqNrq+i?!j0#JXnpvh^m4HPGFe)Td>_ZO-<bIL#1
z1#D;8Cid77Rfr*3nKg!xis{Zkny!pst&#Vjg=hUtm2`>PmK*b6Jeaq*axB9h^-hC7
zd$k^ERcxi+Z%MTYLQrPSbd&6^+p7wEt@F7*@>};w@#p>mXjt(Qq@1M<Qa;2@V&mX3
zFv+EF6pYmF0){M9_Y&W*3>2n75_I9E@!aQS<AD&J=15z4e;FlZ*PL8vZi;%Vn%b-B
zSkgpK$eEaCCp!Ml34enrxjVge^?a8wj0;ukqRyeI@0T?dZEk4<1fRMtGY}`f;-TJ+
zd~#n~=CzVG>V{=0%eMn_8bZFvq2K`BA$Wm2#VbWc^t=PJY4gcF+997tp6JBr#3<em
zM1EX~PtWnu8%0Q@)X6qm7@jGl@hJ~en#%0r+DyjUiY*p6W&Vw-%+@MHNatBrgq`VT
z<wnitcd|r<ZPEbP8+?@><JzTk!2V3?zospSKL`S^zjJl6Ny$8!_9a=B;K>P(E$J#!
zyoCu^Iz6ACZaci-8}Nv`q67PWI`Cj!%F-!XOYEB}Tqh}RdjCrWZUFv?7bz)G!WWo1
z#~NjI_x4zKvzbLI^MmVUmbU9asMGiC&Oh>lu+ojHe%7$^wB=$*<^296%x=AMZiRq%
z?8J2-!Nm|npr08h19)A(RjORtN8PQs-nY1QiPev9a&??N;W5len+#?FGY<oT#AIPC
zG#Bi<T?1W3he${y(o#qH1F%}Fi}{sQH@Hlu9gGN_4sZDM^$IRux4<>`s%Y)ha8Gdf
zNWT<yrn|LJvh=NgCDpG^A50yj67re;o0r$q;-Hz1^)VuviDhJ?j@U;yaa^^(qZW;V
zDVagsLUzlhS|@Og>)i3=0F>`bj1aNXPIe>@#In%EkCU-_8*pnzaHu|->Rhe!S_~so
zL|{kfAhy$<ob{WRfHqZbxZFmHGDnmpCu?P6Cl^U5i|?h9G0phdy!<VZAEFx1EA-};
z;8a?N?+T#YR7w_|40F_28#j$OwGM)ck<s?qetkpxWq#=p@AW1#5lMz&I34Os)|1;Z
zWte}yagpiZR0G(OAuLfz`Xv<)5Z}Imqn^xXq16|QDf{hkK4>l>bRECbE@i3JtrTB*
zv$$&%zPcp_pi(s|>c3N=)y@2Rwaa$NWJCmYroL;|8ZusYJSTugS0Fj{G^(BlSqu`k
zm6)hSFbG~Hm<$qk?u{IHn4<%}6rsf+Q7cwhxC@N$nss~FBpHC0Kk<1P$1hUIR(9;;
z(p%sw#4FaUBIG+9gK(Pj9nA@L^*2W!|5~hS9EZMzf8*5@rWRc&o2YSjEj+ahFb<Du
zQ3`$@r0ArSEtV@_uG)d3@sJMpGc1S2%t!H)j7_i9>L&549L1E6k1*h{PeK&=v0*M@
z4aeA$%7RlnJ(hwJ&m{8t9wQ=sVPzwcWL%e6*yEp9Xn&r+<`c4Etr5Ywe#@iA>mv<Q
zPPTVwIAk%o&~NU_Qg|MhBP{%&cCc|g3}c8f8cOBH+t_c$xouTR{h~X`@E5_w=MGfH
zwXfD#SMBi>aLHJ#2p5jG!Il#_Tv~1&Gb}Zf`OB`M9x09mYm9XJG`4kgqy<EZc(6tm
z&&gU1xH<q>|0ZuYSE`8Bqg#a%)R|;tCu3rJ++Lh+4Nav0ib*0ZG#c)iH`Zuf4^CxP
z<1NQ4$lF2>PSi*K3p&)3$-$>{^l5j&&9#(tom>SODk5zaYxss5@AgDdnVN@S{qPY#
zC41J(+Isa^C3PCxW0B7DS|yfGd@Q1BT9h$70Nyj$qp9H^#&zUy5voAcQ^q(wUQI;X
z#`e*0mFflg?PP^Gt&sD)*?n$-%~Gz!#8z%b)n@K3X(T%|AHPLnUT}E-9|oWvlh_I_
zg|3!na3UlH?Kn>`_x^gy3bO1!ky3F2Qs;4}Ze@DdGHhjsiD;!5iW86nc@XM_R0F3B
z0(5wDT`_0sqgB;B)tq)O3phJ->no)dyI}4gT(N?t_;oGfLbb)0BBOr2+eu#5mBrG<
zkN?8yXsxak2Lm%}^cS7!S|S*cuj3Bwq!H*Mj&}HsS&>36xh3*6iy%yjq+s#=7MIRl
zl3)6Pv?C;<oTD;MY#PZx2EsE=s`iT=v28g0!5)5@fP500C>fh6Z7R)BOG*Xn*G7Pn
zXhH)@(ldnZ>R`tzL2L(OFZ+Ov0DNlBoBjM4Bs7teNfFjxJTeH&JdhnbdM&`AcC(b#
z>X-N6=!aeuwoHA=$7%L;-OF>`7H89;X6In3hWadtrFsQVfus7jzABw5|HEi?Llc@U
z8x!-c54R0>0HFXv?=P!FqnEzj(AP?0#=av4k1z6KQeG_Rm>f%d`VZKlzB^Hk(ogq#
zii$e>5irQ8YwTuo>sB~T{7b0WFV!a@C4L+o<+IZi%pwZC&mfjuiyw21u7h79mC@Zy
zor;WkAocLPi=WK-`6Qx6qkRrdw`K7jm$SzS1?!07RuhlwR-mosMa|Q^<0lft=E{II
zd``e;s57=G;4j|jOE-9lM{1*2l)MqUcx7LM<;L0~q9(SO&%df;j(_`{;H(M~akI_b
z0F4&9LJDHn+qs)DvU1`5i4t57dT&OM@@P0w=pCfDJzHV#Id~FwHtVJ-^rekKB+)`_
zz{7c~ZOBrv=0sJAQ3Mq_XSs31HrrR>N$%=4tdpP{$FFMZgeybs!Q4CMlF==+D_oeq
zv_o={L4}sV)Zd^=_B%$_;l8oK##ip}^s$TNOD~_5LNUsI){|Q-lY=nGvX5csEh_oJ
zOm*wjsB(vwCUIGeSNqeK@i(I4`Wxj|EH@ErdlE`@vc=}K7eq<-nZ_^H9*IOoi(7eb
zoed%m6M5Pfj%N3hC9Mbl91lH*1=A8k?ur&t?pyK|^(epA8v}~96D|4Bqjm;5h{!(@
z#y}1^%<;IovZ;#~>V%0JstV`1N91>#{EDwO{#w`c?QS}X1&OZh7F@z6>&A_ghA)UO
zhVj)e%Ob%+S?Z|s%lt~z!HRZgw{$?)s031DuWO{+iU}%E#5H&D$s(8|iIH`wo7<P8
zVljo#%T4r59f6k!Sax!2T>5E_(ALTs=he@^x%u&Ye-stWTr^+3IZ+Ki>|EDKo?Xb#
zeTzgJ0*>p4(X{biWsPZv1Y433MEtl2Di?E7hiEAOs8+)2eVayCcD&_;E4ZyM+Uo1+
z9auiO+|7~kWf(LcR=_iP!5ARHm3g}U%dazc8e9H9ENg7QyoEorXqD%}?Sa%l2jx)o
zARgNMabsQl*A(A*uG&LJ{JtHHlnTGW{I*-e{pl?*;l6-pW!WdJd5KZUxmnBl*%1Mg
zxWRi2nxcn)7y~u*{bg3xTSHc{UkduCqDCH$c5nV+ghUIK8aJ!_)SkP&tADuD&LS$h
zzggWAk#)cSMw{A#BxVp2bUt0^WunPoki`Pa^z;gEKye{vUYP5kJC>S?9kD+SjFBgU
zixOft$VbeF&M{$@0s+OtiKHpr4BZsaT>7*fQJc}14ED%=#7oqJj;(mB&4EhCX3ham
zz}54)(nSE3G7sMl#K+B4W$bCLpH`mBW?J(=#=ub6#MHoW+JWdtR3O<*;il|}Zy)<9
zZYMgLCn3cr5XwX*>m{Ak)-@FtncLHvM_@+%pPgyGta{u0vZ_5Wm^svGysc3*h@!>D
z`^x(%=bZ9|sq{b-jV7hZFTGRMDJ_02kz_3rvzItIP!ATZ>iNz?rEKoAI%TuB<j*$d
zbCcK(o~MsF4Kh(F$D<}s=`4eCn>x14UHxgE4C}dT>r(kpmHY`(U`Sax+6`o!XOF0V
z8<l9Jx%vrzv|gf+OPH#of+uD9x2><^#7b)`+%}D?`hhWOaP_AMW*)Ww_N~?M8=fAB
z5ZdZfA}6Igd|H$&g`2a^Q|IL2@m}L6fPsX|d@JK#)?sHo1!xX3I(F24@iKa>an3F?
zhC8mf<zX(9rG*P)Ea_UFfII<dJF)OcE?|N-ES)<IzPJSWxAtDO^RI0PoMFq%ckQlw
zCA{sGP#6U;d=*vUmuMtBT3KmwmTI>-(7X`mS{|#sgr9+PxHf66ruYv{hV%8~2UZU|
zG9NJ2G>ytYAMBmQ&xRci+fN)GrN+1vek;*M^jdjO{lN8bp|KaKPnb7n`L6!52L(W*
z#k}g=ReZIbrn#km#Ly_IcW$S!Am&z9DQ_JC^@?=hdTIB&UZ>J=+F7I`a-a~NI~*`H
zJr?@y_{9W}1o*1hsHlJ{9e1bQn$062H2&1~U1ixi86I<De||G&w?>Uve(?nB7CK+G
z8V-C`%dB>VxUn?3Q<^$QgTg9;@;<(kkyJ2I5kc2!qQgMYH%T70pH|)SLYT~jzZwbz
zPXI6OEVBU64zF6O2l`fWqAQ=LwPZR<nX3_xGzXKX5ApVWR!O6oK7DTPw6O{EZ?@gg
z*$R(x5r>!A&eEN_(d(KvS{8wEBJuu4Y;u$MGe1E>AvO+ZWB8WsI3#)bKFC%kss6L`
z2#u$}VQ1%^5Bx=CgKSaJ#@Arx!a;*lyRTLU+FxH^-~gx!7H@sWPQ+<wQ)9mGb1;M<
z#0x^&7M&ihe~usGQp{N}He=b8ng?)$#>jYcgfmx&jH2!lWQH?0qB2nNwY^)nqWN8%
zGH08ELy4q*&2RG&qco!{{XF%bR;^Z%6$1Lnd4Xe_$>74LJUu6(@Q1WOkff;YC?An0
z*}|VqmUMwWw`(>ToqYCWmtGW6Ym2hy(wo(#R`^sqD5f7r9s$Q4JpXtqgvxzVO5k9*
z_($-uI@c|EBdb2R`COxayl?yJOtkblXaWAnHnZ4}*@lor?c-Akm-+OImuF=w0gWTZ
zTfb?TCcYnl2@5u=@d$cPIH^=KL%Tdwltu=)KL2>lOPx~HR#rVQYf!)YA84icAe(xh
zLDPt_`rRi~F=}0#9xb)_H7N#xW2uN#3Roi@0H<oG6OZlHin;CY?PI?JWl2s4hNDjo
zE{eA`2D1c+RR+J*X86O(X<6bpyZHmfZgQN}TXUiL{Y7{{dC^wl8z6DeXQptJc0w>g
zSZYVA{Y^!<=wSZT+g-sZRN?qoeo0qgFjtlXKVwr8fI-1C0GiW*?B5oYJ5kQXmtuWk
z_;EVg<w7$VDy3nREb}hsL<OFYqq)bXqc9M2V-KP)$H_XB;1?Bvq>mhj`x*B}PS>M^
zQOnG<klP0^LwPQ}IEw>(<@o1BZt>7xMOX57qRnP!x4>{Sz8V_LERsE<yVL8F+q3@X
zDUp_jFoaoN$t(`lZ&2>e{)<>~q&W@KD}86SuKh1CgYGPb&W-w7?SSVCMGn1JH}v74
zXG7k;Kg>3k?oM#Yu`DyBkeYSo$>!^M{bRML%~_v}-$$|LoOYg&-zN*3kL8%Vv_Gof
z19X|2c(!jwHg3EmG_M1`@h^(oz8Dsu2)OwrdMZY;<^9uERe{7*q#;nOELET(3+qpl
z9bq!{LdEURK>K`>6Ss-x3j;o__bAHl+~vjgn}BUQ;mx5rKK{02HXrTCWFeyN^Apw0
z+_yYi<UB(#+Cy6WN3+aaat6Z=_dqw!&|&IEB9Fn$?He1A?4QcS#`8>y;%U|1Yy>GG
zABy1Nuy{r*=MQN_dcA=IsKsPo^Tc%>koMle`b1+m3l#F{MEv~)7B$PK(_Vs(&h%TA
zSCu^1H6q2m{GJOoA1vMW3qsikEaSI67Zd6ssfPCG-}t^tsiWYH33xA5<T$8tY$^4t
zghwi{b8Kg&rWiTXN)zqN4<$Dhg_1;h?op@mvJooIWq!CTRPbunjId`X?&5g@>y1~R
zi0eZav-4iR$nYZcem+Eg5tDp4Q8gXYqt-|&<&H{5wWkKZNLjM+%w0z;A$0t(BiOo1
zCQC8_R)FZ|2KhfPqJm*=%q5ta79Lo(x%=~#bX%Lt0DHyZOJ0wGIo09(9^ST+OMKW@
ztMA}@l%oPO=!>I9r)k;f^MQ>WesT0NVe#lbY^73~>-|?nDk>j;P)nop_makA35jbB
zm(7UG6}MfF{WgXod;e*hXI_Fj+oLA??%yy|uvUovVa$MJtGITaubrvt{w?sfhu&=A
zlwS<%R<XpToCtIW@oxuNonGH3#mQ!uJGWgUoCH`<<Ao7u;K}_FZS(spo`k%e$KxNy
zkC_`cclOD|?^CKCg&eXE;<Wb-Y)9tmI2P?XcF*!EoUTiT?DF=GA>q1PF3C~)ju&oT
zzH3r8)tk9jtEtE9ANIi<sbkIdXZr_3@GGrc?oUsI&ps^vUZ`vp@3xfbWrR8%+#H<s
zbKmx44>JS>i@~WMmO^W2KRh2LDt8duU>i+(5cWR1!5kTvoHON$;0CpZF5C&;I?qyM
zyC1VLln7)=I!gt`1`>uY89tZUm~Fyt42(Qb{AnWoT(E*u*;tk+eAH~zt&O!}K+SgS
zCHWOl)1OEcy`hCaGG?BEJb{R1lVeJFu-&lDR=C;YVV6^S;A_$l&&9iU;7*3Wt2EWi
zr2_0{<79Mr96cs(&$zZ{T$OQ!`ghUSUUkS5E9)6yFj+)8R22tzYc+08Yb00<*iiM_
zn)>`sNGYV2HgTjRn{5l1%yluw8h{L*q_Ny3Kmd@M@EHa}_)<n15KB)@&((l(vV0Ou
zq_0)bbD1%*hy)qI9juNjK`05Xf-F6L_N!srJ<9@k4q`6$9mN(vY`B`HqQElg3;H%e
zdBH6{E~)eXX080{x~S{DmQ~)mGYUZa!A7<E1u3U?E-zE@UO&L8E|rr%d05T+wC3as
z%2Vo!3b0I#>I!-&Y>wW+TM1eQWZtAh4q1`!h52<u+T(qHO@*1tY^_MNUd@&W`CX&V
zf=O1Ej-}h2RHJXq-Ku9L^ry|k6X0Po#H_1@sWc(7Z@_x*qJKY`Yu#B7jAA1QE9#3}
zIe+xk0)vRpp_G@`*LS|3u=U;{Qr5ASvY2ef_;Z9Ng0f?ih|JRQeT=g1i!8=4Q|S7t
zLvQcEuQ?G0phT4HlT}$-2cl<xDcTHP?!y0J_~sxeU2GHNodv!+?UP<~$K>CW!Um}5
zlP{dln(rmN-GQDf45k4nG=)zzMXtlBR)JqFdTr5o|I1lJXrQOhNB=U{%$oZ8zDhIy
z>xqE!&~MPM)$>Ht&~3!Dgi1*@&WHQzEytmkB~*Jo-Z+C}h~9C<zFwObhvSQhzz|6p
z2L50hYmL($QKEt8BZh1(Te`=<ICra<nbS~0sBataJvcMX{LOdjfv(-5zQf9!CJ|5B
z*ML6Vp&!pJf}vM&t?iJQ4^sQ#6U%@UKnm%|B-m!u4!e-b50&mD-q_HYSsGj^w}~!a
z!)f!g22H5kA8m0Poz!}^qkHfN+AGk!r3+u{sOu&qMmH{1UgzcHS!}UMd08*tLG*tB
zhhCDfY%TSes~M-yqGqebOVdcDw}FCbJLr8mgO%XBp}XoE)}|`-Qk$yfA4U-s3bRu9
zogI%5IiGJ7k58clT*p}wuh88Z>>M+)ub#MexFehFetY*1gRehWhS6y~KO_3)u@#oH
z&GYtfWi$-!`_Hm~RnW|^!{GXuclA0$Hg&PQoU<<cj2y0W2e<IxkH)U|Y^`6oJJh28
z`y^t~3w^0JHv>Gq80egH@Jl?ee;Dl?>NlS7vALDKlfy$D%(!?##=!h+Nc98;&vrtD
zw?%$q<R<v_hmCQlio?WJH|{*ksh_~%;acmFUpaY7S=7Se16i<D;%5=zR~BoB8j<m+
ze;8w0mcep3zN5b7+;cB<?+grX(W_AwOi>Z#vEH4#<L$yn1OGqUT|jLS!-GliTH27<
z)QuzqcZj0wyZN<)BMrzL?2I^ecx%FDm(O8OA}1gBdlSY-)!8<10XSc?9JL&}>-FMj
zQcV~NW-&KPe||q*rl^CqhB9@yb=4R_%oER%7o)LNF!NUIlINH_doYM0$P4i%5OEsE
z+mi7eM&GH7gC}cgh8|ByicS*WUk0b4z(6V87FTfr3^_EfrHGi!B2M}w1%2Eke4>ke
zaoereZY}5R{h?sMx<Y1@?>+k~L9W7z%m<j&aQ2*4>|drq5EIV}8rTya?3q2G!-6=S
zt%SLQ|M}ZxcWIe$Hr#^$mcM@P>~Pem?fZEoNnC6?^kp+Ax=I;98Zam_%<VtCmRWtl
z;P?HoY~p?M)!lk1=VC6UzBB72^_%zMcOdxh<qH&N%<UIZ?W3zb#i>M<e;9-@tzmXj
z*fD>{6#p6&Bc%AwZ|g76xx>r7n8iDilO?4^kCS@UTf!{)nk`1S>}%V0(S5V8Pgvfe
z$=|b$DksK^hBI*43L{pbBU-`|^E|vx+&^sIMI<sNT}wtp))rPw6O$UgYl4dlH4mTx
z;&l&QERgn=i38(n3^*$79Yxt{&kOik+Dq3{c<1o+Sg3+*y94=Bqxcnp19o4_U8N=P
z*g;msIS~;Y>sf)%m(umgs3Ro<R8V!)h3c`h?!);C+$<LVaV@3YN@jf9wm_QRC6eLK
z!SIQ5+&VPYM!HcoQcrX7-DDf5G|pnW7fM>Ec}cQVbf(dgok0?xSgq__;BMxg@G<S(
zjJ?w3?PMSXR-@)&R;OHQp1~BT-brg~I@2s;u#@cK8S~eAv|A68iMp6U_-R4%=cO;}
z84Rd7$zTPpsdfdeXo3-2lbF$QMq#c5hy^CjH`U+V&r<4}w?dw6{bc_>&I<}ckL=9f
zpxvRafj*uUv4@qCAnguGELk`hKiwHzV4mG1Yjw^(qU*8$nLd@rTekJ$i6D>2z~uV7
zrI?koxsRA;b{_^)-3|BiF-LAnE~<x59m($j<Vz%r$`4lFpKB!HUnr>`Z~!G=ra2sl
zn+mlV$Iy(dJz>w=<)mRN&$Kv*IeFjZ(emf6lcr@=(@wo9>XyfRDF82F<ODxaSYba>
z@MRgZ-^c6@*0mNi)PBUaSR(%;ZoiW@{WvS6_U>cFy`m0s`J}4S1auqL>MADQTo_lW
z;&dGmXDZnU`I55U$G`9n&t4WuJxv}csopTXxOgaxXkfCUR?A@Pc|#x3Yh?Peaddc5
zOO8}&d@3O8K|t&tZaZRsrg0MX31vZZ5v&adwkXYudXe1lxc9$rVC7m4o!d_Sh`o?e
zS#3XHNrX*p$;y}xb;YSACmjzomA3q(Y@y{QuPoTyXim*Ia&q%*@CbPrvFy;V8za1A
zKb_mumT?uK?YhWX$YZa$lo?~Zi8uOP4L|u$&>zuh@n6#>j=l+m9Q#MKSul%a)LY)#
z4}JTu2hoQU+@X&y0X01UsSd|F=bA$2lV_~D6=)M6gA%-3X_*F4v7tsF55}?jtalkF
zllEC2?b7*+m>0nGzJ<NNGT0=^n${j#L6VO-HL|*Nq-Jkla~z1XGaE*Q_IV8yKG8BA
zpXygoju`Kp>(;5rx1WIa#AX<RZ-&{tpUkMlOKrQkWe4eoF44+3YZl3C3o{A3v(m_G
zDE2XYEnj`j4w+F$Fgd5uri?D#ltcs6Ip|DA1`Mt_lWoX>BnV!1S=<Se@g9+UNet8M
z;6b<&KBa5?16L1&6-KFC#j=7ZMQ?h)_`XZV?%`#TZM!lZfoo8WE0!=g>@<rZ8A2N<
zk)UC?Ns88eO`6qF53k*3n+rF6|1Uc!G3O2ku47Bw>Ik_qO9%)rp%9!yx!ml7S@=Kt
z5w>oxfw6_n9AhGp@EB*?anGoJf|&UydlJf4ma<wB1W*sI^eF1ldnlr!Yb5;AS5B0U
z*HhdNw3NBR<&%|zAP*LhaB~`My;^#FS~9R>74uv8_7c;9AfBb<^4do>dle?Y{*h<X
zv}ceaw0=*#`A&mt8w^h>;7U)O3SO&Hi^}up@2xax@Tk8$yJ_X;vi~wZR#msjc-mVd
zEfp3z7x!zeTSeGSkkvdc=Zm9&+YwX1DzZnIoh=Gf#^{MQ##<ElJpN`A`iZ%k!>{y3
zh~*($BHj2$ij4-1Iq(5@#CwlE7FcSru*^7^iVLaS%pv>o%C(r$jxs+D%hH0O7SJD(
zLPeNXlNIYV6^gD7vTBA)#CSXkxjuDlyJPv)llnzl{5_qhIO><T<7e+WlYU`6eZHNc
z6VMNDb1!UG+w%KWXOu&iqGrNeKd;cJp)W>Nn53g2T0IW+P4Y#gD&-ho+@nu=+zD=%
z)ys~{b0F!xXSAv^|8g39ZH~C<a;HtohNRT4e=S=jaS{dFhhA9347syG2Ay!%Rl4U%
z&ul;8IBB2stes-359ZNgNyR7aH@vu=yEadWcjEW20IDNk=p<*IQ6T$GOLDUghL|2U
zYI8bF(z1CoeMKX|WJ_g4cxU&XLe_dUD_o~1-$IUID6SrE_p~j|PxEj3fwE|pkzds`
z4V|u?XnZ=D|A&tMOY4&R8u*pwjqE1DKqpKbFX7GiYEio$&)lsNZsXUe&ZYWP_d)~v
z(#i4s_(rt6k*AU4hpeSAox_^={bXD*8b8u3{(Zkr#wMhs&mZt%X_RDMvt1v7chxVC
z$KZNT^0u7Bh1bPWe@yrGd$u%5zH4I1x#L{ZPnTb6Q*stY#(^hhMF;6+8B@BY$*<$u
z^+Pbze3-Wvv#dr_q4+ek<rf0~Fj9PrTLsxxJaMv3ol<Q2+82wb`c2*#G+VKCPJ2BS
zqNI;vrBO)a*BLW8<Ea=?tdkH+kb5DV&>yMrd(m`pTR~KGAkjw@$Xljm_CEi4BrV!Z
z4g-NBwhQYtVzPQ+Cj7D}<!I7;LQo!f9WtRC?^J!#>}&e?#$+gs#3e=I*33a??(;*!
z|59IO>FLq@$?*&Vtx@0cu-gl|SYCb<yy4V_xvvRDes9))GP+eVt;Q>*&9WnHS*A|V
z555t`lW`nODy0GxBKZ87?i-B9J(QGst&fzt$VD+{HK$23ipmtV@ymAZ^wT#*r;-qy
zY9qSCtRs^FM6rTmj<}_A8Sf%Ht6of@2{B?Ui!H%DtCzoubOPk(3*jmJSbQ0DS}5+u
z&j+7wm0Fu=>i%J%gpnRM?nKd#1ro!wckp~|VZ~9%Cv(_2Te51sO{H{QPBsFY7Q^pJ
zH11;9!kJ<_x#hkoceK+IB$Z0M*l8}D7Nhv|;>tlx2b#RJb?rHs7?3MKHN$4tq}|P8
zxtn31#B>}3pS8Q6KJ;Z`#o*L1Dec~UBPz2o-S~WFZJGt~t}j}g_Ot+9d_m&01zs%)
z*-<<$KBCW6(k&>aGq!>Cay8BVq9)ydcg~akN~zSE<7Ig^#J&1Z-e`Qyl}pnowsEZS
ztrR0az6Z9iiEqGao@>QgF%8GbRg1Y9fdGoki{q7X=-pX{{$m{F4y4tyL04oQLhl+S
z#*R#u+bZ8qOJ=7L{I(rilCmDg;9LhJZE4x?^{k@VCUH0ayv-efU(->C4x_1~E21+G
zivKWDX)m*q6-D%M(=C9(q34ujrX?e>8qxX*J=tl1h@TdjzD%Y*3B~c{lbg~HfTCru
z8CI&jH(DVnjT~&HU#0|_=#qgr9T`yr#>p2LD}M`71_RJLs!Y&e9O+8%jC)F>P?ldM
z7dT%zD>wP`G96`UOru|6Whx85PI#j0r?W(xGi*Txceb<bml`9;p+*VUI+h>j#1~E6
zDTm6iiVK@vH%l#RYD+arK#|e&UBH08&v|d0)K&1>ZTZ@zASzBgpx5dU<XhsCfClTD
z8Y|=%<jY<i6sw5ay-Wg$*8*#WrI<qooQ6tu@Z;^jmW{WggV-gLt1ent^e2e8aad7O
zlwpU=y+@)EY-a?Nin6Vu9B-B%_1#79f#n(1Xnp)O4ZrFA<J6yJdJ<KMcrl|3R-%2G
z+qD3tW6%n%Wj&CB*rv>}6OnXoRu_*uuI+)hCt6Kw17w(ZB-<{TC*%HGezmJ@{*nh<
zDAs0o=c}0LWRRqG*igpph+D6hu0}X4Ni63Vju8y}H7CP<oU(fv`A#WVv`8EeXERXG
zIknT+{Z&C#qjsoxEzVbOgQ~~Zvwxk)b0k7r>9a&Cd8*maN)+Y|+dkb#LX}dcEMC7&
zK?Zi&2~!{D+${WN(wD-Kgj8Va$RP;1nJ?gNa)q2OjEyak<*x2k$r?4zJY-|BG!Uzo
zcR#&Up|l-4DLqxtP)ULSXE8$R&F~(6hYUT<wtS+2e^@Yn6h7xyDiu$cvgp5}0H~~g
zjJgEfj)3Kz+(P1QgYOAj`EpIxZtTN7eA$i$4#z}+aELprD<^8~wX8k45KS_o0syAp
z5ka!9tY4HuAiSTo-psI2I4GcCqENOTfKn-@ES6~vu~jzWneV4LDR&?lAmuJ$$W+AX
zJW*Ma_Z7n2&fI@F!;=PIxJ+>nK{%6S1I`1ZKA@cS5p_50VWlAO(Sc^JuwNt&Y3;0u
zt1R8dY@>Gno=l8m-;OYn{M4jw&QhF?_oYQhSGXtul)#=EwqBvgZjhvzX$H3$CLqT$
z$9XzlDX!R#9MpEeQX%xH=ra_GCc%WX^&I2MngfCnD$2s~TziD^eBpJYvn7dZv33j+
zE2fE^7SKBCg#Ono=41Btzt9?llLHNf@rqZOJZ^cTgw8U~E4;0h+UxR%67P58eD)2i
z(Uvh=S;tvV{u)qvCGv-*>PX_G!*OwxMCF`AhrtE9`yr~b*@&16Mgaqd<L^l=%Do^n
zXQ^PYPs&n-;-)LTxfAj$-yPgG5@ZVAsca3Kv^;YgHcL-!aVGFig`qvC^0g4LK_CJM
zX1I`@<N+f>qd2SR4CYVxK3&Ip_C$*fRb=!fEZiLwHq_opUuJyK6?lBGT9I1L`&=>Q
zDRPas-c?ln(MWJ(PB{GAmu_Q4Vl{`zU0Hi1NY^vcfTZ@J8}CUc*Z;0D#jV+Sy1ozX
z8{@8NA<3SObOSFEh`;*UPQ*N4It}rkD(0uLLNmiWzR6LO@UZs+Qfn8qQ|umNS%<eY
zHn*I9V$}yXw={IYDh{N?6_!Sc3fL$MMYgwlQu<jKmHK4)NngL&h~p~q$#`$}w=n;Z
zF@z3uRvC4L()|4y;>dUp5Yn<fuZ0;Y9CAri^P|&D2n?Q<X&zhx$F)_{u!)sQrbP16
zl!i_d`P(;(#-HtOw;fw=mRVITcJ>lsImGfw)qYgaV5=sK$_-R<0L3l;kJyMeplrA1
zJ?Btk<XmT1=0IVvN@%md{_+K;SQt09H)$M#1juuyRi#4$*<{KGg-=9U6I4U&n+%Uj
z<x|b{&*HFmMTpMw=OAxgKALxjkB1(qBvt;7KRQF7hh1|&pHlN)yuAEELF|ohgR{h8
z%E7s~{6wSzXU$2oke5~p5AI^|Nk8jut#M&a&U8!?EqW)xCN=ZA%Q>8`K~<fbDjk5&
zJarb&vCvwn+3uUzQWd<lniY!X?!fkzrGf(t&Y~UdHw-@%4-?7$Qg1ulsI6)nTP-NQ
zxBylzqMZjRT|=O<zE~tu4EFZ>xRzH4r@#Sx8Xb$%l2MW7>Kk@}sbnUiNoPFVL`7wU
z{pTfN1R#f_FA$^~nNhpItn4(%KIM5b8CcQV1{`K;O6y{o*O>iJU^l*P4yNXfs6#Dw
zGzNWqtnsM1Cr$R6_Z%@)pwf#=O_>iXJHQ%2zq6!oH#iSe(*4t&g<4wf3Nw~PLg63A
znbAEQ5kOOYimrVWd|iot_?}Yr9#ZZ}s7Rr@V@OaTmk2OGkv~7j<N69H{3KdU@9$YS
z0v#o)*DFL+*QXWau}ar7r+b#z$+2t(7NR*psug0uK?|PGA`#ccAJAJ!r1eCR;wQCa
z!8h%)Q{k3KVO`HEXEre*oh~!ud#gtcidi$_>TgC};#x|Q8~AxJC-R1Cn(jUp^trOa
z%M#b|=D1y98<2;Ao|EK?^zRhuUZm+osZIrCHrHi}bt6nJm4x-ah!$`zfzY`OX}hj9
znAfC_x#kxNU{5i$Kg~1vb%-P3Dt=3=_g(Ie9Mppq$kTAd=CrVb=5KlaVchAR!Q2P1
zz2I3>oId@R-o1io8-|7RbD{jN?}@Ac9~T@Tk-YQya7o<+-6Wrc#ShbEH(A#olZfj>
z`b(_5L|-4T<*@OJf(Czw{l^t_UXW6ePXps_r7_m7tI?|Bd@yYa<ZF;{Zx{&y+t6UV
z`vO<$1M5<+v6xyn)Bs+b2aG*l=T+=S)T>(gKD$%4UTrk!Z%!)j50UzftV4$f!TvzQ
z$R52Kv=HD+&p_K{Mp&kcrON=%O(iQ{GXOGkyqiXDs3$wZ!nn=4h*sx`A_e6GA9nNS
zSS#}!L1A8W2a}{nlPIySo59&98jk0EtwVA?pSzCO&Ed2XyGas*ty4oQ4Q@yu9}@gZ
zR6Rpdx002Gtqa2iAgq0pFE6TH3lXCqRgZ$YxH-BF|8FAQq+u$23=?MwLoqWF(%6zT
z6SWoZ12qaoYY<}D31>S6FwFWEm=~2x(-IosSwYX`O+*%dU#~G<tUKNb;-LK6y?HXb
znBbk>GlKqX2zcsNF=M`MkDc&0{pDAa49S(Ms-2v98C3fEdgTzI&cb~Mck-$)zhMqa
zV*$X@y^u8~g4W6mm1x_-aukdc2GpN@dHz}IYk|xT;ea}hCX1M0m@}Fu=Ams#nwB`h
z9bJxDs&97KP3&<&(cqxI4_W5k72bi!>X@ZOgf%DjRzoqvysBpzWLPA$v8WBsCVw^T
z^zTgITp|(;NQu1l8lLsYixubyGMVtmf0ksoX~<<4gtDI6=@)bvwy}0E^qy+2Yw>@?
zOzW0~$z$NaD&f*1hqU8St(4!-jXLkSC+Rcg_2NPY7xP^I6Gu#pSeTrhPv&}n!p5-l
z`Z$&U@*6&1*ZQqs;@r?uI_?dy7x)cG@fREQ6sX3v!}X~C@S4gm;kSxv?|gx)7h7rg
zmN~9XFLt3Q#{dg&R>2swaZ&XDQ1+EUZS~)}xE9x<#oeV)q*(Ca!QF$kxEBf(30?>i
z+#QO$6fasFf)yxG+@;ui^Zw7wnR7nenR`EGvNPFx|CX=yJPT27I9=RERLKw1X^e=*
z?+!tTF>`ZGGKx&LszWL9drRjVp)gxsYTJxS)GX40uHu-?LCyu?3w8TI^dGPq*rVsK
z^|`gU4%6a1J8L_8)4vGjk-7PV_vrQ@CqU@hpBuSg@U5usR9SY@ah_!^C;P;R9jW``
zW{d&bqM*VpbWTDlUH!L;WUvI@Rqh!@(EG}?@OC{zYE+Ns-G=ZB0s_P^oX0rJk4yz$
zjo<?5U}(%-ElOEK_KE7kUh8p@)Q7MA7rOR6nFL0aLlJjQTw|+f`KXK9)-}-13tgj0
z?_vpV36wWpEm4hEx&|(mkuGssQQ-6sWX^alfXw%jW6fC9Zy)eq&p^J4-Q~qj-#B%O
zOrE;`-M;}nZA%i2{(}UFG?0ChoGlki>>51~R&OT_1lWkyfMOa9ZtM2atK)fn<iCSr
zdB#e(3fw;$MsZk`y_LHqF5cyCdDpyBqC3A+v1Xt#x>BiRTi8xIDEfBq+aclH=Ni<Y
zwhGYKT6R{??9pj^r|*+LcGyB>suqf;PbZ#2_8*!g)YvaDf4yfhIa9i}SN=2Q$~9){
zS0r$(>6k>g`_x_|-Ykkj_}YbB3NWk6MkB`A>|vaxgUZ!Oy2R4T+X_{Ojvl+|0I;WQ
z&R<j=j;lv&Mhks(!VqwS`KY%6ey_8kz7FQxy|dC5c{f(g>3*Nj*{(o6&$+z^wT^y2
zMs;m8K{jMRik~^fG@P>4a9Fvtk~c_O$YK!PDXpv2ui)hX^Mc;617oVCkg70V<S7Sd
zUui65{KV6(?eOossOJ|thQbA|wId&C%jPS^&pv<I{}%YZN=@jsglS;(U&5+M5*GWO
z4V;OjD5+y9{R=LA4QB!hCMKD{M2rig-!f9Yvui(Z(>lY_u?5~&eV4V6D^(|sQU2AN
zDJoN(r{k5+<0hTSY_I+(NbPq|k7o5L^8Vs{vvJ_4!wb{oZuQ&Uy~N#i1n;BJ*~>bj
z19UcoMY~A5CK(*kBT>G5ZhUuked8B0hKINHY-}iUgP>#i)dl_4y0dlod|&$gP5eO9
zN7|^R?G9qPKK#`WaKY!3wGPb4US6gs_nZ4t{^6~(Ux~{%z9ElO{~#d%s|rL&C@9FN
zD5xm77zn^BI$}ix3Sx%_8ZiT*00OQmqm54bMo`NNfmr<)uxeSbbuKKYV?9IGa3OE=
zk>4XUEUEuLNL7^oLaJWP=(T=$!K2C!Ne;ojsC#aHVxhV)KVIza{&{%mxmC9%jo|le
z>5XWZCizK#h)yA0fV-y}jk52T3Fjs@m+BR(r6Gwc3mAq2)fSi0=@<t#kR|s-&$Si7
zdM;+QW@jU~IKPt%*sS>Oz}~!HU8icpz-j!fQ9=oY)lOXr2-yBIU47y5?QdKaBgeFy
z%<rL&*1u)<^Vy!fO&fos>(O*$>i*^{7#WXe4OAy1G5;Py@{RStx@|>giK25X608@+
zFn!(V;0Mp*bHhiQ^_R%3k~o<z){QY4a+%cc=oVOA8{w;!wuvd569I-}4F;PzuV!>W
z9q~Wu^2?^>(W+mNXw^L_wFf#>Fes`w8cu!8DNH+6zwhVg=)i$w#FE;SR-xhhM<+GR
zcfv#qCv|_{!i*a?oY~Kp`A-N{2j}P7+z4G|)1YQ1K4GR=snJju8o-Y;?hluPL};ei
z<#S?Pot~M+g*1Gu&Nt{;{f1$0Vg^GZD)E~Ap~gI~X^q10hRr-pR|L?i)uf446NY||
ziIi^a+=m;Lqj!-7sUmu4rxSp_gF2fg_M7NNkj*RoMxb78eJh4vApSci5efXU$1$(%
zf%eYvoI}?PSlDe&@dc+$Lsm-wPz{%Jn{k|v^ju<^Y_mNV$K-18TvA%!Z<U0H?yj{<
zxst%&sjwFViPUz$lWvAF?ha~+ZF43@)Z@<jhIYFHyK)}R-$c*@GQ#8$9%4x=G20(8
z&83J5K5{it@*5bShOrit^yNAeo`lO7K*eFkR+PjiPG#5=RGqJCpAni6#Z&bzQb<#u
zweWh5^)B2bcwefJYgyXss$xJ*kK%`NJTOEeI*lulBkf(}cfnQM3lprSt{Nlz;tyJy
z#WwAQSYhmOqM~RGWr|mWhGEuDJwBs_jFaBS1YuuOS2vh0nqn?OK#+PgyU{_avh|2u
zN}Kl1A@zsvMnp_n1YFcwsX?dba6XsMF%_Z<2ZJT6?O{VFF&AD_&M@PP*P_ergq0rl
zMMm5HBu%8@a2{J4)j8Vje~|E+WfT4sp#<@ydl{9M>US!%dxneL`H5@=W&&(;?O|PN
z*M}N*u#i_5@Ha7;!CRzpSLhLUC>$2oL%3pDo_y6t=8W_GwtAf~-WtkZK$*!*NIkh}
zMtht#p(d@4-)e$8mpfl;zxp+iH88wuK8W$y2h^APJ3G@HYLUF*Co>Pqk0sVyb(nIQ
zv^b5c!S#v$9Qb{7n{%5FG2qGFWZ|&DUiCq4Kr9byp{)WIU|l=IXIV87NMXeqWVLqr
zkwrAA$NUPfbCS%OTU*2e%MZA<^dr@Y*XFDJr8BEhIozk%#N}?tM`~v|x8A(*0Ao{G
zn{waFIC$8|<Y^%nFT4#>tU#idzmOt83LwH%6MmtcXn>S(Gy!#wi~H)y--MAd+^6U9
zxlA-F7`{VJ+?q6EEQ*fhte=afjSD0%NEaMmd~&%?74bXcUeM2JkGC=QnAz;F?(NXW
zi*K70@pwRwxrq)#Pw*)aY~uE?hgDRBV5CH&$#S<M2GHKbaF<!_G=ZX0GQLDr8-xVu
z*cVZY6Z$#KqSbN|$dkDXaOXD{Pu|R2bq>^dUMVt3nDX!W8A9rHX&(gEe&RD0qY}QF
z2*E$32)0!)jGfck*LJ_dE~#`HIdLbl=AJJ-R8H09sB`>NHB+Bp7ZCK8xbimUJai1J
ziU6t-sz8J$OX)_L3p%wltRk}{0oBwHM2LU(B(tuQbN`Wk2#K#kzYWM}acCn_{RgS^
z4TcSEhlDlbwf02AG{GzgEQOGHcr{Hlrflh|Rq9d`&@QBDoy@v=etnA<)4!ydfMD=~
zWRq@kjSr|;)PGs$-<`c1r(zb*>(CkrX;^s9#zh<&iADLlfUfR|a&mD&$la^gTclzF
z`cAdyoV+YfhQBBIP%&Ib)S4GS!yeX$#yb-|rF5Qfbc7bjQl7ldTE6{kNtl7bu!jam
zuvHWMQe0ZdshFr3>e@D`s!eGc7cm#;qfvN$g0|pa6J1Zv9=ED!#gd>dO9&v08~8Ln
z_7?obd)wvvASl%9Uj8=SW}UrK+nlvvfr1q`b<&>4tPrG7n5|?77zer)jP^<GstDhF
zH*~tqY{Vqe=lo9N5M8t>>GUXTDV0x)*<1Jz654Ila_v1}eQXX6h7GJuXhyi$7L6YX
z&ySHf!s@do0MO_W9CbzKpveu+LGyG^qtDjdfIp|rwR=$m^V0etEse`nPN_tG{4_Y{
z&LaAS39GIm!V=-8aJSdFG|7_MdJ<{*CRUf$f1haC>u#8Zw_5*uhZ=Kk8rF51%HmSI
zrbb*5+a7_}ql6)Nhn~M$q~?I?h24d(D**usf6~bQesf+G)6MYo%_-#8PKYi2-uGDm
zZT=7g*1d;Y)7`MgIb?{|t8IolO^+bJUx`yaB(1$Y;hFE=v{eCCcWILD2t@9&a*j8P
zE_^Xm6CX!NkT&0TqX6R2Ye>3+1K7yozE?L5b^5yFRd(+uNU^H%@xStFO^<Gv&U(A$
zNp;)UN?cEI?-CdH+C0xHr$ETUUb$M$qxpi<48fL+^$lM1nY+F^Xl(ual=ZUuy^7Io
zU}<iq8Pf;;(y5CKc2?r0WfyR1EzWmfDe{CYp%<CeD9OO!0v{tnA}C7pw**9o468&$
zPbDxN83(iEUr~|};=dC@CsOnewKfc9OkfKS9|R0qfaiWbL}4|)B>fU&c9_fjls5T(
znqD!{VWIBCld7v2g>le4p(tHIpK;L0)p}^KG)`l7f5RuHkyD{gLw2w*TfXnJe{{W)
zg1IkHqwXo@EybCn@%LdnKZF?2b{Xs-kO|2sN|%TN8&=_)Fl&j*pdIdo2j*9XzsGh&
z8RISkxCc?`rWjzneEN5u_pheOE|sPB3io?8;xygfYd<_=#(5Jy6&%BJRKe+<n(-nd
z+;4*70EV%oUW>UXL&~v8Bl2Ap=Z}N+)mw=I1_jGK_OVVjG0twL+#pCdHfq=W;rL&!
z6EgdT?Yu@K)k(qe=n7xTTag}ZxIS@Rw)J79;JWkt#C{W1)rX+=EQIcpdd=^@8P;0H
zqt|Sl=q}`z<=#deWb;MAlBxpsFTd<Qjndbt1}zv_Y~F{+eX<x-ne$treSTTYSQ8YI
zCLt{VRR{P^w<TXf)qMWSuSgT3-$*_nMB{wBPEIZ^^YQ2{pxpKQ7ttG6Yd!w#%$&0x
zx6Y?X1J~-0b6S;L8#8q_a7<R_>P)-s#&F*HYH>eCAV6U?6DSBlkT13KZ|J!g;#&hh
z8KtT^L)r<MK}YdB7({!a?qvLylxczaG%^B`AWTA<M;(8!so>uP69_gw&G6eGE8pCw
zPm(|o*sMfrzx<$JHXc-<l4jBHGygAU=i|-IqkXqyzlhQA;Ejdi?M=dekka!8TCWD5
z_Yf=&O)nwy1S7xkVbnUX^%L!c&A54RMN7SX_T&9vJsz;WyU4W15}~`HUafkBC$wA5
zHD|(qdXm?jUpuzmk9_6{L9;9Ah-zSuX2e2lY?PZ^bh-1=CR8Av->7dFP>_{;b6F`M
zrY++8;cs^ofC#N6k<cDg7Nd-sX+PGP*)4Sr?@3|FkMQrXCPyI<m{yxl9fihN&@EW5
zmed_FzsSD?aBzCCezVcKzq^)tHAiB+;&@G;N1qm;SNdRFu;%fe>A~yd(j9BWk1fQK
zOb^Dm`r>{UeE;O|y|AUxE^6QX;l<-{NJCeugD%FzaM`G?plKC+O`rLa0fpbtjym+e
zZ9b*{85$!0^gtKBA|i738X@j#c>{7k5n38XlpM}p<#MlaELMx0i+Bl;cjiLQl;oU)
zhDC(8S=QAc2&;XuZCs|c{~Lr~v5qbyUN;|JuD>(%_=%8E0Zbip^t(QRS07+@&X`T%
zA_1X}mEA?Hof`p%f9*m7636Mwen<oP=?~whzi4WPH{$}1y4-oEqh%={-`!>5Pm|2*
z>Y6UgX1YEID`*n<2pu}~D>k}0)1G_Yc?)Rg?ZuSNxUPEtMRC^YIO9yw28hhY)%=()
z)3^c_yn|$>#$6n7&EQEy&i}?|Z74ArTR3{Y;GJ7hMvwZ`7HcAoQ<Pch@-{+(kN)cE
z3V8%<=e1fw;dX@@KC*DhsYyJf=?}{a3WQDj|Jeu@%)8G1B$>GMo50$atitCyzN%H{
zWlOlyF1k5>BPobMd&^F9I{;{WQayywUYnx#U$jHKsB1lK?gY5D5e@*>trYbrawa^U
zdpYJK%2*9LC~q8)v-@O)@W3*H_Vo>0O2zWY;i3S;syS`n2(dGYj3Rz!)O_jsI$245
zsWOOW8Nb;dg*A0lqIN{YgnVLLlumia_gqx7HlrI{gvhkREAd8L?iDK!mmzDP5gUMy
zs`fTXp5@;oo^2i_P&1yqZrgeD=I&EoMCFmNaMJo}>jENU`?T{qHfNIHMEKW39liVh
z)%4Ch${KcAn`0Hryqow4ectBkar%+lJQB^YCau$lw&%^c%kbOXzDK3?XNH|3BRdcz
zimvzK`Pt(Hn2tnwOQKd@AiVGEzS^{4{s7bdaWZoF-n`uZ_3J2*Vv3e%zSzi8m=Jde
zQL7ED@X3H)u+r6;g!e3Ai<@+4-tLmDnNJC{(L<?o9SgauOiHQVIkhDx6y{{7(xe&D
z;5C6ZH^*M*2%F#3ByJvsbes8B80lwJe24xN{WYLJb*@%T#=1jfJiIoiY0g^Y2%ID>
zI1UgQ?P>VAB<e{<S40%<^=RX)t;ltTfrvNE%NHKsJx=mWMe566GB5-VcZZBqwR*N)
z5m{qbHq94-_wejehI~)$1P)gBj7;sO1?HFp*oJk*7`d2kvx1BJ1l>i%F7jv_=Q)BI
z-XFZrdyxhNSea)ZzQyainBEl1ZDGt2^p8{w!AJD8r9KffbbwCmj-_6D!f-|3M;AIb
zTTnInyaP{~#=aM~kJYSqxsbtpZ@M&NM!xkbpJ;D{_z`xyw$9P+T#}OOo_BCN$x;FQ
zK6(Q?3ETPRzIih7b1}{2QKR3PmhP70>`2$XwQh5I>lyo~q`KCdt>NWU-jwf={>fhp
zmFn4^%=2|HYJYv={Ckq;cLkh5Wh6#r+Qx^Z34zZ&V~T!)9iUgE38-<e^|KjrN)cGn
zoGQ5f$ytnj;59RH3bnq_ml*JR3PC@o7%tUP+ioFw<hP@6&bjT6g-$n&(<^0;$tMo)
z^$e306<?A4`p)MHO?eAQTgp;N1qt8$(u`1=6ku_$x*<|zEofa<CqgU#Xh{PwrK=R6
zMSUxvS1_oX2NqK8JOexo`mCuO6)(Ok($0PES@t|yyws^Yczn5f79cP-MXm3oV`&z_
zcmA|(U}Ef3yz~>U)%5VM4^YVnNMlBqPEq=0W@IMs^W*V-?^)M^lkf}5oa)7N-H*9H
zQ<b3>@x93iw)I74SVWCe**{29LUXd-UZ$@Hdy-^Z3VtKT!Se3lj$oOsvtMdGM3d%t
zk_0Igp21-Ev*qW_p9sRm8ld+drL3=>s|d382`R7rL20t6agh$I(r@KV6}JvzI+njD
zBB)^om9K&d`7-RCYIs*Mtq2te%LK?7uNOt(_X(#@0uZK;NmyZTAn%AVS)ESE39I19
zgqo=S6J?q){W0aOBaKW=h+u~q{~~<?;jOvo%rpMt?ukbLZc~IqdN9{h?omF;+4yEP
zEi4(<aMP|L20#;Fu0l>OSUrt8L$&t9?{{W>57R_|?JNO@H~KqT(o-7;jVd5%9=<8R
z(UZZ30p|~H;lCZ|*~LNZQlIqmwy3@SXxld$T_hEuws!719=gg&F`Yb)T(kOp$Z6X{
z%=#~~UhUF*b+2UqexdDAt8%Kk=r-v66QbE!aVsGrqW^IuBaQ260~YVR?l$<hUf=15
zGfDuEN2eLy_yO_Y<DC19oH7Elb347X5e?lnWHzii|3+{ncYdnMkw+gsh$G4_hE+uN
z+bqY&zex~Tf-`wCLgG%~7>E?A?`mLBFVxa&Vy)-i5X-O^g?$7-H*24sNYp(Rl1E=n
zt1znvPnr+>OYex7czn=A?_-X$2D=6`Qon3H<h6Zr&!``#%gj8=({!3Uq*veiIgQ^-
zuw(MHfxrR;h3p)qJDs$Tr)>Vt%wG_3-ExTBITIKcB7Xjr1|~dM_<1#5wiGRkiMj0E
zO2y9Iy_bValUb^cwXIvm@XaAq&)%$b{0tW0E`g;-&a7ZqM9bZ4^9ze_x)`n14_cU6
z)e<U~w#O;+Z6O?yaGBLIbWxSOX2la+%f8EU-~G&3jY`X1#m0!1fg@<wLT$khh!IFe
zE$cD*2pHX?h7DwzvcCeY4)zh%f<BJ}ZfiuKylHD?olCv^PY@A;vfxp>_c)uzP|wa2
z*a;AUXKCBnye8ji{eX~cdEL_bu?@`Wr{|FDSx3(-o?(m-q6gJxKEUH@-dWzTbF{NB
z`>#vse~`}T2CB=3t5CpA=dWG?6-%6U7X2nP5c>x7Jba2PayM)aPf8Hm;^vKf{bEtJ
zDYTDBrr{<UBhg8()J~1Lcz?pZ$^GJm+fS%D-Fdrn?oYVpd#f*EXt1EPYm-t45n%ZT
zsYgKk45KjbMsY#EJHh%$x}0~7bsM6RSiRBdzG2M{VZ=`yiqHfQ&ePcXMza+UE(E+b
z1r1s_nG4t4e0xfq3IDxt9)IJC+!-SNsdja(lm5x8N`rTn=G)lq{^nU!q7{uA&+?a2
zwU!;e(eiC@B`n}JrdCGAF_yIQPRJwA@G$GrTFS~#a9sZU8`d$A+UvTeHB$UpNGYP+
z(FyDtG>pYhpG@W~b7@&9xBZ?bj>wVbTDH}RtmRM{FmQ!@&Qw|unNm^7g2NO8&1XVj
z*G+qC4_Xa^A>rLyD$v97i+t^;<T;Xt`MbK`vbR!NlZuSfxB(}r;Fc*;H8=8X{MjQP
ze}gX5+{^ZFbQk4t>pGyjH466DPB?qMZ>THLs^HkS8J&;ep0ej(6t)~<KNQJe{~k2N
zU~SsHK#FF>Ze=3rgD*op_$`&IX0jx)FbV5m_;Fhp>dtrP_0D$yQ^0NV>?wPBaM|CT
z>jzzxtL2d9UZ!JxLr%H<S-;yu3r_{*syR><eW(0H!CQQ*-9{p7EY}(_R=?P--<hsU
zjW2^2WXE*QCeaU9;C_52V~Z|1YZA1@jen3RkqN+n)yJ6gl9FmN{C@B(NaH4#PGX3b
z@2X`B1rg_Pf79!X3q%w@hM=8Tl*zafAFcV+J+X1=#?z1Uy8h1fuZ}`Tg1b~#;YvVF
zlx75D+M(vrb!qI~A)=m8e#>KgR*(u5A?)^I%MG%v{{@t78A})tzVW2iVyC9)0!25P
zl)v*rmdKR*>S3Sz%>a*kRTpYhRS)Yf)XN}5SkW*Ot-uM8*}F4;r~BJ10paVhB}Z5%
z&U@l+8~SX9d54C{?@MU1rh1{)&L%u9hzu<T=PCnj4H-our(OH4P<E3nBI0s!0lX$s
zWQvRK3RFI*e%_P%9&$pj>Nq7Ll2`rdV;oH&iED}4uupTVuq>e>ppH-I#YPyOGZ}e8
z=Fm?@VFxZPb>hD7mh=^Hi0ZNyp*Hw8m!#zrZ%gK>-;5M&Y#MW`q>d_{caqfo4ChwH
zu*=`!BHuY=i&pP_^*j3CNSY<BMt+joATNVOoF|1?(A6<a>_>R{ZTE-!Ea}Y>F4tNr
zCj-~hUZbby$W<Na+MY?JnH-rmqUNI=<2Xh{)m1>Esb1KHZ(qMy`KT%)oN#4g**v^4
zL(VwaZmLOu!FlZgQX%Bku&IM_4jQ>t@H;CrVuf-0U<q3DyIq-8onuB>_!qjVW)O1@
znZuwL(k>t<Rw4h7@PaqK@lM?2jR@mI2DUq_4OUo;py(N%X1jVYFnM8^?t1w&Q0LRB
z-TD*ABfd?gN<$e-H(0m-+Af!IyDc`;%!&1e#9Ymgk((o#jFC_6_<ZRIdZ<|*HaYik
z6^rch+{|op7m{MU2g8@LhgurO5?Q7%b-ANPobi?odfMCRCD|z(dSa~Y@ORXC(rb5q
zfezP6M#p}Z03MxXUBS)#t7sJ4)(3zYd-`ao@Ft6G!pHU}@dp#5$F*lfW8LwV`ntW<
z?<N)WO%drXF+yi9@Q{0BPC3Qkk>vs@HaPQ)Xr*&fc}j?kk-NDn-_0*=ae&kM?<3H1
zXgQk2rmR1WqDfx@yHpvLrn|T2WadqFLJY&orDH7CPJm@SiR`pz#&Y5w;c_xC(xhZC
zVuhE*<tsgZ8`R_cXlLy->^z~OryY*j3>NeG;L-Y9X%=4hEc7z-4-(x_=6Ph(4CLt4
zPMW1sR%(~Z1OHWtDE9f6aQo3>>>Zqc>j2#+H>wnVd2hQG-<ftI!-6GiM6oNc%!sVx
zycP~xr7wgZ{OtfV(N&y%r!1!^zp>IQ&LlzCp=q$9jsb+xz%t-eSVa_SWM`7{zu%4R
zl=?#is4>GOrD~$XX%Y8yuV!-itTbD61gk^cZc5Jn_1OK=Gg4jrWLXdS{jnhn=etiZ
zYvWxh^CAjJVGhI&EOhqZ5`(aaLQk12c6r#{%c%!JBW9p|pP_50v#EQu>6*uk4swj^
zSdj~8T0qChX>PO2W}6m~14eh#3a$_`>m7X@B|>AyKZi>(25y;VU!%g0c7Rq7^Pe29
zAB;E8Z}M7~UkD|U2~`(SF#Rj`X05q}@571XrC010X2k^%Q0vubjynbA@pjd*qjO^e
zzniS^MD8_cg1Svg3hAKWiG=tC;gxV-E41X0!y}ex+OH!H-=^JX%}!|(1)z+<aKdB3
zT)Rg@$wPP0l~Kq)K{OIGs1SyH(%sbS{7L@dnf=|{dp$%);=_;NMB}Vb0dgZ>34LbU
zX#ryP!CvjHy3{LV=HG+FJ^vnk|6O>-*LK%Hd<DsjdNh?GtLlg}aluE3zrJpY0HNw7
zYnfq(mY{gv4Qu0G9AG}#B4ebvT3o=Iva8>nUJK%mx7(?@L;FqKuV>W>ItRKreV_C!
zok}Zl5c1rsd2sAf5c#U5QHO*SQCDfIVYgUEzdfYpwc&F_gpCX*B1+!LXtIQAk@~LD
z4M&lgZz*B1E|M8(iLa`1&)*2HlSsH30h!%Jtr5yzhu(~#YuXt~{;%odo!a8AHnc7k
zg9u1jno{<xWP6GPRN;YUHOt<IyjR7Kc_DjQc*<Jg1>PX^l^c~r*CJMzyD-Kr@7AiY
z7;sQKZ*$8<=7%Wx`y^IhSUCAacKt0Zz6W4?LwRR1vj?F=S{mx}&0I$lz_KP(5(DKx
zA&$98yFf#kdi^({YW{ZNU8_@8VzFl#6EuNtt#`*gr|*#yOE6V?-5np_zqbqUABD92
zK|7zP`HcIlJ8&n{mUe19&gX9|)UubVg>xl|^6iyo#0RTKGMLjY$L=0gUpl;1T8gEj
z5lIGN(6F6OzC|aqHcAZE892Gq?e*>hlXW<+Eu=CbO#8E(kH6^F%QT69Yx)x}UC`!j
zUgt-G|3UKoi111OARPp^fm1~lD7CStf%@q~41-0QF>q%KSEZvc*MG~l2M)RY*4(lp
zp#4b{M6im|?=#G@>zt6K0GH}j8S3or%iF!Khgm$!zRX?oHhY@l5?R)A%A%sU^A_2-
z6TP9#SRWL&=G2&7H~6c=<<PaZJT}<Y;upOsa}Y!}XFQoFd!MKLsjj3cuZ!uq<{u>R
z16eBn_jrxD=n5oQX-o6EsYz{XxbV$RruAw1kuK07QsMs5sQ(p^U23PHjN7uM<=Aeq
zInFYMD=r_!TJ{<}7x=F3At6Ne;hC@S`JVp6?zI5YWSDCN3cvMFh`r3o+!mgIFS#mv
zCY4is`~mm;N=0KJP(TP&hAyd1sz6*%;P~d`<gg@KoA2Ww@-p&sNbaZfnUI*e6MDtu
z+zXI?5F_rvGPao~(A4`mnMj9mh%z^cz!@p`XAu(RH1?&UgeG3wPS^SJR{^+IU9on#
zbkEmus_C4A>z=s9RxYDI3X6I@Od^soTP-pp{#&h*K5-?1&*U;p7(r@ygQYoNr}<YU
ziQkyYuu3&_Qn)R~TfzmNpOcoevhvQ3avA@IbOk3F=I4g=)=Eu1PtS2!V#x{(n%1p9
z$87UuJx;H3f0P+PkeqEITFQomh#oR3Dkd5ZJ{B4}Iuh!?ACb`hr9eg}Bzc42Ko+!e
zPbOuO)A?Lb-|&44gI`EQR7PIQ+B+h(c!rEw*W+tp|2d1LO_;DkQRBr&Pp_11J&^5x
z+RVsE81GRK=s0^?y$lV_;7Mvv<ipAr6^>HOGQWs4_*~ESfNQJMWYOG=?ys1pZsr1U
zK8Gg$8kSDeuXyOo+q?x)yQPNeUE>T~4EQE0s#WsF_}7S)_x7rz72cd<#HVTn!-2(r
zQok1Zw+QUVh=1Mo(h<_nE2x1q6>ko#69+JH*y*dlQt$*PTSTjDtIHGKfF%`apDFL`
zRK-?IPNRgId<v&lYL5)u^5b%2UVrAio<H&!nhot_0IeZfD7K3T#!Te4d%!)ZQa@i`
zp)}DabfWXvbN0jti_Z!{j88aBTNJ;v>9KlIqW||rJes!TO?4%8_snL7|NEQ&r=S0O
zQH)dIo92>Wo{;a1ha>-g|Nh_qp{BcnUc+_Z{DMuP|NnmT|NZlSpODcwca#Tgp=NQe
z+)@9(zWKjB`~SL#@yyoi{S&F8a%$Gt4*U4jK@D5I&UzL{?b)S|LLEW`>kn?{!Ng=%
z`g3L@tJ=lNpf4ssUwT)?WCndQSCO^gW-5g*hM=Y;_eqB36U^8-a`N!_B={l%+^wkk
zlT>VCXOSnEmUv0~iII5B45U|uZ5|UKSc~k{xHAuIHfnN7$g!}A@;lBGddf-u)aWpG
z)uO1QRl-8zq%%sBobRP~uY44jwhH9%FiUMcVK$uxd$H45>v7Eb7qJPKdO%8(-}0JT
zai{HOAkQzRB5^QgKY5a@q}UW726p1J{y{p4RAt+Db7#Ii#w40X^6}c*=N)-++588|
zg{Z_E{;~j?JoY`IbNDO4_-sF2w(qU_Lk+tu2_>6XyvUWTPd^gTCF9d%Hwh+a7)y4l
zcn2t9Pyz9c3{`<yixSG}H=F$PC@Z6tsV5N0yRsU57$!?b5pRY{YI^tu@KJdOT~kBC
zzb3UZR8FTXP|zgsgE@G@s^SO87#wVQ9?LQq-roUb4HMNPP?}hwI1&whFR_b1=`J`i
z$-^i5n9h`xO1k8}QWr_w!dZ%ToUgV%_79Tb2YjYHf#O}vm!FCEn-6m2+9KXCE^C;^
z2UF%!x6v{-IdrC%w=YTIC4s6TKAGJK&qWjW$tHCza77j;6!z*OK4bkDvpQxX9`57s
z+cnA9w4pbJ;DA}A^M13mq*Qqg5B>Hky%(Z`C{|X7Visc;{W*0Gg)4LGMj>=dUnW~`
zd$3fNaHdvG3*4*pkJ6us##Fl5H{2|CoQ>uzDs^Fmx#MVM9W#)sQfk-Vs-L?T7|dm?
z@I`o1_NlchE!?bBaA?WZ)w`aBOYHNhBTSiy@Kx0&Iq=%5)Uf$gwAo_#lW2tmyXSae
zH}XR2oO2qbKjRt5H_awn$ucvIM*_nF@})Q*R@^0D`7kdKr4n-a;Ny!!QsrbeY!qXL
zA@|0AWB+rKPvQSL*JeE7aUKI)XB5)JSv(G#_79G^5T(P*lq)4aH;`P87o<L^bUuN%
z0`EQsg3a;TqO^5>KN^`Fnp(p060S2OU!763;^XalriwzegYw?+laHNAY@=HFp+M;~
zJueQr>O5p1L3oVP(lkPpog+t3mrJLZUbyUdVVLDL#%}f3cR~ehSfxa=K^C$Y+GT$x
zU6~2-7?w<joVY+jaFres2QnEhIn%&^IPEeTRc8}+ZKNAHGJ|pwnW*d*-L1(umG``g
zsqc_#F<LE<+pF_<Q&ex;vn=LlzacH3l8~n$D4a}lbxj~MfhnIGiX3v2PyxD-_YHl1
z*5k8h-*R7eus#`GOU{1N(P+rc@a7SfC;_Bp_+Q`khoOEb`SA{hE*@aXgM+KmSG;~<
z8heu^op(v_uS~;Yp#GU<x$Lt#W?8-fBBtfjk2x7?A(^36;tWt<2#l9xf!g0L?Wg;(
zzw?MJ^T^R_r{IB3#p2fAL<VRB>$hokwp_*f__1titZld7ELmETBH~bVRRPc*IH<4O
z!KAjFp$P(|{n>IEn3KrOi-QU_y>OZAF&I&{TCuCp9B<2#>P*EHh&`1Q3gcxIRDiE(
z<gm-7!gj!7duqVa*@X^tB$L%OeoKg}!?%xOfV5ftTE`0PKh;_gN;@T_Z`NszCYw3D
zj0GwpXtKdO4<ln<-@~VI4Yf6rjM}z^8g@>wBe?+iFtf?Np$dU_&9fEWLe8W|{FEQK
zcg2n7M%AX#Q3A@X%g4_+<dJspQturZmkv~vz-yd(#q@aP9^l(c&v;=T4tC>N&4^*>
zNh-d)%v$!5>+dKQtSaS?8+m%4>e-=hUto0+yyoC$I9a2!b0zPaC$;|}n)U^pZ4yih
zo-1ZA+SJM_2ZUN(Ioz@cD}r_6!fX05-QN`fmTcNpFC0^1VR(qR88RM+>GoS2G5b}J
z;{QIVD{Vrs-B!Q0Q!a>=Y?v4-4AN4IYfD+e=5ik?o*cI`kEY@-;#DClO;YG;>Kt{)
zFNdbh<5M?s+Rd1-#$e!==342$UL){EM%G_N38f=)>pj^*?n5%3{QWUL*;mrs<~wXg
zSiv-d1-eoz04QHQ2u+SN<*a2B8Rj(70gnV3m0Wz9nNY=JeDY*rS9$9OAx*NuGD)fZ
ztWHI}Jpk5HZj;esCUhdeO3u#9kpCbysx32k&tQy!9uHUDBv6Z}G`EKP2;dM>yWQl>
zfI35jSyWF#X<ixmQ!x!%Vcd@q&o!K=3#LW^nl=d39UHtL`u9VNrn;7XvOU6IuRe@(
zrY`$CjHxqZPE<*7gM4j4ylnkg9VpA=9ZoMBW-P*cjmq3=Kvlb#Y6;p3Z`K@6w9i{H
z36oaDS2}0p`e_S#r%yMR5#yi!Omrr&6*Fi2;7oB8E?d(j;CRn2tO^1RE}+~eC1<)w
zahK)<18c9#i}P{fpBi7wvt`L?7`u%bV<5I>QaIc>b&0nr8m0Yc==;%L1QtACU~e{-
z0QMO%^}llLRZy{A8EVo)46nH66PX+rZ|i#5`qGGMWf%Wos})w4a-9I%Cg#l_MUI2J
zGH#_=)@Mm?0Y1v7B7&+5;c;DKA%S-03OW9RxsUwdF5g_jVa*dKyJYWTR6`XL*JFrF
zKHCp66{Z1PESP%(J_Qj*e{4~Vx@#d<5wj=29Bg~u=%q#F1py4>`1MgmtQO8iLzs|#
z3OxO%9Ow&BzY?TjxftZ~=tr{GYXof>_JjBxOK|?o#bLl*v0OYY$QbJfM4%gD!+nJk
zH&*0&w_h{NBB-6=w8Qr$$%ai(((_`+Jzx)RY`mx8NCdFuC$@(zT18;LA7Hy)%lc^R
zI8RFSG6Ra#${WRvLO^A1DZ)Ez1eO{@XW%={@Lr0NOY>d>e+M@gm&iv)nr7vYD5s+d
zCQXL-&&C6R?*t-qoa|cc;X2jrg-uzQ?HtWBy+pshGz>l%XL+wP&9T7Xdr0g$hp&A7
ztUS(uP05XgdRgc>wD0sQPZNG*2a^y)kk1r4E2b7F0T(1O^=vJwR}i6TQt-e2aDJ2^
zS2<Jn6WN<NQ+1V}8gF!dbS%eHU!Jz?g6&i`3B;~AU8;YYkcQ^~Kr?S#J%`W-M27j=
z<wXghM$0?YykdEGN*#Gvaf&wXU4Rc{dkK0NtK_NHEvt1%<=?7hrv_w<lqub(Hxm3x
z3O&(IDTh>QOR}waC-ImfAE_gZlp8R%NVS_X<W_~X#D;+TAb}<@HAnuob(yp9(~yL*
zF;<<pbU7^Gr(%2w=ghj7?H)vxloA1LP<w9upBAK4BjY*ZNVSYA>;1wB`C184vu+2r
za&f1(TF}$q13dLx#mx4>FL*Gcj-Cv0gvn+7tT0==PR%~c*Q4iJBA~EUQI^5dlF0l@
zU7H6#qZ6xTUoQ|AP-I{6N5I`IS75AKtB;C03LS7#4Ji349vz#lX=>`JW$C_9EqJg?
zx;cj_=wG*hv|)MT_*8GINs{x5AD-iFA0y|^pGFomp7nufBtnw_UM4@|xN_aE+o!wg
z!MEu05Hcz~@@ZzzN&5DdG%9q*&T<xcDU*H3OZE?&h^L_)y3;QvR@H9jhFxUUx=Q8s
zt+-d_+zEd9k(spc3T#)&REPzJc!JN*k2;~D5o<{K;V5l3x$q}cofoYMG_7K9C1(8S
zj&664W0(!ypOo2*ZjN)xZlYcx#}?lG_-wJE-x(|d>iEue6O2Xg5QGeUaR2XXr36;v
zGXt?z-AbYw>C}Lg#TJQQc$z7z4gd3g?U?hHIn3nhc@OJNz}jVsU2ts^<)T#TgYwu&
zsP$|dWgSTll!lA)u(*uS8QGASf1)<-2UT-?<b3UCQpPCV29+76_VQg>jBOEi##*F&
z#@{P{1UwT6@NCxK4O%F7Es6L#5c*W07!B)GuvFG^aGZqa<q|&Pvn-}@LW|ctZAA%~
zDa_9!<{r8`|EClbkMnxaxT;8z#=*A#s#=j9-bOhv!+A&f9GCxcpK#%2&u`_Hea+~&
zpmb=eO5TOAym2Vs%y7D$_HZ#akTg=prokw3$<^Te6Pk*6okYcevCV0Uy=Di6&7ih+
zg}R=2%0Z`DJ`o6>Jk5nf%3|f8Xm`|%os8s&E-0Q~O<-@tqYvO=GEZ~*4T*n0IkB_t
z&+DT{+DE0#a@oGYHZcYb(OgS%nOg|;j>d6qOyD)=w^v*M#^0C!AkBNNM3%4`inF-J
z@<=cIQBvN*27hRHZdz5%lE|Mw0pMFre=5{@+o#;;)bgl$(z?JF<jPzkA7`Mgw$UsL
z0id~s6)Mhx69RNfaUpUViMXwM0@|Hg0P8|7O&V7KhLe3>9*34Ja&gXx|F!-22kK+;
z3>8W()*cYO+i0&*<H6rwn;L$^C6lN?s)NwNY_a2WVW!&G_{`{Nu_NAf{|1ou)eo2q
zB-15Kq0QATyQIX+ohn@;&e=M3H8k)qf`{@#lN(z6TH6c&3bHJ+@J#YlAUfYvL^e)n
zJT+)$_V5s~LrG`OdUgs0*KIZfLc{o{*VY|Evqmy3EdN!=jFi^DGDRLW&Yb&t2-8$7
z_uV!}hNoG^(8^bwYGxSOd5k`@9!+|q)^=b|(2Ams=T&VvKB;I(89c*V$4Xr4PS|w<
zv$E<hb7=-$&Ni`$v&LgAUdwuwXrd-SGmJIqDN|vsJ9l=hDec5VS(xU24wW`aoHNrQ
zb;Y}3wL_ueO{g#Kkdo<tOykq#PO<*#nBh4U0bvx;hUBjo8(@e{uj7@7$07f-9VhmI
z>)XRgZfj~W#IVe6tBzU$8k^r+g&)SV>z`dXOs(%*PN-GZd$>#VBLm{Bm@kLD8d78-
z&^|z97NvPn%ojE(Dvi-02V^SiZqCsDWLu9ocLSPRMOGC3ES%EUsU-knb`k1>X>HO?
zGNZ;x*p6~XB;Omrn$Yz=b`96CXv-A1D{cEQBA!d;bO+ZsKDC%w6Dvh$h{lToG^OWk
zLEmg!4N2FjF5vy$LF3S&5u?J%mSscdmy*fL24E5aKTs`KsREy*X4nb^OAUqCpJ~#J
zog2^(SXgZ55<8G_Gu(WP{^rmU4rsDCfjc&hY4@P#ib{ayx2DCTP2q9^@oe_M?rU?8
zqE!Rk0AQBHQ3tx)d*P0Q@7SC%K2sbrn5AsVFXdY2`2jbn>&>ms9WFnkZ>0lStsZWb
zI%^k1MLfQNhFtiIuRc3ERp5}Re!+@Dc6EZXSsj{szJ->q@(8XUhp*@IPie|Ut12dc
zA3TjP?&g5UVvlHX$o1o2k;`<j>rxK>s9j&z@+_gA2V>cF5x@I2RL}`(PFY1N@nrWr
z%qxT)f=NZEN)+_*ov=!+tNRzlOYQ3##)WGSGsbvl7t$zv!&oS5YN%BJem?{MOKY15
z@pdS6Ybz%QA%hKHS9ibSC(EX&zopc+8-%fk@}QarZQJ3VR152;o|b%+7W)8b28+f^
z<YhqmUC}m_guz)%^^>DgchU{;CehTig`dC|&OT#*Hmo4u<NO=4fad3a{p|v}0oc|t
zA&{$gOawxn)I_6GpiQ34#0%AL#(TAxfD2}p1N{o~7B;<eGG22NaG&~eS6PjY>b`^>
zt44>#!U&DEO0gY=;{<qq?aVgk_hgXNXm9vhUR9c>fRGy@PXLA`1GmbzvNYc~OqI{v
zP%xc#(^2X!<<A6@=_a^Ra0~D4)4%CWjz^1<8}N?>>hn4tdtv{W9P~P7li=;6GxtA8
z#9_hwvwF*hE=ItrZTF@EsV2->m#udB!Q8GZA3P{Vma-(D-h1xEk04s49aDmok&DN8
z&p(f?q=dP-(yxMuga^D;2|JS~0M5IIi>b;DS<JN;CVD%QexZ6<m;rtY?PpoW1ebYJ
zJk0a%i?<TDi9!a<VzsJp|K!J2&X<%EDkVOtF|mG}Bslqc|CI24sB>i1RPsmQn|KAD
zBYiQfa%xP}JVidDAl%ydLRl$7(jEi+*Ky-vKUE5qq-{tQz~nVdS#4M=WU+(7k<e9e
zOL2y=k&8(g_fB<v4|y>Rq{v;l>mXj~X?q(BcAdmgJ&wPgOlFy8@bpQ1)G5K!VP-b6
zD!6PsdQ(+^-CLWKIz1|UWIG3B+ydpM5}8*%YW!>EHM)wVuF|IEK3uMRX?|qWPegaS
z&|#)J+e3aKg$7`NF<+AH%y8&oy1Bs?hY^T%HX&lE-injE7~KaqE3uY@DPMf|h`*G5
z(e`k$Fn*DFa`p050FRe|NqE(zVoQt}mnqm$2olBczhsJjkd?ZOU)bv)^p%{^{K8r^
z=E(}LhKnj`6d<N$62<;Ox}Rh(odb4q_P~HCzIVgKI@}Nsu&Q(5zrLp`$wD%9lKkLt
z^i7~*Vwj9ZfCIL2Wx^l4JHM(jEo6%0Qf_PUoz{ZyQ(pir^Ce}a+@b=pw{cdvEurd$
z_BUK)7gI^R1tOEmM2=en662?kij0JPpK>N5q>CO-#`c)0@xOW!%cG*z1tJyudl9|t
zm*$RV8ZOz%m&8+TLCknEt6ml^s%f)nIy4&B^YT)WB*p2*P$B*j;se#ME-iksb1|n%
z&Hu5yM~KikZC2U!TewNJ-U8@QU4yCT+nHhGvjBU}WYhMOh%)^`=H;Bv{O96kr!<!n
z)a^)9{~988m2Ob8kHgZY^nQ%qwS0Vv_g5XvkhTF0-pE<G%D2%b(cq!VL(<YBN_S`H
zn-PB}KhhI_06WJ|M)wM+XgA3r&Rh6f9GXSvX4P3?my>Q|(vSOp7RiJwipjrMhF0v|
zM}~To>QSE48C)(BsU`DI=G`$75GU&UFA3oIOot*#Hb-<Ve2Y{zDgM~EvR}X-PtiX6
z2kK;Wr*-003RzLrJ*c1)Gwpg*cw?xM(XLl|^30!Z^1CVly!3t^ix!z_&UCgc{NSnk
z-OGQX!BKUa{2Z{}j;_N)ccDt~Y?jE;LQ|2Q0GOgGW`giDh;lcaT)|yZqd?QcdgI0^
z0h99e=&8D?C(gDv>B?J9feDvby#(3A*wZPYb<)@6G9nYBI@8uYUT$UH_cU`yyV(Br
za24uG6{a6m?@obVLpZuP%}r3^W0?XbS6lU8O=$@p$p28yv^VcW%~2wWGHCk!Z^Cdy
zWoqp`JTE(kR@u5rPLddr;ey8ARyrR`d-E&tFlKzHG!u-Gl`tb6Hzrr7`sJ0%QYw|I
zrgGb!o!PU&qH`wj)6fvpcatu?7!D9l$%t!pFe&7(%bvZR{kSHZ+}8fk`*}%5(qE;M
z*ZTK5Cz(dtdc|eyTz?{fqRV!-1}!?g#v0OC4Bbr$$5z>p4aWR=Px;T-s*BwbU);sy
zGC7YU@o-8xn%04wwfspbj=E6eCH>iWOiH{Z7sy-|$bKUs9NI78YV;AOWpNiV!k5eQ
zW<jLHZ_l-7sFKoYJ%_z5Ma>Kp(aAfbld1KQhqHjXE25u{9jk?ty$VF*DclQR*xVMm
z?oTSvE7yuvEv2w+@p2a4;Jq0fTvvn+*fRUF0|!PN@2!-*kyZ31&v#^e_Of-ILBP9t
zzvx(7;^g?ZfNwcpIMiBv7Zmnne_dJJVf6l|z|@F;W?Aq{Y(+~r)O!_Xh3+;^-8Vc{
zNYtst!5Sf_Nof+QW#!nPY&-|*iPx_AvS#V@6E;*tO5uDF+o(@6m-#IjM23WhaOTIu
zyFkZ-$8uDCyOvUDa+!hFA+@JWi2(#}?4bBlV#b)xii!*i@j<GRYuOx1zFRN+KS_x9
zJ^{sak{l~fYFE1M>f2)4Jas$lFY1ztsm!jI)uoZ`dsNTa1K~CLQ91Z^-6{gSn|^TJ
z?McDZ6AG7dW*g_PK{NQY6N1F=^qhj`_d*m}Q7eGO1)TZJRKvOOJXiKP^mk4ltA!9N
zol3a&`L)PwIk)}u`PV7fYXNo16`R)|K696lbz83p5A$?%Q>ipMWhjiVXWOA1|0E}N
z#rJD?TrkE-(zZ^+Q)eN=Rxh2c2wR$*)Z`ZX!ur#&fX3<-3#RHy!wCT4xAr4Yw!@rU
zAQw@)%))M6B>tQosgXHe3~Kcr+Jn}3{@bp}ocR%?;owjE!>>}navQ#1OFVR>)9-?O
z_SI&mesb&v!P;LEzrMz``#oN{xR{uVG*Wo)-IZ17KE_$1+Qyo(j^$z768714r%~P6
z(4D7-xxkJT2cu~d*OmDoE&nHKD)#0=kl<1qOVe?MWbqXiVqjVb>mB2q7}TwippKnz
zb>euZ0Ua~p@z*4eu#cUwuBpta()lbqKuMBQODzXAnzx|)O`%WS%inD~`BZA*gLQ0I
zjDmWbDq(mU#j?+<e&<cxy1h2PLSxe)7}EJ(Fm)c7HzB#9jx0J@At^P#d@dM`p$YcZ
z7Qz2_CFW;jpiT8(Hf5KY3lAlJt-qf8uw4zzDP>&c9h3^m0Hu@8NhGBxw+zljzwdUB
z$?VE57T}*eQ?35#ReTO<Gf@(;zT*sF5Z+$^cU(f1)qrcM5G=NYGTV0&s=mG>Mob^O
zMno(4NwX4aG#TD4Q+65ATm%Q$KpV+$$`iz^GONpk*E2<d#m01hs^KnPXB{U!_hc}-
zN~fmmDo#4fr>cer#hF=0FtU*Vale_#uAED59r!;9$x?=-g+&^@qjeMEJ4>nVB^u8f
z2WjmOJ?w!sq9KK(X<Wtb?}W^OWWHwSIke!OMUhR@iK)T_$xdKxX(&Vw-%VXZvfU$9
z@&W2nZ6zzK5%>J1o8Xp5I=-qmMdFW<s&GYvUI0UO!!Ifl4|tOgiD?k!y}D@WpHjPd
zs8~l%vu_XbE@9eF_S9dDE_`3FWczae+Bl3fND>Y;&CIlDP-KT(V5C#p+u?kJKbq{C
zEujPjTN9?S(h^Tru&m;1(IsN0k+)<4fgE}eh@u`Q8vYNZ$JP)+DR)HmzaYz9pB}eU
z#p&@$xQBcvr+y_Id}_0C&%o{pu7_xP&yiT|f(Kh2t#HUho!n?XbbiO@!DHZZx3iC-
zFz^y7)O7?OehJm%L3(?28dFLPCn-k0))sTqqLr_uh2g@}mz}@(F4dyD@jDRyQs3os
zmphbyP)Vm&U*==@hJqkX3BuquG08rq%ATD|y~6|)UE}|_T>4HW4vb)Wo$~pCDUKQA
zTHmdHK)6KO=sS1ax;ELB=ja4OPUJc^uL(+pKGPtBtm90@I8W+gS0QGZ<i3!qG|zvf
zNcOKS7+fpZDg~Wmcgab9FJ!Q<t6s}arjo|$2huy`bqSSjGMKR9_`1!zPF=|K=>SKx
zdD!~>u+)IK?8+S+q#6QE*=sO-R_>Kve~1zhEV<Q73pam49j674I9K4ymseO2c7tp{
zUq)q%0vfW-yX)vCh~G}fpZL`N0PFt0rk<pyu@Z3~BkI_(D+X=ge^PG%EcScMIp)M;
zTC|{e&MXgi8$9vy!_ZV_7A7P{@cedUYQe&5aqKQf;t%^|3$LZBD;~sHIOoKdOPtH!
zXz8Efy^`Kj3UDO>@|01eQaB}A1aN$Oi%&fqR3Nz7A;h~AbAZh%s9Fri<G3Ro7}FfX
zBZh+9MPz!Ine9yo)Hup4be+37IoMH(Lb!+Zl2d)_bp{tAp=$cXT3?d59>>bCvQyJt
zCMtA=cnpotbOKo{=X0HgW3Ls`fY~Mh6}=1$I5Jt!m<G#RMJ2N@;_Age8b0f|$J1L)
zHeTmCjV>B(Kla{{;TRwrrdi@@6s_a`KD*v`r2m_SMSm>vQl9GYnU5ZQ1B74w9JM?}
zP8=^(Vd7Uz&+xQ;Xc4?}T#z2CdeXveQH)gdL;bP=fh0RTEIrnbrYYK?br(oUEjfry
zYw>XtyXP`gLtm&E{~-s};+y2i4}b}kkh(1<r1s`5;D76a9i0_Uk;(=9;@GQBQs(4B
zTl|*kvsnA%<BA+%WeA1nJrAzcZ<u5{o@1T4K%DR}w3`^asp?j?ps<UP#twHT=QSGI
zVyhhPc+(k!^-vbeTOyp}K$f8eWY%WZtgap`Ys;16VQMNavaKcpbta_&r_RK{Ib3X!
z2FCzv9bc##&~U@)J%5Ir-X2s5tVT)vK|DF-i&x`Y`nA(8nL*eOtcDJYFDbrh6DCLz
z*<8KCQ_y~@0@doXy~uFq?-Ibdua%oixr%wr`?ghg+KD+ivX1zy*<ZN~71h1*k0s;j
zl7&UlfzR@iV}30K+mX;Aq{E7FT#spw<qCo0ARplY(&I#5w@DunWid)SiKJF)O@7=r
zP8H3u%31{&<n82fYxP}d9x0Q`C;n3NklDGyzKem`T3Vq-rdGb63_i=oyHyRBABgNq
z(+=AhM8Zlu5+QtKu?bGhdPDjySAbA;6n(~+1m%df_!;-f|3lh4M@QDJU!$>Yvt!#f
zJGRrYZFFo_jE*a|?R3<!&5rF(^4>aq&b{C7j&a8LF8-|AyVl-o*V=2XXFl_p(?REE
zI=E#_NZK9gBC$9-sryO!Tm13+$?3GAs911w4o!|bv(~p|M-AlKSAhhZ#aO_ZgxslW
z!QCKwc(Ou^h3cE7k)DH%`?^M2Q3-PG+b)zMosZ<#`Ds`)eAgtqfa4qQdn*?pblGxB
z8VUuztE0OTg#p@x1UD+8JQo+|$tZzGMfzHfjeO&A%)C9xVcClGyG#fck(cs)EHm#>
z4tLtzoY-!pMJj7EofGekM^8!$P$56tZS31G;poUgMC&=OVtF-L>a%>vO7?%DiXQXc
z6;`it%GGA+S~40s)@#l4a&PYKZyYTENY7@dn#IK>o1Oi>0aV_f&4Xy^gU>Eqbt6A$
zl>jy@7w!ufVF&Nag#a2m=^RAoTU@Km31s@s#m->a&92teMH}QPcH8w4DRbGg>f$&N
zK5JauMnJ+5<cj(dxNM!pdbw{i<<KBCe&B2RQtPGAtfP<$y^XpUrlZ!|$-*CyY{!Ep
zqK*<)uj&CZAKA#S3R;y`3>>eZAb=1b@69|`i3&ICHp3F4uM$1=2nnS3mer{_(&XWx
z^_F9}o$=2==Q6GQ4WsqqyRc^?JTOxfs@k<RhzDIBUf2@#7t_~{`c<4ow3xhv#A|n~
zb-LPHct(`5Iy&nP@tiS1!HshykUF1ZoQU5LN{vT)06YOVqsDx}#^+7gcyHbEnQe>#
z-x$wxC(dHB!^m#QjtwWP<?)1}dmNgqywer|PomAW)M&RU#)7h5Mw<nPsJg7*!s~TJ
z>5&#e79IUO@%Y{z8|}J!p?n^=wa|3V&vUGs;l*sb;*O{D{!M@Lv3ygZScmi@jrq|e
zLp6He3Z!mpbQ2U;uixo`hAAB-;e3tRX=)+)yb>`E!#PiY7|1{iny3=Fs#w~)e@C7*
z02O9&ntXW~aAVs{4`eEGI<@KV@>?*B+&S_BMYa6kyOdGEN3^9#2gPb7nzVA%$YD?q
zmIRBk^n#$!B8Oqu?PSq$3s*+aE!Tq<kVaw+nZvsbfyAhFz+6W=P0r{X=u(p08@w`C
zJ*n8iwuXsu#d@GN|E7r}hm$}tgK$6mKAEz>zJc7h;M7zM@4#ISeOz{L4EvvWW-_0y
znu)YokMNV~`)M>!Z<h4~ZJ;UNrh+ZJE-of&v1zNFlT3iM&leB$-Kq0)GC)}&cK47H
z)vTtK!|061miIaML)lbn20!3R>qy*4Z$T<A2c`!CC0S#Yf#_kBP~wDodA-U*t~<Y7
zHAznlXfGcVUsJP5&fer&j&yRiPvB)?R-c}8NP{%)fqWVoRbPUNF1U1;=_G%}Lq`1p
zUq|{i1Z(gquR_%~|1{8U#0@=+Tc3bEw$&>Ef8G5qr{)JrL2l>9H`SU+V8F~!7?r0J
zp0+#p*@C=Yvsw|7a1BFc^In14rKUht-ss|T))#e|QCuLum%+fN37^O|+gd4cN$Psn
zkmpVe74<kS#(b(CA^l_6XsUcXX@KpC0|u?$F;0CRKp(!2KtgV=GBb~CooB^v$Y1#j
z2JLO7mvM{n@su(vqbF$Ntn5MX+OQg?Yw@UWf;@Z|X$az8@*Ryqt)2ZF-_d8GL|sNJ
z$WLDg>>>5myH@uJV~wsS)`Hie<Q#5dXdGe8_R<Bs658^RSo60k7sY(cdEbjoajB#r
zsMVhAVOhZAx;|$bm9eHOoaRRpQ?snIS-|`}PT+5svd<i(clmXtmL(NQ4Tk*Xz&tUM
zTl|}Wnqgq~0Ox0ojX~j?CLh}{ce8qf!qM=iQvWU;rgacq8vtiML|&DpkSX79+U}C?
zUz8L6JL5mJcao`w?-PzE>knc~m$V>#&{Vw`Z%JyiSv5nP6c{i|-{}dRIbf+aDx<>m
z5*atAyp**(>Y>d+L`o!Nw%!^o7q0l1R$1A3!Ah-ASAUvmHVZhouTU{krPOl}8H0Hi
z^4K(w?(+a4f&Ed{05^ELHQF`Oopjnugh+Ru;~JKOJbg+#5^p$VNYq%SjHFcCbB%79
zlim@xhEqf4h(BCoK(EAXLK|cnlXZlq05^Uf{&~$kn8=CT(afO*8^a!fh$XM@9x`z+
zrW|?#$_h2imG{lbQD<RPb#7%-1PK4iqO@4#SWZlgB+I9M+>5FysY!_~{RQFl>B9{j
z4by0H5jB@R7VqlOij?Gba0&2yjZ8=Q9~v65Y9IDcxT^puVxh9?P}|7T&M5rpF)@lp
z<>kXpF)SpkKt21KUcT!w-t25_xkGOM22n7gxklU27_;q~)J*W`;N-of(oiT2bY(VC
zhF@-K^vrx!<EL?UDC6x8^s4T1Z!~}SB0Z@N`@YK?mmpgRu&~i?)J_OcmmP05Xw><B
zMaRUvUx(uV<ItR5x@1Eq?x1exvo5^wmn&7hx0{Ml94dDwt=PaJrmZ2MvkEe;#?Wjo
zxsD#Kfhwe*_eQOo1KY!B{7xwkWGX8=0z(CkLjzONFzBpH@Fe1zqtzHRxxA#&ISn(J
zq4|B3f;F8B>!$Sdg&NZx+^hg<Ayt|bdlOKOHzlGBIGRIYB2v2E$l3RsNSt9Mg><su
zGz4O`=xkqrs&A#^>x8l+oF}*vYIoU&93$B3)-`~tAVneOu$r*&+6kEP(TX}r>n#_%
zfZ`%&Ce1=3eks&Q?bYjb!Rc?<hNa1LGJJ>?cjvtLN<h_CC^VOt;mMgV9c-LZ5v*(2
z>#V@#bwa&cWCShFR0Oj8UB~#C1mAwmMzag=+&@g^FBG+g)8!F_!~39JHF9|p&uxhP
z&L~^#h(@&?wvsx0b7f3FB!VF<Yiv<Z+#akqdTTuCwG_{7oGm#WuEuB*{jAiB9rsr_
z_xq7lUk@VuyVMa*8(VR;+ArGo(;37(Sk{?9R;9YLWnVXXda?I{KUb$n`$?r=ppyW>
z)zDyZ4K%5_;*GwL%&id_HgIY+dXSMcsQ-@Xma_y2wNnU)Fer>q6xw|k6Mr6mP$Z=s
z;BoB$13+#nwD#OpS_^i?E12rIIkrVwJmBGiJt_=7uX#(`z$7NF2ie{e8_&T@gm9Nw
zstI@%tQ>)ik5?1@0;4x6Bt<$!9*2RZCIwtK2?z4RCMgmRm*}|x5Fc3XVThbjSd|q)
z3(~(RSw-f#U6j}T>@PT4lbowfWeozJ7h&I&JM*E(Wzu}qbx5H^gxK4xLg|_b4aaZA
zw{$Dhkk?D0pMR@NyUNARn~hSs8zC8IA=3bgWi!=2X6<+KKSaaxO1AQ|vfz)vE$Nk%
z-2otLrFGd2HK)_%IR@m};t?4wAhxBMR4EkQ!i3gdFMdk;Gxu|@+(8bVBI3|OEmmC=
zt}j<iTB-#?{9!ugt9TcIZkC@x4F-hW(toC>g}y%wccSQQ4^$hs6+!7{X!cc!aPT$?
z5)9lKGFS*-(K}y|Xi-)gu>=aojze5RsedjAmC${Ilt&Wp2(F7Eve{~zh*^9Tng`9!
zml6tb$`ln+I5<^8+dpyL4Dq?v9VpDwPUR!&{=!mg@SjJRT6F(HjU|uLbPJ$%qH4dj
z^GK<=X*CN{tiKBKjzF(<wBWoY%rnD>(^}Tr5=onceW{Rfj%hEU%)u*4q343%_kd_8
z7}Qqv4ri*GccP3aRW{9!#%9wr@|Jr2F;PnqSIEyjj+gfe@P<n@dKU9Ar2q0G>fcbX
zVghZMeNinm@;_iqK~={?iYC3=3ke3d+8)1nZIhg%<Fj>;D>%1YNTMtZFD6Bv!5+^3
zrdn&L*b+iq($)@ItQKkyDh~^^a7$I^uB7*%1)82Dc1sJ#Vg2p<AwB(MZKMRv2E<xO
zYnu1B>s%e<F_H2p>Jdf}6L{rckjRp_aDa1a&rxD?%<Fu&;ZxO~BiSgXRboD2r8+sM
z<!I!zHR9gKgM395eLr~7#jwg&Ak14fDI$(6Yy8pTl3rWrUoVZtjMME4PHUzZP@(|e
z=4+Y(+3tSkCxB#3n+zpGs&km;8bFMZ&0L(PMcvYaufDN#TD0f!p=70{7!$3K{c>7k
zp_qhnE@eG|n9f`~NT$Ti20@gL$R}v~;%^SeB7utXHNxicd4Xma0Gzweoe^OAL9ln^
zm9D*5;PIE=v7GJp#BBs5q=%gYyIsy{WFo|a;~6OEWaElxK1Go7D=!#i!j$~2me*5O
z2gJkz10SSk3s#y1A|JtbLP&pTe94JGH)TzqsIo+UEth(XkEC0`o)4CR!!|Zh`OUEH
zVUs1}9GrpuO$vje7#&>I;O;2<R3f?o1dpM$LLZwhuQhdt6dGfjpxRFqIn1t?;bg4I
zjSLja)8<o`59MQ~FqJ4X(BOzO_>kA9`2IYP15gp8)EbTm-$^q)wNS+Df=EThH2;90
zF8?P=%A)n0TD5O_Vug64sZG?|Z!CPOmB}N=ksp%BYF*EH+8<K>$Gx7gxk0=?Ac-MP
zm*BP04bB|bH(Iv1ttI_Pg;H5R{3y3pY;y?Kq*^o}2IIHT>HmX=-Q!CenaCGX%&*gx
z-$()W@)&D0c_B<`m8ti@9SD^ZR1UCs@G_-5qhXMY$8nF_x*)+qD`N)8)EZpM9KD-+
zb#HBT4R=Q-&SR%d$>nHw0xRIQh#NGI(Z!sn7!u4YQZx9jz~_w2yT)=T6s`?+4TC(s
zyvzJ0FX(<Bd3wK?m+7@(IPd$-{kp21`{Ng}jDHA)Qouc}Fw@t+x#u4?{^12BkJ3sm
z{zZcxv31OYl0wuQh&WM2i$0HNK6^z<1G;CSmYHMd2(?@@s@T6^AZS^?=V78E!q-kH
z(`bB=8s)tH6QVSJ9Y_9vA~ja5vEI4-?ctd33TljcM$udc$7Ks+WX7GTY{`3`-HcBx
zo!CX9rv^;eIO^Z{zdQ;{B6)OL^HwKkqf(`A7hXC_Q(@yg*m{lQ>n~8TP07h^F=vtA
zu+CYR`roC@7SBd#(vg4NCs-F!R}2NZacjKMmh3lq*~HI1oP4Eh)9i`5-w9s^{ixDd
zfl|%k=2l!>bOG_VjkWEg9U*#hx&mQ(hN$dbmP)<y(48(}BnV4nyEV6-Xj3(@+<vv*
zlpy&H$7{3FFK}yeY&KKgmW?J-D`RAjQa5ru@pDaB{l_-XITT{44hj@UA4Cg>?_pK4
zq*wI9iT~-4Tq~Nwz@MD!@NnZfOgi2g0+Ic$1uRm&anc<U7A*^!o&b<r&Z5>|YIF9h
z9K<1o&n)1EASPq{f`L{M$)12aaoa#|;-26AAFy{VPd#FRrM-l4)1+uFFmC8^zVH&j
z&sIOXOm8TrHJ{&E@Rd<|;#a{7;=yL#1F>IbWhj^^EhHew8@R7B>vQOIkJNt%#{)JD
z8RB&H5n+qC!}Bw5&X`T&Te2aiVdz6mMoQ7ebGSlMJZx*l-DY>-q4v$P3rs!Cnp?2(
zEP?2`#J6PUvJ#rsns8WPyN=Tt)P8Bx)?>tgVE-WWzkup8Kt&f7yFC24i~1_c6c&4m
zT_l%O=2w>BKVX%G?=kO9%Edid#tD%N6@S?ty~fhSJqYlp_Qsi$^4zXrzb~=`e{2gB
zEo){K%X}(ptjYXIiz#Gc1rgbJsUSkxB%%?;M(D9&Ab~X8s8A`e8q`{Ha2Ar<CTdgq
z8k1#zo~ASio3O9&Qx^P7#VVK?_sz|#xYKMJQ*wAl`6n_|d#H<$Z%}Nt8ouRl#YSlu
zySokgTrbM)dVD8LRvdPmwl)OUJw%#>j-Jnv_ecY<5X8(AWmz%xrYA9&Igp>dBAYF4
zL2V8$v7RV{%WvHh{hc6f#2$!*oqpqU5n0mvBiAk6mqhP^V)}BiGJz_56&4Az4GZ@=
zZ`Q@X`(GpPnhauBn{>4yn^$ort$TNET18LJj(@-a04<U3z6nURslxQpLu4z5-I9>}
zs9stmZc8+v4#I}K5<I%2_$dtr&MFNGWo^d~)zJ_Xb3mwOs*M)bkqiSjYs5lKJf-w*
zmkS=T68$Z&G&S=tEKfCxe8Clid{%S=E;STTJ)pm)wiJ{aW8-8ZLkOmh<gt#O<OGXi
z#}V!Q&6EMp;i;4=q+9JRsKjabFB!`t^VoETj}#ya40Y@{PCR>^H@FEP(X*U@jB+rd
z5F*I`S2EG=<hXPrQwF-M!5|Aj3SvpiS;_CHz8^ex=Vy(MP0G>#1GXz1HAnS<`43ow
zzmBo$QnKUd8a;PM(`Je(*m28dPMm%A$j}hVw}>M`TGz+U;s6i_)-bD0U<ndpw>cSG
z-hQABml_Ozs_POc?bqpJwqWxWT?|~llTLOGp#+Ks92@V<P290OrmTX^x0v8qb=oe$
zM{Z14^8OrVJ(?3XoUf2cfjxpyX@FLV11XKMlK;&1KJ+kWXHTH8RZl5>mht;7<KO?%
zd}=Jss9fZ9(g#HSzrQa+g<by#tUY(ZSl+OXZ~E^fDO5SU*yRK~{l9uEWhD<Pw>Ws5
z0`)fX|Lkr3#yU>~V>cs9`Eg1%Q5bE(OVDj5Q-E&uaX~LkG8OIU$E~NYRH-Xwg_LU;
zvLvVSn-mmoZVx3mOm=Kz4WZ4*Hz`B+t|@3Js6uXEifDqC&g7P6H?`&jY8rN%o)nNu
zNCJM%+B|=gX;}m_i*rcZQfaQA&2Qd(Vn|en2~4Ix#q3wS`AI3}Un-Rf=6|>-3YNSV
z%+YCTV`?Doi%VP7KQv~0JaTu<7o`N#^W04lC0jj`&if)0J2tGo*$Ls)mRRIwq#k{@
z7}e29mxEVcPfuHLUX%Rq99xf7b-;vT4lOnf-rN(>hKSs8b-ZqZCE;Bydj=MH3F)!O
z(tXhk^p}6YSf_*mZOKO6XRd>rO`EOsihiWT@vI{Plv^83hKUYMJdB(Dc=~u!u8!(H
z-~ZqzZ0;n0oYDjs(i*kDO;)QbQ8+B*kN0xQ8D-^Y)2D0h5w;MRm^H~3D+T)<M2A**
z978+Or~`%L2x)OER3$l+XL^~qldYxE(hcRL1ZrljZBdFfD9TEXX*3N?ynyJ~i@DiA
zTM2IX-!x0m@}STp#Y^T?MhxkTF2KQnr~2VlsADu2Cr3|SgEz`zykm|t+F61QX;qMk
zc5!i`7|&+8OyAO>lzuXsL9X5}CC8BPmISV8O{Dg;i?Y!@VCU+lY?@bcJkU97Y{JhE
zZf>n<986;?f%+};B5Q1p^+n8qfV$a6UJhzYz28InFW;m2(z!A0HHbGq2kzC5>5{N|
z>*#gf`bLbeWCq_WGQQ{U5ELfo<fJtiRMA+E>L!*mnY0*LN#Q^*w<02>ICLNJKGV;{
z_As3B!|}58e%88<Z9!mY8f3<G8=aS(D*FYtg*VvgVZcg}RRNAsormjw*8zb^#}fG1
z?xNQ|c5*y(=3vZS*cWP?3ss_m7)*-w?}`0~$k~@55WU1=W_{^;pUUV*9t|vx_F=Gh
z)c9CJvdE;d^uNn<(A{XijW);AKjVq^&_tnI*r;I-h$p36;OS4Qmi<hax)=qq-c;I3
zM2SRhVJxci!&9&FA}T{?tk4N~2=$1swP?+Tt8?lIv<~~{zjfsNS=74|KL%n@5s0=F
zYcr{&Z{VmTi*hhF&u`Y#SHag%OeB?5ea9WMP%J3R4XgIvJqAo5ACdh^!&xSl8jn;X
znn&2rMbg%6ieFn=ARLplKLcD(Ily(IGttMa0QL?G+=jbzC|eq1SvS}RH!lY2=e<zq
z1qU%E;I-XLtFWtlM6mze|4EiOwbF8LLQ(+x%*8C`qOiMje1Vvp^t}<<LZymka|qZb
zB~=w@-beojOv(4}yy!2#5ZBt`q9zu@y{=CxsV<b&VY&11ur0{;i3>2ykR3GqTwh7J
zUBQ~b=W;9wnv!z>zPO;Nv#@W(Zm)Gn^qa0U+CpA1*hwN|<y$vaV6zMShJ!#f)zgh+
zaalJ%i?y>sF!opXhd=$cp>9(gg_k@Ew*zlx*eK<>x%nOW=j8JA6y(v0xKC3B39%y$
zhwJ=whLQ8^7s>9Di$=pNh$<hLm^wxMIl;nhT*r8%+)k?X-S3D2M>;kTC4+Z>eR<3L
z4&<ss{mmb8FRgzEXVb|?^Ks&50qlrzo)|@mDY9<oIZcV-Ni>ynmP|tNzZZ3@(IDM4
zhlL$=Yj5*+0lId~KllTsGDd8Qg(=G=pWCvh>hHWGRAosmar!k_g7^=KvI?EOuS!vK
zlZ_Fo+pXCWb`Xbx2;IKxQZY1Mg2wrp!3Fb%&eUt1B~0@6Jv4@q3#T(SbF-P8owSt+
zF7WF$idc$NLNT8cxlNj6w<j^b1@7FlK`QZv?~xh%uYV!8H9q8%YW(O(b=$7!v1-v;
zfz$h{lWS79(aJZ|Qm-Z?kjty`zeg|8hox>Cc87aWWF#I){dB?+Dls{iK;!WM>&Lhq
z?MHX=Jk5(sjDixm9bTIrtv81d<4u)g*?6P{2~lce?TgC{>z``g3d_?C^<Xv|+UCII
zY8A=-<+sxLB?v8O+wxgYbLC|DS#<1xX}VozbjeK^tY|MFsZ`n7{A477Z$ZWIx5o}e
zjqj-4Lrjh9X^rU%qA*43L)>3|2IVhwzFe2CrKVD0%VqS;nIGnC*NH}~T5#*x>&m|L
z{`>z)xUwN&n=jI;!%oZtrjFPc-+e!c{OYS#TMGGi!(|03a@9?D82TR_q@p~e{$tC3
zi>_Fhic^A`k-{$t@)cw&a8a5<-&~$7e;Ba<Zd<<NB$c=D@m|dPEh3_?(wV}gHCag~
zyJMyv6YA4+c+W-==de#QUNhxL4!JhgoUBPh5ax`OQV$3snZw!OmCs{Lu##}VAX*`>
zuL%LAaMT@h>Fp2$#ODqRA+c$9$(^Pgl&1)tNJu5!P~-lF=4Umwhb0<A^u|ovs{thR
z{ukE^7Qz&Dzi3`FK~d0OSmhq~oPE08i#bPPh_u{-i;1)$pFr$gXY3_i(W5yrJ?--6
z`@5>HZu<6qk`oEC6#F03(Ippzm`Mv*e5W2g2Z^R^4<*H72q`dP{5Z&&%II;BF>(G{
z&B2yWB&Vai8h?R>3^Y|vr3ISTt=mx7{*|zrwiOhThBM@#sajJ?MVg;XsdW4ng+})5
zj+l2>Ej#lpj%zVaNBB(=5e`5U5(xMFZ6OY2o!$w^&2<)1!)_mgs9!L_wSkK6!*wl#
zXC0>%mI8C$a`@nW*#zgHxf{^>RYrM(HDbvKcH`TB`Es2=mlu@w7C3K|Nx@m5>T&}?
z6Pik%UTPRwV}uT){bIPwdpPbPOOHf!ae52XGk8zjgesgI<PzSOLF~(Bx(LoD`<_~Y
z6fe~g>grLX<bq6z`=cVmjpj99{JZNMWsdoa8k?AUh9SLgtn}@0k{ZOxr3do>f*C2y
zHzR;Tc^YT5!{I%4t<-ff+?8lFwTGMpO1HRJIkqAsUW020B~$uL2Q~K03?kh8@Aw+<
z)XP~`gbww`OWX|lZzfa}!6s0FF*Z_+-)$X+uLzU(f&syR*kHn5W_dAw8a@B-@o4*6
z{&EpzU$!NO*zbOkJ967**T|A-Ck%wq@;2+J$=lZge#hR0y{T1xnK!!~Z8OHYIGtGT
zy>{1b`duz_d0ivI3wQB4uP!FR)}(A#8<BUhc1U~I>=;}^k}cMh&R$<pQL<7g^fpQA
z`zX_=YkqB1{(R0DaK1$HVUgJ5Tf9@<@LZ?i_n0pHcowEViLa}LZLMVm`QHvF1~!gu
z_o!Yk>-_nD+Ty=|q7v(4&Okp{gD|!Gf4|`W=NA8S6X;Hi78W|1g}S+@|LMa2-xmM<
zpv0Mu;;O3<ni)90pZ&jT5jRNTh)a=XbJ3FZR<iA-Ocm%Q^Gb{+PXoj%aABD*c4rbP
zvAQTv5eVX1LK88{ZO+?Dp6(>b^LecZ=dzPDa4pbKyS<kJ9wixUo_T7CY_cRSvS;Ut
zzQWJh2jQ@NQl%0*h_t0$mcNf_Xz5wBDL;gI-$*@=k$G6vBpY!~r;`e{{Hme(C;*3Z
zNOp9&HwC!eg4Xq=Do0`<k<fYq&4Hd2l_Q3@+J;%Bsz4Zj9%ADRr**3l#O&U8$_+eu
zi~JmqBdpR^#ubFrX3-EJ6-lb5jp=^KSK*1o*1$yZnknnWy`~UrHQKMl4em_TdZvop
z^&6>jvU3HGD}kI(Gjk`J9q|OY+|Eh}Qt$_@%#j-z<8G-o7QXD~pi;<Ll2eoGr_nBn
z({v9l!W=pRuDp%&AOba<R3_FkLLG<kk`n7#-}62KKXb#vhe`e_<Y_=W!LQ55zIZy+
zHkOp%)bkS$7R#|>Tm?e&13UMcpa%uy;m=D;gzIG>2Q2QxASuV1zceJ?D&`)57Opl2
zr+Z>mTP=&Wv01I+`^3s=;Eu;qQ1_=wbp>~};B|Xzpj@93&4CZy5+M^0k7jE4Wew#k
zAag>QES!veNILI@8FODPpix#)QFyY|V6HR+Ypa`~ndSC2dURs(T(MW*W`s~mt}*Y=
zNm1eM(>U5Z#;Qj3{B*K>$^lg7q*|$oV#Rp+pj`kEr)VelhkY_KIa9d&G~*gp1v9H$
zT(J-(4|_-Jri&PYkCuDOq0ZpFC*keW=!X4zn(6F80uokpc346Py)WHddZ~PWmU=2v
z*zzA`CaFF?;nfX?9JOkGBA0=X^i-APS*fp5{OoZLahnsz8!jVIbVs`LE6L`F)2mKn
z$6J(*<EV~4J>iLPiHnUH7L-pM<8}A3?+u?csXx*|i(~%gPR#8RqCv@|lZqF@AiFEw
zTU`CTkm}Wp`65G*$Qaf_xk633s;o{qD?z$xhi3$w4LN1GpQ)`y`Z0mfPz3^7`ntHj
z0}oVz3aY(AIQ;w<tnm38WO_k~N=(iUEltjRg^>n(?|=qoEE?G)HC%;$&hlH7a>e;l
zU5$BX?^dQn)K;qHJB<`#x#qMoL$J^>IK}xR&@mqtoRNmTr{T_R`4ou??v&=q0yOVE
z_-u_T`fO#?e;s=r+yHehaIGi&G0IU-w|;>shKlm{NP7!ZA;dhu3y!0<x=4q5t0+~^
z-JBQz6wxlwO7#G-R6mdutUc|O6$2++4yl^sv@Pg?$L3;cDs6bCTJdu7x$;V1#n@6y
z_0l}uT0JG=+12%FhXA5S01wG!<tz((YlNd%<@v%!`Z#!^aJcb0zN-WU?iP1I;s>I^
z;1Xws78q4ln?9}^m8e9DoL;KdMWHQ~)E8GJWuAGcp(xpGbsO;sIf~1nK}BUxE`sbV
zdrpHdn=E}LdaMyijD=uSlsWH1AXyGZH1K~}JwQN1K|q3ogM)#AfrFuwvx%viqJi8U
z3dtJgZdeCIRrYR8oc|-W0WL!R57@04&7T3=`R$O@dg>}DvyI$x2+lpzjH`?yJo_Oj
zq)6x~8Awhl*9*1wV-Uc`nv}HV+b&)jk=7wPXMj>QIC5%KkP@L0fd1XaA14hf+*K4F
zT|fH++-D8XH7b)BV+>SF@ca6`>G@L^q^rpI@ef#fAjs%jB<Scz-`&j4tJVKHcC>#p
zzqVuZzdP-JG?CkFM4&Hl`QIA*A7}lq3uVL(DOd#n|JNn|>skNfR$XtsZS1d`|97YT
zr$^DsaT~_0v|yThbCVzi9O5YE%==HH<~q^SPeU7{?+fpp^F5HjSC3L(*sr174-)=5
z{#8S@M>Szh9^1f@hU{A#+cxQmVy9w6x{Zmshr$HN1yYdQgWiOS+#y+EfQ(L+i(~OD
zRNlZGRx=^?SQXMinp&zg%sKq6$k%s8IzkuZ-FS?*mX{yEPwK&{E}D$U%O_A(0{x_R
zd)YF!CKDoI6>}0Xw%#mai-i3sX@T_V@~)_G#E;^qKS4hOvgK98Ua~F%OfcY+`Q9YM
z;c%Bk&==#rAB9kmDQNhGXsn*juU|<-wIz2ey)473re_j^pr6;JTHY>SHgANv?KVYf
zx;cf^<}r!vl~8@UP?^YwN=9tMvjg0-8UsWA@vXEGZ-0dGA-zA|fjdqwdei)oRVae9
z*op4tlqEdA4bAt!Y@A@~+86#(mSh}#@UJ6CQ{^WGfmmyF@|DF?9B~SkU<t7kdMud^
zfpTGr*g(x~2!bcalk#T(Kg2|w>S{$mRdt~czaneEH`~gWxSgZ=#wiXmyDoEjnb==S
zLPtuD$UR1LiEucH(v+x(L|?Oj%N%`~C*Ax)-RzK5v{dr}W_>}Q@j-1H@AS}mC_3sq
zHN6*sd(Vs~OiqB=p=+EzxY}R+^M6*$Ee_lx+n!Xt#AXfeKB<p4pq~%h+zArG(H2{h
zJaqLpRdfw2CJmatZ6Oy-IM+b7=^AhMR3!F=cB0%k+(m(@u*%QZhW%2#nkMpw9#2)Q
zt_oGqk5mnDj9!H55nm7OE?#Kb5-J{$>2V$QT*`Y4ZtoFuUHoE$Nd?o~5Y9U_p@&1c
zAm=z_4tjshachC}WQ&Q=E$Y=4aaZaDg0p@<$i9l@ZMz9|f7V>)(Q_c5vJ?}Rh>;Z8
z!c=uhdIr5(eC{~SLgAWfmD%ay$tv3>W_^FiE>7)sEve@vdo}I(Y4Kwf?aC@Ez2=#)
zXa}JAsBlHyhY&ih-ZFX&rn9y&a8j`jrK1z}n5)!EF#YQ_9{j^ZTa7s~ODP}gkhXz0
zfw=w*SLq_BIK%=1LXC~Rr;`Le)->l#smWj4Z~J5_k_axz-k4FRHWdDd@i`M;$dn@f
zIV5UQEyO-^!mT-r>dIrVhZx94z&<)_5fsxHFI-4V{lYNAPE?D6uLdB@P@8Gq%PRlH
zGRslkoaqN%_a#)cx;v`yivlsc;de^+<$ltQZ8fF&-;NGjeI@ssjHm%qxV^|If6!yp
zL8dh0bx(f+znhP3GhDtF{gQF#;U=imZZ}Zx?dlhAHLbJcu&y{BB4b8ZZ}p21;rVvg
zwB^#Q=TRI-&zU!AY)2}k&qVA{(lIT#8|i1Njux*~Eu_1ZX?;ue7(SuDfIC<<JpueQ
zbtSH<h4OI~QuVPZOuD^h`pSk=jmn^l`K?Qp%fB%~;Or<C7_II4yR$>_qAh@C$HH6g
z7*8W1s(2j5A`stGXjx^BaIx!}*bg(c<Leg_1LCA;RQG#xoa3zg*BG9rsLxs#)$a=F
zOWEsSg64K>gxZa30yYmk0-UYopDDTWo?XkrZf?jRH=f}FRx4gSIqjn2=SR<i>Q@1I
zcaU6qLkltD)h}6SxvuM@AO5H;DSZ#3IYCpi45T$T^$^0dt77E$!bnHwP~lV(0gzmR
zk#dWlOnVoK{3w#vb;jC9Coo+C(Q7M7O$G{B)mh#Hn$gw*rV6Y#2UGum1sQZjH2W&A
zkRb|50A~dmzE&f7_vUJ7z#w&4aPkj$(X+R-j#X<T8A@$i>*KHUd*?inSo=|vlgRGm
zNj{?HV)SU}!gwz)O5;&#!7(TtP7*JmF|-+>yq=Y=GO#u3DaV$qaZ4SGGjc2<<P<O#
zfqb4{l$k23VZWTiN*5v$;<pM>qjXNFo7BL1BJ|fPEYoz~XCimKXxA0b;i@z3CQO~H
z<xxSrdF)K670x;uU|85Ipi8F;HyFxf$+@Oq%Nv{8&QA!wP5TPS4Aj1hwHRGdeNe09
z%tGpPP7&~hMu(WxC8PPREK{i&iKl3@kRx~@;=$--3G&!>Q|xvkwm}&wsZBPAiYmaY
zfRP3-ru_zwW7Uk`Y*^#`33k@jHUtZr)%!Ls-}nlDI{vtLyT^rG_;n`zQYG61t7|1`
zo3#BtZaJ5HFqmPcV&kl+jROD8V3L)0pAWp-BSWg7k9N=0&Gsqy4`krI>~GVEjW-R=
zpMIl^SmYeptd5)qE12;Zj8yZ@t^1+_ink+kIjt*ng2-*t!BjMX)Y0uf%{ea70i6vm
zUtLF97wdQ+K6H)sbRdk1AJ^!N;3$FW^e_6r4EOA0?UawwUH^q=iA!SmvkaGV--(`Z
zVXU9KOmK48lEix(hkfs^pgc(1$#0kI&AW$B#MIh_gDK)wlb>hzQT;F9@Tsxz*`0}g
z-(*~3FN3LdjgjFMo_#;5<LfDWill1<3B53YuqKhMgje}Da$O#VnhCHC<+3PP0E5%a
z_}L<>q5q+t;+r(DbVC3r>8>ASlQsq)t!@O!;1pKef$kLyOx`eCV_}Lj%rxmz)SSAe
zXfC<&@|GqvP))~(t&B4+;*LFknoeb7;5=;(|0*?-dAgcud5Ws4zd)CDRpk?OJNePO
zQ@HfIs^6$G?}Fvr<&^l08sA58Y<5bg>q7pc@XWmj9QPZ4D$^!8OZk+kN@{4j5f8kb
zl`ej-3zo)87|mkZy~&L_EI5C~crl&s-Xfx5^7q~9$%EbuE<DQ+dc~75+;!?*GF6Xw
zW+997oPA8IsodQ=N4?pHywe}h7klZPe|lu7cC4{51#%K8hq{bFwnLXlnhNQ(rC)5j
zF!-|*lRj{xze<(){Wi)6A0T<nxxfKwMjWjC3Fs3y`X0X=xsDy|Qd;<Si3WzV<}?=C
z%V0@*-qTj(v9N44xP^TK*VaA>gCBdl*|=VbaL!UIW^YcndrbSr^m}k)cXb#YqjAiB
zs`5mb$IN!PDfN?_$2R$<F4kFA@7E?w*&uVZ22)etvm)6-eUorTG7g8Q3&^OJ*E~!1
zUTqoSc9JjU73B(6`WwIoHlopB`XG@$=pAG-4;m3DfNGmYybeSShREe$$%egzR=sqf
znR~CrHG}{{+EL^sF*v|tqrX#+-BLXrl>ORbI`Wf(c4M0x<u2pmaKAnT^W$S5a(;52
zG7@lA8(9>F!pfReW#ONskSZu!b$3+7cHYgXCnoQwiv<(xt-9ljm4DLSM*(I{4IHG0
zcJI*R!&7r&EdJuBYENL>)~d@^DXBdiP+lhaBqI5=MlHJjBsQ(@P2>nvBDi?_d&fA{
zbd-5!#00)zL13)ltHURD#<^(21xIlb`TP@F%SiFiqJ`B0PVz3!?QP+<{QV>L)Jsf8
zB-da{6^mmpa}WM}$~4Zu%&IiO40y!JB>EtJM+6IX?hf!pyW<x+=?FU<_G@Bv5lzKS
zMzP8^&~}FmEn!*W((Z1SO04wv3fxmo+b{M}<F%I(ZBgG|GH{|{OZH>js)j>8?F>A7
z)6@`z`22WhHPol8A*j%kn&Tqb^()lXPpr7_>irBdzI^%+MB-SsAi180tAWwXHa0PK
zJ|zLF1(U2rtoEsH74I1<BsqT0Hd|D1;l&yfQ=j-*+H;U-qqL4Jzi5pyo`B;~??5|b
zndYW3!{{;l7FA9h2=LJ627p}FnVXK3Xy@1~(!_eYF#+9=-ZEzxxtG!ARm+}KM-Fj@
zO8DN#mZ3NsArLR=3K)az1KSECGL*j<+r6^kkp1>I>HRcxoSduYOQR<Pufy>Z0`G(?
z9zQAmThtL%TVo)Aq(WPofS9`|Mvbs<r0Hz@%pgjkbJKsAFEsi@^ZCW`h2~$w|Et3z
zl66<x50SDXsj&z$1~vm$MR)pDU&{~5WC7WO>6L1a7jX@$g=ZCXocs3UTgK5Z1*^Z7
zwSVa|D=L;lvomLrl;|4r-rdwl%_UI~kO$*tCCt%hS_J19f#V#Z>8U~$uv>Uj=!zAz
z(~9rDL4*Bjyai{G!#Q&ip^T!`zD6}e=)LEU?4KG-ck_3-K5`w;y0ai-uA0ZRzB&m(
z1G^-e^LH(By&25TK7ro!Xk|$YtnQ2YFVRzJJfdO)Y@v}0=V8T>$=bLbY;2&E3c$h>
z>TApSt6{33;_~<DTY~z5RN!06cFu{x*8m^I_nG(Gpl@&4Cspgzo=uDO=cHdj4AB80
zmxs*X_&=wt$8|bckhCl7xwTsKSx@{Y_~C3gpZ*N=>qu-Ea|rq6rz~l$@}<StGVpa5
zQs&lWDdR1fm9_j5qCDaouiVk;WtqT@f$zOQ8Em=h&><?GW3N4a-{2XsKfLv=WGaU0
z$t^?0a-BrgUm2V0_q_K<_tvKh1zyv>0n5IkaJoJK(h4$4>0P4Tb#y3QKcvVsRZ}tp
zU|g#ktETd*x^zGa<}qE&bwXtJc7?-;SQWH|9?@PwR@tSwsO)`sanPm)RwGrw1^$G`
zoSPN7S%h_1iJdm94_t29inFiXO%iBZ1b#@GPC;rX7_o)XmrwX!fOYw%>Wg6i;g8QY
z(7V6_=X1AXa~&Y<XxsmgHc-(((iseffI?Z>HUs^`mF>gcXR`b#r)=EJ-18a>)4h|F
zK~tz;%LiK<X|iJq;HT@t+Grpafl^(Tk6Z_HWe<Kgl}6oK&f|+HHEQ>B{sCGwEe_J!
zotK&tIN(Z#ORtjoF4T)ANWFap_mHIBW{cjDy9!@3yw2}VDG@BOGK&UlTQz=R9liai
z=ky2(28KmMx?fi-jXmtM4!C9kx4dBy{s)X;pX4sgJ(}&i=2N6RCb)cR!#-^(HuG|g
z&lhcbjonyOeV|3q4;Lu{n}z*}Uvo<x9$@3gU|Sa8S2D$Cc6P|{o%f+ji7txq>ttRe
z_Vq8p!2!r3+MtIaM9;7okhn`i)k)O;bWq`X(-Cq1(~=ZnB|^|#;|R1H&TR0$aq>p4
z;O<p}xEs73<#u^W7<IDdQlQxE$Y|W17sT?IUDD$qo-;;E9%m){&8G4lIw`5>Jt+>0
zyKs42DO7EPNKpD3CRumOGb7T)7;P&6H?qGK;iGu3Lp?Qwrg{R}MAgZvFH+o4zb_Yd
zKHZ#n0vtBaGc0byVqD{@`^PRz)9D`$FRONzaT2euEFCX~6vjTq`@S!4Qm>?|1>jRR
z1WHfB5zy5f*vh@I{=Y1{1eOw|4&Hk><@zeh9}%^X^Y31~Qz5ZeHj$0hBfQo{#1b9h
zi{1VmMw0}K1kr@EZCr&LczkDhlU%5-zNlq51FiifPKpuNFT9(4m$4Jm=N*lFkzZPw
z#*`<ZhGQ+r2|2RrV79aTUF1<L8H(xYzYE&?exYco8s#^W{;}nOu&m`A18_)Vo)_t?
z*#PO@QDjN@hLs%a!MDxtf9pY$Ko^UACktBh6-yd#zxLLmpr;s4_d<2U^2GR2p1uc+
zsnm9hs@23FWp`<LBWv##?xG<9A8zawKkp?CDqto9(ZM9@e1V9J`nDX%I-{I;HGMZY
za}h|y7I`N`0OD1KnUaUB&`qj~UiceMe<Vyx>3ifUQ(Tj6uDw6w-_}Okqpc4wF)S$c
zakxfzt0_t~u$~>=m<;sc0CUOg9?@Gg2ou(H7alizMumpv{>*ObP8U80X9JATkEe9A
zgC4g3fc0CsL+iJ(C<Ksk;#Cwf`o3ggurgfCd@CIvug+P@)pS#jH61G%QhB?<H8h&Q
zUnR$?t`(fIixJ<_03rt&5tlT)WqAk59Dg=}qOJTip3}Ong%@}WgwENz?ltZgi_Pit
z$_?1}??g(<Sa@V1eJL$)>Q2Lh3B9LsJWBP+eynRj6HFKtZG+Oi<gAm~fK+?U=RX`N
zwJaJl>kypuCO0lzx%VN-G1*@d6cy)t_WLK71zI(PiZ*b?*(8=JTsL5IM;8<~ASIvt
zupS9+e!f8wdijf#H0E_x`udb+F7jk9bZciC1(W{LRnuX82#YFu648vkdJGo7xkD#O
zOC5$ShyEFed3l4+h*&<;$T`z4Od{^r_H=XADg0eT@LP0bTHt3d?8xW|_eDfvE&wHC
z1?auRasw<5AXc_3GyI&B#U6c7-rGtjWq)OXoQVP>4n7PE+pMBegp{)IubT9i_quE1
zn!FJ*vsu>iGUj<G0l&1)vXnCL5RohH9(`Y$0nAvU$8&mF5&3Q!Cc}c1)36;MiB9=X
z%U<gegIv#B)Z2+xdrW*qhnYq5{6%bQ(k64Ni6?`x7aY?0S2}fR!T8|xmwZuD3N8&z
zm&@L}5IpSn?2twls?BQu0pm^R5C0ToI|J>$UjFWZPDz<nSSo>Vx<UF6AakR@MGpIh
zJxBZB6WG*{l54xYQaZ_e-|Z*yPK2li%&Km9yu-ytNx#xobWKq4d*?+_DoOf@@_+L6
z8iy5;N#hO;7jxb!V7hmsByEz}Ee;h!Hhb}9$MSsJAuTj*X;&>J8?Is%o?bYANFm($
z$$!7ui*HmTxn%AQ`)%tVu;A{#d&<vJC)tDz$kx-TqPF9GWTf9?pX^~TPzNIM%=iX{
z^NHcFs?Qom0ETrB{grf~o@->m3OGdmeT#0k4Jf33^Ad;aju8w7-w>?zb%(hhJZt0S
zT2hyE9)a&loS0n6Gs6ly4!eTQ=P+Gk?RK4fU8{-JhjNCMLlct=zgc)Y`LH`o!p*Rb
zuG?~&@#%n6!*1E%7#*T6PTN8eG-0GEr6|)d)MmK~<>D<GhWmBf>i^t^Ho^}KF;@!U
zBz`DxlTxZCDxe15UKedaDva+6BlVYrq7_QiJfj~Qmfi9r>}$VkuEH8bx*|#B+h}<5
zKMtSNX6B$IV3xH<wY}o>wu~k=VUj~jQ1=A;U$J94GiK1~Ei?PJ8E&F4{gz4oQ{at>
zLZ`XsD`_|fEkx7hy4;v?_1cG$avl0HthJ`8iCz)$n`4E<(f|FO?YwvYv-e*Sr+V0n
z^B>V!=y*NSQWc==j{LH~V|??OE=trMnG2&v0Qaf~kMEJ;Oa6dA<z;;@HDA|g3xCyX
z{VYRt<3axh&f0iF_?rgpEOupXna_>G&5($7EKYj20L5k*RSyt~Q<I04_#O0V@I5hb
zE+h_pDP;$~-8IE%VKW;Fcq9+x8K*~N;UYQR*1hBww55oJJGeW$aD-rnz)lxq`rwG+
z;9|b^ezYDv*2;!|>f2=zc}MA6v=_@MW&JbaUnj%(QdcyEMa<et<un~xhZa)3bB-H`
zLtx5uCdlXE2Cb@%@q<HRj3M};uU(iL&Z{cPs<}-6A}{Zb#h3p}tu3hvve4N5#H(%N
znSm3rGn$aNk@u~msLo3yF*K2QNxkVQ{eG*~#Aj>lg)JSV9cA|2VNXk$8cJFiiA49T
z?~cjpb<hF_I_!l)SXI%zubpSG{9UfI&}%&Ay3>__Lb=kn7^2o!4?HzAB7Gt=+VAJV
zF036`OIA>QP=oB#j?tAR0scCVSSZsE@j52s^O$kLnDZzIoUhxvRw7hhwnJlFbjY5c
z4>uL{3+(zQDV*j`JX^CircOlC>W;NW{*S%>bjKemAg4|Yo)MdRlvt@tevHga{ad86
z(Fa9B#+4<|##q*@IY)`sT$HC-TW0<m8v9RdT4T%yd3wA~Ju!%0hCbyEixC3XUI!23
z`^x`A+U)KRB2%Rnn@a;v<h(&9BhJR6DO3?uJJK+NM@BmFGxs?y9T4PA?(IKD{&1K`
zFTXj$)&^Ck!dKJSu5ya5^nKxMf(%ur^7060)~BRYU^O$cWy&@9eCB(jA-aogyM%$w
z7K15Ct&X>2!%o3jPU*`Ldg}T$yn>C7siOl#?R3pE<){qVcDd8U?lANMsVHhSZlXki
z09q%el@>SCPd(7uDzjkSiocAcZudRWL+1XNEB}}pdRqh$jPepW41<(o_m@$<teOVT
zEQk6}_q2b&cn(hXV%kl^=rs{eo9>tc%{)C08CNhy7^sbeu~h(6o|4AhPG>W<tV3-c
z)P}{u1_ADM#)Q6oTtRZb))7}14n?8odS0C3hkS(nNK`PA7(2XfO_UKmD0@gzV+<?J
zOSEUpl~BRlHb!Sab>fzqiPVBnb8zX>idlkEstxWqd|Gv-X1q|%QhUfCZ84JkO~Q#M
z$W`es9!lT58kw9>PUtY<U}(fwuK87^Mam7_>IgIIc1^}p{qe|Bc{s!7(xC!|MzakU
z9Qb0d?AmLU+}Q{3`%S)_JL{Ei@}lWN*0pQ1pL&~Ak=b>jKSEVQ1$F@Ua>?`V67f&+
zfA>g@lT|aawFUH*AWyBy1;_p{AsoB9D7mGc-FFh642E4|Dg!3Z0)ZoTp}HTW%WPj)
z%HKR@jhiK}t;$W815>e06(xA@i)TcIQ`46_@b2TikS}ulf5O>VsPD0%lPauH2!)W`
z-Fg6j85nnu+!B4YCBlI4crbxwq#mA?{z2{N96d4p!am0oI_;CbLIW5Ue_YIv&xkN;
zZPJ@dh)yXS<8e<YJ9W09cFVW;S(K3zg+B?;3euCZ)Q_;ejcyd^ux`_{SoLSK3GHwD
z6;OmrloDE=(d_wx88bST<t)Bhslg;kcLa3%8s4uW1N~5o6bz|^Ae?@<+k)t+LO;L4
zsTij;E?Y^poaG&@k&#rAHu+OLZ*UYmo%$>CdL3LlbI9cY(Kg-?-b66CBaCk1i9f)J
zY^$G;Lv8Ha0vTlG_6`zhe|O)7cI=%Qi>l|y>zb46+VSJ<C`{fk!f%U;39^^&Pv`_7
z;pxG*XR+BYkA5b!d2lWXRoWXPsZi}j1IN%lLaES=bmdQgWyGh<%%XKYd>?JVgV^Q1
zr}hlE-sM%u_J)L&6D0u$+Yj5LQ~J{qp|Mq8F=Y9?1r?m7i*eg(EvduWXyE3T1?Vor
zODqgjbuSvo@vnLrlq$0JzMBU>QtqDk1kYXl>Dwd2AfmNB3FEvz<0MST(OVeotze5f
zTJb45W@uqq9plmdRR4B%zJk$A$v-<jLW0=iqwG3xuhsFI<kjE_&9}K{EpUuK7Hz2^
z@*RQ3cu*aDOmMhHpa|cvB6LwbVHkz!G!(!-?%FsjHg7nUw=~4boAx;#++3+XFo-!v
zyzUjag`-Dcu0yrWF!2QCZDTRVWKC3C-{AERP|?li1hUOHhT6lt(EJ1IK<iIC?X_;R
zZ(ZL_0UhIat1phYQ-spB&|dfg&fEtL$_;d+Yl2KkxTNSc^~1}-O~7Y*^@|Ese5bg<
zH&kXE8;}C3*+CLDUn8X%4?y3*P;K9oq%GQsqs<xPa}YeUTcFDvXU$p=KL7BJj#kJ7
zDi-7B<;zs$AH$V2<Elg+j`8n?x&iGO%`!s6fJwr_Pl)?}z-IMt$a9*){3U@H?ms0E
zJ#R0)VKB6s#)G*uaF$gbwL8_;9qM=a3%?rPrf&_ZOp1bZBG*!^DTfWo$q7wcXQy>*
zm+<&2LLCK!<DAgt5x#!S`6-wi?uJy-ME$h$yerg^jQCKJzF6}pYg0e@(0>pvrVUOD
z&9lZrQzwj#rP??xjNj0pWuN`7-EQdn`g>T{dkjzg0S7AW<?^ekgFBkKsUCjozM})X
zMp09A{X><Cv)*+e#ZK{<*v3qh(H_>MXkVJ)YwpOY^U>E28EE%tye0SJhv%s)y#|Zl
z#OlboIXq=WXC+0YKOdPgv>X-Hi)2cL1iZ~g!{=J9jAm5YeKmz_g{4?^DlgMTFvm!@
z(mn!=+cqBknH5b?PJW-)!)0i%XP#b8JTzC`7-a-o+y|85xz)gZL*rAh5#z0BwU5(Z
zE}dVL1h*T&3AQ3iNYd-|r)c{{&9{AHFtYxrhVl%@I8geQI*p$x=*>%>eE9NN)dPW5
z7myV=IVfyk;Y13_v@wLeUd9bMEg#%tDcRRHhU0TO<V2mnP1NtY5PCnhafa@Bk5U|5
zV_xAi03=A+U4&PzzkXeAHcHaW(S7P~W%<>Vx#?UomR(HZq9=7|e}BF+*^h3466Ze%
zUyoS^E|{@ujy{fF;V3)FrtodWHvH~PS+oTlA`8P3vfC?GxXXHXgp^(Lan!GR0=$&N
z(kRDywUJ5BZpgsfnb8huCFWd}%S}11YvP1yZsFZr6e%3BTRh~H`o(3%Pt7gQgn_oM
zF47@#+Mfg#dkD8G4Fl{TmtXfmfEwaEjzyk;11(N5%*1^(0wqpW0;u3fioad&P_C>z
zOY|`C2k5m(xaGe`5Cpt+jR(fYM$O~`89k?vqt5Ja)K#{A%dsBYoU!KGrI}bHj0eD2
zl{YA}a&S-f;$Ik;M~#<tiBfr?iQJ)uv?krJYZZsBjyUId5@t-!CcN%#y<|k-flE#=
zIStX;h%5gN^&5<hRlBm(NQrK8G}O7>vyUBPiS;UHUq|IrPfVHwSF}J0yaD3**ICbz
zJ&SHMGSs8*h`-N3>cIu3lZHMLOV~UJ?t*LwG<wM9T&SRDur-7D|2zrPSbiN9R6jm@
zUkQVZV&urzsVwLisIM)JIo)A1H#=Qp{n+4=IF%AYtA$ux?K)@SoM%!?HaDb<5DpeC
zJUsZo#d=h%?Uwb8q*m^#Tye!sV`6$`2G^!>c?~v>u9DY-#@#MPR^;$a9Bz@evvv#j
zq9FLD7buYIpYI&%ct!}bK?5MHfEKAQxDfu=<IIW>F)=}{0I-s*Z~00Q1`o2S%GBZG
zKt$bCuYHF6dfnt?>APe<%-sX@5<K(%`9ElT3*fkxBwe`0%*<d(7Be$5Gcz+Yvn{k(
zvLuU{nZY89nOU-!neEs19p9PVx3l}djrb!@bkxbpFDp+~b#`^0tgI_6$8V-1jvJ%4
zWEmA2LH2e*FCh$))-_eN3k-cOmd%+0TJ=OIW;_&9r66X~=?EY*XbsJtu^e9Bf`MTv
zqDgr~B4_wVUSc}6C8i%MgzVg6$xKiBHi3&}vVPvEQyI?c{yuiIn+?~GxoIm#AEH{S
zrx8FmEh0ETah>(OUi@^aF9Dpi!Z2C1=+oL-zLPiA?KFEl?p+i_aq1vjjKk8kb9{XR
z^e!74A7|e<!Yx-@vt~|wIYnSmdsC~Qo%n;X)K8X5Tm2P#)RYH1ay=aCW*D?-aIH2t
z^drn)1PyDyGQ9-T<$`j#IHua3Xv;UdOaNB~a5#A7V^xmLE7(G{Znd|-SMu|#C)^QN
zcOPobAQ-4y(`K#HSt*uFJxKgwhb*1%8js;+KAQC~8NljprjdS{qsa717`C#$f=9oA
zaan+FVu6cYuWF>FO5Ga7__{@-T@B_tRBC!Hfo!I_NK36vUeDxr8~agSb7yV$DYo8H
zveh`6Qvt1Wt2Om<lsor^A*|r4zBi#=Zkl4}4#Z|DC{e@9Om7pS_?~&|Mf3JK337@0
zE*7Z^Z+@1??<XM3-Ndu=rZG(R0P?Q({t+vg((I|sVg?Wq=zPwEU`f2?p2;WQeavJc
ze7MTzf;`EK>@{O#m=ZSYS9X#g^9CVh*f*no)ZNzIc99F3g_q-T?k4~=ddyxndjae}
zU?axna<mx7j;d8?vHETF>OO6dTwTo}AVYz#!{a}_6JP7UM7(XM+2_`wN>;wXm}`|l
zjp6(Pu*?o@Ol}sQTFM%7vj^mbG%RoTu`Q?Z65J4utA^o#U!bI^tdVC9#PqW*3iDf_
z#<r*S!*P)+_1;P>z}M0u^9+9Xg7AJ+YnNaYK(cPv`N4bx3@YRm2mo%N)^gHi@@_f9
zaL41%U3~9y#G8xWzfH#JNT?>AZ9{nc`25RgJ6TPfBX!T7Y~VOANsl^;uDdheHq7-g
zcR<`-C;Ma-6@wNHw`u*Dce-F)^hM40;n3vVhbExj$sUuw9987@NJj3e{OX!K8LE#x
zbIPbOrb`Hh0xEpcLL83cZ}thF8P@XMZmX-TKFhHDMra8#We}|{VF8Z~1{l5a;ZX)6
zj0(MCC=nAatZNzQp2V1YKa!@ntJO${SJw}0EUc<IBClm~=dS_8xc8pyi1kTEY433-
z?+9lB=1DvsV^LBJLHsD)CJ^OAE1K_8UnY%yEVyzCEc^tZ5#~NiC=>(zNM&BO&*9m%
zgSSK_de^ai)FPxJ4&dK-3v@TmBV=XSKt84*BhuK8Q5<?Sq#}|kx==!ZJD)+pW8Y+H
zPS5Xa4lbwp^402~&KkC1m3Ed-N_`d^O^sLeOzLmb{2r=TCA(cvN2tj?aNqZ}6Y&e3
zfdk$ui@0Vhh#p=_4;KYNT!*8#4350Z7cN0|PviSc+2nV1Wu0bq_VtAE2!$UuASr_5
zz8{$!FSHHf^i`-$YtA7bYWr}HgKTl&9^qKf$D>PUT~mkV)6|gqRU63b<HWs|H~4D2
z2rNAYdAzUc6v7hab(_{`kUg^~HCo^=Vjs2({RvP!2ia9mJ(hX5NH^u%)&vNH>CzqA
z_Arh%pMtS48onO_++t4_LNy#v$drnM7u0>^k-3z0v2EN|{LU~&T!znuvOmrJsRc(R
zy>1Rd(417JUlyOE;QQrUT`C46gw}$(9}bw%TpPt2OnwRkp_4gJgHbAZK*u-FjrHd?
zE+pf4+oWu6NQCU}-D-x{NP#&;n!vF7usD{dfcm#Dkz4}%!@~jG{&7INTOn1vVkLq)
z4U*TOad!toU+!ScLr3aJAj@JAqWg*?(?bKJ75kC!>Y!ps{!>$8%|Kx>w)wZ%wiuk$
zffl${<{n-^PRjSRS00USCz?SHnfw3-KH``1iXkh7+ggSa(E4RYhu+#Pi9vA#`deSD
zNm=zYW%9Fvf+gpVp?jRSt&ArO_9Gu1busjsm0tojU)>IV0zMSqF?54q#HH*ie4}VP
z!2JoZ*muYX(8qRFIKF-saA-az|3=Q_t?bQv3w8vq9zxych6T#oBwVqr=MT6sYn(e<
zqraio+tCtF3*ButL>Ti(IkIFs978?hNpYcXX&Pt^q5O<A0_O=BqzTrWnr^xI@P*$+
z!XM&$;nJMBo?*3=($2_~(AH^&Kza-@q(h713=WQxeF0;7Q7y)!S5RUcC_eL$22zM}
zU~#Zhe|z&0#`qIzv%m8&@P$pu*C^jAe5lNe5eSr8UxrUQz|+O?>qTdCd*j%2`g=MG
zt*42Jb9#tQUytr5Lw*8CNQf|gS@H#uTfg$~I5j_C^;}~%cL$THCcN_H0K1<6um<*g
z&Nl9yof6KZ3(<A%buGOvWGYu{lpd?m<39JK*XeL+lWfCLE$eUh=9u$b6xaKDW251;
zW!j2E6}EI6y;a?9#^mhH6|38dV?#dN0jCvm!<@_L{KrHL{e8LQ?D`#WH;$AH7VZd;
z&}DiGte(-Rp_a*Lrpp*Tx0n+hvWQz%lawH5a&<oeAw6SWt>s6HjAj7z7_gQ{rF76X
zjgGqNtHl;b3<$v+(|tp>uZ>}^4ENcFPXZwVQ(!=+edYRYACoD;^kk4rVL{cK#X$r2
zLzNd%AW6zcbY5_WdBC{{g-xIjZidul$liQ9HiI`|OHyz?ib}yQpqgvN-1YO+1vqqR
z1|Rg-IX5Bk<RdIi`eNi29757h^IGlw;WZKoeaLtpHq!@?wY?M7vd2#S94jo!h%_>c
zK2r?OC>jRyb67-xbKiV^r+J4urrH<*@146DqE9i=nXQiEN`YgO8$uuQi521o38H@?
zRpcWj@Qpozzw!&Z*V6T;2jC%^eTDu3t(=H_QAwP8a+}AWe@(&@0SHP*YX~iWM}EE~
zs`D<@_p)^g{@rTB8Uo}Ro&6s2pQ43k08@Mcz1xA~^;a;7tr7(}87uKmKLOvV^Xb02
z)|AxbH4j6gK8<KrIkcm`i1WvIVq3bWP`BHg5OwHCIIpF<pT!x~E~=i7Rw1qpn__E4
z^|kl1!)861*1}?r6f35T2x$nrG88kyPGjtLPC4w5SOgrDUjP7x6j<%%At|og^ZH-D
zGu*QqzWpFNV<&pv1ey?;Zed_7*<vG!aB-?so=yF%kBBy!hLiS9L)X4q+&h?CuOrA&
zW<PY~yHk+3bS-v;KyX_j2Ba^+At89<Pz8;J&W#LAbXX>c2;id<8M^j{qy10J_jN(^
z9EFFBrdPpFp?hFZu&^oTgce{7O+St#4M?OR<g<*?QIQMhH3Rp+Eg~;zQwvXw<GnLw
z&cCt|_7Du$JaRcqrIH^Ss)B@T#<rO*vJ7}z!)xXOE-lwjGOjK76p$k^`N3YpvO}JT
zZzV>5%*N^Z!ds}FJt6&ygp6u@NA2bMv20&K&;h|xffq8hJauj8`Gbld+wG-)ynhnf
zd5RGI;=5$*e!Sul4{|b<UJR&|LZLiL&d=tSoH!{VbKEr;*f4dfJJe5`S}p75#-B|>
zRBbFIK`=lR9apN_scUTX{b^i_yc4@e;cwri^#gj4sf#sId*BB<tm!~(%Z?X0;F_0q
zdkXTy>TS=3oK>7iAL>{8s9QyG&GInbE(r$-4MzV>n3fmpH-oYabvAfa9oKfFVF_Oy
zwEAii^Oh7UE#|Asvd~<bI?}h@0C|U8;9ShiXV`VPk3xE+>#l}cG(d{egLn~@zxNI&
zuy~SoDyjaoe8iM^vcl;{y6D^mAMD<u!IwL|Ig&JZl!zt-xsIq6mY=y%Kv^S~jjRaP
zgF;0|W5%3dmm>T{NEX7k173;n+w15tnDb%<m#aP#%xhs!eynlifHBjMOZzs>R2lag
zi8)cU{!@k}x!w?yZal6$5g6m^4)i%niW*}OT%i83D`GiAXL}H5mZgRQ#|_NC^X7mE
zP^b-F-^m<z40ZPAa9Q=4%DzXCAxM-BL@f95W%RQl$4ouVOBT_I=;lLukq!91_7k8_
zP<z5bv^fp*nQmE;k&bO|V$h)4UhWYuAzFX-gEOjV;lNA9yG&VnoyE$Q?ZS<HU1yO>
zo~E8kof2SFHHirEt}jlgee1=pbQE!K&n)H?B!3~H?x=?T`fe?HclBx!hWNpp>CvYH
zrLDrAn7?0Ga#yz&0s&c%E<$9&%ST3Ha#8qIHl4hQ=w9#MB+VJA2kJ@Yx_P{NrLlhX
z?k4Lq&P!r|5YXaX`b~cAOXA7z2v{uXvJl|`*}tL`??>_1kh@dQPljCauWDe&s^e)p
zKFd}~?wZrkaRQv02P{RJx!X<v7AugGgpGz6)9zvP<{QCUj=tWe3S6$<30D*rN*K<J
z=zTgH!?hg>oRQIwmQ`_GrjIIYq5;8CzQXQncD{R1Y*~33MR;7o5Z@P_Wxf;Do`??)
z^b)U1dGA;%+(Y<gputGAlJ}#B-*TVPe7#}P?T7a20RTLhN9Y*}_|N0es(kGJCeuc~
z(Ppwbfa*Bx`%i$MA5rt_4@_b;Eq-G$+1%CD!3KY1-<X&&(&K(^kf3~ASzBS}_05Uc
zBau#ZhsegxoKulHc+=(H3j`LnltV$rGZ@0!r;CVS#O3H~Trw}+oePZcG?KT4#Y+Ag
z@W!-PxDIX{=Fc6tR1;{B2j28ZAc}rlsmEhjUT;y6al!^8vgWHIvE=h%1<GA6Q2JOO
z9Mtv!FU2sHJTh+!9g_?<SbGd(0_Z;h)+|l7SB{~Y@A^`n1|9OkfD`5Wm&l{pZ(Mvh
z+LJaj;!x`;lzPuWJugfaFKKwgJB=PT)%}D>Jp!mB3R&Pp?uM822h7XHEG6z?xu%zN
z{m0-v&Ib*HU_-`^h&a9-po@_qF1IaqT-zmK@m`JS)hQxl#Wi8gYl6f}-+iUOA(Tzq
zKRWQfe%Y@YG0Nm}yAa*tyk~f;{v^>Vz$ozH(cqW08XI7H19!YN2ARqJ%*cP*PuH!*
zNn}oT?)2Sec-z<(&EHgKodMru2o_DN#icy8-~8A|Xs0Nhr_Ky*^a8)!Nm-W$eK#1z
z8WDMbx|zP(RNDC4F_beaMxG<Om)yI|y!LknabWYF=bs(oVE6F8on&n~b&=z}&qcb?
zSR6X_odTX)c&+{Xwwv~&ULo$6LX(3WK!qNXBczZDjQZ_T2@?9-S_t)+1Oh~_E$x+*
z3sLbQ3yEXUpZ81(5lE9CE^xJt2s@~f!I@KS4I{7{@Vv`Msl6EyG`a<jQH2K01IG_E
z=FC43IiE4f{lI`*PLKSCV_Cq+mlhb?28;9=ThWG{d#IVPT428#UZy-pm!Y{?={4Z2
z#h&QI=PY<`ncpO!gcVI8?pG*$UJpkm_%VJWnS*{Z1W|gD-Toc&Abr0;eG`B1)vX3f
zt<%Z(Wqi$Mn&n)t;&g{JwWJOWXWPqn4wSMg75Q9zW2)s%oFF*gIHmf$ktl$vvIwgL
z@nnQHDGBQrFN6hm*r{s@gXv8kI0#>o?C88G3>TuUAER7-`KLq;sbsfL?e^G6W>(1~
z8r*~`ZV>@?-iWE=+OpbUst^`go4!tW2SQ;CZg1VG-0)OB)n~7*Q${lD0S<c;A+Y)<
zF9Be&Ly%TE9*tfj8RL!^e%9Ein4I{jKCZhJMBpqBYO5pkd6=#x+CJ|)j_2X5BHk#g
zkApFgybNa<M8f07#@H8Ia>=J6?(c^pHPqIkYd4w{T@MWx=V8=g8gz=A1vRS74#jBB
z1X`*X!We9a1QaKWwcEa;67T0<Fr*?A;|2+ef%4#JfGt!4T|h{T)KDU?-sa?X_z`qz
z83B#dedzR@bq{zSvgY*ZOaf?|GMihJa%647P01Az+&8h^E>>^@-wl}Ko6bC&Gd8!=
zrq(!V?M0kYxuM!}K4s-y>MWj=N-HOqX=UY0y*5%wD<>6FNzc<xOc(sn{#69tTc=o9
z&IHi?Ri)f0!_r_S5d5nu86v`!TVHFUZIo>-{kn_K;G&^h3Pg>YE!JtM0!Oe&)h2k=
zr^8&;TqUrQPIEl@>0@TOS82KB-R_%EV)r2|zlw#X(HodVNO}>J%}MTtan<6Ig)xL6
z0XDIayw#5K(1ItD$(;czN%Q!oMu)(?)-1ukM(35mo;d*>cc98%PGc{v5sQqB76=!X
zg2MN{?eT$JY_MuF^so6C_;ePPy9VD7S`bW!(mFqv)9E|X*dR_7hT^vb#N#>Q4#zS1
zaH#7Y0MZ?CZQ0s?2!5ZqYJpIug{Gkz#y9|NsyTzz6dH|q0!!o>+`^EoA+9JU>)1l0
z2a^kL4mkdZf2et^cAXs)@=JXV$}OD$EwG;evg0F4m9gbpV8*j@#J5n>!itSFkD;aA
z*Jge2Mo{2^xO~Q3-0A@R0NNkIUVw$wqgpXQ7Xq7{MpNYKF<iFS50N%)Ou_TA3N@uO
zObylQvA+ofY@IHiOMwkJVi8Z=%;1pStckIOU(4bw>)HzaEv{Wnp%MJ8-V?|K&FU<2
z#6-eLgKGvX1ixGMO|~5qWIHW<H}`Ris`k!dU+jpjr@Xa)vIZvThh=v4`={jc8ii?s
zv1Lk)%Yb)gaN2(O!etFTu3!e=S`kPbgSK>HC*psc(GkwqKVgv+&?EE0IW5m1TNdZ8
zGzE~@ExR;<*TgaYg8|NdG^>U@)GHL1>d?LN%PF>#a{gI;&SlV#D-sSth;k@yJuNkx
z6j`<VFnH=-M;b(Cix7sNfN;yFtp;>tY|uIabpkQbW(MYS+Kz2qr;T&GJ;0O<_tq5@
zToJ$Z@%ivmz$=|2Nv73W9DY4vXuFn@B1Tzb8tJ6%_wT#bVFQOn(Z)Am@JUqBTiWx?
zYn%|kh;I?#t}A#j;2tgDfyn>>a)K1u|LOvO{%?SQ`2P*+ztj*sLGHh#|F=X*@DD5B
z|DT^%k}P5QZ?O~!Qt;3pVE;b|A#O7G2MTLMCC{Bu{Mt3)!{2iL`vP%-Bnflchgx>C
z>$>*Z7P17NivO`i;KsXaqd5XPO{Lj{!0mCTBicwOM%4eQ!vP?463Z3c_4RG*6;*pS
zC88IprtyP76aXCX-(V$CY0`6?SVD-=g~?<eGXQOVg><|?ej)IGt0%A<Wj&$Ymdw>~
zR*;oTXwmIDjzf92g8!RV{;HBYF?sf|2)0NSnW4i+5q2^k?OFLBP%vZ(dLWkl`g|t=
z5*2lrnq-l%lUGf||5mp@I>i43+~F`6U{A>v6iN!YGjuXZ<v#rTNBRx>rAl<raYDWO
ztz6Gs$e|Obyt;5*+P@!Q>0ebqRNw-(=ND{LKIXp9+qEs3`zD{vg#Ilmp5(8pCX1AJ
z@$jpJQ(3X2YI?yhm>GtUKm{bh|I24f(fW-N8rA8qnArfHbYh0~MEX6nu-J>w6!aJD
zukSJAe*!-b|AxsyqJ)0_@nv?3&-*a8%!(0$yWaB;C!LEF>!0#3W_>B*re6Zd5(sdZ
zTDqu}K5p#-|3^by0srsf{h7Ry4%vbQ|3t}<&q%SQ08zk8?1DyoFhmEqlWcFR8wG_v
ziiYJ0JOSo+os6!tO3~l2#8!wlDN|G+23YG9N8TNGfgfF$!2Zfc<Fl9Mm;M_fMHWxJ
zr#zUOBt@17<OJSIVH(TO{v{;-R(Qf*^V@P4y}Zeubd4Bn{5i-!P(daLDJm?vQkKF}
zlnD}Hzz|`)RT$IXc(P32SC_2j%Md7bV`jKZ5?W&c_~BpU2&_$d;&Jkn7wd1oLY?`l
zom+d9^gQ~D9xR1H({9k8D)iktSh!XdHyJU;dy-L#4D~mvLTWZissMIJ81wdJJxH~2
zfNTcs7YbFfQ~92jnv6EWiDom0=nF78m~vo(6d)dGwx!5}#cXGU-Un;4!p7#TNR(W|
zP<%T2g-Q@4YGl6Ju821i+J>uZC1Dr(#s+K%JOKc#r9^cjPf+S2waNm~?(&A-OoU-g
z90t<Cfxv~0Iz0&Bx|GCT=3$%SD`cm|Z*jj=)QhLAT52vb*2GVcs&MwNP#3KDHD16`
z7CxXNKK6v+WzChzBWS*Qjg|lsVSWRZp*{&Ya%<83(&^VFkOH}m`&ZezkVThtb^EG-
z31)u8p9q*33OF*qQJ=`MUt9m;|Le2h*8EHvh=L)@&al=m<~wVt3*}^Bqx_J*jR~Cb
z@xKM8x89)sCHWtpB+ox+>wec};-;CoH?q8adIx>ID_<#Z+cYIb_G`{dk%5c?ALn1&
z0;v<q{EHGrrvw$|Wv2@DMcsS*n7du>_OAg>kRp%$50KwqIoR*NQSWwIY;c2B&u7la
zwHlRVgSo7TQUAeA>-?Wkz*`Mq)5Hl<NQ6g=6S(50^FIM`Wv0)FNW0&FRI&sR0IHP5
zZ@ECef4Q=NWk7-?d|>vjRbA{x08&%XyX(B;gx)_qGNJ#0|2H;;>vyd@NX6?|30hya
zYjN`E*f)d29IHPl#e)AERXYr{<YWo7xrMW_{WA}qB{-otD-hLf{eSfN6z~WBhw`U`
zh!YOp8wGLZrvi>joiV<DU30ZT{lgOl6#J+Ar|`RjV2C5)$-aJzgE#t~&@K~F$%2v&
z{-@u`s{S(sD8%v?9EL1DQ&z0%kRvc1`%Sa*K|W9TZ~5fT|2InJ*Qf^r$bwS{=g8#I
za<;|v$hnd~(Ng`5qWPoM-xRV0&F{a6k^smr+ay|U?G#tMmvQ|c^3;L-12o~#08}a0
z{{l7n4+(0iR*WVcJ0<7K{24z1pd@*})%rDgWq-^4efu~5AEPBj451&&`@o8<F0%{i
zrn$NI*R=h`_Gd})Hw0Kn9{#H_Kw(M`Y~51zkpXi84kz<J<tHxxLz{m=5&!8{@;VTP
zwij^$SjL4hIqR!`a%TKT-F{;soc~EAMrGX|-ubMm8ISr;BH6;fl>apMuiXk<*=(m`
zu^+Pw|EUGG2wYVCv)w;s-9Lq2Rl)GE5=9NW`$_*o{0|KOpiBRUAEg9n@c7_Hp}{}G
zB`Hd(f6we+mKjI{|Am4fOE4@`{#OMg0jSKC;D3G+5~SX}2m8(Tm)!>1x!(pR-mL2%
zjs62mj0{H>__v%tY(O4VAo2I@?^?irM3Kb{{iV!rC4bMV-weNP!SCB&qc8be)xU)U
z3o!p82j&+R6-fN6(O<W};ex+q0_p$%TtLnL-z5|OcgxDZ^;7_+lAuEY{@#Irfq{Yl
z$|UhCnZ%z|62CG@)FKP^PAhI-5*uDQ2FCx+B>`j;KnA81o4HRFdj#eQo+<PR0J>NO
z&OmV9?e%5-O8dsZ^7<3dP{Vpk^ApfV>zW!q*`W$&W)XW-MD*mlK(*)Succ-U4Bl(o
zr$2-Dkq89lx9r}+5Ost45oDdrWAT_a5F6C9=#6i(uB|ItvQy|<SuXX10+8YZHMFwQ
zEjimwXz2IR>=lh0s)*m1It^UskxM@m)E1a*%dE2<xt=Ijmcej(Ar_IlRxixD>#<}N
zF5&@2br4TbqfO_0)B=kejg6x}CwI<OSK~cH<Rjo6Ba-B{ltrVi1QgBNNbK?aoeOdh
z@NKLV3&4IWwZb*vz7QjaV4Xs<&Vhj-21(N^aKmVKfgl}leXwIJlaU@3Yu6dwjf{DU
z9<9DKQ~3Jc*fRI{U@8<jBm=&NJ-MSV9~Q$X1oNb$I!SnpNYa~+P%^y)_O{YQE&@z*
zKco9KctRC|WsHZG(s6xyrz}^x<U=J+c~^}!!#MlSdY2JIO32!EuYNJ(JDmo1B*jOT
z6CA|&`h5Xvg=f^ErF8wP)Lmr!V5hf!@h@)}%t)99^DNYX^JYu%g^x7e>rPnc+!&E0
zl7(ThF)&D=gEGU@Y#FUlx5J8-Sk&6Uc!rp<{E^0hl`EKPQEH5ZM!oyMWqT?}79}rM
zpA3yOuD~_LYN_qr`WsNHb&X;MVJ_3Qb`5`<ehyCa`~)aZQ@Al$?P-g|9d-O90KAEv
zaqiY(fMWutv32Qk6gNf|=aIH71VsRHYvTCA3TCT;FsSgDyaPcQl`E~Y1^*NVA=ELQ
zPM}A~#HLe#ct2nWzJfK65zS`(>;xVh3F#cvSK#T^fk54UoN_tFvOPwO=h!#wtMKv$
zPExxePo+byzM+b2<4TW<IWS+uZCteITzE2;te$+Wy}9l@!2}KboSXG}h5gM%e=${{
zrKg8}3qcNdF+LPU!!}${U_rj{(O_A$g~-@I0^V%4E2$VJ35U}MvjO0nt#0%AQG9aW
zRzJ-Xyo$!5JezKA5i0<ow32=9gqF-j8)8q6X$RIzHZGP|5Im06pIFu<?+0W%OHb14
z)jlL)dvUO`VA51k?1z12ZEh33TnLF`sI!QD458YI8mtM0P{HK$QPGq4b&a{lk2sUB
z%yx_9M5u>?o40dmoCwk04L-e8<Wov(gWg!+(A*)aCI(jRirf0Ei%eRvat_)(XSVbg
z(uv&jY3}rQ3tB37sHG<g^)t|DWK_o5jjS{bh!LKeXd~ZWePpA0>nmn|0@xL79+4#r
z#FrTHs(L~3NuId-&Nx{8ptE-|uxC1?8)!a8e8bSxRIZTWRwoTZ3f`Ej*Kst=jJMS8
z2Qw>--;)*iAVhT>(Sm}Vza6+Ady+4GPRqaovk-VDhzu8z?l!~%Qkyt3gr#l8^l&^t
z?(BBp$u+i^4x51RbkbYh0Xnug29?ZRW=S%ff_81dbj-zk#!<J&hi`fWfQ?O>dHyUj
zWWtuOvBbs2L2PaeivAV3$*NjcW)e{eu!oLNj}ZOPO^(^ULvFrqw3mM9XwP#k#LUOy
z!2{(P702igel&6A2rbHCe+@B9&&@R6o6LdXrVr;W(_P3GvT^xLkPpjcHR<;3EjBR+
z@5V@Vq8Tlvr)Yii@__+9qc3XjsGv9PC~i$$d*e!PZ;7xHN$*vHZWGvRU@#BS^s=Wp
zo%BkYp=85pLN}B&c=5P#CS!{;Bl)zPu6XZN3YeRR_!Q<ET5a?0-?hWpeNhy@h-9vw
z8G2qRtjRCq*QVFizx<NIWO<id2#a^01a_NxR|=wd6ER&xa*5dmy4Wws*<wYc?N>Mm
z*86#^!-dTSmSiO+XGmYo6~E>i`<9=Ehk=x(h)snk=8o|whgGwOFq)7eI=G?W7^{(8
z#qtjKeM0sS6h>MW?tq<71$T8&>Z0My02Gf$c(frbAP}Bn$0(-aF!#hs+4YHBRY%6{
z)B(`|;B9?ZBHpxddpo07iIOC66D(E~Qcmp>tB;Xm<z4M<J|J~VFtX$<hjOT2>0ihe
zX-+{Zs$rj9<EW^=R~e#vgo}G$4SUk|U`_n}AQg8Zwoya5t|+0-$c2rC;2knyvDlEt
zjwS&?Nwt*95K<aJ!%;qg#}(DRE7-BQfL@f<l@m&>r|{bM$w-LV76A+lVeLBsM^jRq
zG=xw-^z>W4xK9r$AH<^;oUhP2^@3g^O87p9uR*u0xWW<c0!TvV$L3<kFTnLk+qwAC
z!en2+?QCMIYjtUpgn+bgjkOxSlc%K1m!E<$j_;XXNCi6{iuaP3b3Il4y3bt#Vmo;T
zd?&g*AK}=KnlLx<=zVquVk)nbL|5#<7(7jBXzNzfm9^K(jvzEkk=kERJkR<#_bL{V
zs-pH2V8<buSYErAr*2j@E!F`UI+b2mf))HjqTg&P^H5Mbq^FizoBGbg1o^04CMzN(
zXDg#7tMHpUmm~t3KIn2O2GQrzvF>?RdqC6_!Kdep9QUCCnKD9E&qxmD5yC;k(f!mV
zYB)-68b9fWh<5pJKMIePcHBsM$*C@p^9OeaFXFV!J*LmTcrqbF=^=eMo4rF!HWDx*
zFzAI6qjE^&qrygBMg5V6S5)*9FmV*RX_idiG3vm)S5JqTZ(P%*lc5>ATIEh3vV!Mg
zz`UIjL4e{{2onifus~uQ#vZD^wyKys-Op&aEsAE^qAnEh6q+Lw+b7msn<k9t!nXI3
z)NQk&oZC4hHlruACt^p>D`WWsNKqmd=n?m<gO(PPu|10c6B_0sw7w?YbcMAo@51ZY
ziC+fd-1Jrojlqe?8K`oW$VuFXFCVuQ#@e`d9Te6~?B2X@KT9^Pb=`r&p!K$|S~=-(
zZIG5O{siz8N#;H7b~IK`@vOy>F7;sqmy^WCO5eDsFwdi4-7G#i%oupmxlM}1ulgqp
z>mA3X$68uC&Bv9IXsMZ~%@)&AKR#R^_YcY!4uS0!7jTcySKFtD(;Csb`;(ibyY1VU
z^NqEurZ|nRv7Vry(aC5e8)ZV_fkj-N!4$Q9j)OPnw3%I-eZV`A(bv%OpFf&^P9BG}
zNsBt!^Kj+&7T4xeUGi9bE9k>)*i5$fiSG?vqaB4(!faRJ_6sdhMWMC8MIkFy`Djce
zJ0>6Sm=wA<L&1@IF%<J-QPHHr6c)FWPrEDO(^}hC80%pMU&S#hYG#nW36B*PTytTy
z5$(49IAcijD&tu;L!;xbn4w5$>egdg5Dwu8SOqqQ&BOkZ@PG|$49C%GrjloHd@#MW
z&Mb0_4{35NN#%yD-JHZS67_GQ?6^tnvr#sJEsF(3RCvy-cJo{0P$4)nQl)Z5P6;Ue
zw#Ll2`EOo<@_~Lb5t*Y6#v}XOrqo|}WzG5^=RR0KRZKESf(d>Oj3y|xv<lckZ)`*+
zc$_ON?-D|MUbj-q5FE}Q-8g?f2&e@Vf_nf=obNa}qsm|EZ>ZHvyn->;@U(AB(v-1j
z8Hx4^Q`3~;GImKlpqHYJh9C#nwo~-Y4aMyGi$3~{Krz3Jb$v^=?NQQ^DcA8x#R_9r
zT=<Yyf^dp*(x@HL;^NlO%6rZ!{{c!Zc_~U^q}6Nz0NFDAFg=8ZnFy(O6q5XEJ+dCJ
zRmP79YAtg({neR=xuwEz&GTf&SbPyFxBO~B6;3<jOBFPi-lBWr4slwVv>3vvklhqv
znD|t`dryqL5%!}0_2nEw7w#8El!zp7KKL69_5LMMW8mh=e&VEF<|AHeZ<v+If!SsL
zfv&~I70Qpoo$n|^FLDVKqV?KQ(m@i%u2R|>XPB7PsH#x9VJ{$Hk7I)Gi>9te%T&c<
zVTX`WbrJCF4%T!>4UbR-<r?rSdF^lGnB%dLmn9T5IV~Btti4}ks+n>E*mCBVb}P(G
z#q8&paS6Cmid6medmSPT-7Hvq7NIP~h6pC%&aLQR!(C<@oB<jjY{a3)Wo48(=j$HJ
zB-56`kS=Wd6js%#ImNA%Y-wvfWe*$#iKT4PEy5Q=j0ErDpKN`4Na>I38~P#-1lAZc
z(`nBI)<)7-1xiIG>b<M)2!8_d@4{aFDIBG9T#I**_3rG$hUDEZ-36Q&m1fW+HnCHw
z%Y9tId{&>06_vm2NUeiDW1%Sm9x7fYp}UC21dO9?9R~y%OaMxRfd0A(Fbx@}9sM?N
zHoBHs_&jB;{X$b6Jg}~ESs`*C*gH4hA%w9cY8u@}dGDWqDv$;lnFcE@8bN7J(Br_W
zd0M*rq(vwOr2e8>4zjuB3^5@q^jR@oM_qF}U&!96xM(qG&g2-PiD+W)!f~x~%tPiC
zcg#BfA{j`1_`Tx*MXIrdv8H1h9c;`RzI8nYMmWvh2_ud)v=IGO9{QRxOhXl>{?|+q
zzzN2CkQ@9FqnHgCWmwSsrSTeUo`HrHkP)G*v}hb5{*BQRM*NJgMqYgT$gp{-Ro@NK
zWTtPQL(MMj)G_zRbyzdxe$;KG=G+}sHNT?eX_}pNx-V8#TlvzhSb1XwE&{!;<=ds)
z0Dfj)#@LX8zU$Wy{t9(MeIQfMs#UgLllvr~Iqk%gyU0WNF%2}ETGi>mXZgga;3z<Z
zTA1#)uP-@lW#{%|A0CxQ1hI@8p|9F=I!k1(RMbpmM-4rrx`a?mJPW2WEz%Ew-#};t
zNOg@1=m`pN(c{tc5gIQDY`8K^-6zu@iS{84UMB(Dcvs&3NTO3P^PSy0-XXnO5UTND
zMJWcFl6TypAU1}gYobrbp`hqY&$qi;ONb9?k`c~HxrA*WxgU)Uw=U9Fa5&0iwE~{G
z#g%7eJKt-@*a-Aa`TAs$;<EyaH_|qha7t6BN%XPS&ZirP;yL=Ha9;LJ)2QY??~f|_
zwx3CxUvB068;i>j&o7A4#c?hXN}!)-D~awD#b^q*+RjNPG$Q3gTKf(0;yzn6j`mqB
zuZ-#qyg846v!x)Mt^y}HcfaS7AI?NZYjngk7F5nD##6L;AZH@h@?7eMasI8Skt$`o
zzV=2;YuFnINXcT}74GeTp3#YT2cJGgIOM%5C?`UMML&u?=}KPNauS|2nA#SH8Q?qI
zd&1Y2S<Mqjs}+!M6<k>A*D|wEoJ<3hQg)iw227hwV5J0vEDfv&AM@w)Hz1U6A%2j<
zNm)k)xx2Xyeo{V{h9X>aUyX#RXjrf|*A=E~rX=F2JnnW(sQ{}lnY9x1)a#Zgz~8q3
z?|SU^M0Xy^W+FhZ@!##HJ$u(E5cR$#tK@BVt6Kpb%I!tK03!QKx=DzZ+EL&=A^X>g
z+?fZin`VWa6i41Og9hG+^@Zl8eWpC+GdEHnKV{N(;9k9ii4=XD8CWlOA8%v{DIb}<
z*MQ#Cw}9(6YO36E<#Aj?nY}gaNXwnFHud@9<z+GJ<_S(ri=18x(7+zZps9>c99-}8
z^Qts`nK43FtH6dHD%@9;vkN)~D7xhm_}1f?UyjQ)yk;G^j!@jxGcs0gr+UFI54^$J
zl??zV$uAX{FpJBl2>YJSRoO^uSdcG*=fi%&?cz+P$}?Rt2AaHZnA6~tYxY+g@a8N`
zbhUgCYTj`bl}s#=>#Xk^<C2n%tKWrq9QZ^;V*_$d#mx}}c*EmeP_0nbp$QvHr^7S)
z9hkCeM6rM=Ex%}a*#syBFpik%qU=kwG0RaG#tpMr7Edw2t?*GRG)q$IFsNH=MA1c5
z0X$q;*8GnM&yh@j@P`qA#n9g&iEAxknO59A2ZUM)p*hJxiEGT7cxVaAL5}y=9xYa-
zg$i;v9Cl4}PQf}AJ*uy8+O1%#=CbC~WiCHIJ8&(uN!(RR4On*}8O{E%veSrTRBTH3
z)=%9$1+fu+X1&YZhi$IhVDv-2d;a8y`}hQnDHvg)kx(_SGj}@3BN%>YLj42aSLCZ@
zl*;3xhuEm3UwV64b4rvt9VfF^e{&y=6JKp|pQ1ZArj>L&mf)>qv(S=${GBk*^ve4-
z>Xs*iFKrZigHE<tm*Y8fNoV}jInynOap-++?hQD$R^S>B(wGwwqOPkb5?$A){-o%+
z@Cs5M5$gc$5wO~P->CH@G;Q19s{O|2WYPpw<4bdD1S5I)MGsF17$LUY#0~}bA4F+8
z#_H;3ZFvkhI}b+!RuqPd)yE_{Ua@QM=tFC2g{dR5A_ZQVsJC*N8XDZ?Iis;-*j^m-
z5SZkP^1TXMkE!ESrvshX5UnIVE3)bjoIZGiefN*n4yER%;^E@!N_S&WdhPo1YN_`U
zD$A5}UVaF(kaW6x?P*-VVc`;czHZG9N&~x@?~DI=3VYN#npFbcHYr9Bw;VY=d_T44
zBF1xQA-?5f5qx+cZzbW6j6>Np^u`HtypDA+O<R=Z@%6jT3xlT)R#CC*ao0VdyDEhw
za4`<=epB+ngaD+_tBc*E)xBcosfs+jUahQZ1!A$%qCiBDO08<&o4D6;-DtqV8K~r@
z-fJ$Jp+r6C*k*0A%zme0Tg~`&-7~spL>ZYhC;03~zd;PM@W$H7m}gO2pfks53b|X3
zKh05Kdi4yn1<5?SP0n@<3Yb73d(gm`fEzT}TCk=^a!ZoOTjUD6ktYVE(Gg>Qf{`f&
z#CFAu?FxxSosNkCp7=~ea<-3}EoH;JdrIo-5x*f!5P5!jX?kFKu&*f2DM;5^KP2#k
z^AN3aAkj!$W-P{A#9|l{cUiyf2p-3~bA35P6KBjkHa;y?7{sLjRDnXHjavqda_imw
zMH>3PF6CR7@7^g<r0p9z7V<U4Q;Q7?oOnuyUjT5Gw3Y?IkP8<?7<4<i>gZ6CO)0j^
z0y6f9?(<9}ZCWp#UQl8vO$SNKxY9r%X?@oo8zmCabhjxVPv;YMY(w7+mnc(~C*@VR
zw<x7T$D&vs{(!!*mgRATyHfJb!yV7nX$PhTr!h~{9lkR{%e05o<zvRGTa23h-5g}f
zsZ7qgIY_$&PG4WM9>O~0YNK1_wVG}G{lc0`&NgsYB{i6(h7gefVjSs36@zw37h%|X
ziMG8Gwh2YbgIu+Fr7qs5Fs06;tkwX|C<F(J^iJyTzL*@VQYZ<(e4#XwlJ*GlCiK8H
ze2VZAL||SKo#gjSxbGui2GgbLNWrA1>`HFcnP^}_=B%F-BB|>jG*MU&u-^<s+}S@;
zU&#3kmVNbxeI{jqXDAt+)zGc!S8;js<4*5FRPfB%gKlhr)Au;~;NqILz0uw(@6tVs
z$kqw=_(BK3@D&SRMKGzfzG)~yT2NkxT+HpTn{$(B<DV7xllLc2?Ob#vIc{W{ANL)2
zcBiNA3bj82riD&>7(QJ-V(1v#GH%*;7)n}xalea6Z~vNpGS-S~Q(IkCufe=7*2FDQ
zpwyg29`tqiiB}fUT-+=w_!yl>LV5X4OCF{xVU=7?cBn?IX}d8_^K7qM{svOf5CN1r
z(8Q^M5ktJTT)2$GF8w?=qN$!XR=QgHwU0l08=Qe>v44!N?MHrx71dX(&BJ`W$u+aF
zd#lG-_7Z{<!W-EF@A`|oQvsvkCBK#mjfG9O9Z(tdhsp~-2LoF_X5DNuX^>fvdEM>c
z^&B<smCB>)MZ)Hnq35GJ6jPJ~X+HKi3+P=beay+zv|e<0!-LU~`Wa5&db(A-b_TsB
zvH6s0p;7a7AH+;pc48&Sbo&zVw=4x6<tKR5>_h8Oxyth-cW*)Hf%A(Q;}%$_vUN!B
zq5ylY!fGk^R#4K=%F0yq+p~u8>+!Lv7=_V9@AU<my007{DjDz|O`#EVJs36xl~KZ0
zVeUtr?E1^btkw&j-#T^t-q*se8(u48)w>l)!>S-QXD;h-ipXhipofIG;aHV;K-Kz;
zGxL}nlFhM?tBZH2Olzt{sZi@#V#vU`uX1l0Ug-*CJNWs>iO|fM%qa-yhEBukX7C*e
zo<Q3Vn5RnY-Ekp&p3>w<JoWb2w4rBA3sv!n@0x4L(}mMY!%Whzx}Q5js#I^`@O0xA
zw-oEnL&GF2lpZE$!G<}v7pJmib|P3?S_ByZhGW{%*PI2cNt1r~R5m0Fx1(q@7qdkd
z4NEbATv#?W?|X)7if1XX@k#AP`-zlR8Br9l?i!A+hmhYI{M2|vNm>F10<SBxffy3T
z+#yEYOk%grd3=|$if=f|;|KScBr^3T-~^YLwV{z(!G6P5PwgXz)z;f~HdxnQ9K~<F
z9ofG=dfW?9ej`SE=ykEUkIS^==xPGo?B8R`hR|)6(Q;w%p_+JY7`l?8+bO{XH3gzJ
z!uS9O+9ya4OQEc0#Si0Aen4YM>6D)w@{1r#Xx7riEji9GBf{p~y%AUs)i(M8x>kTL
z@EH1eOO3EABvn>h)AC-!<K=d=DFj4V>vBGZ!@Iy3wuC4b>l0D)t6|7<;Hn{x;{tP~
z%{md|#|;qz9YJh)lXW5md~aElZVj)IW>ADC6c{~o`?h&svC@<-n+f+<8aA;Xjmcij
z?QL8{;+;)lb%it^;n=zy2^3R$%4h4*6up@08G=ebFF#SdXmFt6O+D-m-Uxj%JVjnB
zJY<>C=iQUT7|B|AKDl-7zI^?3%AE5-`~jkV4H!|%t$)Dpeni`rO4^g-Hn&<8X<=u~
zl(VZyS(&VTAm?9je{iT#bNVJkpKYSbXt>iCCnr&~sb3ON&z*<Vyp)fJ&zR1E3r^Y&
z!K9a38=c$pSdtGs&#==yNc+45Libp7f)E?_BayHrj-~`hJwsN+g6;^S_XBmtkz!D6
zO7fyizewra==w7gT^$dy{pj*?hLKA>GIj@!$!woJlt=mCET3!*4aa=7Nu=P{G03^Z
z!1kfqh_hJ-6Bbu&kbX@IhJGaqA=>=hr{OCkrpVExw&_<1D-}ka_Aho6<VkBFcLuKP
zPk70?k<8Lo3+$dPOrfq;Nwa$Lge3L3FIg5eca}qJhFvTb>?9Cgy)wKh5y`Cn1*4XR
zSmyE%#c4$q5m3Y@uAaS<3!`}@908C0EN<tF`N`#;Ja0-V+8TLA8koI%h?tgB3u@&?
zYFi`M-C_h6Y0jsoo$s^43_0Ofy=whot=mjB4egtg*~=}DM@K(HwO<hOq2h%ouqZng
zVIaKRZg**p@h@uVB~?{=M5S92&~{ifbR`|Lv65O>fBL>31KFO_tk&9It#o=C2$IW`
zJ26&#xmi&&nzv?No4uKNCSO>-w%Cu$JkLlYssMSq&Y%J}urw&`UG7%t1fb-$RTsZM
z3rRHAp`t69NG+WvkgFOChX=*8l8fW+-e;pRzq6+im?t2gJ!9M$KhsfvKB6sm1g)}s
z?4<olm05OWeCsG*d0)sZO(jZ*R+(#$XkMeG&+Nmtdt$BWp0puUS!<Kg+4ylhq>Ql*
zl%%V?d5%)h)R7pf^<=n%jO390kn7ovF-!LGi(Ni=c8M@kE%<q^mn))%F`Z3D;Uzrx
z@%WcM$Z;!%PdS?uHE<bMm|ywH7t`H7Y40T{g0XHl@0gRpj(`d3)p}MMLe``TeUXyU
z1bXeCDT5=&gxaRT_ddGL>ur9}tk*^qs-NrK%ctMQuQNo@`c&tx-MjT*-eq3Vbgrm*
zLdRO>iyB;I;FXGIvaY1P8;6uzQ3k2b8!JrSR8QjuoDJm9`-Yxac>!pXGBwYEb_lbI
zN8WtyF?Fh%<wA4NyvbfH;Cy;E;2RpVrmQrB(BL*G>_s3W7^4~#nxH9Eovu(G+06|&
zjYj7XjVpvTmHKKnJk*QQfuV<66%O?We1;j!U%#`>VlOXGOzW55au^u0Pv}spQsc%Z
zT_k)|vFWIeUo{h*sH)_s@+SX&K+!EE#~=Iw3UkTC#pxjX>EM`lCUy4*NPI(OV4F9b
zgPUhvxEvQf3HQ8Vg)BNHD-F-$!uGVD9=FG;CjQk)0qA<!1zzTwpO3z}zxHrlqNK{k
z@3^W%xp`l8V=hp79X5G}nY|Ghb3|N%XrQx%j^MK;)gaYw@wAdrEQAJ(&45bfG}Ty)
zJ8mb__T(ZVh<@6uUlzk{x?jT$wTz!a?iBo{+Iw#n2}yf+|Au%@dpj<wiCU-I9y|aM
zvQ9>8WNA@WOKJ>LRUmp!YRL|FRrOZrCM|Vs-uzvezS(YCUd`?Tf(>2AXcFnF;~s@I
z?J2~X;9Qy3DfpsQvrjh+liDZ)V};l<3%NU+&0do(S4QjS9F`ilH=z&5ZQlOp29+bi
zUkIQ;`d(rl-eeq@67z3vQNxs2qL0Eg-|qSsnj7M7$2A;UwCQoX-=HbC{O_K`Lo6fh
z^H@)eVn#n&_ad_*#J=7QZi?8E^OX4%2zmB}gInznspo5A>upaYQquJd+h2qb^gFM5
ze|>LB;e8U@#`jKiWLHYlIL@(<W1#Q`=3{S&7>l_ITPdyW=akQ%?<(6ekKzg&b^IKZ
z-P}T55%`zdtQI(#vNPx#_M0mWA6Y(j7mM<YNGw0o$sc7hx3AS8ve?<TLPr3Uim)X5
za67*#?=vsqs(8M)i~WdLAbLz>GQ;hvYY=0W*ErHXGLMmE^e*Ib%r&FgD1W2zE<7f%
zjr?S7Llr%QpaKNvg=AgpAuO}ss(@IhWsqi7|H=(x%8c=w`11fxi@k(vk5vZ`ea}&P
zMsJE*f)X5p`E;BKB{VBA<_pIcWpm!c1ztToY53(MBO)vuOM4YVL(PJgSCq%Jh=rsG
zJpLKr{3{rVP1fWw1|th(TKMzWYuT-97^9+xo*v|567GXwMHeXd80)d)I0llrp?c>#
z)6fG0Ib({U0$iQ9A;E|pSGXMtb9^?J^1*mJ*V)3Md9>-eR$8TICF>B_ueUm(u>6!o
zl_t6*HoW@W;`E#g+0U^x#!0yJ%%ujs4w~&ZcigL6?GV!oVQvJhW@5ZfGtg7Q?PYvI
zF1li(0FXHZhDsZ_4l&KW2wc3KRr%;n8N){ViM2V2e%+I@#*K~ZVt82Uq3nE<Isg9P
z2B;XnJYq>=(%jN=?<J1MFkNd!OS1teCaow9)uM)lYPX3R=%YgP^YIubQIzZHvRl!w
za=cj<gG0e8mIF$mR5ZF@kSje>K~@+nNx8#2fqpL*7D+lN`k^#rSilkjd~Z_GqD8?p
zOz8GSe@+N2SZQvL&k(FG4j%!Z*$8FX$8oP%HaL&U3*-uEV?$5hgq;p2Ou~=vL}kgD
ze-x=SA9&>2*1He(fNd<kMVf^=t6Q6<iL)ONz}P@gK+H^M=4Rpvl?vw^u;9^SuS^S|
ztYCHpjs{l~)y@{M>O{_h7BioWDLxHDEEa^>4{E-|2KvGu8u}`*oe|aE7Kr2?)7{a*
z(%;Ay&b+vK-!8%)v3)Tl=o99xa%$mbB!+Xi+#)aZqb_tTl>x>8*o`Vm$kYwCr3cyP
zqBglkjboUE%GcJ*m(BL$4kMX2nxC(3SS#1t5ft%~pLeGnS(j!(NIuQBqh`EdLdXCP
zh}{oXATE0l<Nb<Mmq410XuE2^70{$byC9KNJKd-18y!vvNhM-A#g?H-4>{g!>YJUY
z6vw!h4AfG`P3{oW@3M$j8`Ef9qEnh+H?h?h)KD=;x3S4S$J3+%&yd74`R;yIce1k;
z9Dhc)AGDbbEmtCVMXQXn96tMALd_y9@U8?FNg>M!3<Ntj)n*d!MfwTZ10mTeL-qUw
zN*i^kpv8sl1_v5*nlj}rTYh5ZX8y<BW12FQecE%Gu}l@1!Wy?3`H<KH?Bq)WI?VoC
z{=I)#UNJBeGc)cb%6BNb1rwD><dzS4E;_uK-}_#L^F|ZKpyzQT40A5bu_FBq%NjEd
zyerx9jDVR0^AMP~At3aH<}LgX&g{{y6zaLo=Xmnaq?{OYPQJ497g%aL)Xzo7E`o5m
zY8vi#-2jZYp4^|3dk`YEQs=n21C$5VK^BNZby8H>s@Z<9VAGw4W4c1}^!Fc&ma0-7
zXr0QFb5z6ExIkbZSE6v}ZV^p3h&Khb5zoo7ZTgvEg9%dJQdAjl0tVB)E%`Pz(VN+d
zC=@qC6_l}w3rV-PKG1>CDl!?CWat8BS(nPG)Exbd7)+Df_D9#%QW&OYRi@5Qr3;`)
zO8C4UKh_t~fWsoK9dSui@n`ijXa@j21vy2&berlERIZF!LO%iVu+!1Ks%Cbfw|Qk|
zBTtjNrww=-vkuHBpI{2{cpf%%j&r9xs$!?JkViQ1MHd>#xt6`{C@XSuXs--P^W%}M
zO2L?j;Ptw~&BTSqUDsoK5|x@BJ{^uWgs)hw0TZ`NzJt@lH|Qt*C=*B(@3cwVA><>X
zha?FyXOEF8k1>KUl9x6Zs~d6cGiJ!+T|Iq)A^vW@=rzj_t`DUo=#V1vdmKo0sli)X
z*?yPVg4{WC2VRY8lurcB;|w+jx?@LLsQC3hC~qBoKxvXhSQa!mJl10<EMlI^Dr>@C
zo2tr&4gz7EG8{p;-OgKF>$G#6q94=N7q{2$#D3rz!4d_d$rdGFzSM!(1&~BX%dF<-
zt_2`BVkG5sg<0+ELC=w58gj@~QM{Q{)`OWiEfL(gC*vKlvEXU9boQy9WZ<}9xaro8
zAHX!^5|3xxArhE4ADY#)&3fzr#y9&uEw$aPD5h7#vCyH=oys{|=#qGhkA20_5VY<-
z9h(H#X>(V$8jwyz21GK<;(arj<=7x>SR36bpAK$56V&0IBT$81C&0HVVIh*3JG}fn
zdY*RARAX9x7~pZ+m}9OvNY`6nW(#(?_bLOwnt7^Ic!Q?Mw{Z$Rm%_Lvl>IV*plnKk
zmLIN{#eYEh{YUKkz-PUS*K7izvlsH=p8yzI%uTZlK>|br*-6h4V9KlYj2dNOT5MK0
z=S-6gj@=7E0a2u~0&7>g&f|7Ia%L!}Rs&nm=cO@txiJ1t&TF?L=K?E?amG%ph&-wb
z+DllshP0J3Mxf_m^qU`ee31ILOpY0p@?eY*`v?&<c?uDg;_n+QdLeGd0&9HM4&v(S
ze(-jE?F-OO_)O%$Bw5BP3KWs2Ym01d3_IquXOW^pcnBQ%I{V68sk*$QX@)e)4Ol-`
z@Fsz&kGo6K;2`i-u0X=x8J*~ixi$kc6`~#-;@Xq&@1@c#A??_(?ti--+I`~X?ixDH
z!Vq`0<=d<^7x=Vwg2R}jJyJ$f!GmVNltCDXG=@^L<q*z^9yTWpzoJ>|B;S0>6jRZ#
zUT%i(O)H>VvW1aYIT9(S+s`$3)VdG5C_6Uf-Zx12a-p{l?SV|mjl95o6_z<Pwq#fr
z33_Aqn3lVbXii}>cF|)!t_a2Se|UPw=tloH>NmBm)S7l`+is_}k=pLmwlTGBw^L5-
zsg0>^o4=F)^PF?m%F2s-C3%sRdws9$Ywyoq*qIpqXx-P=p=#--`X152z!{b^p{`&t
zZ^C;X5udvo15`KMw)UdwYIFcqUZaz-i#q=9z}Unl>3m81ZW!@CS#m<fSl>R8C>Zu3
zD`woX<rXSm+M*ed-0y98e)}+!vRxM-Y|^m~Rg3r<x0j=YK~uW8;Tc~M7H+_}j17#%
zfa{>Cz(uK04>l5?*Ts<b%CD-Pf+1l7aP+IxV7oFjn9`f$yV8uBylO8ME-<?kaCwy2
z(oW^j3sHGPF1gO;Jgr!J>4_kL4I%o!m$7Z-z~RP%Jaf<OKO2G$pQTWl_Jh;r%`hmC
zFJB$$R#$Ej$D&mu)YWYeC0z|%)WuNzgu>sC;8Y?P6izb|8aU5OO3e6dP(ONRG18DM
zX7-GIn1|?wt?*6b(v!G*hwAVMQ1q%j*P+{LhYc3nPQ3=d_V|)mY(B>zehems@fp^w
zKQ`8(yjkAjf`2gIgP-2f_D?epdU{PMP6)3*`*6|%2}k&iwfbF#5O-F&Q0K-ofE2vN
z%3p^Vj}}{}HP8^(_i)Z(Jb(B_rCA-8LGP4Wa(R8XfI30A<_x69)AAamKD}!1svgi0
zR)C`EEd1GV7RNOm{GIDc@B-8G%#fZ$szI4FPRo?e#v_N)xAq%-*n3iJ7!~xmv&U8U
zBQ<Y$x7C!KM0M_owo&3zCP|WLePkK{4+=Rb>&809j!JW^tZJHy=~7Fr9^QQ*4NU3%
ztV{)ROZ{>{@{AOAkt!_g!-11O*yf%;`t5xtWOT@CnEvPG&3yT(=EE-<L4L+LX6fI}
z<ph?tftFVdG%pXLvaMzYzos$bP7Jy*-3hTK77;<=cXgqDcuzYa1wpc)6M9e9d4mF5
z(Hz8=_*juDlaY|7l|36j|5*U>NczT0Y^*qOfvp*>0IQT}R{w{9GyCkip`UC=ocP?Q
zPv4W5(NK-~I7QZ`SAYiX@0AdF?gzNJP&MS?nx!=5H#%+8;($dC6XFBuID^87-#AWX
zKG!S<UFzSII>tJCNhe2tdq)ia2cS(rIta+nIR4>sP-Q(~)GVb4*F!((F~qjI<PAhQ
z-CT)ukBNb>RIQ#Y=e{+{kXCL%S^snI0neH`RZatSm=Ht#BZ6HA&Sb_j!eyM`AG^c4
zr#Y0ZYz<7K;}GhTy}r{mu?p^bj1EW}gqyzorw!Ib#1}sA^*Q}fLGP#6P8!3)1A0o)
z<-l_P>pa1cmC*DuwUjPztW%xVei}>%Dz3@0&BR5#sdFND&OU%1WNXG*$8Lr4iD>%|
zV15APj9yK75ODkyM`2?nnpjs3xr*%+x<1Jr%TM2bmG>k$H_9)wU-U^hzL+r4m~;fY
z35`n_CaQ(-GfUT(pg5+Te6zlrJy%ATM5Isccx^Y@wW)8V2=Z2NOS^9`vJ?|c*9po-
zB{J%7Wi>lr(u#EE`wGof*maAO{MsI1x0%o?OZ-<5$N{MItor86a&T_0)qmPGLElxK
zoD}a9lC^PiiBAl~4a8>rqn67KKI{#R7`}EAo0!boGM-s<I3^h6SoZp4XJpQuR_jgQ
zqiIl!Upn+2T@kHeQ0Hol+4|~<2J9spqs3Kl>NhhDgybGSs$zLa<!4H-^Xu2n#-ML4
zkF<G1Q)^;G*1V4NV8pDd|Dq7}%T}a{sYgBue4xKVfr%eojW$q~NEsn%qYmc81@k24
zTokD1e`oxS3#*#JTcn6IA~*E6!>wjmT^7`E_;cI%(m);q_4UZa^%)lD46ib_a4*ix
zNS+4M)R|Zd)v#wh&psbfX@-`CpN*wEo5AOISC87DJu(w96}a4*&i<lnXKBR}q~EPy
zJ5~}-Vbvx%kK`Qw_gwoQBuQ5%^}8=$YAOTWSf|ye_h0!Iugd=c)P;WHx=-xk0(ByF
zEX*0C|1=&B{pRRGMuR(2(}m!sN4mCm4@F_uHI^w&!KjW)%{@1G2t~Ch8BLU#rM!QM
zhTkhFCJoE0%6{OEMQ@WUn3^TB$LfTgcN~5@brqWFeZ<(gvQlPkF1@VrrKFjwg-bF&
z2$U{{A(~)lHzOD60sNg?rb`n)7d-$NX$Vr&ctvE`VO3PuJtPI|Pfxa%Be!v}OND3M
z6B3OmzYoo=3I%_eBpvKb7dz0uDg+=r%q)=a?|$`K$#7u%@c0|^u<Nnb#|qWPABj&%
zjfvZ;ms?)U6Y!=Ru%<T1ydmwZ-d8VlIcO1ei*=$*M6j!|q}s_%^r#tW&aS9CtzB8Y
z1jd{0$874oP!SX-ht#KwSHm}+ASjz-Wc(()2P<@ykfW>2`fpOWOl5*@Z*tf+S~i>}
zr`kP9&_n1v27DAfWZ@0jL5k*~RHi`h5QrR7EbcuMWQXxMOsEvwe6Oqr!R^VxVsE(J
zk8-^px2i)nl56je&&ssF#S1kGR^}CaSy8A;a#R+-e%A(6M9OE6)IktJbG47Gx15b2
zCL3af>*6?>(s#shtn;jTYzeV4;h+Ewbw;WY*b*SPr<<2HD&_2}C?K~H-(}S}$&d6J
znahG7Szm%FaTd`-lcc6(S?(m@r;eqIjdy|#Z0IidRW6ZK3BA&-K!BE1(_+ExM^Vsh
zsG(*e704}Io1MA4vsKCRmdSns?9ib(PK?ZM)pA{MIb5qCv%)F&_ujY8aPw=WEynrz
zAE2a*)%q}N4-rwU*vmRfm4Wum{uDnYvM;t%YqI}pqaOv;BE$SS(;1<rxRk8t$|!^J
z$jBJLteKDe9oE)@Rv*Qb>2Z=@sGhhC=I=dnJH?8GmL|RJbr;<m`ZL<0GUS313p=vf
zHsxl`J=?jkO#o?s-9IuIXa*hSN75m33-yWtT33dyA<Ypzz3PuiQd_9Swa<P>)~hg;
z*!-&oz_~NqX^e#KC8w}kfN*)uH=2}XhTU|0q{4-cQJXBFeKmG<^>2@m7aZ4rOgRKM
z7Mz|7uSPd<73Py)cxg6rlsLK5K$IiS5E3i{k$uZ$-V3MlmUH05Pt2lp2zTnbaDR(D
z)GMR8YpkqgaFIAstvFo{eyAhPY)j4YXOyft6y3%|;@rRF!;HU9q<tU{LqfRTyXntI
zn7gu&Y(a@HLTHSID|$&Whf!^#_H&kacng4efdSSt1~5KM@;|_zVS-DPkYId#D-OF3
zEMBK9LOxLzi;|{eF<8SsI=^@HrJxp)PCRf{fHD3*0NKa)8n|jTrG1jr*j8h-G+D#J
zO!3H86Lz<JF26#`%&1APnk{%J*Q-}=#uHn=qO!Sj_tQ^@B!t3MjrDz&Zvn043hxr{
zLaDZ=y;nP#T^t>5PE*Eb<UNe6B18cCUhW>QFP(pLQcqx4qS1mZ<8QLEv-Cc5&vaDj
zKrML(?Qc@pnuIIwpW)2-)^>bap0n67wWr%J&Es=Q7SxiL0WR$&?G^>uVXSR?)?OxI
z-Trq|F$9eELJ6?NdGWZ2G~~LQo4~oEQw!a+AcxTkL%t_<&MCbTX0?Xte}WoJe>BQq
z-)S3`<yTAw&Q&e5wq-kQ4Z|qMZSJ0rUu_+jim8aS<2@V$^q4j{$KR^9Nut6ufrxiT
z$wb!K!+lIsw6GEO&+XHURFa4)KfLaAM)igZzz|dPYPX-JO8d6p1nvKNK$-p*-uVC1
z8~+QN|KIQix{5J4y&+QANT%FB2im>4bz=E{(;JZgH@)#Zzttw$6CwP;l^C$F6)^Z&
zFvtt%eRHfj5b<#@y!$o(0;U&(4}WFG;NNKZi<GwS682))t)fkboB_qk(nbfk?rHA9
za#Xp+5ABH*x>EMz*)c7@`u0PLpi6}V6E;I(WB=qiDn#p6#RRO1WrNfkB$~AGbt!+E
zIhxX1`av{BP9c5SK<HAW7fb8SMoCYsXt|t{Woxj6n+%_ui_@&*>&?-1iLC_TZVr%6
z_WvZ&9wUTMc8ljFS0RgD?;ov!E#M${z6MN2HhOE`l2*w;&Mf&>#G~s3ue=f{guOjF
zEn-xyY>aXVnZz_29EsL_@)6UXOc-{<I*KxfIa2{}r9{)$&WpY$yOOKmmvW?dP)H25
z>W1rDrFC;R#=;OM++L!W#ztxr5k95~a%B`O`e0^&@AY7(;$WTGa!y|i#QJ&155MHh
zE@52TJ@iN+qe(==;K%Q6KbDp<zsg()>PSi+w6@njr`>t8ypFrNOGw?-M+fNjbQXrR
zUgU0Man)^hg3bDI$K!|4|6u^^Kg%(TID;4l$W!L`5KhU*E`u5Nc-v7&{eJBtUctcv
z#d;kq(jR#v@#uzd`Y=nQA+*;<#v-1RLWjtr9Q=xlqpAW%arW)l7*tnxuAVZZa}%ye
zf3xD6yx~VktQ`cf^$c8kJZ*Gi(M9^1_C?fz^yHp_ar27i{+RuIb?_;`pR9`d+j=l+
z1Q11n53u`Jd7d#+j3DW*)`?r7_37F<dQ(W7;oQ$u1)9HC@RDAa^tFEB$9E^~fQ#dV
z&&UaMC$AXIdeX&mI|^%fr`I6IpOYI^dZ7l7xbz=(y)-!JFtf}tS*)-b%48Q6x0~t6
znIh&r4z#>92V@)YZ-lSeaTlb~v8zuyBS1iunT~$eWA*@_1Qm}zHU8MoftJ=I#qgvw
zng&U`;0TApSoA?;H)o7p-ovkQ29~Vz3v>Hn7EO3<3U7){iqHB<!?>x|t<h&#BI<oE
zFhoy8OZndpD3I|q=Zr>|`6cTXF&NQ{trjG>dpRq`+eIbYald3mraIRaGFn4PlW0-I
zJq7&tW$Ei3N~5l7!txxRjuh_b{4u!ezn!U>eQ)`U9QKk8Rr(i7`4i5nDi9)Qv>c-*
z6W^I@|M&sYDvAi6vv((uwtuyM0b3n)KH}y0XGSJ@pYst~nrUK&&ZBh-5Y5ubM)Ou^
zkc@kPajT6KYX|NTg*H{18Psca>@qxL?y!HP{h)34m}VFh;qX@isUj@q$dx=BEwW>9
z4`uQppvf6;znH($TEv6?&@Z$v@HLP@y+=whS8hPthO$Aofss7Q1hDdQX??x~S@d{R
zkYzqefLc%vrdcOgkn7-vS;&PV5Huu?<1B0hjGlQivMfpRQEq9kEmfs9ZGc@ePJvk`
zbC3nu)SdMLQ%HiMF-=ePLz+gxljtmH1gDB|)6%7Jsd06*Yq0+TMr(h|cCzH%T$$hi
z6?4@(5N6PtAvj+{)<h~dkuJFh^zDLaC&i-cs8}zJih?8_#Dvofki11^F{A#XkkqK<
zf;?$t=)M~PzH}mKE^&)i9A_1DP9o6N&0Cdaqp4&hkm+RF{{xV^vrKAjO8_)Ltd65!
z<Ks|A@a@<Vh3mv(MOZx)f-@Qg5h?W_)|XLc^g#YxKCm?>VN#Du&$92eK9y{@J-srp
z@u^6!fw|49&P0dETE<Y{jV=SZIHejLE6tB2rkO#RF_TrNofoXF^mVk&R^W~kpfab=
zJ6JB$Oq!V#^bE2CLwo~FUrsA4hU|b!{4O05tSF?U#ej<43JUPIATY?pIlwP2N9N2n
zW2Ut=Nk}#PbeMy=b2&>8s<B-5$d47FPlUmAN$|*p36i>YD}#}PZnQ|v4*ok0ikBrb
z53FcP1F(K!j-DtV>fLgf;KYs@Lsm@=AcnU}4=GGRES93ng1DQB=S3xCa8LM~_tb(7
z(G-Jq(+r3jZIl}!jWJ8>#>fOB>!AU9ZGP++qt-sP-nGy+)3fK~_*yluk$ZHyz7m=k
zbd5OkBqgbQDEhMHCb(-qv1?RtS8t6Bj9Tzb)A)o!3B^&9l_4aCB^1aeKBV##sho4h
z=9e<|(nj%?OMei$pwp*M%CX|0Oi|zkA8l!UQLF*uG1V07uobCzgWZyrZ{K)W1)Ubz
z&t_~Rj^IIIIyh?d-{lsVhY>*dQmT>XG@|*Hn2uEEX&osMv=UqA<l|P?gwPDcR7Ut`
zHbq(&60)Ob>*b`<j*@l<WGs`PRx}YjA&lOol_Lcflkij}2`N!brm6)cV$7Ha5A=M*
zDKP#4XKHXik-Xa3|D-6$HmmE7S9BpTv`&7y&0%=J(U5I&AL(S9{wUXpE-XT7#qFo@
z6I!soGMfIvYzeNdvA71?yRYfp;9nhgSArSSAJ10Le`_h7sSEPFDbyMeHRB9MNA_*2
z*OwN%v|+<`a`0gpIEAg2VXDjzagAL^?~L!Lk5vf_F&DS>zQsY3r2FR<Rg7YiEV0`A
zt40@r;4V>68osdydGC>yuYFsr(h~g~CKN^ub5=GsXLJ&k6qQ~iYRsz=-nr=Xu@b7v
zZ+|*F375z^VPQ2pRrlO1Jc|(48b(^KA6gW^Co0gYd_EuAFYR`S@k0%eCdMT#DYZg;
zp3&-W(ts=uEy%p&dC0gkI%%Q7+sP!TbH-s1oB=m^N2&Hdq}?T7?-{dD=$Mz&slXl&
zLe>2B%#4+N8d1JC%6#sal(a*4LXZBY?5*BcQJ{yJg|EkNx`(7`OeJ$w@UH=SJUfu#
zEwqU5`xj1-(6OkfOhaii>ppU^w%QN%b3tHbJP=}#i;+)HkT>ezZ}DiUYb1+0LL3E=
z9C~r=35(?!x+UG~TFtMV90)Ma`LA>rHmcrdoG{6L<(|6~1B`WSorYhaBT%i!Wy!wK
zdcWI~GYh^AEa-O=6Qh-ItSfelss^iPhua#?M^=<pP}_t=DmPS1o9I7U;zUauCDW~W
zsB`ji5}Y%5^HjI<Hr=s^bAAn>HY>YJ5zAJDDOx#`W}u!>ukxg~!l2_hWrOU*F$kz6
z;z*U-$xO(xZbe8DW|^I~hfsNcoV5DoWxM_3Q=b*mnZ@RM^t1|K77h1i`j={;4w+#>
zhdot_AMgsFy5iAiP#3%v%U&%+8VV($va^j1_YZ=xIJ9I<$syaV(EU2$2uX`-pM!ar
zWX6*#*miVMj;CMR0S(r{e!;P%lv-(2s<{-Q33s&Y0C$X~IecLl%;i*fE8-0hO(FX&
z7yYwpCyqTOs-pE1PE}Mxb;rdOQ+Ipr+*+r7xTWIU36crk$@3(d{)~i5o+kO{#h9k^
z%A)iRb7%N|PioZB_&Wi(XAVv_P)#;1SX01~mCVW-2G@kKA$MUL=UR(x6{&6)zSt!?
zn{(sh&lV@kGN5TSVbJoote`ilDS|oPC18!&ZuKmW<ORyUpmItt?e~G~UUph0^r0`=
zF>odJso{v#a1aWm4yzM|aA=&T6klUrfT)(Fj(n%JS%)aYdEeADDY_`|l<ws*D1(!0
zsG(_&&In<rZ0nSSj-o~0&;)b&Q2avmg}8>BB##a)t+;;d-TCSC$f{d7@ke{>!}>{!
z6Js=nr+8c5MRgjDJ#u5G*7|$&t(dvu`91psjT=lmgClM_I<sP=iR$5JRDFu{?x<p2
z&@>PE%#2h!4l6h%dyk_yW<FO2Babv;C@@iN9Bt0lQK5)Ro!d5q2TH-j|A#Cf6oNyB
z;Oe-@G6=5=b8ETv_D1%yyUuz7okfcG#0}YjFLE{CZSV8;I3PgsaF$(c$M8l?z^;Ef
zRn{7lW~!a25<xeuPdZ0ZS~Jkv3wmPn7F-d;M_f^@k<tA-{KDfM)5NOFoR)p-t3Jl*
z^~W^5ZziQS`oVGT(&9slZTyd1#rR>au^nkp@)Cv%gl6XvW@>G}YM0@l+nR?7W4pyf
z+s~xE^%uFKPJlYI!56s+G+jHC?u}#2ku@5ixU@sGdM@OtUNXYXJHQz5<GHS59-3jH
z$irG>v$0X+sOq!x!VfQo@S!7T2qE6MK4x;#1m?mWS3=1uaIv~}ee73}4Mj~eWMuWf
z$N2l2dOP@?(^e?9uZySei0xEi!WEiMeYNuV>QbhD8&VN12~lZV3oLf-EHpt51&zs1
z3A$M2fiZqX(M62EHlNIy;Hdx?K}KfFFwX2%fVU#_bu>hD!xO9bpWmH(2|hBcz4L5v
zIjk;L4fz)}XY@3Hjsx-Bi{>(Yt1VfAX&>UXFGMT5&0TokSQE=da~{l*)z<7m3zN^F
zu+TodpJ1#`#@XsTb{Kh*NA8o|-nT-rCC(9nDw3w=^o`@T{=hyWHyZ58;Z)NLj%^~g
z6%akA&QV)j;?84;t$f4?Q4W_g<biUfI;6vU1@R(pLbL3q$FLRzW+#ZS&$|M5E7SvR
zt-QhrirqZx#ERbKWl~dnm}e^F;}OpRO-~r9VtLf3vK1@D@~0_O3Qy;LW&8DsNGE=v
z4LJr0Nn~HJ_qIC<9g%X{ErS9&hvTFl#UHsaog;lP2`pH>+LX!D0nSX?9gf*6+}vho
z104h^C_*Gjl#5)Q@rW|}%ObEA439^r@-m3-M)Mya9`xG+Q<F}UPCZ7HiB?=#?e|@y
z-&pKj{fr@eVNl@OD3c(rg+XUD36rnz<0STDBewgkwNevWi*=Z!U5e`Vdshk5uq_$$
zFq)piK=NR55i_vGv%5bvl%-<$IC}su{Jr?bq;(rnD=nT0M}54e(bbR3%($7+-@S*i
zk0NvvabFJU7+=BMF*?Fc&Y8i^l3Ub7!1X7OIPIUC1mnNMkriq|t2||+`0F!AtWd^j
zsdUZ9vuJp*E$C|~dUR<XP~K~3?ZiJ&nav9VU)Sn^pt8;kwHbS;EG5dUV`?UTl~|NA
zI6-&+thF7`UnG|({eBV*;Vt7cE7t2JWXV$1@@Ep<6?emd7Rj^Um<3!aL`eA0=NyF{
zf2rqZ6<1mOBXF1Gl4lG{eMBl$dfE|^@rt?La?1p(zmk7*JW6n1)xJw9h<0mi7VC%H
z@!?I;b@rd*!!tow&H7-Aht@12fswV2M|fg}A~ZBx;U6(Ii5l_W(wg>hoo?Eis8;_2
z9E+OE@x*wYFp{*b7^L>v<rg>`5KeSfLl0(;Sm0C`sOH&n5X>!Z=q+}sV{?mE^Mhkj
zfSl)n?3ZXF$irs!y(woexIN0`{J;VM7`R}8pEa_)P4z6oFz>`~mk<8a#SE}3l4#N-
z-Pc1i5PYPbY4Q@PZ*v@->J)Q!rQd$igR?f?k)q?tAq+jOkNuaJ$;{d);ux4{>YW{z
zTi^TA!dJ~*nNCkZ-l}IuHYEhh#>lb;G&74AeF?9SdeXqt-xO#RDG;M$UdA2`o4eD<
zEEp!czj1qZNDB9Kf?pl<CtOi}wwNbWX#@9Wops{BnNMhGY4x0Kms4wnY3x<dUoON~
zN3Nq&!g4U)aJuG%`+=}=qpZ}DY~74ZC2tB28Rt|@Pkgb^wDPU(?JW#4(2w|#V=L+?
z(7EaVNiw-90M-o%47kt(SpmzxZc!T7_g`{mL)Z-}<qM+Ik{xdXoHq0)`Nid@Op<G7
z&#)53MS;SOGREOh-yqz=Lzw2rZHE*FFDdBF!fo-3SvPQS>CfOVBRn|t|Ku%cMTRLC
z@zw>!fV+hmdFm*|QB<TA-TALOY|%Lq?N#%qzqT7){}^~JJtC0=*?AzTwvj5iV>UAW
zyU4?LCEjWA74qa9+$t?2K3q$uG+5b4{UCv?xw?w0r+lDU4>d(F<4gMTOSGS3@r+=Y
zq48tI`vuA+j!%;6lVBP<U7Har*_XR|iW+3z(??R)1;*8iYrKZjY#%Z1m|*?(p+bPo
zCyf$?vS~X<T)oA-v0$r=w^v~>AmT<a?7<ep+0ymQPqV>0TtN8_&nbV?Klzr_eq{zG
zXso~Tp<!ThnLdTdgXU&cnvfr<@7?sK*7j&~)<&iqhdd)oR9b^eE~d0nga1BoxMN|T
zq{Z06eRF2Z$V_vsHXwpPUqtVvFbFTzG0G5i)f07{TzHGKpdtiyc`(|Z1wJdsHO*TF
z>s)#JlIXpju#BQcN6JZGqPCV7K7Wk!15(goI-dehbRw~}7VX@?^%J{aD-Zg|PgzsL
zz4Iwx7TkXTh?7qOWD9L*{fW%*ktmHCSGeoVB0Zg8e3o<qV`7*t{(wkWR4R}S4m6xp
zly5jmk{=BfypBecysPP4CAtsVEUmdKY~-Sdkhv2=1tI}*<4bUSx>Te9g^Q#N?^|xC
zcj#;SWzm{Zr8E1L|6l;AWQDUU_uh?@q-do&_9FG(cEU5erySeixs?{l+`gFM&^`N0
z&|=xUJTt1n(DaxBdl&d09@MqL1{;pB^~RWQ{Uhez@FSGjlwruV{j5(C)?ieb%+QV~
z2ih_fghu1E$)b07wXW4VV-$>8lp$IFa)-P$(twS@sPqgW@z*yhgp@c7a&oYZ&IFVJ
zYnyPzhpUYAj^N-eyrk)o-7q9+iZmQbS?S8Qz^#QXl8h>N41?BHLF;TcL~z)$LxJO1
zQYh087CJFdsfeKxFi{)G8;TgSjhBw_Bv8rI71`0poy=(b6gOD}tM_KQzmA8fTRvo_
zU)~rfYlg0E7pjoWRh<7CF?jIl-Xhk7Q^F+K4UM`(BMuoxf-=3qrgq4l`IboOrkX%T
zjA$xPtu3y7<Ln^XUsfV>l-eDZ+8p8uw8dAfcJTq|dx+tgDzw@(brnrtB|-KWARg&K
zqtPp0B|OTT89cm!HzG<58Rs<f)7cact58CURdoUDEFFDuM9NcqoRDj*5?pW4*$;ih
zP>n@7LUZ~$UVbkH^q-UxYSb*bec2ZQ&Us4T>s6|Y8^=ps{yd~$rXkX4v>~)eU|wxw
zAmc#dhxZg5DVLqlIxLV-q>1s!PT+4}`MS;YkWRe5;W9S`FjSlR;i&;I$*-CHlXW)S
z=aq|4`B1|sm&GDIvTZ0yvF#Dk%@Abk6Rc(5J5D$pBPQh>bRQukTs40jB-_^~phJrH
zO&ViZX82Qh_IhTh=u5)XeP<K`8Hg9OJcnc{&emm8#8AyFhT}(oL!}YFHS9kp7Z%7j
zwz>Si!dDyHYLI{$@Yq&(d&okMJC{TiQ!y%)hcvYe-OY5lt0)z^*Yv~Bsp@67{VS^D
zQMgFY0gHMRWNO!dXiDc0%<<$>SsN;&Gf~EFF4pKR(I_N4u1C<2hWt_Yt}W+(09P7V
zZ_eCU1|m67CaEfq<p+e>dv7O!xB1~a-iJ`6gj{ER<7Wd+ia^)6&M#zH-r5hhuuX|7
zoA9E|$>K)k+N0|sQC7qZ2}Qu^;;E+IhA~5Yav2#_XEHLK_gMT-tbw7a#VSRa#`0>l
zxdaMOV7zJy(6-$$YZC@;G0U<r>MkJWbM{De8uJrAFXAJsPAIPPH~qYGiTC`cDUsw*
z_YqQfuD%@g&vaCc*BF<sCR)`%9edXqpHJY5Z#T#tO=3U<V`qH);WS^zU9R)GUS&49
z5G*LIOZ=AI!ENMZ4{`|tI4NqKwdWPSl6H!h8T|6!|M(>4yxV9wAx*(S$@p-Ke)>C2
zMbGVEK3_1ce~2|6EG=qHMTSI+tX&Y6MCvlV=&7T=2QE!0u&KTJj;G8>G;C2Tv91lJ
zD_j^hfgWMcE>ph6Gh`bki=a$a1gyu9W>JA)g7GuL82t}`?SHyn=Fi;mi8j~ZYkFK3
zyt1WZpJ7=5yQ+T=OruySp@7v<U-K*0Xy}jhHD$LUNi5<JmwX@M&lK<2@F9C+hG0`}
z@9kRnIGK9rHV=#DAe)4;YjL=J&cKr1Lik~`Pf#Qz)Ewn(?SF#OiSLWn`Nqa5Pkv*f
z{cw9k`=UPw=RgTKd&ErZFx92gTPO(rqNp!4V00oezx?D0>JRgZcVO_joirISUlMe`
z=9K<tLDfBg+Q3S4DH+n7F+N`cQsIPkJcki&@)&bs_jdl*>$YAdzScAP_>h-6xyhFV
z^Ut3hC|0b@Np}*4xs&N}`j5}BM|si#ZYJOn8+ve_Zm&0kn=G{(H-s$k9Tqe`0tkYg
z=gElvH|!s5Lk5G`HYpCl8}tuJ2Es`DB*Qa5?nBsZ^)%l)VDR-#&D#wPGwuN%LPGNj
z-9}XoN<~r9K9!Lo=Zr|*w5vXT&MsJ8YOx<m4b|8a=@Sc)%FY#0u36$FwOy#Bh+f)C
z<3s}+$)q^8n01e*&SVmuroNWyH(DA+PWoZ*CRet6m-y`m-s3-zyfK3t<Id3bj}R3r
zM|g4*%M+CasO!ZW>5{(-9Fthe(<Vzry6r?*u-*WIx9c}+0>ATT`!YkNMy1<#U|G?I
zcpZLvQD_xn3W>3y(*upf=7{HFnX)T_{qt8*<2XX&9)^ty{=_@dR2A6HzvFPoxcgqs
ze$`9+Dr_!Y8F^k}40vzPq)q^)UIL&<8EtM~qHhdcM$B0Y1SZ#55uCkGiJ?iXf+H_J
zL;fbck^X&enPa;Ox=T2IvZIsbgqTzYra?j%;@%Cw%2u?R@U1fO7@X|zWA4)UdwuO~
zYjBOxg!gnehSg_Q&b}LMe69_7Zpj_Or$#*WVN;}G^=}Ukx3`LtuAOmE;(Z#_azey%
z8?HySXt(umAqqnrbG`<~Yxd%Fl)s0ut?+U<PNS+jwPX;iv|aT_`DDUq4sG5dy4uvy
zGey7D@3Uf?%iepxMkXxYW_^r%FQs`4d@X|ybAC2JE5u-jWtk@6t&a>5Tbw?c6oY@-
zP9A?W?EXkMOnpH|-xRE%D%YKNz4riTYFrz`6UVm%HwHxibyr!oIc|<dIg2?<qxtaX
zu#Pfn<SFi5II|x9)gDpw?Fh@<`LlXQ!tV(Ne({4BP7LT^K-m8_PLMD#|6_%L7fu)e
za#qp*?VHe($XE&+`$d%Jc5lGAu>S)K1JlI*2MfCe8N%n>?@e8nj9bA$?3Aqmg2+;E
zaRTHUcCcZSJvIv+@mb*m{{y_3|41M^+?+@0$f|+lW07Q8B6GDPS68@(M5&!^KnAx=
zt6+3MpAUYRRq|GlI8;g&#PNUjzy6wFX!_rSS=1wfrlaPxK49wqUI0JO8tjfU+49+L
z-^=}f*B<aZU1GAPvz|ZZ|KB$<bi-^B6&*E~b%Sej|IbH(Ut7`eMKm#UrEO!Qd_i_v
z6tM4x=jX-|z+GRPyY`m){^e+-$KU)&|NODl)9PV)rgi<=?Pqs2vsk}<;@)mt#-a@+
zv)HZ^(IM+5qPi$UB_T_1%vazDi7oE^LF$LuNm3Jlfa1<%1!fFEv(Xb&(?Q!*h>v0K
z66I^U=A8RuGfa2bG$f8vo<b#FmKKAYg(8+J;WdL6RfX!DEM|VC=g)pfJEV*iqJecD
z-wimq1MCW{LTwGlw0;dob0-+3ssbDl0k+Xyp;tLag%Fx2+x&A<{9z(Ax|88u-#r|R
zIjge`UJ5Fan}l6-wK7|{maNNZ>3JrrFpy}5go#-kw>3|dHyDf_JBwGcY+W{pXKz>s
z4=v&TeF>1x1aY6M{Eu~S=HoPQ7A_3aEL!r0dx4K4t_PBfob#avfz#xq4b03}x-+8{
z3sr}M#Mv$oriK@<t}RlM{|`|9%0@@N>>AnjNqGiUTyHUpvX87L;yUNYJ9PzUlzGA|
z>#{|RRED(}gV4$c>eN)087kCAFis`IIEZecDXjDmXOUn{m6mQk_g#hyDs+WrQyM6b
zYE=oLA3zsIl)=3J2l)2@4vCqh>+fokoy^ty!f#ne(^1CNCIG97TsArp0YF3JC~DtM
zwkE~l0N>(HuU~<yB2D@};T7WJ^*k>ST*ECHow0YIqdi~1V4;cI(E*fB{k~xLjm6PL
z0%Is2p<GSp{8nGm$?&XKf7@a?#L4xb<t+SfCxPmqSEtklaoNSW5LxixT+M!@jUxj~
z0WHDKo7i5l9!4EhT~w#ZO$YC3LfIo%<8!t4sUFe35HzAXcx_H@-)S4$g4GDF67!`I
zbaKAI^oEspyOIWol@uP~YF>C9Q&Fg5_MB<xcHKw)*%=TC6qpboHh$_e**Qgkr_&<^
zSX`9ZK6c$GyriD5j}Y*Wy9_8!zrrXjpb7Mok!0jD2iCdnF;n;g)x!iBR^vmoW^%l>
z*Rf`a5jzke`iun{3)$<i22X>4fUbq_+qmSx85hj3M8;eNHy9+u8Jif+(m#(PjOp4d
z)BC5@lBY4^bEEXf(Wi5q2@<PZ1zUr6(M^bQYuz86aUTpkQQa{($1I>uF=A?R4kR*k
zhYUGD+Lb2Co2vA3BRXV(6u?n3x2OR00UyRmz@Y{Q2!HDvowZ%yrfd94XxQDBtF@p!
z<Tsubcx%DldnsQwVh-8TF+H~7+Ng_Q+7jaFNf(!sN^4p^$)#Zxz2;W}z`zn8tE#u>
z12X-3Ps5`0kNEQ_UF#lJs!*;qOI(-RaQ0n|=|HqtqEUXwIL0kZET<~rA9Eei8u~R+
zi->Uyok3V_7|QL`6(l$(qo5?R1E#FG%{`BZsNA@CFW}#O054uN7v(|-OdwSBw#a*j
zzqV45{i`orj!b8QuM$+SNu>A)&A`crBE$s3VXD9T{mzpUQWUCX_0IE%gcH=o^Pn5?
zPCV{LAN{-e8RG^v(#d)d!h$s1d%waiPoOrrKG`e!_|Y!QyvhM75oofslLfMoW-6s0
zDv~Jrdl{rLHO<DPK7z^t>QMh_;OeI0c}w=VUO}N|Lf@?s{*x*^1k#vR9Sse1(Bi}a
zcK;dxV~+A9ZokX;H$_062jQUnx1ombFjrIYOH#M2#{>|hcFk)_z6={3Roqs5)>(4P
z1T!BU`QNOj%}|_)z9x+&hB2s5yG{F9+of(`r*qaAC*eXn={u6px*2v+^M2j5Ur#|6
zuvCu!I;U^wY(9lR@Zuh6cq$8Z!~3^dd|m@$cbGUUc^%L(E}Q+=$P%)JD%WMy0xgRW
zGsTc-RWY0w4$l^wcrWLo@tTs?Zq2bppOruvsd6}6M;L8*o`6%Gj1oo$5D0|D%6AU(
z^l=VWtgxdmEX|ozQ5!qnCkR|eWgSC+@fvp-<v>O0$++zacxH{I7D20JcZZQm^5CvP
z%aC8a^kabp*<E^j_QRpqw4jp4!u-Z4SCAV)%`7ZNBTV{-R+v-(7dUDGRD`RHi-X1C
z=lknPR<W#hJ0Oi8auQCmH%*x3!xu5Fn2s6<@8Q`83&j$LaYt<n>i!`6_vh7F4F#}q
zT>&Z-Osa+6DT1nVmRJKa8#>!W*8Q39+A#y(^uTZPYVSq!?=F36pTMhf?VA!)XDeVZ
zrdc_wsLP*arJabyJ5^;U;4V_ljVQ}@x7m(lue!)1^diU<Q*{1|yiFZNE=#LG#f0bv
ziSIsj`<|dxd~rK4PAm!SW6Y>$PyXIemmPK-<>^QZLQj#!vi=Uo$=7g#A&`ZL>Y#@K
z91An)?|?!gYfWnpi3i*_a0VHm!OApbGf8E>{Raqmf1cEZ@kh@8HzWUNqy6@UW^Ash
z5@Bxa4lW?BFIj<HjQ?SRSPP|k_v!N8kbeph%dD`C{v}i1isMv-kk=M)4u^OOSHdvL
z;a31jJ&?22umCE1830AUHA)}H2Hp|vZwr|6kkYw^?#==PuvrtY#c>V(EM_W;^ei<$
z4lvzMj;|KDWilKf#|%(IlL_GpviMkZH<?OU<yxZc`oam<UxxaO-}TwywnbliNKf-S
zb&`_ua61-E?wW#gk-lcaFc=GY?t}$6H~cKt05cc?ZO`Ab5bKi8vGv{oz(0-&A2+Sf
z^X9Ay!a~>7o^dIHs4MGS<nSUyC~Mi>Q^*pZV0ncLTT=zRSUix|Df2aPQuMo*<r3ZJ
z9vR>{SgX@oM{#>g=?9f`Me(~TZQ>DOhfGOtCLX<6Zg27ZVr}&+ppzImYP<{Kk6^BD
z<LrL}N|vBe_mToQ@y&grjjiU197WhY3{TNTkNR}reu5~))ganboXd%SnrKq|6hKMz
zfX)Rm4{N(0A?&RM+>`}uHZJiG;RNK56pxt>G}l#^ShS>bZ!HA1PBZgJ^Zon>AZUm3
z?`p4bPH8$UHA+(a576{sN(M^+=o3oq-w*4qkHv{AoxKBTk8Trb+(}N5v}j#%&&0|X
zuS-ArXPRO4rB84N3JnM!#^d;a3MPNOZ5y(<=l+fgqY>ot%K_kavCu6+5yf3t?~3`i
z!`Fy*A4PcCc4<P}t!91w2jD>p-+*H6<a)<<U64U$Df8uXY4o8X5!~>MNUaV<#eELX
zSf^3@<7=FAp>=`PI`Ok68v_Zhz&Unx!RNC3-DE0FNx+9^+AvoOnTTW1@ZuT+F0{N3
zZ1J2j^V))GTfK(W^R+f|F!BmgjUTLUwGtX}NLDzboS_`)IzR{`i{;i2SBK0a;PCX!
z4LFE>Q|DO`NB53;qU;^ZY=r}<Gov#K7|-vP*3E50<l@Vi);Zf|>2?|cr>v@)2r6;=
z4)a}}BXO7-u*q6RaJ_&UsRF=WOv~-fg8qSS9+D%hVACjewXW_h{%dXHkv_D_=4XrA
zMY~VU`}oxz;xe?4bV|X15dj9wz|X1uu<tdWId024EUyZOsky=aYw*^x39rV^jGaLo
zAza3f3ZK&`Fz0%YKU0@(7~gltuo_%O&~UIX5QU!MdHbO|Y`c!OzF|_4qSEFBryD;L
z;duWUH5R!hgOgDu{5-<sLD_;{XYSf1q(BoneHaF(T|%aucv!xt`aLJaF0@iIKt!m{
zi1^n_-P#NHG^k?B2wp=h50IewOQ>v2;5?p!7+%1OR{V!RF;6d&P|3%sALJy*`!u*z
z=+G1nwugiGPG@NB+U8CckE{t$sRqCX=e}R56;LbeG*pe8tp6lerFX!2x9?1R;|DN~
zeOmh*sZ3YUI9^W4TZ5|0l=Z%Dbmt>R(_BTxi5LO;)R0Snpy0eO?D0fT@fz$6)aG<g
zXrCOwUFJ6{6#1im8*FRmxd;GRo(qo4<bF4B5syrosZl^UTrJ)Skra3)4*Gj>^k*vQ
zEhrsbQIxrbrOkZk)=Fn}f1c!Ra5gErv^OW*<l>XWB_uzNWl{xdpSQm5dL4j!4nzA!
z>U+CC`U=uU&27UCwu-;81#!&CA2oZ#$eVsw_S%jWrzR)+v3Qth|3+9(L0Q71X8Io>
zIrBzi*r%eqvL~G<&lM)<)M!LkDG!<VQ5auzOG_Ffoj5VB$zBN%%0Hmw1HEb#*!(hK
zaGaWl#-lDhC4LN7_S|P9*S$A&n@ZJQadfeo8&v$<XO(f@-}u^JG!Yt>7NABJlQwGm
zMA(OFfo6BOrOw2iT)x;J5tu@FK+TNF#X5m{pYEB^ZBkLHd@u7;x7W^i(q+Js>2{&3
zm=9{7OXT;sq4{mFVYbmlEL-tbYVlRy?3d8X&oG-Ar>|GA>|tcV+`lu*8rO0?I}Lh+
zh)!n|KzIWoELYKZTO@WlLsR6SL73^I)uV5l1Ps;}S(E=v@1eSu`VVkt;h#sP0`xYy
zCRSEY)A#jfXRr#x8VqGATqQK$6fLkQb6+`C!|GQlo?hmc__L+v^G%TGaEo7b0{W=2
zEa;reeMqkSb@cbyQ{${#d$s)#y@1mVnmpBx3!&czZ(O>??Q^g|-l|LnRgg@5*$+p0
zkDTlwjfqP7=9H(Ee9=BKAix*sV`k^WQbA-KkF^jlu}M--%Htcp3=k1QcDKoaxWA5J
zaf|00PFCGS>v$J*m7<d|atP-mo-TO10mC-0Iryh%F`PwWa7#yNQQO(fpaS>t(*<|(
zZ(~mOpsPei_PiCYrsnsng1^Jw&&+3wq^tXq>7HzV5v})BOUXv0Ie3zys{c|b(R^1h
z!gaMg6juFVRwOY}`~fd~nI}xPlLCV^U>@K2!#%F8f@l}<FFo}*<$zPX(z4Tf==WdE
zvTabKlkw81kYPW!9FGN{wx<Ei*QS3Q97RL6cHdx;P4hG<@U(qZ^V5+5s!!7f$4qy9
z=1^^h?N^pjL1?g~yl74t7M+lp6J1_LMRvH@O^{EzAMN5W?OI-*GSwU;?MW)<@B)Y>
z1uG+1bI;Ri2Igu;xZZn~$W4W-N>Et@Hn3zz#{|40yXv#;7+ZGI+^FC#BL)PV+UpUk
zr^=*@J}y$<RRFPL1QZm67Dk7nkv{NTbEnGYJNi>&V{K2?N>Ho82iIl_iSW$`L{npd
zC3od9Y|K4?oR2X#6gu!v=ol#J%;`}8ZPNEef~E#f^2ga1y1Y3&#FqLOfw0YqD`(m}
zbks?OAb8xpd_}JwnN?Ht9Ck?tM3FR-@>b7#?*nE%(&;TdHIe$<%wLVIl-!MoAx8qg
zGHDXa4CTOkT;G;0JE-`0s2mtyGu*qbrp5NLc8=D*3i>vERLY!2cH@<NlJ>{Wavn2i
zJ~wvt+k_42$?hCUrws~FoUo_+?vst~)BW2uFne2{psY1ZP+uEyV50`O4{eVzadeBi
zQ7+ioGwRuX-W5VBu{DrC4e0eZFn3<#^l+^RG~IBX(}z4W0DcpcJ5O6%>X;_bN=|+r
zfXbm!HDny=Z<9S7(ir&oZ53qPia0ppckZKUExi!mllD_=mxBps)=iiOFZjE_OS6wP
zTNXs0CvB?;nT#MAYi><bk}W<aO+%`}0BgYs`+I+EV-dCzD%`_8i0RRvpWXMMd655}
z|L!Xn(V7IRI^{9|adsX<t2Y*c42`!EW{Z}$;rB8M3^H<@bIaVejnm|!C-H#~1Y&(M
z6u~#te7hF3_VGXMy@+rWPP<s*c(vTUhR&Ee2@`>;BiKwv{!mLJjT1c18oeRfmsU&1
zWt!JGx7Bpmx$nMjAag7Q3LJ;}cxPP^VIP94z-m7MAYe}sl@%HJP)nP@xryL5g?Lw%
zfrh8{eWwQk7WO&keLP$_W9JUhe~mI{_8N~l^!_xA+YQR*%`~gL>_5N)D&4E6$;4^=
zB<v=LdyDrs*)yADW8-1KGP|(!xq4ns0MHE;-jIM4Na^;sXs-iJslhTl7=6r{Dnz=7
zkO}^ES~*At^8s={??1p&DzO`i<6V`!7aY@7qW$C&2xBgoHoOul+hT?^>uhJ1O_q+D
z_UN?l0$Eg^K4A%F5$;En)hqjCl9G>kbJ>>-EkVY_-{SU#?xd7K*w(U%?Wc_QHlFxi
zyY6$JF+x9Gf7hWtCENgm`<LGQVj(*}3uo>;hP|OS|Ivg2<qdIC4UoxW02&5oB8Jd3
z^CVMo12z(d%NyOSy}l#fqG<|x6)on^P=<={lwN?I{Sj#HoeQ^XQ*9LVCzj>nHlU_`
zp<uJsWN^Ne3^<+mc%OWxLGUE+T)t&ah7l20`94WL7upRJ-N^o9i~kG*1NgjK1*-jp
zqdUlZ(j+5e@526W?K(ZfPrSh`IktQNx97+sa;%aii1i6tzFYCq)pyfZY_J&Geao3m
z_hj9|@(2@)JG%X7$LQO_?sH_|BVmDeW1@#k3^2NnacW>~w=%;-Mz+-70Z?v^Gz?ko
z=m&;GXh#zUQILHT^Qy>Wzy6LfmXPxq_yVz%Kc7j_H%xCO`&GWp?Wb9rLW;a`lP90C
z9wQWKT&J(CEPMu`yairMy2VjqV|^vmeYl`0y1-mE5^Q`+?if&i_~)@2y8T3g7X<H<
zrMz>GmC{#lvNUH%1v5upe2YTZ=U6zbvFAxtiTEu!(gVw~IFG~rF#mtmjI8(n*3))v
zqX|DGVFDp;YN=6Tsr8IkUj`ZAAt91}!j_x*+6_HQLZo25j`UJg=ec`nk3B{+G~ksP
ztutNIPSDAv*^OR$++1TKbn#qrIy-%{x{V^B@(TGd77>h)Nyq)_X;*Q{#1X*a^@tsQ
zL%!78b^TJ|boLf+PJkFu)T}BVqnVViUSh=`1QY=@Tw?5V^1)hF4jfl1Y7SpKyBItP
z(|-W@Q~*3I@HwRWI4RvJu`-u1%#7#ySkP;6d*X{tCO$&wMM2&yj^a5mTmV*zdg*US
z6R^M4ik@k{wNAc*YcbKYgL`5N*Ub-<<ee)0L-A$;5dv`gNn2ED69IhR#n_w+lj8*1
zQRx~miZwPSi@C(+o5uzUX{2#005-%c0*D6HIUjiy9Jl{QCjJyV?6$X8b!RL<3RHXh
zl3P3?N{CoEg9eDrM-yieQy#~9!lDpqh36d4ei*uviS#hq(@9wbf1~P4nK#5r_OwCo
zKl8aU;{E@GzzN?LNt6^oF3}8`$15SJ30}z!ar-caN}*k1${hVMuu_$TXmzVO*)!g#
zC=R+|gU_#5(=}`2&XW2z_f6?`(arz*G^9^PSK8Qlfk?w6R@;-AGytE$aT`Mijaf;N
zAc+}!NbwfO>APPPT$-6E`CdRPUBt=M-Q+ilo=pE2WCb2JNUDW+gMSf#`_MKTlpeW>
zvpq&7OHyB8^q<rqDF4jBayUE$mAVML^q8Iduyq>#DaE@IBHfJ!cd^4*bTW~1CCd0F
zCXC`Quxvfm=Tcnw=RU;ZPlY8yzI6_Y6htU7K@wttLF=D4`NMi~1Ybv6i<TEHoS?5#
z1}Rp){jCg>KFIM)<$n-LGhE4y-W8<3KaPeAqyzmOnGjx}dy;+17i8D>*VB7fgyi90
zbw1HX1RG5M$+W0Qhx+cgyPBP+gYFDvo*({f;xa)T6uA776t2Qa5=HozmI#;AKrI>_
zo`y~(t+bNfAvQq0WkF`Yu#4<(;kR-y4p~ar81+2U6J>y=DIDTDCcdj7v|V_7;<#%H
z-A`PWO+93K51J!3GW&7*>IklXjA32G?8yrtTbiLC=syl<)r@YfXYv9f;MTj6>_=9I
z7mF=9b6vODoIOFa!Yg|X3?qVv5ZP>B;&yWLr_kGF?pQW^wyNbrm#a6Apxji*p8h~&
z`v|p`zgBXl<&9ZkiVIN0__D!wW;Z#{6&aV%@iMUw4`72bBri=E(v;p)z8yFPvPaXh
zrR@OeR~(aC&Xli3CISZ$L=<b>f(Vhmjix6d(RDCMr*d}l4x+~SGb}j(<~F_LyxynQ
zGAbdmKaQ9P5)mew@r`KJNIeK0k#}kFwr<<Smlcsm0}dgZoLxU_GXX6FXmg|wq?h{E
z7QK+y7mzn&-y$P-$hQ<BoN0qGQ%LiyjFWZLB+p?Us8*n#GhAZgy5y6tD(@V7>%5-9
z_b$?t(GNBWIrIZGshc^;4V7Ej+w+I#`5xo15H5M23mQ8jkwcFna;c-hk46}tVotUI
ze|P@PZ_w_U)l6Z<Q?cj-sFQoEi0aUUT`*)k>|n-B%NRdXH|@cIh=s!r!{cXy^~+C#
z?@mS}#~~AScaD+R0!XFNL<3JoGo=Hu7*O+YY%ekc<gCZLN+D+qzgQ)OKL`hp;$k96
z5^nI2{myb$^siq3bX^nYg+o&x036M}6$zw?5uj8eXk&(S9SQ`tT=isceT0`kaW81~
z1hA2!m3}Wmf5f;jN@_%RkHEP9Wb0}kAJN?F;O3Ac#9Pc``6VLlf@Qo<58Jh8XLsoH
z4k`&x(F)oeZ2zWbI&qq^;0c+p1dC~z8@yMhTV4J)@l}CYbc)$QCLO62vmFq2i*dcr
zyY@GgJI{h0aarhyfW=9gsMaIoJEvzJ>=6(Jwjr$RV9S{{*Hh3pzf}h6KC(r$4JeN|
z!n+*65S*Utco{#%tKa^D(K<GP6j?5sO~bDb<YhR#+he=it%$^&_^}Vef^Ha%?S^B&
zw-ZSz-Q^(|S+}2&xhm8frcRuWo|WS%wbs{b+E69t9@_flRT(Z}54Ldx82u%rJp*2R
zoAt)R*kjl{K{;DxOQp13co0|2yn$9~j+Zz4w(=%-z<X@@aLtFbQ;ffQK8x>rCKQvy
zCYUm6Y3-B1&kpzZq<)pZKNzZl_N`7K5W^y4Zi-;90ENbe&OjxP-gyIdZJ7V(L#lVi
zf;nHuux4bgi>V}&33ai1;bm)@;fuIiE0#xABHPR#)Um5~x^1IDBuDvTx(COc<$W0C
zg*^tOiBaSacru13g}j|-=PimX2<#_j5UO-`lN|td7{^`L5ICt0sK86p_C;Igj$FiW
z<wL#sT}Jc!NmQ?;c84sp4CPx87B-AF@s2iEs?Qh04x42=CR&nHH}{DF3-cvX9DdMC
zpyWIW1j~nthA#{`=%!<d^}sL%F^+i8#ntRO*~(=a@iCagRAN!^6_j|;aX<W!a3-Ab
z5mgaS8c~Sh=Q6D_8f`RkV+3^RJNnJnVW?x*E4E1g)cO?;!!pZ*e8-;e89?+PF>yqs
z2p+@qzlr*hAqg~!R6@XM%Ulc8Eb8T$XcrC02Tf~x<g8C@vHU-MomEgAT^Ocka2?#;
z-3J)l-GdWc5(p67ZE)A%3{KDlx8N4s-CctdEZD!)Zf(`pR_$K&#W{Vhx~jWBd!N@B
zA0G4&QH>&X$}TeLc(5nLx4cV{$?o6}>0i(eutyMj&uPa8>SY~yI)J*HLdCZ3WnDms
zyIX*3XotWh#lsJ+SDtTIj5tIJU$M0hZ>$-SkurCTlQ|%FE&;DkI}^3y#~!kPbA572
zejH+(UmSkA4SmZVkGc>;YSsCr57jgM>IeSmqIVSuG(iQtV-p%;tNCGx18nmaKMaW}
zf(uRI7heT(>GG)j5XImHu$ZpRcH(%HDWwtzo;<bt0A!=c(iF3=_1;_?n2)cZILmJ-
znB-=BglB&x9cs5%_FyiB86Qp_)HfTTFeWto2QW+JwSLmTHDh?Ll!a{3JZkAU!pcc;
ze_>>vdi}OS2+VW(0|Je`fLf}K@fN|m-!v{8I%R?&`PH@2xw6SAjOLFM*j<zaeX+yp
zODJtK5l|9R-RuLxU{1SwtrZp{FsuT@8*ca9rbjdz=y(^$V;)lUpyADP_7314-jt(E
zL}m&V|C}tBv|ZQHv1K=gOI<_zTEb!)G7L1`AjBbTVAZMa;kU9H_@qhKgNC^6C65-;
z(XGn63cu<jDHw*u+iNT1bR-350`LtFOQSFTCWMrxt3MS4K>(T9FQ%f~Oknrlb0i|7
z!xoOCw?Itq{)~1xtUgI#K%4T{d6`3u(txi~;?fHJ)m^YQa~vo^XLP5MRF{C5!OwsX
zPu@=wdg4Pu-;`rG_K7j}%X~(iV@t~VnY~L6{>}Urp9@eVh2?4o@Wma%8BnIZa9D5?
z1bdvujLmx-4t?&b6A$26X!fL_wHC9mjon8PNh0C4L7-L0#d$tLVpH;GOTLj6>#aG-
zA)DeO5e=Y724?{zVDO0ZwL<<iY^ltVE4=+3tH{idakk&??!F?=7VD{SG8mMY=$md%
z98$ll`GOr^6wE|zb`|^s>We$pISpMfFJYEi%AO<;!DFvI!U@`phLLQOT>~Mxp~GNP
zB7<-MH93-yh8si>cMn>CXc|`o0Q_8Hs6y|5a?5e@BDwFMgZ%0}__r^{+gIT)zWfA+
z@CH4nGjG;cxn8MMTq4|$M8VLyFzU`i7Kzd`O?qCatC*Fg6+NVsPokwN^e4cVPw+ug
z;EA#r|AveTtU;69vS71_K=CeAlw0BF?wm;X2T7#1m`On&^Ia%`z|Cd$TXw#jPkX|#
zq_v+f1{&2SVb?Tazn7UwXoPnP)pviF?h1cv6<hrZ4NU*taEKDGDwt=Rte2J$16f%E
zu}cl(Ff<v9K=+?Brt#g~qC9MAdx^14OBI>9ufY8sS{7eX>Xn1$71X+`QjW)1s|`d1
z*Q621h66K5r1?K|=}+=jwfU_~up)O4*Aw(f+3K6z^8@<_-s0S)i~bS*HJYdt5|G8}
z@MiCjO$euFapL=y8#d4ru#5ndB_?L6XrvEb3xPYlGjIO|`uNap9Cr4FeU8kU(*5y(
zyZ2{B{X?`Tb{xo-quo|3SOMzbc)*r)*1C)kC6sSODl8tw!pzM|qlqEHW$^XV9Kuc*
zU{3iV-1YwC#+!@+^YU00LO1MGkRMdZ3X1vWT_KG0ls39^`5pW$`l>~n<{SN#iI9dL
z#Brl(Wodr<dsFjf1&q`gdX*W&<V12hNF{R_mmbLs-onmf{3YIsL`<TY))7$qwY;YE
z@R}&ttlsiH(%d#?r>5&de(c%xp@b<L3Bs?!+m<qLN*PH3g7y|hUu^=GM%#aHs)SH|
zMZ?%sz}zWYA3VjswX7*_wFwnT=xD;<uzT4px-Mh-6<?58t@;eT|J6ZN)V=*qHUt)v
z(>6kn>Of2|4yr`B0k7l!?~7Y!e6s-FeH(rItm9A3`y%M0|D4yz7v2NDv@<#Fl@YYt
zhD%OTQmPAbZX@^CYiYZ;s?)GccjP!<mp(4G8uq{)C@V!n2iTehM^1!y${ul?Bt*{1
zrFeg2lx(me4zGBU0EI{d3Z{&3t9_J4p3VGtS}@HiW;V2wkTk~JtL+kxXFy)*8)sk(
zbVbvsY9T!MlkXCBRH=4o^p%ytvSkluJSG{X%z!$wPH@CLo4wI5AqMyTXLG8aup&EI
z5_dhioqZJK7U&VW$~sJGd`+!6nd5kzANx+JVxcN9??h%bVDEHE*|Q{Y#9sxF4@qv#
zV&#M+)LkdaZ|QxDy{5bbu|jpF#ux(O&u{fHYFQY-a7(HTu6F|fvf~5)S4%xF!t1`i
z4kxf#NsHL^y_Vc=*SLocBKOYfDWR&sFp`lZG#FpH-D*5AX6CR*Eu~bzDR;O*nF$8x
z%hnfu=?S<f3b{!x86Zfn!V~Pisa+qzcCws@d!Q#=gC?;fv{~J|9~R+<SY89~^p1JA
zFH_t-MF0Y!BM~HCIF00bIZl1%QC}*EDUTB=<RvD$#li?nX)x%uNJrf*s5I*eSiV*&
zG0w6Dl-9%w)mrt#)V~^ZBt@}NXtaVi6${Swy9?_Z3_cX>DEQv=V~+R|Yi{dOV!4AR
z9dcdIC{;!%uRcjj*_$uFC9a`1GBmbPkN&=4X{9+cWj{keCudZSoH5HXP2wv1TzFSZ
zPsWOEq@#T#P~oR*rx<I~0)9FsD|+BM5};W2%lP*qF|?5H`d-@3+2VEkGSclfwbKk>
zV@@7Ld7Tj)+`M~~3FwuNdVxqA!2M>&zOi2-yJRLt|L6?EJjK}w2AFs=kES>Ms$0dk
z|2mtEr2lm6V}dx-0uRMgOPKNp^?%>LcVQ7%XBVX8fzVSJ^Tx-Oi}?%TNL3toa9i{O
z@rP2i8=o6eGF+mv8jrIT*n0#kcuF{@35MXSzsjtg!jyD_k8qjw(0qw$`ZKwIYjH>H
zOP$75#eYH1Mf!Wey@PD<5vsX(>Kq-n748+KyIXSUZ9tO%R@)S{tiJoEsrAp~a4wV_
z$0S;e4O2BWz|B@IliRZeCy`E7Ez_5rpxh;r1En*%&u8F2fJ4zf7LWSv!>#Np=ZCR*
zf@^13KLj9oUDIbp&BRB&SgxUhGDYeob&>*tYZQk8=55k0Si*}HT{;018}G<U<Q$+i
z#R4=Qr?v~Bk#hx5$Qre3C24{PoCR3Iz34`MHP7S7xXyXY2oj3vQxTF0T^x7XKCId}
zvLshl6Hm8aC{f0a!A16_Olp+7z<EdfbbrVvImT(X&K*h7zttk4I14~HUz+=9YgT8v
zkF)qO!mhIK+vktu--vw|_M}`irm?GW4CH&VL`y2nS;??Nqkt8$U&G_6*Qr0uf_kx+
z(PEcD%Urb`Ab~8(B|FY8mDR{n*6q=I{_rt-tqL}b$oI)d^Uy`DNe3uvKnPwJ8mlkY
zOg322XP}ZC<&0VYi_g0^6P5bN9pddChf;`Gi(;v{bW5CqG1@Dq5-gqK+3C7cj!0l-
z6QJnCdXg^Y7PF+J6tX&>u%j80+$I@?#ntOYmkx+wo9Zc#aY5RR?T=X>IKfy6SKza4
zp{^vIpI2#udLeeZBQzJ!uXsy3r5kPAY}t}m-^yR$FNAmS*V4+hk0LoP))F}&?*9Qo
zw|nuqv2ZvKiJ{rp%%;0tOn>Sucgy3Zl{!-Bk!oE59+Pk&gC8?@1XxNklN$TB9usIf
zMDdHIi4C_zt<T$;6|Uzu-G|~b=0z#=$CW;2DcefJsRJSlpU?_)8C+JalSW^M`EzTa
zzp>Zs#5lMO$`T)V{%Cm6&27N|UU{A-)M3vy7dNBE1=|d`;1bODPLaSXV+W}dVj7<K
z3SS4urI1(Zi+M1zx`0JAQ*WHvT|xJxl!O}XaQW?xRjB<E#Bu|(75`yuC{)Pn9UJbI
z_n@i~M7;Wph2q2*n?Z3<yHS&sO0J$M4y#8&%Orki3cXBp`>0{8-b6}+<|Q8ed+%>z
z*RVRUJ2oXy)M!qV*|tO~wFIjLgvzZ<HBI&gZn>EX*Uts<Pk7^xJP=KlEv)-AcC+U2
zd%8>_G1f*G33IS%`-a{Iev!YxZuh)}SOI_I%OMbz)-6rP10Wlb?uZ>opF*>eJDd1@
zksvZnV{qpH?fKrpu#l1hju!BRC3>A+ghL2s)QSih*}S5BZrGOeY@5G@g<QACt-}f5
zk}P!;KMMkSQ(!BCAxKfOLR8=w5z7hHfZhIhyIb9&&pRLxR>*n)QkaBut}6I>rQCQ~
z|MQ9E;t4)UWabe~4S;0q-mvOJ0#b#3(@?KC_U7*FRk9rpt5+B#JzdDe<Q9#q$*+VK
zx#nswh{d>s3S@XHd4jQ}j|E~+9NuXUnoy21Zp9l~>M)amPO_K(0Au-NV<&Es`&!7p
z%*gl+y5Q<D&W@efFrD>&Uej6gT-Q%om&XUF3g*s~uKxiLgY|TenJ>bwxJ1j%#dkzI
z&GhRoZ6vb9FSvPj?0aT^DYQQ>*hR1Us)O1yM;r<QQ95I9@jP8=hA%BOR989OnHy0;
zcbwKB`J6WoNj}4x0I0J);z6DsubOU+DK8SFdRM?5u4<3%0%1GbDbEZ>x47h^waLq&
zzZLv(%-B$BlT{y!2bkqmq~z?7WI^Q==-jLrEGqNz>Du+dM>hcxQOqk`dnCuqpWZ8b
zV~3t$)$W~^7S|%zqIBP5!)Nk&3qQMwLW20^kW#hwlA?p|?g^vMxdBhX#N_aLV<6Mp
zZ5z^GdY6G>G`O>Vm`#bCU-SS6b^D_|U=|y2!<W+M<9n7ICawIHGz=TYnDuXvAB?tp
zZMwtyR?YFV$P=CBgi|K3E>ByhSS?QqHYzo5RM6fSNeg%qyp|bdV{j_Y)HG?P95a><
zQKThE3bDRmu54mb^JGF)!#6cG0EW1b@9;Ls67@oiQuY>x%CH4PKO&=tO>2clRq}63
zM!>gxkn}Hdb&>xPAU-yiGB(~BppXE|!Y-pXacLP#qOneLQQx-hq?#i`=$DdKHUvL>
zBR0kd*ynbXhcxt9MTe`E|E#*bzV2r3wz<B&gFD(@$h9KnC{VOg;@#m(j&HQ}n!c5!
zX?7bV2C}ZC%2o>Iq>(3bXLIRKf(5%Ou(zXDEue_biimjYK^*tQ@g#px00G+9Mtw3~
zdpna7v|o}BjH!yOnB5Z%m<VUv!uLf!2J4IdDGb9p4`u~N#%X@ylr}uOix1KVNV0Ap
zxYmX^uJ^0e>HGF3)b^|DB}SM<oe3iRLla;^jhn@#OVop$<!$Sro2v6T&1a)LI^!mj
zGD=fxzcd62;$)z5S2PBF&bo0%G{wdOxFq--+d9Secd1%FUu}4VByf4fUCxmA>z;%e
zLN9Q9^iibWiyqFWXhOxH^DRb)NN^VqD<bNLp8I}d7;P3Y@H{~lDXrjY8y&u(Kjqz=
zJ{0bs<8_p2Nm8$id37Q^6cl|c`p?ulp!Xt>IlGqO@t#PRxg7G-;pbq3izJXJD9`ak
zplf8Z{uQ6caohr~xvTNorJ))T2OE^(?_TCJwZORsf_`hxHpNbLjYK_S$6?ZD8_wsB
zZO$ev#)cx{G%SH>ScRdqHS%Y!we&G@=?(w_L*1a-{{Zv#ew=UZ$H6(I<S!#G+A93w
z`K>UP?|T^Aq5?8Vy@tOHfAD%@VAGZ3pDfZ+f4`<!TV!S-Y}Gcg@VxGklR4Q>sUwbh
zM8K3wC5Y3-^MC^nn`fZ_dUS{m%I32<4P~lXF5DjTz8wCx1sS>TW;PVb?yE{ww&qBj
zU=!w|u;R}}yA~WYh8u=6WZ~Oz^A9n;a&r)gAM6S8N{621S|ZAv)eObO6yp)lMe^Lz
z=Q-iw&58o43<qtsg&~U{E-8#f7|?8g1z=cXS0=Ist&W+GrfQ^JVldxg?jw%Ev-I~y
zP1rk4yG;xBq_+4FGxPxFAA1Q2H$b(!ml_ubNBZf2Nn!IM#uUi@&B}iOIspVS%x($`
zohTi7o3Av*p`Cu82hfSpHeAhBaXHDnvYW@$h2TBJ8p7%LmdWW#B)fegN>2%5`=Lmu
zgyqes?G2dUIif?I<M}$caAl>KvYxsXP8Fc=cQlaDYp|;!8Bk6dVe>)?$=pUWX`BS{
z<*$=n%e})ap2nH#%^h-8zEj65*o9gvuU|XtJ{H9lO3hD+*o_^R=~pz<c6CB?B8Nv4
zfncN7P;+*rfLTn`yEkbc!$2yARRVVw5kFyhm?YF47S1KxEPda~V)OmyP|BrW57Zis
zZa7mgZBIdIG!hnVM&Y>+UVJ)QKH|YXcWwR0;CpYhEhfiokSme;w1e8tT<`8C8oagV
z4gBDXl-3zNMf@MY_6QC)T(8eY2n{AiBnfp#(oiutz@R85ISHY}BOU2Hz^u60W3})O
z)XVaDa2`@$`<bWVuspr4TABtSmt*(ciwcvA8N(vqvrpEHX$S3eI1iGv$~g<Fmb+%6
zw=#?+T(z4sN-_~)br~i-xZ0_!^hSbV7=_&Yh@&e-uf>0JxM`bQ;X^X{Bo%Cg^Q#pa
zyURYWXST@6`jCUYvQ74QJfP*|zetW{@2{a3=~(0vaRtO#o?l+yg{W=h<`WHevvS6f
z%t_~&UZ-^x-_OjZPmeXx9rW2+<3yd8cD+#5KULW2drbY};_0(1x;70Go$AdOF(o0#
ze&ibs?Wz_Zy9od{XrDYs4-1>RTwODh3AYk_Df|^oZ(chK;CvELW4ce!O!Y(t9+7Yq
zDbv&!XMK??b)LfQV{Bp2R?z4vCBbO|Prm;x(&?$eOklRIKPh1pS4U&_iDQ8rq3c_q
zf~u3F8_EUqbTQF6ZGo|z7lvxt=zG^u1^eWy-Oj`x<i`65d99Ygbe@0DzYP>%bHjuy
zozNpka;wPy4QhJC8n-J~Yi_NnG7ignTH<$NLCVjEfBxXi^73>)81k_hcI94~1_lyq
zEFn>w$J2Gh%k>uKeWDdJU**5W#z6b(>I8NS#h@la6MP(I)V(267m^3;+lz6>a_>>P
z=$^(Iv<p4-nh+=~u@b3VvUYcU2+TvO=>60AS$r8Ya%qwl_6URg0X29^8u3^B?DGwb
zXMmp#--K%pnC9706%A5#ddhvfEc@oz#rO8`+AxovAFAgO0qa)_=Ag5fCJcE4#3UKY
zCZP9++GysM@4)wp$=LU-T?Br7(Dt7}ME;ro?fR-T9v#GXurx`ds_wOe$@Qc4xS;v$
zx8?R|^6l^V7gqV;oudxNS{s4wX*8_38@}O@lu_K?I8B!x73<TjxMmhg<|x4<wkY>d
zDcK<{iZ!)%nN61MCRs~I^z#sNMu3|^=aU3?f?bn_>W^RgXIxk(@nK9hE_vsV7$ObC
zx$}zvuWsU=0eNl$V+?rc#?!OKylaNf7m$7Ls_%vK&#Z+{DBvNB`z6$tXIKPTJ#*9O
zH_FLFGAnpA8qo%+(~ximz0I6WEnS^3Gh^~%2gn_<{oyt#a@{05aZ#`I58Bh8?N1mr
zgH6SsQCvtBVWW7n?~Dp7J!ea)Dc#k2zgWh|u7F4MSFaDjO4&8e-!EVT#;NpqddS!D
zEiZiCW@X84@9|c}OOV?w)O1IpFfkV^KJj2HtSbe!R0#AX_d<)^&A3Kl9j=6%GB=Ck
z_)O`#FU;Acx^5^?Wai)p63BD7QV|-n1lS_X4+QPiidyTg{5<fn&|nq;Ee)peSodLz
z0tew&pkv+fbNQNs0dk_U$){XfOssz8PSmjdO}sI#U&eL_%daGV<Q5|{*bblImCG)n
z!-1~jg^PS?C-4RVvbN{<d#F!1?N<$;DZ|r4%SNPZ+h;2Q$Yg65QKHQ2`t%X!)f`;)
z_3ZIV%veN6g~<~MGAnRw#+1ifWYf$oZ%P$}FKNwWQkOYcoC2Gr09&aWVFDSBl;Sy7
z)^Y?x(5Br@{~c&so7TcdV96woD|(U9{pt_+ZH@oY;SNB6OG;Xz&x28ukpj#95sd)-
zfUsKiFr`DJNx{fayg$V&Cw87bne!O*sHpVHHRrVIci^<<ALLGBY;Sqp^*sKH=PUIV
z*gZ9qFCg9k$(bT_vHaL=HMA>Pn997VPzO`s$1S+6*+sxsP<)6+54(D1&77rfK_L-3
z_wQ;ItB-hF{tpnWrQhqPYEZysUo3#$V&5Rfq~Pu0h9}!2Px}mK)`cC|bxmT{aj7uL
zhKYn$2{<=DSx`IN778@fq$*aSPn3h?)Yy7N59em`A0bSL$-=kb;3S)NuK}78AU48g
zDnrfEyivdJDC@&{w#}9>D-)zJT(tBX4Y=qs1k>7k6K>w5;D|;oSoT)`xqyNA^!A9a
ztpj!q>zC|V9}K4bZT#Ir$s#nVFUU5FMv4JAILo>F6=Gk9B9mnLU!~Gb4*-?7=HW4>
zlI`zbvNrB`f*$|*H#ZMgiFY}rMC!jsB!f&b9v5FyC7Pw$7g<`8k<ZBXp%>nY6Z|Ja
zJ@p5_tg25UaO7q3oG1Axh_K+{C+R<W#_WEFt4e$6j%y<ELh@ZFq?mK0k$|Cb`WWmf
zSIk<l4m^Kayxwq@DIH3r65<R&mV%}<Q9Nz4`KWYYd=l1R*%p})-G&br=#_!dHS71d
zZYQHeuYtd#;F78A2p+{rLMDMLSEom8&><gZa-)3(C7iptz1M9-Qpkt)lKWrw?!)5T
z9>(OaO+z6OGx=+rA-DaPlZIJG#TdOyYM%2Vn?BZC0u7}bmdOn{hVXr-YVTq#-jPkx
z!KkBNcEKM?h+4p<rlALkr_6Ud<l9H9$JHR##|Z=W;z`Eto3ud2hnharxI%!CK3Kp_
zu1coOS1B4qHqz(|iAQEY#*{kn<^|(f)Pz=~AuTB_5@=H2<h7dfp|N^nSkSS#Xg2E+
z+Iw3jkZ<pVkvk{waZ(ZMGS#{8lk9X?gsmlnkSNNZ7SlJh#NF*&4wCYHV*Y3P##<b@
zZs@Iu+@!Ea_!TNd@WwlM)8g&2Y2ut@dn0k3fn8&dgDM@I<{{Ft?x#g2?d=S$Z=5;%
z4?xUtrn_)A*^`nGa6^n(wB<GlA6#Lw=zTjZwOn%&YNUzQx^8t5_jPCf?lQOnPWa@$
z7mOym?D{vrhNq6>#;R%0xV0d;uNMmf03bn68Lb4ju*$K&sk{m$glGw1dGy=~R`q@s
zDWUOo?}3`50DGv`UrV0z74PB_sfxn?{&Pz1cO$+!{%3Oss023o{@(gK;vS;i?a19%
z@OW?5MyOyZNvTW@U<{dqxyL&pIPxZp;Mwq7w4fJ~A)<1AOZ)2XM4S=WkaUQr%>GNJ
z7}C9?*tvOCh%hdQ$^2|1PQ9jhlp%e_9U8HUI?xAxue5MTt>nDADm}1-F6Y{I@nWP%
zb&>C=)h=v0Jh^XYv@Xgh#F{zqCet#(ECR*|9!~*oX?8ka{J05)iOR~@)l$78Hg>D;
zpap2Hb4pWdVzqTpNfZ)C;v77RA7OYMv(Zc&nV|rvD6td&d2$aU1=*&Hm82*16eyx-
zB)Yww9-V>2{sq1p=Z)8~6eSd=$cmdD0+*+tF{y1wNmYQ3CGc=-gY27wg>8A?);*WG
zh}Hv1Z+=L>gTyfYvF@b3e>?dPU`SQsok8|qO-p-!e)SPKbIW}N2b5E#Nz+cXR)1Nu
z`x*g2m?)}R_zR;7m^`m{^4GzW%3J3)o;sU~jD)g+U+MFNm+FkBv>I*~CkrMjTt_9X
z$)`!pNF`{$Ote9z&i-SM?&lwYByd-r9l*4Q2F@h~@_$1_fAJsPykY^mZmFKp^%4G7
zc~5`S7(jG)@S@{|dndTm^PKx)*)RJk8A~W3rLUBK(`X)g8Lk{R>0(MY9>;!cfdFkp
zKLc0bnj9^A1q9pQ7?lL+#()C7LFq3LdK~7%3?G+GqsSRj3$Mz(+dkz1(x2#q?}Oi~
zRt)>SuE4U$j!KXYh1H*UsFi^p3KMb4d@99WSgbi&xP}X%yOX70Q}@ZlyMkieD6nTU
zD{!m*xtb<G{}+V+)4}MB?<#2tzXsd<OUq1Qs|i26e_K3+d2I=GG2T~U(JkQ=zb0+;
zPWMGIhPk020C^*CdLbb*05VY>3i&!1i806`FF5UmyEVhD?QQA070mX`ZO+FUW3rbg
zKy78Yl*xEC(%vtNMVQ%Ex`_|>dZmb?`e^%hWDt)GGddFTSKun!YX3Hur}ebmmNnrP
zA$gjw`WJ@X_#69J0@g0wDf9AVGlX`psOInE-1OZQPp~DUy|-w0iRwG~3o-M}MEoA@
zE@yF#F~juhyT`<OCo&9eu1BBLKPTg{M-CJUB<J8JmGbzWj;!0~gSefpR2RxI7m5MJ
z2Eilse8#G&gZkm0yh?Rn<iEz<^w!7`UAzXh3uDE+ol*U*84Dz(93QS=RUdGXHfhZF
zJOxope=2z7|LjMLmcxwf^N#SU#Z_8$#kU-XlR{&{+Ln&}F&*t>XUSMUc*VGUuK+fn
z5y^{(;afoo%&~~_<D7A446gTYBPYe3wOysLQ5@l6RM7NH#bBP?IKm$!Pv%+WzgSND
z!<5HlpFL9B$hW)BsGNav5dZ)-2*n!H*sg31&vTsldmff)?J))l<v@fP;gW_|Gn3n_
zRm1If`rRdPEtXfyk<eVDXdd4OR<T4zCnAyzfO~?Oc-F8oE>x*Qy<*&~h2Sh(`*EbR
zrWmY%1P^Po+~_eL5Xp0am)aThSc|c#VbJR>{_=g2D8N;eY<q2LE_IhN)S~Cq9Q?wL
zh?Te0+&xeBW^4YGxb~hPzK_Vczr)PGVjXvDpdgE>b~`own`+Oee$c64U8|#b#}mX{
ztNefjqdNOaqq!aw6;zA?T<^5DjlxjUV?=sOxd<TwR!)VCl9%|U^|r#s<p2ueftW2l
zI7qu3Q1@|cIjJkjJcJZJl;84?TZqFI2D)*@HRYx&KM=6ZU5eWgaY_P*1j`qHv_8OU
z$1rensG1m3M9~|16AY&|r$7Qc`%M2fquIldBSy$JXIv*9!VW$sU$9$FyE6K**6F_|
zf1Ym2xisZt+QSGXw&`&c@G(Z2!?(yRI{m@ryyL}Za;7zNo-*(IE{}wGpdMR^%3bl)
zjN<wc8!TDR*&UN@9m_Coh18PP=|c(j5RVTWZa7m>D?Zd5w!3^at#}|#@GaT2Dcvp7
zV+$1eJ>G~CR-~D@&pYfZ(p9)~)&CTw6EQH0qr?3F=}JY;4Ln!8VvzC&f&qIsZ|Blw
zrLSABR1#);f2Mw!sle1OvxJ(gw|*V{b#Q0B9GiS9#u3e#DlmVd0?1%&Cvwn8unKOF
zZt4UhCpcR)gJXD{S8XBOBGw!Z9&zYKDhjt~FQ3V;R645edF7V8;Wm9%yjv^#i}m*~
z$@$@(yB!cV?ble~p-j|bLT@~AwDPzjQ*N3WNp~LMbYR<L-Oh2m-08?I5e0+T0W#K&
z3D~3ez{ZpFJw*9DEP=%fI#?7jrBM#Nj<oPd6(pS?mfRMt&Deyan{~v){PN+?PwoCl
zRx}|?Vea{dQufAV=YyC&N?Oe?AMr5!H^7zPcemMTsgk%IEYrEa|L>*;UbLU{RO~D7
z!H3H0$KdB8r9xmJYkv#32I1IaJcE(L_o3HIVA!W`rreuquc)t6Zv|9^r%>O-Ijj?|
zdWB4d=%}L593D+Aa3Z7q8ii>cmOo<9D2VUptg5Chc=HO6sBX|^1T1HoQSa>AmB}0I
zu|Jx?e;(zm2ONFuy`lJsjBzwZmU(^U-KXGfkLR$Abu)xS@4L$p-ZYG%YyqVxQyJOg
z=M-jI-3g-{+7ehjygj$?(Yf6SG=4MO<#KsqL}`I0TrsX_`1T1F|3L=I$D0x7-PxUF
ztEj7Em0*)jbj|BYu9JNt|KSNm4(@@M{FKhwMssY3>%m4nSSW=JUm#H_`0B&mdET9S
zIk~mLXdM0*HkR0$Au90mOyTA9Nntj54>WujF9|w8B;7;KWaagNIvZ~%v<nWR>nd8C
zy{3{CDj^(yOc;~Lw`C=jti8nAEDT_x_QBhuuK`!_f5-Z`Wnj@WFML=p?q)JuOHg9y
zSyPJL^Q(t+Y}ej26L;BClG?o7iT*!;XGIb1CCSg3!FKaDMgM(fye)?GNLYN>BbuE%
zsxc^>7FW5Y;bB0_YUXdU+7oS#O&NZ!q-b`K1A>$&BnEi)DMVXq1Y;HD9Q+EyiFd71
z#e~p%rBZKW>-6wipqBeN1DuI1z5&{PNBE<r?u7v^!})thd-`P$k}X;mV;3fR1x1)A
z(JD_25vy{Tr-f9mfIUHaUod|NsU;d=gwj_<zhFH`2fhetzVj~?)F4!oO=o|7=Jpl&
zrbA8RpCwAW%b;_3A>o;S82L>#iB36Age33co0)_}h|0CokpR0GY|#Q&H@PDV1se+)
zn4DtpxK?dWV@R!tMU@5K#R2?LC5~fotJP-$Ls*yI)RG&a#Vucz9geR{<QPRN4RAWs
z=gD%`ClpxY>6UZNyJy?I`s0W_`*E_pbt)AU|B`)L1hSLwCVW`plA1K*1Zol>XE<Gk
z+>A{-YyI}ig(znp^&_62f<>wcu+=K}1nrLQ&a?mO1U}l_Xyj=Zr+E*SH$;cSMFHEy
zTyEtjNA#erC=EtO@B%e)<*RqPBlgHY*Z~5SP%<5E)cBlWP!leu#wpTFb9GQj<>T9F
zMF!>q$)D^l{PUrDdr_DebB&$J!t;Z7;;G8+%fg!q-GruFr`?T~!aWo)+!kKr7djd#
z$|W?sSGlNUbov?m^qw&>E@arNFQHNb3%#fLd`r|B0^EtMHs!QdLU0n%b8?1k`W@g%
zt4eMs&g{E1Ak3E}#+AqTel`%kF%0QgANkSsy8$cmwfOe{Ub32sIwtp>g%d#nz+TKF
zw;l>g67{q3&V*wjaNUpV@ue#rCOpaR2Xj*-Qt7KBeek1Hh2<}P)4}v>cP_BKF}^k3
z-(GLec&;g@_6Cagiz%7){0A_9zhKlWyOUi72a4acgq6jRHEo5a?52dqLqiIM;r?b5
z%l#~j>5G{3xRtB}0C#Yr2K+NWv6e@imuulZe#I3TvNk3@DWxYubRwqH(MrtAz&_pq
z!Gq1uS_@LK6lWqzBa1aK%jJC!9#$z-*6f$!2xgC|cg+XrQ_`ggw4o=z1wn8qvIe#X
zqrc3s!r*K@){+f@BLN0YJxfK=Pgy1u@vU-g&fZ3UCFHpwmNx9W%v#e2p)VZ{npI8b
zre>#VM=0;qfbf?f&ueF<(1(MYqcOh0(`S;urHd*eag}=1nGe7SWDk5{+P+_+g&tMu
z@F56_x&vEAihPwksY*U1vEOj!W=%V)Tt<sp6;IIC-C;HX5qinLCL`9qPY`<?2pSQ|
zM^3UZkiDZ;#g_Jj*!MG<S4H&U$NPR$n?{<Rc|;xwhRGh^ybwH&7*Ny$%F?N<$ZanP
zMdb3RD3>iaZP&Qe|5_<&!0N&q4U?|?kO?kutK`mQmTL^K3|4IwsE^zI6Hiq~%3ZY3
zC<m1zV)lRE=TmKTK!lD}&hN*ab)wER{&3H07Vp1}KDwAD1km#6D5&4)ot-$z1fD^W
zy{UR4#W5r@xJ_LSJK)5kuB)5LUQp}lq-j4~T`D!;%m1u?LNxcOseV_H{Yq_SK$-*Y
z0jlRF*~~hWbt0Hz!xF&fahp8vyo7Wm1xaAj*#wFAfF{8d6#lkf%8fP*L;}+6e-)c7
zfrDTJ{y<}YxbJ3}<3f4<Ni&Dn{U!9KzMQ!_TtWF3hee8bA|gdFgV3@2DSc<hJb`dw
zOZM35m4_da9=>vBhBPTlf4ti-$x4e*+T*OnNty=#VfYIp*5I8vi|rIB=jA=pNsqfa
z>7Mw%H-_8SzCvH(bo)(-!Kk?g9Jr)^tjYe-^llV?it@H)F<*?t@J;AEh;y@1OM(}O
z){yrOq$7Y&F245<vRQ6MYgWG1Ahp7W4^M>iW*v6%3OPk21;w$LR7khJqbaC#Y(oar
zJ??fpkV%<VCT1m3>OHjt%hWdYlNz}Ih{la1no9NUvNk%4lCc{cifP2c@bP|0g+jPS
zUO!-f`#<1wrFDd@ICI5O<=d-@oe0u=LKG+xRCw@$D^^_?exkau-?ToQ8VSlTQPwzy
zUyoKG$$CuCdr=|-qrq-5kX!nz_3?{g;h6SsCHAsqY7S>i&Xft}$TZCtQ_%(C8R;*h
z!tg^0m|4fD<^sP1WJM!`SuWJ|caghF;(VFe8dBH})G}JG!)Q=srcvLf>}7wbz1d1*
zzptgSZ{dO(R%h7og0lbDI!p|Ze|F!fJg{~6KktXpU`aAPi~Yo{6Z{8!KOa`sb%{&<
zsaKPNq?58%{MNrTcFv{_&ttpUb#%3>%zUFsE`zH}nA(x`U`=Y4;#UPJ{MP{_J{pJR
z<_TQ7vS<0eF9g?!)M?*T7wKT$*NlL+4CQsl8t<q-eIdFix-NmK7~++C_&6x1F#oyX
zna81@_y~!4;_dP1?{Cd3=3jKM%~94Cr{)s(p`9a^zdJG=#z?zfdiC!6yp-93oKY->
zv;G$-Hmw-{#(#i!%3!%s=uIzCg8UC2)(yZ{{sX)aV6zsUatPN!oa(XZk4QlI4<135
zN|H(~qz!n5|6@~)bM8tX%=qp;F#i2@JUbTfV|snPwER<rESWndRffuQ7C#}-u&~X}
zGe6{4A+IE1(3cg;={31v0u7GsSI~ADt}5_@9$R*R>roVfs!4@iwLGWY;>~Sal;D*e
z4Q2_q?NTJm!9bh7{NIluVCJH?AJQ#o$)Fg9GYbLWh&}|Q{`n9nI|{YL&NVQ0=Gn_b
zTds`LrzLo)_e1R+Co>SJY&DIf9`LYFWWgF|s)dpFHidqvisyE)1g*(emK{3yo?W6@
z;?Gc|%N@I7DCo7`B)trZd3uHOpxGvjF=h(zAUhW8YCk(s*BHW~MUV<sZkwFi=LK&Y
z!iR5ua7~dJ{=QiuU5%b>z3ieKsTk&w+jng**><8u|5n=}J1iO(e3jXqrtZWHFmoCQ
zi0TcYebI1WBM^Q=0(fJMOIIEcV=5uBHd7z;dK!p+bQgQGB+zH>`J%|9TgR`ZPeCgu
zOf}A722HA^4lV+LjEQVQf49hN9TL{`C>mf(&LIEqLl>BMc(V2Jr5!a8?MORh*6Iaa
z{V&~Hq<nM~G}CZhD-u)X{v3~9E6uf&k2MyBY6rMcaQSaU9r(1U(Id!?{Tm9CiG4q%
zj4Ic8(U})nX-XX#dD6ZXIimrxzvxA|!6~Xb{gilNx8%)A8dtVYajn7|bPs8~(=4gn
knfYGc)SzQa36E(f*DIL}ma+giJGT-LTmd9*CH`CaAIJ`IjsO4v

diff --git a/doc/tutorials/02-charged_system/figures/salt.png b/doc/tutorials/02-charged_system/figures/salt.png
deleted file mode 100644
index 8dd6e5edd6f86bea7c7301f9eec19e957439ae30..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 262543
zcmV*uKtaEWP)<h;3K|Lk000e1NJLTq00Nr;00PYj00000MK1MH00009a7bBm003M@
z003M@0Th%&K>z@N07*naRCwC#y#-)YS+=$vLX0HD-L+g&k&3&!ySux)ySs;kKnNDx
z-5nZ-#$6hBi2Zw?Qx&AUXL{z2eD}ZX?x6>ZR6S?eUh7>fvp>(z^G}@V*_mnd|IHx(
z4(KW4FhnASLQ$it8`wCxghj_i#RYqqnRcF?o|&Bie`E^zYk&Q){Ct&vo`32<(k2nu
zW*%26s^TzIJV~9VtF3QpW(xi_G51KQtt&~3j&e3zvKS?E1`_&{&7bGrd}dH1I5WG!
zKwm)>hsRT>BrP373v)YnU*CWLKR*w5YfI~d#^TaMFEjI|2Z-tX$>z`VpYiH50M7NU
zigGF#EDlQ`YtnV}?VLUQ!{ZY&a&q(2<05=qtt=YbOA<Xj&8;6YOzlrLf1dvUnefMr
zZVJj+MGTfeqN-DMOl(|S{2~$)GqQ8Dvl62`ylu^!>uch@-HmLX&Q4Fy&irKa=lPG&
zIr%U)QeH_xMM)Kd#}lc#+9s9`f&Q^s<rR&sU7am;CF$wG&Spj~*})MmdI1l911^2~
zC!0Ude<Bqcl9HBFl*KA4sj86hRCPTq13RCPu(Xoq)<xrM*H5hMudmCAcJ?y1jtq9U
zpk<`Y{DWToC!0UdKXo42*@-F0%E>7zC}EXwBpgLU&%naoHzG2#qO*H^)4qNC_pBRQ
zT%Q#c=4h;=?P{S<qHTrQ&`&o1Pv*^2@U3UO{jlgb_mh9aC!4-+Z!0CEC@Zg^q^zup
zB@n3^dV1#eK2cFwm7U$oHtySVXxIATMU6S(QBFpB+733l6w3DLf9$jTWb^+=aKd^c
z`0o^&ryv!@fBol~gdccn9Zf=7T1HM%QC?A5Sp~AGsjqM0=o=Z4Ue?yJWZkaahY#*v
zv#O^oG11rFfUa+-N1@>#efi1e|H;gRaZkhWo6`(VXa4n%z!b>Qk5feDL?t9;r4cq&
zaez%N0|QG(pNNRGl7_~<v32XW@7y*qF;th45$0-Ss;Nd-r;@y8XC{BL`G3-GPR}r}
z1*cJ3|IvctU$xI`)(MMAhyk-HFDrwxNhGOh85&qQ`h<ri<yBNP_bwh;wqksEaaUDV
zW`wJ$jW&fyq2aJ6Pye)={}&JNmorn0Aai;e`6;ss`7cIudhKdqVNq#uDM=Z5d3i-8
zWfj0CP20%O%E>1@GP$6ls=0S~WZB9UOGbNYGSkD|EzNY)aTFR!<@A}KZ2q4-lc=$r
zLhxb4h5!0^6T}Yp_=Ls8#3e)}rDf%0<P;D#$?7`BMm8?K;bHMvMJ3hE9c`UGU9BxO
z`6($Ot~O@+Y6L0~i(l0DGf)4&c&3;kCQMakC#U~SN&3v}LlX&JJ~2sQDQPK4Ctwpp
zpr~mXn43Fz1V%<BX5|-@R94s4)K-?16r@E)`Po}q8c+#DEJ4}BXX+=L{|Cd(C$n2>
zs%!ky()}&0%+s>!PM?495B664MZ*~&0PLo)h?Izgq>PM=oFWJ}NowjkCN|ctzM(O(
zN!fV-&XVH7!kqNf#P9%rcUw~<x(11W!Kx@Io%+e<e<e>wlH_UT&D=C26JeOIX=a`0
zUzhqYJ~sIG(NI#73V}c%kttNFI!#N1PS>Jqs#`VGpPOYiSR!BCH($UE^Oq;*zOb3!
z6{WuW29bESwV79tPe4Ri6u5OMDJkI7F{%VAoo;01?Bo*~lboELlb=_VmzSHBmJk&a
z;_K#SXRfcWrAEXPRg_faw)|xCzhb!%E5!hD8gei*#{$50<{xih{JVJ0pt<<W!-1qk
zvI>rZ$CIfP8ckC}i>{-lqiI*)dJ^Gx8g=y3zo!i$6pd72m<p4rKl>slkza1^;@}hD
z7Z8GMN+N8ks^U>Loe?&(0GoxmIeCE1NWiA6t1V!YP6KvRRaH@C{ZBUkOQ{G<kkMcd
zA~QAnl~v}u|F5*uGf2|&aEphBDjtu;P{<UDx`vjfj;^7Bv8jobv6-Q+zD{s!?bAty
z6`%U1*8+U0Gic!nL2>%s>*p_Cy?Xm;8vOdqpM1ipnc3SsoC}5cgoFh}L`B6UB_)AR
z$6`t9`g#^l-rk{csX5t&#U;fhdD)pMap3_$Ud}c)W(IV+I)#YA5fl}bVt=yvUvcW+
z7&PQc2E5DDU%mPi(|`Ueo%+Ls7!?%^PL-&FClQGhnueyHu92y=mA#Xjlc$@jtCPKr
zfiXSr0Yr21dq+Kkq)$jP|NisYGr!)x|Lnu`-!ScHpkl(s#ltPYCnN&dlmKihC=&>3
zI%Z~eo*^Oe83kpfm6a7`B{}ICiIIVxUXIpgW(GPMnrdV`9;2cpC+GT;&HsW&N4+bw
zI!I}8=G4~hBU`s^9p1cn>sB-=nV$I<Mw~N{wLT?~BrB>AF<2^rK+)1v*DwSI)85s^
z%Re|WBr-BMBGAjp&C<ZJq5kpATu~lHZJPNtJw3JO!0C&(pZxajyC>{-kb-Y(@-P=S
z51$~v&_W@UO(_`#6(UjHz{<)!C^jy$sH&m9sj056q98LZF2vi}+1eDun(AaK5r@TM
zm6R3aoPM(TUoxB1=yl;VG)QMQZy4UXZS(N9#alPc&SfM2%4cDEwns@3*ezA?FM&v)
zQmI<n1}4Uq_HM4;fx%H>kx}6x!TxT}HpX_1^$(H1@~zzl@dpe+W}lqezw^}PdygNz
z{UKMH`7tw^nLWzM&AE_UNKi-=@##`hvXD&;LmL~npt!iq;_Al6X2@oKT1Grz)5Y4%
zK%cHbQ6mwsN_Z7Tc{zulZ2p%5PUy_1W*!Wu`ugDT6f%iSCaZzmSsg@z6w|EJ|I(0i
z>f~u{6?s)v6$}QCCE<xgH4QB-T@xz{dv|}ou-KHe%&hFZ^vw8>h#*%>13kMfNM1kJ
zZ2{}@AU&Hp_si-%`;MHx0_^6eAI$m>SrN?V<QDMo2!K4DUj$`ST22W|q0mho9DF0w
z(u(TZd;5BOT3c(1GSZ^`-R$g4_33mPl|aOSxI;xzSyDFoC!7BbpAP?-`lZUm6pO=?
z2m~sQsz#>LKnMuZW_Z--M76AK|FTaQEh{gpsG_W*ioswAAlg(@Q`glowy?Kz^N)y3
z%q*#>tZQhjuPG}mObYjMur<&g8UEgIL!0?x)#%uoZAT6tzk2)m^Y`DPiFkmiZ+-zp
zEQgQJ=iyn%%`Ye*B#f{rEhDE&pwaX!U0s6`a`S6ChsTyJ9qH++FHTR7@prYcHq=(9
zk%>4wMpZ>YMMY6Y`lsFek1{!hRvN*7H+XofU~xD+fk=XtMm5MKU02sY-_X#=$jDGn
zS65p@jZ$|8t%d%RE`AdJwY!g9B^4Fq6_iy}R8_H99IR|=XzA;lSUEX)hbAOsmezN6
z4h)Tq40bm)mS@HJ`8%4bYp2hC&B|c-`RaL9@7U7yI}RK?dEwThryr-jR!yhT|Gh^_
zU(EWgkLLm|US2+a0YShftZz!oDqu)jT86e>Ug2parOiVt*RNl@yuZJ(I5jQO$I0AW
zPlF23!~isv6_pi~WMm_MviTo8FatumdS@rMc=%#~(PXkoRa4i{(9+R0&;x85B5cw%
zNVK|B=wLUbV0!8wdJGuWZu-m9yY`9-(n_i-;2#W=O}f6mskO7ScW8V<W*N%n@IX&<
zQ+ZabpTCo_o@Uz2*DCA`h>2gkspuIWTeE%dzT+2fJbn5e4LN3}kvb>x0DVC-_h|&>
zX&)bUzVFzSf#Ig6mZ6=OcUWq1Y4f6$8#X{Tn@ZBsBE22W&Gj`YWCFsblCrX*oV0w{
zPd5LvXd<`Fn>PAjRTOb3nq=V3)zvk%b#(NNO)bo=tZi-WY^|-V%#96owC!taA0mO@
z^gjwFVmARmr?fN_q!i^8737#~f={TaZD3$#>*DGcnVbUM>&Wsokd%?(&g#7Q1V4Kd
zLwfq7MT<t#>*_ac-@5C`%*(vYhQ1}E6I%}MJAV4wgZu9p&6(dM^k3e-o12cDI>N@m
zvEX|)<rFbwy0(dfuWw9tWmU(LHJi3<Skd3tP?VAq=4oeatgS{OLWd5_rji0kh2+A2
zviYCpb7sIm1*43?L5EHt5JB!kRoB$i2F~2r!rI>6+110-%iGh_!_~>!#>7B}u95b1
z3f>xh`DdPm+4WkIQj+o@MORV8sHi|T!Dm#{(lIguiI7KNOj<^9WAD<jbvyR%+qYxG
z`lX#!nOQMjwhsDQz@U==#adc)4Gqme@1U$mM^7(ZJ$*N~=(esy$Wu0jUN|x4J6=9}
z4gEh-wO_@?zTkIk;waiWrcQo-(U}!holDki+_+|}yQ?}UJ|Wo6+Q2}Qg2!Q$m6Q|}
z6y!mCEF)R?lg<BR?Fc$R4<!XvWh@qp#{e>kBzUW>rLCi9Y-VQV;Nt1&7Zes65g8c~
z5gO#<@8)1^VWeTTc=-ET_+K!c=p@keF)=AgSvdt6S$QQTC1sRN3Pp{sYiw)<Pz#Dl
zODnAF0c`HtfAH|3-Fr5SwwIM9hj}<z>5z#8x~`s%k)^4%xuu1vkr9Oko+1McT|<3C
zBRz-ax^uILw@2ek@cEv<c)+YX&FHYR0W^PL6ARdcb~7rYth{A#>GJW>{zl-^qawWR
zO|^AsB#f#u08>F;PF7w{T3UMTPd5LPY|i|mC?~IiQ^l&_h$xz5s+yXHwyvImnWdGz
zn|DA!Sad>CT1IAOW?FJ|RHT=uo27+@I=S)jKhT&yg%(h!rY6=%iOR^zNXaTFD*($0
z*~H;VR0>U7&jh4GUI?27we7>htG4dmd+^YneOtzRYie?0{JiYV=tLsM%-YJ)!OzX#
z-^<h8(caKlOW(-c+R5F+)6>Pl)*@oZuBS|UJ~K1*?6+U<!ti(+#MJXSxwv=`HU$KK
z@aaB2;i&}$)ond}{awvvAixa_cDFXt)TH1*q^Te;54^dIysVV8*wLSC{s+&O*<*6b
z@)$)728&mLIXYldjYd<43A&k;m7S}1U|>XSazb)CfHOTgK0e&X-Pz7ahpJY8{~t}%
zLGJWr)fy3LU^f+HW#!}*loSD*ILIbdT}R*4)W#XG8JnJ7Sld1_ykg6)JqHi(-M?)`
zUu|u6w4bk?p*EF@Gqf<bck}Z04e;^uv$r-h)-W<Lw{mvzc6IZxu{Vv{w&mg1+UDnH
zFK%6BG%L@}pU1()J;$b~m>A53Ae+YaUS46zD4TtqP309?alwIZR)!jyWUR6h3^V1R
zLzj|}6F>2j&Hv;nRZvh=QpRAE0GueB6g8T<rmnt$v6Y>ji%(EQWI|eQUQt;^Wo3Cu
zUT$hqSeUPaxt^Ye-{bp#`Lld{`~304C(mEq5)%@akd~5`l~s^aQbY!D0h?rCsKKKE
zQXy|>H&gQ}oBDefPpsdxefQR#o0bnWG!`TV_`93w&@?cnt}ed8G0{mW>B))lp<X_A
z`gBdl&^Yk$B*e#rxLBBnpJnuf%uKy`_~804Z=NF_ei`cmE;e2Un?k}!eN$FJm87X<
zVD0V}7?+t|SXEnBS5=yolMv$NX=ef+KY}U<HRWXGpq-bIk)hD;{bcjs?Z#&q*Fdw=
zjt+1{TS-M#6&OyK3Xx!5qM<?8H8L=>adPtTk4Q+!D6A^4Z*K4EXm6>nugFhLjrMc4
zvewbEG<`I~yo&!LD>>Ju`Qq%kYd7z|`1E0hC?O;vB`GZ<1I;F26AHe7a8q3!xO59k
zdpBR-(Ad<pyt2Bs_P)jA%T}*hvv%cZPeWZnQb>@Sm4T)vnc(go9iNw7Rs&9XZc=in
zySb^Me^GTqOI>|kL4se1jcy&<=J)Z%!`nBmoVa@z`Eu&#aj|m)ySWg=n+!IAQ&%C-
z)b%YK9lb+i;#0Hp^73-h<Kn`6oE**dXheV}2sC9toGB$KDI+dpV>kPg&3|L99j%!&
z49je^tctWENJPJ5lS+d*y0MXkor{ZaNDM%wqM@mKaPiWmOBN3dbkvoUWX1-%x?1Y0
zX_=q?vs%*h)Eu&>j_)~h@$TK<-cEh75EBxSkdTs<glr<h1sE(54^nSUT?2D#YbQ_S
zzA`1JsG`21wP$c(cw}VpqTZIOioC>-V0RlMZ7nsNfk8r1bzRrs@W}8$TXl7Il$WoW
zuJxk6@fBlBx@)siLYxdU)2H9Pc>dtw^>dd`9X@>)N!ilb**Q2+Hi6xQok$YEd@JE7
z6uOa>m9tM!NMu|>LVRpwV4#<yg_VI835!(*p@)nVIFi!h5@KQzQ9oyZ|IIf+kQ`vt
zre<cRVx=V&!2xLgj!hF|OFLIrpODzJwEU{(hOU9dV}Q-U!Or^9lFXO@Cs%W0bxn)&
zGqa!n2+!$RM)NTE_xOo@r>@_;^W^pHjD>)ZxVV^<oYWkfs*p`JElpiR3mY3}&wzmN
zxYV@V;;M$mw(f!cMZ?1*gT1YQ!1&-Gz$RTsji{@em|I)fJ}@#mGSF64ksIUYZAmv<
zG_riv=+c4O%<OP`z09mHpMHDw@XqbaS56=O<s5uQrc&l}ac}^izK{>`=^~<{62Pe|
z<Ed20CWu`^BI4rX6XGI+g1nuqEEsIc$N-xOtfr*6gp^2F#812VZ+7WO5fJ?6(LK7X
zvW&8Vva*U2gp<jp8cj<}#{gu_4sLFKq461+#kK97i<V7nSif%Vs#QyRo14lrV|@c%
zjSTe2_&=MAon)jSGf$T7+;-&b<$HHtzR%7R5Em5_7nhWl25iDyNCnzW0!3Y0+rZSu
z!O`6}FeoA}H8s1iw5qzksjao6v!kP>p|Y?bBQ_||4X~+2#S?Ju#qDjwt2b@gyngwj
zp1Q)QXiqC0Kkv<Z_U>9g&|IAyVXLQW_UO*_8y8QUIeBc?x^>6{sn5#B!8@0zL%S)C
z^vDqiG#z6TE0F2?1_lQQ1^BqS+L`McYEiLDO0aAsB_SaxAt5FuE-X=8@KaO!-|N%S
zezEEIm+9&<aL^ED%c^s1l1UVrhBjT#$lT1<$<s41A}Kqktg*X$@v6-`ckSM@ZQHtK
z1AR@UX%Ue=P6noWYGgt`tkL{o-3S=YOV@|j?A&$W?5_`QJ-*4$D<UE+A_1(Bq%;z6
zDygX82o#Ds-9XR8(h*qcpooaLq>S|J{F3tWs>+(`nwskBiqiay%=l0rA7?9IH>qTt
zs!DZR$CCBC4<0(OYht3mCNn$K(O63(Y~PV1d)M_1R7885m}!UIfB5YE=g*(tJpc77
z(qQK~kDHBa0S^yg6GoiE!Xje87RoE*uw<H!4$S);U0hvVoE)sIP4($o6oQI^qMQsc
zm||k^Ul0O_tep61H~+ntK)|7Yx%=?`HA``6X*oG%K!}1eMg?IL580%uYwCb-)56@&
z*~=?160lj?*xj{w)z&?G4<0^rXxE1ErM>mV32A|z4%Yf~0@ZBmAC%xxT&FK~wJq7W
zb?1pwm#*D>>IKY|AS^6ONJ*h=f@cCpRHJI@0>fqR;o}n&85^6FmX(=XP*_}CT3l9A
zQdp3mlbI457ZKp@VQ+4rrAZ^<ajHIT%|okq>_2#D|E3+wS__L4gKSOo)Pi>G+_`>e
zq&79g(N3S5l>7l+`cE;GLS|UlS=qU`0GkUDIE97bl)9v}ys{FONK@C+H!?D{u&}T+
zH#IQSRwq+%stPi)z-CH_gRDtZR9H+{NZ`SPpKSg+?Iwg~=JUh5cWzlqO3BO0%F8RM
zDuYB_1!0pwB$FYVI)F_JdlxUS;OLYb$Y%HA)vy$PWdDJk>j9f}`6&tE?l!gtT2zYh
z`q|%KUQQ#^XERs2+Lx~1y8FPX%Xe-)_T>{45Ed6lk`RPVXs_`kni^f-6a=^KfXxU7
zoB4%BMWsb0#YM%11qhpA{%-De<^~|%Bx4CG0j+Jr6WjNJM`hc#rCnvkv0k<Yy6V2$
z_wL*<JXD+MZ)0yrO-x`&D$O8@!;|ypv$Jz@^YHL2<l{rx1mT6GjJ%36j-;+m*EcdY
zvjoS?MBji;18iaxW#yzLCBy-kqM{<gVj{xA5AXlXh5oIX(9F}{E}g%2{f?i6jEt1L
zqO6hv$c0o8Ht_@ki2__YT~E)@)Cz=~fR?D_?Cg^I&d%W#n|AElfB5jx{oB^89%-w{
zOpEn*aJJCVP$S|0NY5Afr8DK7T}#&N+<fr(xobBDc?J0eg%PJNf%<es6%2+z*3i%~
zw6Jn;^$QM;j89I^$jZyfFDxj?FU-x)&CW<mO^S~S3Gw%EaI!Md*V3Sn2`U7IhPv)0
zYd3G(wQJLsWj$r(8NtqGW?E{cg)7Ip`>IpJ9G#8m1i}{7XfnzYGAtbIoSaNH1%!|?
zl7y6uqPz-*NTR~oPCamR=<1qOB1nT2Wu;IwMZggj77!M~O@97qH~&#5&FpGqZhx5i
zZsu#68E7K^=h@lQ$1h*Ib9)&0Gg%p6HUXMY6A1WpfF_Zmrlzi?ZJ=*rVQcH`;pZ0;
zlbn@ZT+`atKe~G3=AHZY@87e1-Na~DO<rzdpqsmuk)}48;Qi>q3{zxl^6BjKlQZCx
zeVn{@v#hqGYtiaWn|2*Nd+oXsFRy@*Fuak05vL3=*@`MS9Eqk)H!!!ea|53$Ix#If
zE3XKg!ovK5ob2@Ul*HJW$dEu^A2$aZD>DOa4H}gUd(Z;{8~PS6UA}V7$`!-yRb}a6
zu2vShYD7YDTTN|ALa?)gi58h;!VItxKy~M{&gbG>umCvqg^c<;$kkzu6NEHa*x;f@
zqp5+9Pa@z{m6a4^K^BA<O#r442uAq$a$ddqf?m|m{ABYlX5DkC2prF5%=~<t`yjnz
zjA_X;2aa7h_v?+5r-ejiq=8SDn`0BcKSbcr)wOi=O-#&f939-e0s=x~Q?jxOD;gWS
z2FF&eTEBVgwk?|`RxjzUD=0__@$$Aa*43sGu;n%IbKN_g?CnFslgUJN3f0_lI3g^w
zyt8>^bnTj*`%mQ*EaZdMM})zqH0<?I#S<u+dU~d|E-pSH(J9H9`6b1r73Jk+B}IAp
zS?NhhaZzERK|UTXF7}pYriQ>s)5th1PF2a+q`I}cuYX{$x38_Hs4ykO-O|EXolMXu
zEyzg@^|E&|)=(qkM`pg+AK*T3J{vn=lbgXNlB<g#18s5&is-#Q9*4uKswgYL`*T1h
zYBYs~gaieEt>vG1_vy*Z+>82?&A)#p8Afw*dX{NHf1FK#@6gnz>HBB5?cQ_r+~q63
z-t+U7kdcs(k&=@`;Dqf!a9IQiUI}S~9Npa7-o@F&Hz+7P4zO8JR#(%~HMDqieAUF7
ziPdAv7PZ#`Hp9Gq94vJ8b;(#2)y?Z_D^+nMGLfjMrmaOc(lIp9*VQr(sHo^1UA1QI
z{?j^o?0ozSg%LKzB@m~spoAe1s9J`GmX4kvuuaa%E~==hsjaW8t*$K2&(BPa2j1M@
z&&$=(*2c=j$WTv<Mxhc_@fa0lW%;7Y+NOr4#=3^8qRfm~KUZr@eHxL5agL6Q3UD^J
z)YBqU@CNspuK{>%yyvk2Hn|pX^YAj#AtCt1AYY5DtQ@?gQUM<r_QT1^N+U*7OiWZ5
z8cjg~etvF#)lVPZJbU@!<EPJ)Q&T_L{7dm8s;WAT-V!oA*f+1;G-E{a)4L~Uw{F{W
z;^Ku%x9)lP2#ZR~Ny|$y*@T%8WD~s-vM{%CaCPzY4GxMx*{rQ==^Pwcyllm))vH!6
zT{_fWQ;?q$?gQA=(E+X$r@VDbSvfE~IFRORQgwCp4ULU}yVnmatLz$CxpMu16WW^m
zd_qW*1<EGy=?I%@bR#1xXYX&=tgEf5E-%f`&q|4piwyDi_jYx%v$ZfbFwoJYQOHCr
zUPW0|MlPqOz7eolTUSw-kscG^Y-vfSlgT8f)VL5|S1WT9h_T*_&ofMs_8I4S^I17K
zxsWmvlTDZpNic$6*jAvV2+)+5my?l3LQR;TGuY%7;8C7^|Mtm?PhUQNnwp-P`TH6t
zKkeoe0wPiwLMWV?`U54P$=NqI&RyEJcK5EM$It$H_4<&An79<Mo09T#Y%)50HR-@?
znps=fIeWPK1cZi0#;0TgPg_+{*VNI|1Md(=Mg|7En=12ilK`7eR{F+TAg9GB0H27*
zlc*#bUDv?G!rso=&CS`x(uk%V&_A|f!>(E$Zax8CKH;xy0=ub<C6d&2O-*dw{R5+t
zb4p99n_64j+ge&0YsvtdNii{@ex4pKc2;H}d)C#_qESgiJcu?`R1_40$|}k$N=pg~
zvr}VZL%bYJtn@UfBvn;UKVN5aBNJ_P5($Ip|HgS_vCNwX3@0ZSH-wWPffFV~sQ3)P
z6YvQ;j%49YkOUHH!blT3bOC-oK2HADPcL6Rz47SX`}dR6h<wQ3;qzy_iI~oZix*|2
zC#Pj6)o$K)4yoRJXIP(}J9+Z-o;?%W4(vU0=EBA62Zh8$gr&u0CFgv)iYhRAWGW3f
zbYL|>tmz8g<DjtUsJP^`tgO7kva;&hrq-7B&aSS`&X%^us=|znxKM8|M@s{Jb*h>Y
z9)nROU`Q0ICSBje%+50)Fe)l3HYUv1#V)vF!@6^i^Z*e8BEnzoCiLklI5I`kz{0}O
zCp0uZv#6$~rMrJ%ps%~DwXUL|AS)p<GSJ7()xpXP`g08p8ihyz8MKlrKvT&8=JA>7
zDaptsqqDV<u^yGEM#LED+1Z-t>Z;R-WIWahooGiM*P|@+Sm&{GK(Eftvk-|n1qD&R
zE+#H64r5>`csVJ7#F+?~Fw%rZlW!p}56Apluiw6Wc>5t^QNrJkIe*&C*@2{Z9G*xd
zk!b2PEp@sk)xW9w`%?Sk14m9DUk@h|4;?sm`qI@a@%*A9;$q^`QgYI=a&pj_!AyWa
zp=oI885)^Ef9~ZM926cEAD5V#4pQfWlA^Nm>e}kMhKBmOx{9i@{OshEs2~py2V)aM
z8XZH#swm;H7%EANs$=Y6;}H@cms?R;RbAe>X~VfY_aD4E%f-jX!!O7u`i)PQQ&h!M
zDO#}6!Y?8!CBL$zrFVGA(y`G+gWb(lg@sx15fT3GP7c<lhPpa*bu~4BCJwKvs-&u{
zpdhc5o1LDK93KU|zPr1lmAO7$OM^hdst|EzCfXWW>O>4dMM>e&(>ZyhDVBNj0h=5!
z9fG+!Ga(X2Y&kHWkWhHU5HeAlDI_3(pvldZn)31ay@$6iU;fMM*?zJ)JD8k=BjZT~
znwpv>O;bZdGq|>X=Gz+5%%fc=kDpw-eAW8hyAK^ZeeTk)v0|d)A`;TTr_0JRdetz1
zZ(ug*`i4g4wvKMD-u@xMU)jtrE-ovps;#aCXx7$NRF@ZKB_~HhHm&sZ>A+fHRTMCI
z97#isu4`m#=N6KfoLyXBRaMr#aoeRE_wPNq#I=w|KtNbPh?xsX!QDQp1S*woY;Eo0
z9~lYRZ0#Fiu-OFJjDu`CB5dl?!M8^yfIM1NRar$rSwT^%Fe^O`7|n<fe-95Q8xwsa
zO*J9~3sO1@BW+Dh3W-2a!74wvKRdS=h6NZ-HV$Yw7yL1sVsmJsB~55GQ8szFIa5<!
zy?FBI&aW3|f3o>k(jag)`KsWFI0}`lrlD=1Z)$380kQ^Ny8i=a<#T#=_s)aoPK}MP
zTD^Jafdj{WIk#^wmZ1hDB`qxnGgM$Vu>?GsrlqB8XkljK=<eea5EdC3laQ2>mXVc{
zo0nfuR9IY6Qc_x4T2@k2ke`#06cZid>*iu-YM`e@CE;*5c||!A8DvtrR!+|TaXEQ)
zol7Pr4xGJw<;J~dPoM9B4d()LE)*7S<mHsG1a+E@sjaPBP)uA#Nkez{$f`AK)~p;|
z+TQ}$Opgl<^>MYeGc(lD(o$C=gIE)b0ca{A`HD<LT2gXMXkehXn}dUush+l$I$#%8
zfYh|rsZ;_PgTW~(ZQ3|jd!N;2VP#=sXaCl4^20hOil+#a`allCC2BPV1^D<u;>5jh
z0sFbjPwwBl{p*D@A3uNBJpi2h)K@9dnV)Pj6Y#21km?d)-I%7SYiwoZ<mT(|@8#}c
zW#ZuPe-FNfZ`Vz1+IxJ(>P1Uet=Y2c;DIA2&%{L_1#k$6G+I4Tgq>;xss`)^vbAz@
z_YDdTk4;EONzcs8&d$xv1E&D+nU|NJmy?^F0qj+LRA`8whogg)iJmUPrmB*HJeCOS
zPnI4o!3kxB?Mt>CI{3?lU$5SK`26KtA8y#2_C1^ON?4-0x~`d>y+=q~LRNW8|G=_!
zn>TM-J3c<tUR_j}9vd9&<z!`TtWQ^0r;>?~JXm~GRD`2tGT!NNu@Qlup3Zg_7Djq>
z4H^~XNmvyST&M%1iC0lkRaRDril1c0<TFhyEG(=@9SJQYfv<><VLOE&o?j1wB@$`E
z!@Gcoo3;1R?OQi5U%q_q$hiw&ekjt-plS`%KUh?j|I0@6jGiJ^m59TVDP&D`x}mj;
zYfyB0YGzJaW`ei1j-JKV*~xbsR<7K#Z@9f}aBR)m%{%w+J9=^(uOOeGC@k!O;2$=i
zLpCvZGRUy?^-U}t?cIHXBO_x|(lfFFjD_$N<mcsPXJ-K@Q&Uos65?W`!h`($Je+N9
z%?)+5H7G<JPDK@jtt3r7I!J`vB2p@<7jNEw?C{x(H*em1{QTJ!PM$wzQ$t<P+`+*s
zEFmGgqIGc5iVa)0Zdo@zKG<4Ske?D25a4caZegIUP66Cufzeb(>yH3UIcc-h=%`>1
zXJ_y=80l)!C}a}&Bj8UcDw6Ry3|<K)^Rf!ki2p#9NanGzu(ATT&WThxdFE^<!sqt~
zx^i$pq{+|8vw)M`?bh|{m#&;Ud+PY%W5;K{7lef1PtJU`&p++v?Amp@3QDkI4(z6y
z7G2-m$=5F?yQ-qKr?I{&GtAN6h_GViz~Z%Qw=b^j=v*|uZq3H+`}Q6>86v<h1ldFl
zCty<^vPqy&G;~0$Y47Ih8yuC8keZX9UsPIFR#sY4Qe0G!mzxE1;-rL_n5giu&>%lA
zH#bLH3v*!8pfAN@0h@|)YFhe6rVd`-;l)c9Z`gJ4<cW)yZ``=^^!1zToFFs)J)0mv
z)c|ZddWR(@=2Wx{4vnwdylLZ_v88=Y<+(YD;l92uwx(u!T52RR(`KUeN64mja#UoX
zi=Cahp|*~u8kIyOz&`>Uz8n!mozT1jipAwnEd{8I^u^Vcjb+}v`Rpj1NGS=iov3gB
z;Q%oCV1CZcyMS{6=gtdfemQmO#L2@4cI?>wqd*<->K{M-eyhj-VY|6$gEmG<1&1M!
z@MH~;V4FGl`o`o|Rdsf?v{t2uIyf4tEgkP2omjbTQFTwpqVcs88+Yv6yYF-uk08Go
z)2U0z$iO@uvPss^F*3HWb93<tii%H2gKU<RmQ|DkIE(UgbF(s1lamtTVu8&J4S{UB
zJK0%Un&@h3(nthouoM;KG_(v1%$>cx!b%n|TfcqZiR0%1oA)0-dvSyP&)I~-I$;Tk
zIh8E~gUi-#+_+(4$&%itvYhOMFdttRYh&;!s3a1+OH@I4gA=*3vNAICl*kBwH+y>v
zBOP7vd;pgZgHezr$rDsnRF#yG`yF{{<o<gSxju7qnFrWpWrJ`6Hs}2M@7P3KIYbjA
z=nJ`cIXLGXyl~+cU^I^(JG^)Ij_<mz5Fn>Myr21<I_dviyLm!ZP8PidCj)n^t8HZM
z9uk^T*3~(-a$?<*ww&ltN8Q-C-qAIiMspgvIv0&iOl;h~XV=jK+(P^!jDQm&A_Mbu
z6)cfT)zULDwT3q|k%{T)xy5DWl{K}swbd2nWhDhUxmjsR@$qqyVPV1kzP?`WF7^&K
z7RJW<IvTJM3HVz`jhe2Bv5m8je@Xwu@{PL>oji8#>b0BqpS*s#WWgV@34A)Vn+~3#
z@$p$@jlF$KR<2nyF}`R~XI*h-MqG%Ox09uz5eOOxz!a(|qbdgSjQY4*LU_23v!$hx
zuDXUA8H5$ED6gz6r>FpoCS+7W4z{hInPT)3ynA!{f&^d_UaNC(fMgv8orqswh~oLp
z;X}X#R+ER9gPVheGvnOJBgc*$KCpl9j?EJj-#08EKYaT5es=mNo9KBUA+M;UfKyV%
z<8c&Cx}L77omWIedSy@V>ODvHZ(q@xp6wUhSk=9B?TVs`y1^ch3$5O;dB^tM)k1>2
zVgllfDkIE>Ae%TcjizmAVd>!R?-w4Qo|jizU0>hS(%RbER990~UX+`YkrEdj6%iZ|
z;Opt`=Imf+X$2g*0q~}36sTqeY?{10#@NQjF({|7bMeGF5Zs<TapwH>n|B_*dg9IT
zCu}0Qkez!_OiX%Fb!%JS$mrscfsW3G((I(92!B^MTT@+q4K)CsDw+c!HWL_4X&DKX
z*pLuUJ2Nu_x*82c6{^6G!)R0%APN4YoHV>vkdu%=t|6vAet!Ar!HpXstS}#9g>)hr
z5#rc+5k3(@(S!Vq7l6sly<h<c2S-4_nS%#+0dKy2=k`q-moIzzySn?#=g-eSG5Z<*
z&$FoxUVFGw42vVH)8M_Ijf-z|R9bmw=hChF_8r<dP*D<}(^S{Lw5=zjys@KeXmt6C
zwHvqZ*sFmwpCeaw5=a>dvZ)F_iaJR2ZJfM=gJV;3OUr7S+dH~@dwaXvo9b&Ti*s``
zl4B#nL;SqF+?^flZ2_1jhI$~-qme1l-vS>BGZYIa2cMkg=H6u!t2Xc1f9%+qOV=*n
zefa#jJNF;3IafonaSe!!Ovx*)uWRk@?(S-<Yplpijfn~Nc672dqU+GecvWBu5#<-e
zX39uQOG!)0#Rdhq*%}$^Xn<%GJRFG2S5T0VmyrOWF91_oR!Ul2d;`p&zr1+%;MV2y
z7q+s%GY^3iI`#!f*a`7O4$3IN5^#xt$;CN;!94Th$M^2uzGd5{tsB;@TeEz4^y=&n
zRU}|HKmGQ2cJ}*U|KG>v%*^-y`^%C-bECURwSuA`4egyO22WC>YU&xAS-bi{HrqSK
zHt#>MZ}UJ!S#)kgQ}1Y3M`n3LXZO&O6)V<m+Od6)I`HVcu#ESE-BefCF}AXH@(zV;
zmX+2tceHo+_4IXjG}qQw7U$(<B*lhD2Kjk2*fcXSHq_OoYtpD>BFs~il;joUr7c{X
zeDWHb2bN4sY}vK{_^~q=uHLx$7_iCnBb$;SmQcbFfwcy<*3~~EGC8NLw!XC!u-V!O
zXW(O_gT0&_EDg2kG!j5h2{oE1o4}*XNXW+r`n%c~8zF4Mx+Y>-<>cjMB$ee9WaZ@H
zpAr{ehxGZsczN&I)wAcf%mZYyu(5EkB5ZPTaUpE-e9I>I4`7pf!9pIc1za5L?CfU8
zj_ujKee0GjAQoP?dd0}%D{~8tW|$NBpFh8R`2U-Dli4UR{TGGQr@!$S)3ZI@GE%aN
zfGHI$fvTmUXKHQj<P#hlmtIm|*RynD?fO+i6&1+^jSW4EVj{CD>pI&97LSilY}mGS
zhsr`;0WlGgZ`o8-RK-&?G;~dEY+ZfB!xA!!s;is32M2~nhZhg^bu>0sm*nN9Cq{>c
z`Fp#$I@wuUS(q9b=<CuoVXH5ZfJ4$0fR2>Dw_id<TgTwCiPf8S?mc?s^!aO-Zr}gy
zIV%^+CemAs_NBo)OBDiD4G!Qs`GkbTrskEDR@F5$)K!(0<fp}kh4{MISexo;YEWSU
z4r`jwog-EgN*M@?g!}n9n;YnBsu2jVc7zm{<mKc+94;;|D-F^-X=w>DiTkjG^z#1Q
zD`!uiIC``jpb5M>3kOn!hj2pEi2{lsivAy9Gr2jr*m>AF*yiIm?A^O_{kk=4)~s5!
za{1DczP_uo-^t0tT<hK2C-+|cueY116zlBF_eB1EIHA>?oJB-WXCFukiorGwU^lTO
z4Lv<mJ2yAKu&BhO^t{UQhW4J`fxhPS%;dtRy7t_dxZIM4&X%5`rAt<<*|e#XhfhR6
zSXk^EHWd^>)JoCR)Hk<t@Cb~KO3kZiYU*0Fbm{U{<IBf}`&wITO97h+kwL-UZjKJN
z7G|bK`oLyt(bQm*I35Sn6eVb}q^M!xdDU%gy-Sv_Sif!ep@S#RUc7Mo-t*@RIAPPI
z05S=Iq+#L`u-8KwN2X}#nVH(U`T2#%re<a57nhV2=Vxc7#)bL&x!akW8)&If;bpxN
z3^Zj>E@4N8grt~QsGF;;iMBS4gvF^SqhLaOrKLp`WTj-JB&9{gMZ`p5^Xlt+m#&;W
zwr|(&o!j$r=FNw;6A3z*#uFw+2%_B3k%I$&iIbCK9w&>b*`b~5Hm+Q?eA%+GC8MJw
zi@ICd&wpPonwkCb{>Af$cd!32n!@tG56mBkoB4~&&KQ3ReE%PxrwWTnfj2=;Syhz?
zk_mGM&!FI_gyf8j?EL)P;)<%us>+g}(8T<j>JHC@q|D;lhUTt;(Z%DdH*E0Y73LQf
z7Mf!dsl6*<2vkiieG7X>&)~S2^n&V^mI07Et=q76?TRG>?QL~sd3ova5dndoF7|d-
zX2wSPI$D|<>QpjvS%X2Y5g{2;s_}8f)$NeY<?FWWJh1=RnafwN-Fg0O{(`T98gp#Q
zfMke70#4n?%E{B+KQtyWDJ?TIGb1%AAtuz%-Oa(m(15N^CgD{<(#?!Bkyar|32_Nw
zK|dE)Yke(E3IRl;it_RdyDBX$BPJmwAqnCJ5eac&;hE`=ukTzrb$s9U9h*0SZ)lA@
z3(I`)&%AkabfSEsX94mfC+B=lcJ_H}EY<sWZ(6y0`RM5I(9mFie_u~mTW#t6@7~X;
zPoLgAd-&+?&0oHJ`CngqhZ4_IU*pZc=F`z96`35IdXg=IytfJ}Dyn!j9W!%B?~stF
zgw*uR%$&lalFF*8%8G*E;Pj%Zx;EeVxa@L}*mMmn9$5z1^yXhEC?p^*@|8_=6E0Ot
z%YeydVRdV3|B{uf)^1p{cIDE+j`n)UW?Z;`fQPf4t)+>Pfu6Rex;l*l*u>*tbq8fr
zMoK<DzOcHZwQqF!^0k|H9N2gC%;gK$@4tG^iZq*}LplsLrKDwGz)4i28yZ?VxO)Tu
zHWO1b(&3Cyd^BLw-NC}h5DEw5R6rgiD?4X1(Ka>_Q6Fb#OFaz@GF}B<m@-|yq>QwL
zJg}?aQ;187@CnS$K7W1x;>lBocW&LXVZ(-r4R$Q-NJ0eIoX^I_g!3Cb;m<j^IamR|
zELD4UZ=F~*wq(&F$Yx((Pisp}_3iK8wW*IEUOjvC@Yb(qzkHebU+UA*?*x^|n)&?k
z{rgX!K7Ra+?!Nm=2@(2Q+_-i1C{|QN9BnegQnZZi;GJJ$dQKs{@y^Q1$jZ#lNDB`N
zjL)sAOz}^QPcN)&Z0P7+v}oyyb!*jlgark@cKAXz6_u2+01-Ms#K|)xE;h5MwxeTY
z#k%#Iw{6-yv23WbqrNORH!U{Q*U!z-#@gISAD~I2QYj=Nf~KkpnuNe=Vqj2iWm|L4
z&=`0Qw(Z+<<n+aJcklo9f|C=qoBRyB3E+f%CW^?skiMR&jgyn7Z%BA}bSya05n(~T
zZVvXAMmpLw3LcMv@xoW5DItM0{))+a*w`5B(r84S65RZQCP^Uwk%m4&N)pbMiwaUn
zA79?Sclqd^U0XITU$th%*y!>R9|$J=-#qBpA)Op3py+`=V`rPk#=$awe#QQ+n^rFE
z8C=xW-PzgM-qzOATvb$j^J|%Xdg|kwXU`tpzjf#OrL#|;{%`f^44wShw~wDbd+~Pi
z%j6U|(;q*4_%!*K$V4*2r^nBqyt7D9QWzw<GSZ4z997rK%`-H)ps=#8zOu47H!~|a
zE-EHG#4Ri=F|Vx1J2)XGqqqu=RP^_cjICZxTgWHGFD4@TBbzk3wxN}yvsXxbTxM~7
zSJ%kO^&7Tq+q`-0_z<w0r8(KjQ9<6`&UO~&#(E$<S0j^vK|{b)L9-B9Sve_b2`iiY
z%BIH7fzi?BYc}uRdGO@L%a<Q++r|ogIxoC_VFa8=uemI6>M)nn(l@oTc69aj^9=|J
z4h{<R^8v8~dgnyJtEwskiwt|wnOq{Rzd`~sHf9#OG%^{hqM#_x%#oxdr6j~8B}K%A
zMMZ>#goV;FUtB+TdjIzI8<($GIx@0oc(8Av!@z=tapobO9UgY(fj^l)9~ey*)Ag&j
zZ&|f!tiP|LxxTRhWNEdvRTX*J@iTJ`N1xvUcYf#2jcb=Loj-l_)T#f?@#gfGhY#;Q
zdi(bMx3=)hn^zyE{|cKkzdhM>_~OND-cT+D7#<lF0)}Sj=ob`UP+!~8+tb`qU6=~&
zo1edjt9wLbMovPCM|e^~PEJW>ZDV_H53D0`gJfAy<ZJEyE1Pu4rZ=>k#dUBT9kRJ;
z)5J0mZ`KxPWhF%fcz8Nmo0=GCgY+D>M}kNbap#N?8yUc+I9;Qlyr#abcNhc^8+Yvh
zY@WaM<n3!tDB#8rdl5q0C6O``Nak=Pbv3%aiHVi1v#YDSr>BR9o3oRHjk%GLo+cHf
z=t|0pvNBTAOnb@buLRk?s+GRJ1{IH2QG&v)D45`gN{9(%iwZ+Bg@t+hd#;~3cxdaY
zC8Hy~J-xkM?d=`SjX4=ew$9{}6`uLb1AhX|s#xi+^*h#&FJ3&@+1grHU0zmJ2Dhr`
zWK=gWhO=g7r`|k%eCOJwD;Lh4{^iv1LwolAzmlg<eYNagi$RPU597gNlp|-R(GAM8
zlh-fay7l<whfg!#d-{*RJ$dwjF*?AgV*YMlId~}^j*jj;cHzQxei1R?(?O!Ej3;Uu
zyM%>hRCo6-S+#Vauc0V4Dbm-?&B4+;HaayQSfHq+q^$hXs;at{j;_8%T^&5I$|(Ge
z-2{0$j5lcvpB@|=o0?zK+BUFs_3Ab2*Q{AS(%sZpS&*I{7wYHgZf{`(dw$d@@R|~<
zqN2jk>6ep}k&}TsfJA&wVQp1Yci+J1ignwz?LTq;@|~w2Kd^D2LPSW3li}5o`n#gC
zDxO54(e?C<%&e?!Z0+sr?QE<q%}w-m=o(ZK0SC2NWu%Z0Qw%+fv0Nc#@Q|qCF{+Ak
zsJ}<(6&IBf5}{5XJr*b|AjHqlyJYm_o^4xJE$;7YZ)t97s;{eQEHBB=V-XZ*<$$#$
zn6e`to)!K(j}?J--aNsGu+1A*uUxTosJEx1slK+VtS~PpGbbxEEg^2n=v<@b+s8L=
zUO9XE)XC#Vj~>~#YvaZb|9!j3$gQVln1x5ijXxuiX6yx@Mz{7bg$-aHbK~Oe+fQD7
z{PaU}>WAmg?o6Yi2aIfK`a9Se?V9(;m+Uxk?$Ql@VD==S7Ml_dkFc3u-2+nN#XWru
z#i_|rer|5|R=$zZnYn)cfzioH*#(fz=Jw9MCGFj4hwryO9kPifFyc+Gkhr+?g4(vW
z!KJGw)*@{7G&fZNHbJ=Q>ShPbnU0nk+*O9fB3Ci!O(I}ZMn+0TQbI)~r>Lf?v8#Vz
zbottCTlb&5eD2PR_wVN|_$rcx8crsgN-8)aMNLZ=vT0*$hq7s9ZmI{^q!5AGRFp^A
z6i3-)^!^G72w?T;npBX(E6Os^L{cOv5h*e3?6KoP{K5hPfX$^x4sO}7dT9?}v#GJM
zp&q#9@|;{2AtCnp0Lgg>nh2e2^XIW5b`<_78WFj6^UCF`mJIjyb~e}7Rh1Rx=Vj+)
zW~QY?jx3vDyzA3%9^XRPJaO#Ek;D7<Y~1+z{|%o$IWuP>k;{RpnOWv-|JNT-*d`ed
z+Vq*jSMT0^`sUN;??xuzpP2sb>c=lAnKP4!yZHLo8J}<V#puda+Yg=l<p@6r*^mOE
zG9IsG<{lZD-8ek5Zp-?`i<^p)5<)%fY|YFAqGHnv93A{)Qj)U^${?F<?OpvT$qY6{
zezcp+JUuWfDmka3p`mMN>C$B@mMt6UYpbm(L8gPeom^~84GaJ?R1&-jQbpXkf&!!Y
z0vt(ENs09Q^76XY-rhyaCbn$Zck<GO`_Jy);9!FnFtDWpVUr1`G!(H@#SzFfEe*P!
zp|OdnnVFfXiIE|+nlvf_hfz_01G$W`$FEK408KtJU5!S>C;_u6B{dg_iop*a3SYMg
z0+x57+^#)4H>_B-xUa3PzNVtAytK5WATKL1dEP=<904m1kYt4wr8yVR3c<9n&WGRo
z;*p_6y&bKsjWv}OB?W-Xl%%-$m~g-KYZ(r1=Ht^_moJ_<dg#!By?b`;hOy~`|Ef=)
z`L1tonjy3@#au%=GsPHBL4F%mcKQO+a=3l|(EferuH3u#+jnfveZ&`6t~{Qe8!?~x
z%02TgXm((5<+5G-FPv%?7Kd^a(lT-?c!GwhTSQb&(~`v-x2+#q)KHihALwjuZfF${
z7n_#k>=+W8nvzop*sN`8>*(%vv1d+3h$4j?L^Mkt*50X_ntEoocCP-Bk%?I))z!^i
z0|P_DgG0UT4dvwp>G5%)zV3Do7Dl?d8frv{rn0iK0<+!?6J#kkIV&P4n3_{uQq|DW
z(Z6`*rj2`!|9a)lyXh$%q?>o)!i9_(2z0g)5iO91GoAzrl?FF$>FVj}>*;`83q%b>
zJfi#}gQ^%XXLyitaX|ro0X`ZPPlTG+GKkn4!={RYBuFq2u@ZOgn{gX%Si53$U{QBl
zV?$+GL2hn#R!T-{Tv*_IE-6(NHC=UesyNR)CX*lmlGHN@YU}Rk>Fw)l@9Ar6ZEL8l
ztu6y$W^P7mN?c?}NPuV9G^11b(}&+~o;wbr%w0QoY}>MB)B1_gu^az&yE%i}HD<gy
zHN#l%i0lMMBE>IrL`^as^6dVN8xQ?*?cUv|uRnhNabNB9?9`WA_m4iAVt$}0hBn{V
zbM{ne@3NKa_MSNAF2E1%rj!)$={R*0mypoZir&5z6XRWd)j3g--Zq9t+BN}k(HX9u
z-XXDRsR)~OO|5O+19mpwPVFFcFxW)yEUj&vy@G>dQgTa5svFzeI=b3BTHrKpW@1!y
zkhhDCt*O2?od!GBU=y#>*9&eaHGue3A(6~{z-DbrOZV`K4I6eJzj)>0`<ZEdHaMgM
zdwrPWW1>jN3Gz9#V}*bxLOCLJbqx)5ni>_PS~x7S2LKrsXO84Dh9!`Baej3o2B(Cq
zuMlS#RY<RZ5Fh_4M%4agtaxx}xTmADv9_wJq#!FTH8DOuJ~YtNi;Y8AL6M-Pt#9t+
zWbf$iXl88b<zN$?mse3-Ra0Bv*3{I}-c(axUsqXHR-6x*PEU@DiwN}gcC&AX@66Q9
z^oM7^-8_GE@80d3Hf~tIcFo$=E5-(fF3tQulM7AFnanA~al@|~jWS`?auQ(_vIbrA
z^zN-&_y2P3?wu#EzW3=&pMCG{iTl&v<U&8}gFb$;tas`1P5Y0Xau5_2MT*yQDg=Ut
znM+7SMpb|R@>R=v`zq6;qI~R)jpz=+F>z_muAV`03^wbV+gmyZZJp-WWLhqiO&nQ6
zUDw3Q8ok*DY}PckwY7J)wKvyQ6c%PCMMnjCIa}M9=xJ%Gk@4{UT2WE)YsVT4_+YtP
zTv#|G4`s7!(ee%JcOU=t@{>2yv$|YNHkrd?A`CX+bv}qG@C0N#hq{J3WK)ewhSyE7
zI~dlEB#;b<IW8`UPCg1#aTtuE9AZ|*#pb-dh=8!r+ArwaGC5qnWMrtjs|#VXFeg1N
zF*Y(XEX>t?0jsdQB0<~G(8}7`(cZ<*)ZEI=-XSJ8udJ-Py0NCVv9+POp|P>5s;aCU
zL;-n_&G@KbA0Jn{Hb$uR;mMP0=Z@~%vwhQs4eQpRYz|!g@7hhqaxunS9pLX1V<#>$
z(KLl9sUrsO)Gu3)j|^?uwB^(<PfyQIZy4XW<It(gAQyW5`OEK$>eG|6F96CxHNIb5
zJ#zmRI*Y>4IGXxuI;ZOz3%Zt!Ol&`T)Qw+E2uepv$tYq}X$BUqo>4iCb=`yA_4S3x
zLBXyTx;j+5z?g(oUk{H6hTW{JZR%+29<;Xm9h-<!l?skTqiGv4`Zwd!a&t=%Wulte
z%F=>NfM!UjubYE~rIC(?28D#hV^m<Ei5N}hRiZSaqADZ+jc!#PU~_2M+BG|mUAgq+
z1Jn$j6UpLd%#I;Z1+zy_SydH-?jHt+fRv}0idjsF4H1UK1~M(Nke6EmucD$T4`WSn
zM(&RM0U;iK-usN*9n&+XTe=!sYHO-03yX5IQWF!RLW6?*olMMC*#u>!Rj71rBP(YY
zS0DeN@X)xVgrv;eocz4v%Ceej@HAIemX?7O2*jru=_v`Z;Ss^!F3whZzaSekr`|pO
z_1ejU+c#`nyK=>f@v*V7(Zz%9ZI}N0xzN<-4<9B!e0clj*8v}2GMPxGSddauhklu1
z4BKt1s>Yb%NkkIJG|40i8BZn<?2E^j>^XD(=B>xCzfArC?o;nSY)lFYHZ=wB4Vh?a
z;ZwhD%bBl#=1OdAQDgtmvQ0-0*b4x|iNh1YpQDn=G%}T>ZRP8qQc;ngmmKNkWn-vG
zr#Sk>MW@*LdWFWOrR0D-y|TWst);8iNT25iHl-vX93WArQZ)5VOl{zTpNNFiwCud%
zqLR|0;)0y?M1ZEBpPPfVv8kRWjYh(&V$o$~vS_~=TECGL6_*eZ5fVzxFE6dCZ)xd-
zRj6%8E?<4{VRp8GodXIH!Mh>Ua3WEKs3=3=1F@ZOlR6fQh4p;6s1H>oLSxOZ)8a@^
zIvkbYl~IvbkbxOILavZ7!`t%-a+}ZX3ZDMFYkOT)X=PD<PHuW?LQHgszpIO#g<p^l
z3zxX45=os7;uw1;Hy=O0knpIOxP+9<jO?7;+=Bd~f}(=_g2K$a%&ZJ#Oe!KU$k)Zj
z%E0jb=a18GUcGv7_2ij7TPDVrFC7^kUNks32qM(F+Kc}NHkozBsad81^S1@_*{>3o
zGhg04fBM^tH}Bqm`1JYnrw{L6y}aC+9AmAct*)g(3-lR&xOt0@5djDFf5~vqGgS?Q
zQK+sXm7*KicjM;c_e{tAZ8h{syuUY|gooRqX>bQG@NHBY#XmJUB{eNMb@9p3<m957
z&aUB!J$qvnFnHht0rXV32uMd;PgfhHwHg62v7tWp_9j{s3fbNd<lEL>-l0&~KfkQ9
zs;0TMt+P*8pJyQ&@rj@}hagIXYyziFBB|>b8e7=AxOxXi#KtA1W@Ke$WoD))#YaX4
z`+0acS(_T_YpYYp1ZdKb<Q#G4jLIVFSA_-mvth6b?dIUv+BG{4pTGFv?d<IMJa#U&
z1-uIwmXndJGcMK<+leSRFb+E8E6b22LjC!i`U^ilHy;n@0!}3b5RNc)2w~=qg1eAs
zLF+ef-OJw=7Xe$Co}Qi*8yy-J;BIegL`z9apEsYMUs{!<re$DeW9{JT<>?n38WtH7
zpOl!KmJT=2!EZhzBRw@GB{@DOCMq<*%gf!?$dGdM_TvYS?p?om@#Ma}TUIR|=<fwF
zLsw^eduvl|Vd;y1DVt0lrx=>5Gk=hdqYb2J`TX<ym(PBC{u;3P@zbY|A3nT%^J`CR
zvW*s9o32jr30m}M(?(A-JfckvcaT#cW;7VxgBXfv5Z-<5`jbznUeOFgjU1IAyqD<Z
zO~6s`fM_)`Aesi8Cq>OSH6<w}GbMTW?BbO8vYM{e;SD=?Makg^cpM1|vumhp>FDVK
zHnr$9E$^84FfV(1Q*AX0$<9A2D#6CvCk$n?qO!KJxuvsDPnQR#$^y)Q4`ovh<jUX^
zYrsXk4z6xKA(3(MfXz(!_M|5#Kv@?Cn>yf&f{Bnaa)JE~nn>9jm`wqp)Phpr)0>++
z2bZo{v;EM8OZPv_POf5~&$D0w=R)q^u?g>oKvsun)GE!viS~9d{kf>HFw<=E@$&I5
z<mKUG<B(T?LWGiYY%+{04=-So5vqd_>*cE<IKP~kk(Lx26%y+2X5(Z)%Sy>)VHFgV
z#gM6VLo-_&M>lUTzu>TN$YxSXdItQ?nQW$}Bqtzj`g%Iq>KRc^-h6QH!QJaOE}YoA
zcgyNgU@s9iJ387L>x+wD{%dPU=spu9{Xjd*r)PfXyg>EYAh_=y+<pAptG6G%d|MKq
z{Pgkl(_LBiHa5n_+5}*L@HirsNT#Y$)nH(+0kGB4)z#P0)Y8%*l099Pe?o77roRr{
zpLX}gk%%|~g$Vx=T~kNTP+!l$*hEK1gG?ci)YUa9M04}_+SazgE*ooQ0+t9Dj)R<*
zu4iCsX>DU`V`T|NS~X1UO-<+&91dsW8xbA}?PhFBN>*NJc|}cQOKWGhfiBZ-BJm#5
zfDQsqIXGxZpla&s8C%*pxcUT!hDF83Cx8<l7Zn~9=;Q9_WMgKiqpe9L5P(C6d-Rxb
zCc|nXj6mxZn_p54*hK8++8u{4UcC1jJb5f^tgH(;7w~aHL2IPQiE6!w&9#vtTV2q@
z_}FN{9ZAuJm}r7@ikoKvCl?1d_#5DXn9Gu2B+9ptkC&H|cNJs57j#E&-<?U#OiNFW
zO^A(vce(avrgYu<rUrQy9xf4iES5?)FgF8+)5XKrKOi_XB03s;--(Gy$>5*F#KeTS
z*w~ne(9mFCZ$~#9BP~tOBWEw3zi{r<$wRw0Zd^6m-`UaHSPxEZO?5?nW%<9hM-Fl~
zGtI>F_x(WAa|C~Qd-m>w$1mP~p8j3S<<#uwm#5CQ8RN(pVA2S9Dpd4WQ&ZQZ({&Au
zOiawoEzHc#O^uB7fO#XE3@^TqCX#S>+069)c&swu83&?A3JFRQ=^B|?+1c2EV`Zvu
zq)o;Vb&ZX+bTx>PVG;5e6)c?kC8`1J4NOhoDl`A!;Ght17b`tIb&8HQ6|bzUV(k+a
z8VKxWXl!zFW^PGYc~wJ8OM91%Ezj3ZHPmoQNWpkdNfnPH)97@4Giz%HH!nYb@IJv4
z9u^ef?d|4dV`FZpqY0<Vu&PS1vjc^P*{~+Y$W{dT`Qq}5iz{n^kw)z1;q#a7yqKMu
zHel!CWas391K~_XYcwI6Gv82VkZ}-WEFmHO^%e*f8btKmxVabbaC69r$pA1VBt+(Z
zn-ADj9v<!m%JQ?{T&TT&|KPBvXH0Z-L@2U2$V5{U<5gZ&WigMPg-1eJiKq^o1=MJE
z@$mNX3k(hm4UdY7j){$pg;d5wN5WUY-`~d_m>vU7Ii-y|_UzlYclVC1o7avnU)<l>
z++1H(QC?PBTw0WuHq`&GzE4NmEoM=3IW_zHPG2<moV*4sz=L<M-hG<-{!dIZs+ju^
zIICi@7y?u$f{`Y0%D~_1BUf?uPA+b)F3wI)b|wb8I%;?v{xswDo17UM0yzK)gCm2~
ziL43!j)9q}wWGV6cW`J>NPw@CgO!Q48kOd5?_{Zu#VBBviK-Zo&;qBg1p;|1XW#II
z#LS$Wtn`F1XIEo7frM3-lT$GF2o7|&_VNmeNlMDdDK0GoPQ9VE$J>t^y*Xqg$_%wZ
z8E7~$1h`ewz|_>z&dJTq)7#e%9$!y)XJ>nBQz&Rn1u43!sxrvWW#?S^SK&2ay#)Ce
z@}}n&7gba@HnsPSu3o+M!1-V9yquhwZkWfy&d#-vgBw*_NBufOh=}=+NX{KbF@5e9
z2rV2TX!7waVCP_Em5`Pa6B7{^`&x`&2o<%sxj2`vnPy(A0l)O--Q!zcK3>5AfqtG)
zT1lHiR4ggZ%Zr)EGH-#Pgt#(6O`C3DYGrBb=;G?(<>T)k7#tE38U{~jXh?8SfWM!Y
zyPLDErLlnqCN*n()x_F$YuBt^wQO<!V0T+%O-*G<VL@JYMn-BvG!$R@SF$-X^))47
zJa98J-`~do8~60l$;&ryKYae`7241?gDU5tLqEtJP9IiD6>;cPEJ&WIz~O4qb@Yvl
zEo`0KJbVIzgF?eYLjwHWogGY!fcM2EJ-jyqpNDuwd1WjXm|8rELZND^)AdbkY+QUo
z!lFS?o}HEu8{_X_YN|sfhXwf%W#DR3RUCyt2C*pc=jIMhJ`t&f1vO1AZB1p_k#U|@
zbS<*7w3M`=OMsufm6vBwbYfz9c40|rWpzV+Yp0Lb0$yZ;2_sQP>hEZgQAHU`q);@p
z^`ZWzy#sif+}+&W-CUg<Y-}t{^bK`2)!<c)61=LBk(Ok%R){m(FGQjB5&)(vGrOp;
zyt=8ey>IcVm7DjSK6UlM$9J=LSvXm_kTn%>VvL_5l7$KpF+{Sy(HQ)CasFN92(rnu
zfP;&ZLtI=`Ohi;j82JYw7xDHWq*a(fwQw14?yKjIe%-R06yW9IYHw{~qC*lBNlMGe
zN=u=#v9K%<6_!#az!fqk#^yG5z=F7YBG06M06hNS$@KB^gtL1#X8LMs%7#5{eM7^G
zM;8w-8XD|v?`*EGE-x?12X-MT4n*a?mo9y`be82`lB0h{?dRm&h|=^AUjOm4Q<rbv
zc=G(!>vx}LzW4p`Aq8JiKfHRwV*#8LB8f_d4jq_4V-s^*XE%56fZ*V;u#m7oe>Zza
za|2B}37`DnG18hEtB6xofw>KV0>S_-Xt)5IzM&y8sp)Cy87UEwfv#5OI#jiwU~htg
zoT{n{28$t6$TSTd9X(4Y2k(fqqWs#{j@H)7oTz9o3mt8eBFJuxTmt;9ZM?mLqY@L+
zvI>ezDyo3pZ1aU|@_)l7BT<%-S5$>;lELQ(Y+BpfJ2|_$xw^Tzxi~sl+gO-FL2D+P
zFdmeWWY|o`g^Vzw*v}6fYf5%Oepz)RWOL<;O?%Irx%ue*yV;v?4uXe^lNZ&}_=Zg(
zRKxA7{N?X;2H_PYqjto@!^OeDK2Hj+(1LV|GSKCRDH8VrE)Ka_^x^|eVZXe5cmLX+
zZ6rT;Pd5j^CLJ#&9S>5Rv@~@Vc2*94L0M(I8hFYXY`QYpgmC&pHod((+??#~tW0z?
z)Km?+I{Ov@G)IPqhWff&+nW$J3v#p56G6HZ>2c-qzgDYjW@gLQEhFj4>E0=Rej_zo
zA3Xc=J$gtb;?VvJSMGy6=>3~dQ?uWzi=f4F7mTtB9s|h4gIJJ4(x8G^Q%B##+``t`
z%ReYQHZd_RJvB2qF)|?7)5gqHhek9u+&F#zft#W#+*?k-5dj!#YT8<Q##T;FK4I|*
znIPM(tFI_7N(=Y$wAP~%aCkW-W&5!F+_v%Ym8;IJ>FcRU3=Q*-%de~HTe^Jt^5K?}
zf&?#fb8Vusf|QnnuaBvfhkHO&0%WtO7zCWPP3@7<3y}3Xf((0w#(IEFIeBG8VD&*1
z3qoYLpbRzz!2_}^Q!^udZEb)ih&AC=4N`Vw+Dw#9^g2<1Pe52aDZenkw6d<gwR_R{
zvh}-;9yxdS`STC6X{@YlaP$Gy$l~Ms9h`F#gA9Yo6dGjsa|W8gYcH73$sz*mCcO9*
z5E7h|$mHc&0Akwax%MsK(55~-ee&SfQ)lcg9UN@U3^X+fGA1T*sR?n3(Z1Z=Ec3W|
zgrt@5c&di3j)AGUg|(f76Z9AE9v+^ao*wS*?r?>mot3$nkv3IPS-!faxv{0Qv!k=K
zy}hNWwxPPBw5TvID?K$aIxN)RGkyAhJj*sU*R?z|y<<}vhD0KeK=MMN(8yE@i2BS@
zw{AJb$fJ=IY39(LlP51-zjyD+i+687OfjEHW=(Wv_Q8E!MG!P%;L1H%poBNW8gyM9
zLo*v2C$AvbJyDQfUS3&IQJkBa8WrH|YNfAEBpOvj$I2_IsDL09hbNMtEkr~H-Q5FX
zv$9H?`@2R)hq~Ho^5bK?ZFSYvLe}2A`QW$bFJHg=@bSZ^PoF=1{P6DW^OF;!i<Ye4
zy<`8TvG%s2Xg4<#4Zsi;aA{@b;^rS7ADfbqTUc09URTxJn3=)N#VfFoPlS(Ae-}m7
zq#>LNN~%~Kfl8xkYU>&r8pD<#b2BqjV?%vC9W8Ylg@DDN>%@@+n#rZeSH~*^_z@9K
z$;i(uDX*z%>gZp(WMa$y1E;RuyZ`L{(s?Xw9PDf$k>P<_8X%<>SSSdGG#E*dFsgwm
z%(Rx^R|G_agazl&L?*|%xwtskI9QRsVaDA$%-+EPzsJqZ&LKb7@BlCE-aLEo@W#bc
zC!6t51`)*hl2Xx8k&%%RVIe^_R<Ki(TTmJ<IntnM>KPiEm|NLc+uA!gID+Hk=wNSe
zYi((6YOJlJMwG{4<4em+D{E@&>g(zdDW39@qJo_4%#_6Vm=GTyXVYar%zd%^<MmA7
z!I6zTPwv$aRESgpnXE>lYN)GgXlrWI>2yskDv?5}I)mIKeu1IO?d=CnoxKdzcVE1H
zGsh-#>T!DZp_VojG5D5Eb#=O~AqcS@9NhdP5)-paYHHisySuvE8p_MF6M}->0Gt{)
zjJzTU^HeZ6EY!rNQZ%&m^h~UryuCvbbMvZu#>dug-neS@Kyy}6Ov;iYhi^Z5@#NLJ
z_n*E@eKq>iGn21hy}G)0*WQDN*Do4wNDT<E)gu#CNv5u@9%gPX0im(c$?4ho`K9Gm
zW%X^19c;Y(3wag_F$;`{lr)kLfdoof6$5u=0GqF^t*fVR0FFK!_SIB}6$B7_fHX+<
zn~pW6aYKrWg8cjop*C?!N^TA?oK^KL-NQr6)^6W^@XVDfw;w;F(^=+maj<hNSOCHb
zUT(-5$gPDCc|l<bX&Gc1NL*A1rBg^ySVT}*K=2zyH#j`LfRlrRm1UlwsL<TiI*KhY
zn+w?4=Fh)3_tH#${P^bSgIhO$y?Ffe4v>{<5){S6go1;EgMxwr;M9kkA_zI>aSDlv
z%E1*O>RMVl`i3UPP+b@94z#o|houz*11(J=86&Bfnv|850~}CEX<1omX(`Bn3UYHY
zQ!^71qauTRU0ux`pG^G^HD{*hdVudfs8m(MV`&5ml}b|wc`sd)PS>Vu(=^FAe9f7;
zGUw!@O^1FtedQ)#^ZDC1ADLZ8jHeT>de+gAhjtT-XRrzHbu_j0^-L`7?cMz&6B9Fw
zYpPoSn_X@76&1OO!NG2p25K~tijoXmZV$EK2t=|P!lsdhBgn23^9pKvmn~hldGqpB
zL-j>DvFXD{j{@`a{N=k3fX#1`wdvV+&tG2KzjyckgWH!3S7!wV+3Qm&7@Vn-bD)Wv
zGhB9-l$M>JS5#IFE8^`SVB;0!;}f2Pli9~92P^O@7_@MzP1n)WM~<EjT??{FB4AaJ
zmbJMXZqe@?FTWrR`4;f=CuZhm=T}r!HMI5&FB)IBW9OkWSFYZE^jwq5!ZDwdiwh(y
zJTPtqP=TCC2+7xlCD3^w31pT6no>dVLE&$Ht2PKME{F-(08s*>d_S<s%f-XV%fZHa
z=W7!1;r+`e4{qPOdj9x{y>wk&3Qa*;oHqo{BLxCBeO#SX;3P1&pt!WWA`wGI*hK4n
zmX=oF9}D0$OpJ64btq)Aij-nvR%T{iVLpVjqy$c9plqh5L`Eb8`?@<@+dlXoYr~>;
zZ)#?ni3u5`E>sd(lS~6B>FS#p!8)XwiLt(c7MbYfy9LREZr<Fu^XR!#mv7v=`xs$!
zc5cfvqx(HvMNS#VWRpaOW>ZsBN8i{81e-42!Le!Sg|+P+i<YchzGCT6M`ukzQc|e9
zm7%^GNeQC}9H|O0n|QLC1`XI+LvyGj5RqC`Sl_pN#nyd?ckNm;uw-P<g<B8rKYj7;
z_4~=MC9JQCHJ@KTetdT4hGpZ;S>fR>#_H-gRYPlAFJnhX&*13D#MG?Z+@jL*%9@7e
zruiIDq?Nf{=bKzzR#r|?NeO%{aFq*)Ni?;PqX}Eq$V5CIDY?tbB8zwCmOP@Km3b!v
zGG$Rg_tf;voZ_;wn#T72zR?xy*Y7xZ>ePi_udi7<Z$3K<)X3uI0j86OpPNTm1*?iI
zL&Jk$8`j-GNJYZPioy_7NC1+_xIjm<AZ~78HreO10U|{NkT4TzmO};Kc-a<mvG{l}
zUXbaj_phHldvxdKm8<7Z9XYz)RTYDk7hE9V?dj#^>EYq->SS$iV=M~WiMa%M#Kgfj
zj)x9I3w0QVhTva)T^${|hPoO_RZdn|IwmnbDLFkYGY6_T=jP_-!28_P<oKAl$nXGf
zH#2L^&2zUj|C3y3YIe&OPb?NoBoj$QGL1&l)-u#Hg2ADir?;24o2{dzvAPBs?|I_v
z%&VdPHT#d8ID6^Z-8+w-y?OJAS)xZ5P65(m6%}Mvl$mUTR~XjZwRH_lO|0x)-TcB5
zGP6n=dwZ6w-m-bymbJ^4_15R-Ck8p2n$sy{jH05lGWbG(OIOp>&^0tOvvKka2#8F{
zFRbleI<|55;lum3?>>I=*BkfmKYRB2{d;uj(ziueMsxGj^Lu*-`x}d*qukBubP`70
z+}zQ~!O<%qA}lsBEeoVWMWq$B%?;QEybHM(3NU00(4G%;ct=Va?sHMWsAA!wYVd@q
zQNh3Hq%YJ*P?TfDnsYbY-#J#0egnHEEvuQBmYthhT3S`#+}$}ax@y&i9sBnkIeG5n
zc?*_#Y_R78(Z1wUz+#keFbaaTGc_9UTbi1hT6FLOjf|BS7hEU=z~dJ{(Sy+>RL){&
zW1F`SL*VBTMrDN=LWDfvH`&<P<Zs_WbAXR;UOjnm=gy5Q7k@c_;@H6hJBk$*#dxJ0
zZJg|#oSi@%X=7=oXQEABz&4+aWj-5^kcf!10_-9MUyGW$2KY)eG&E>b3WbPMP?i&0
zz)kWD4U33MNREZ=4aiANPD)CMkBNv4g7Rh7hKAnEW{m#{o8Yf+fa`RCEg({eRCP5q
zEp4cE1sB<eM<+$a$Av}&I9cl(Qz$B`gBzDG->~EGFQ+d4dgt~-z~<-aZ*SSbhgvNo
zql8sZMc5?ZiAdF*uA^&cVrgOL><KcVr0krs=Kg_Y8+PwLaA4P_jbq)_)j2W#_D;s?
z6e3AcP8R+>DosmI*Vx?F#=*@uBqS!iAg{7zaA4V*t*a&u{Bq&S^?Q$>J%9b~%h&EY
zrp(9e+;q~X$7fF0XGDa%nbUPBSXCo^8*OV#@N9&{B&23$<P-o~R#98y&&>gXGhjId
z=8B7G$SEa>To6GKWAN%AJAvV04xlS3$|H46N#_31IWQScmj`Al9CEVCiAl*>*@XpV
zRduZ`-2<bGm#^8pdB@&^2luU+H-FwdRt|P{K?PL+0tUPV1bE>9LLhie0Zf&lv5B#<
zp`NZTT^%PS0lDO5s0{-80Ms0SB{nS*5hu*Y&rl;|ND*?fv(INe%0T1utH%%T+_-%C
z!Y^k|96P#i=g#%jsw%v)#ugUlmgeTbF&Z1_Xi~{ISw0~x7FOWd*%tEfi;7DC=dKJF
z)M0Tr93s!HBrh!{%Ee}C=;i4b5f&N|866uN7mu8{n3$NTh|oZPKQCt&GXp&C5qJwG
z|Hrw|?CcicyHp8y5)nKZ6m=af4SiE1O9u~+fbiJ3#JH%KP=9xG1APr5Msd;BC1V?Q
z9XWRT{MFll&9`sA%zR}Ns^M<jB&nn<i#B+{70+a7Hno9YFt#wab@K4^4@<~`Z1#_>
z-?el9p*<TIZ2H*Rn&^@!DoV1_${-R44~U*FFx}RU2%D+7d6mrrgUi?NTsLv}#D&Y(
z?>&0)^wn!5)SUfp#*NvY0^-gmXHGX{MufXtYHO2KF@}1!IyTnszM;X<@hKUQ&7zXZ
z+J<0uq`<fknZ^}j^dli{z6hIgipomhd%=P1fCz$MA_0%W2~~+@7_p}4H*C(K3D^W?
zlU+_mDJ~@`GrtJ3+1A=UxMXz2+AW)R?%jXn;F@_X^I6$AIXH#nRg{n&g@8_^s-do>
zL)X<eG%_+aH8C*)Y-(#@CB+5c_3967vd&}IB;hd&1?E&TVO<G46u=_09AR8Me|quw
z(d}!OE}aK#9zMBm``#^ea&o+q<`%$}Sy+M}O$>GEWGY^fpI;Xluw>`t5)hM=k_Fiy
z5@f)GgO8+~l&}~dtEqvH4@jUwBO_vBzF{*uGCU+8(9hk;-dc}@e>n5wo%cUgL+V$=
zAq(z+M+cFWx~7()ktIlvgF|A|a*IpLOLL3TV}cx=jkQP=y-tuV?>TVd#JMZCZasYd
z?%kI;;Vh(k>5;mY9I}5LK5hh<Z6jzJ7@C+v&U}1AqEdi|Yv}1+vUbPzeTVn$+_h%7
zrKLD2#KX->Tb)LPk`!1n4T=UETiUt0c>0AzM#QJ*=9bm8wf2v$*}M1T`D?%4e(>A#
z7jHg(`TTorudh;xpP#)r*Buz(Y);pvV3pNrrkdtfj^4q6k+Df>X<4}i1tpagRS9g|
zTnmwvd5l{bWF8nvh>!~+*boGwFXUlE4x+M-?s$ZW^f$Y4=LGxFj!F<kE?|?EmG(+X
zNzTg4EiS8StZ(gtiVdq)uHCSC^Oj9+Ec51Zz>=aeWB`vLf(Qs?Uci&<8XB3HTie<p
z^&2}xJ48c=D8<i%YGFbNEiO(3O%^>33JoWQSWNWyptcq#J15J$CdLc$<<*0mH!q(*
zedg4$BfuJL-@avahoX|428<<jbaa6!(oiGe<mJUU8=GfV$RcyV^XG$DM*tnel0h4$
zCB;OA7A|0Al{Exk6>^;!6yhHq79N2%8ia<11O@nddbrw|TN)7i2c{TP4u8NV+Q>HZ
zjXoO^n9j^iJ$?;S2NV_YumcjVKB1_A<XG3x+}_?TFghl!xW2u;r?0D{u_P@d)Wbwu
zJFkD~*xIf8jvhU8`R2_BFFw5g!30ObffsZiBnHw>p=oN+^^Hu;tn3_}+`Rn*LSs@g
zb4%*l+Xu(juG_YI&yF4IM!VW7G9rDvZH=@vNU)0*r=hN?Yieob=<4Si92OHFpPZ4M
zTUb(E+p%uPk)vlWUcY|#;nSBd-+q{!{F~QXlV4um99w2>szoPb6|r~&vYCm!dw^eP
zRD4QudUjrZVM$qer6?yi4>vDAb7LL?=iJpg)PI*n_l_zmGTPMutW05zxo%2kCoe;N
z8kJJz=3s~S?3S@{NohG*c|~PaHT5l>9eu#Bk1SuYa>c3@sw(rP;8-VI)(-q8cmt>u
zbuC?OePc^=TSr$PPhbDQfWQDBZ%-#%6El5HB2I#vXCd&|+#H;2931mmS!n8p+EfY=
zvycxBLV37&0JOlNv!te>Z}!ym>xb7bT{?a2@Sy|y_w3xZee=ZH<pUPx3OFK#KqV7E
zUZ;vvloR3Rmpuqyw|j0LtZ)VxV9(CUjc#FukuEO}JNR{B90|NL=C%&buI?V*zP^6`
z0fEQ~@b~fcb%(cRrrJ7`$OjLm{(MgcBRyc2c0iW$<@4uB<jtI!o<h1Y&~Dz|0Yz23
ziYhVzFt^Cw%E{R~EFmekrgL=Zs<jiVmv&cXq=&hAxL5ZsSvs+K&!IynFW$KE@YUz9
zh6}-DE$owE?1RLB@D-q`qpfdhVQu5!0=}1kkdVl@l+5gc%7%u{p{3wMuV1rv`J#@t
zs_bY#Uk6hiZ8bbpCMRp_7+E_xfy5;|E&&AF=~>x1dBt@#E4Cgye&XEa8#hokKmHvy
zXJ)@VzjbT3orW3#t0XN!QPI=0a`y2K3X4gIPXQk@udukdl*$P>;`_RlOo&m0N9Qgj
zrO>sbvLG))4nv#`Z4CM@)D&ReBQo47J0~ZroV2u*W+ZqP(lWC1i_6NZ>KYnbI=XuX
z7Yz-Kj`Z1D$|9p{jKmR!nlvpPLjzMw2YWYfkhVp~CB!Et#>Ga5_`0~+n(FD1l^1fc
z1G~tzU_KisD+}Gy(pXbn9gkO5TFA`_tSJW%3-^3>c6OGGX?QF1Wp?WA+eg>Woj87Y
z-|k&Iwr|<EZSAUwu_fJBwq9X%we49^F3#3c;*xw^Y$-|i(12)W_6Qvr1pe``@$gF#
z$Yd=&_yyY7J2<+yxw(6QOyA4X)63o6&CS8i%G3fpK^WSD*-56<)gSqEq?-uV%Rjz<
z`{vb)*Kgjvdk6l{qsK4aeE9Hw2F{bizj<0tMqWV`g9i^Si41Zwx}JfVsg;9=n}1|-
zYGFg)@>QGn?A^0@yt}GADKILsu4nP$RU3Bh-+%o4^&5}g{IEBB#!iOGCcNDNQ6tE;
z4Na}>oSZ#;{QQH$BO_xH(=xO3N^7bbJ9>MEmy9hL8}4apEKQI0_j5GY)u9oUF^V!6
zBO@y(;Q!-NlEEL&hgFKq+@jINTX!EkdGh>~n>X$}K-ir6du+~rc=YJnHfI+Ch+}1x
zDOy^V4xS$V-~owEOw9lvy0EY~4ER58bWO8>z?@$fVK!SxAX|r|VZR!4<U(3nYOXT~
zmX3tJHJS?<Zk3aZgOi;Fj_;^OgvTT%foCDNps={Swx*`Ft+}nOyQe))79GC$8k_^K
zrLK(zGwyyNQAvsEIRynpMFsh}Y4Ks<K2BCPM%p->7#9aC8w<xgRu;08rL}=3m5Rry
z;<%x#Fc&*J8wV$d8CNrg6DHq2esul(vHkmZZQZ<S!@4!ARxcl4Jks5;Z};8b-n@MW
zjMdcS?Z!sE)C02&Ez>Ws!Q0o1Wj@qVU`0hfpqro1!X>~jp@7Gb)HF5q3{A`|EN$%U
z>>VAQz;SeRu(7l@H#5-IA>m1+xx&pKvx(|j!WI;W=F3+v-@JSO{_X3RPoKVc{`TWL
zhQ7h<)CqX~0X+(`EL=lVOV_{@u<7m*5S5Zz(9pYl<>tNn_ibI-RaTbb9~o8IJu<Rl
z-S&O^0Grnzz5RM)il#z#k}^!6j>7^rX`0#w1}0W^&d%=Me*S@B5fQ+@WoGA>R@F4N
z^>h!7jE;;BbvHGXW&k#w%=G}9Dp*AsMFT@i2XF7-xa8!_oc#QPJm3<u3rELR?>daK
z$*`M$W2HRf2Km#|->z@BcOYOCW#v_{+S<nU9`1g@k+CreDd`zmc?AV!QEZ&N3%D14
z&n6@2WVEV5+lk`I&=s5;j$n3E{>Ua5U=xIc>{8MaQc6)_k@3kXAc!a|DygWbt7~Xz
z>FDg}?n;%Cmq8*06%1U9gtDoj4YiOQ++BS`qLPy`!B<#RTu=bm43F@2w6N5p;fbQ`
zz-e;;!^TE|J5_ZkR5Dgc8CI+~pco<4Dr6mlg1gWNzJ7538esFl&aInJHdibg9Uf}l
zyZg@L7oXmL{xtLX)4iq!dh!vp`w?+}Gqdg<tf(sIx8`$!ps<u8Mun)R1x%-j`8R9=
zH0|tdZ7j@;)wQUKGzxfMrl)_WRmt-Gc*VO9FF?-l{v#^Vi8}W$uU|gDbMM&;bm&4y
zP6lf5sN!JzuLd2wGUjk##M?V4IyJ4Ju4~!&hCK%k?%A}ssktaREv>e5XwkAYTlefa
za`xJ_hwr}q<lsA7Edk>*#;#H<kqpeR0SGl6-MxJRLc$}WpodCM%go9xEGw<7ZE9!(
z?@?!KLuEyNN~Eu^lZC#X1_6Ts*$|cL;2jbIQlR{j@`{SevI3Ax^sJiLy5|s+%_lEj
z{9QH?8I)HKFKpVTr3{?00G_I5XyfAI9RPPtC#3>Eo12?c$hv@I!2&+s@4F~bzYg$&
zJ(-fox@PA2rhQm+uANeFu4|2#kwdey&1VynmXeTE3JZydPK-}V&CJOGL1#%>O=Epc
zLzBIOw7iUx96%H9Y6nR=vgr`M?dImT&aev_B#kB24GqmLO-=RX1?idb!5$vA#@c!$
zaSm2?xIlpJW@T)lL#L{d0NhfDG$H$Z5EaTvkE7rHr}w|z|MluGM|W-6wqecc)hm~e
z!_BSz{T-FZPyF_Nh7l1?qCWNus#5`HWx+4HBLZC@DMCf%*bp%VE?zNN85Ov)PE$wU
zz|hnTximtqGtEr&_4G7oIIKd%?Rzt`-;aR(z$T(N^y1!~XRqEf)njMAHVnOcb?5HI
zhu|01OTd>$1&70vfsq60p_#S4i!+D}gTmv|(()>r`ufM#Z`r<W!&paqX?$*Wc}s8a
z;^iB*?>KP!%C8UK|IkuwD+!ffK;{4^tZ`&DExMkum9+!#q9Kv735fuQ)O2L{Bo{7{
zswk_hs;a6kFM&d<!5*G=X1coS1T0`vN?zV7C?+<$xTdbT4ZJnArNzZ9qia`h-3RO@
zh&Qj_dGPnxoVz0W^7zh~Q@hm^q=5;;V06sv?cBTr!$PCtpr6gm%+IlBo3{X@5Odoc
z;ob~}V;A|l4p)MC7#)>gd)Aokl+30z<SG$BGJoDY8NjuejE`SPSaeK0cqlWofDeG<
znw6F6veMG>atxP_#lm%R&}?dJ12<#k=ouIQml2dVboTWx8W|oQ>}-aYyI~<7b_V*|
zR4LARZ0uN7Cu<86BTX6!?#)nD=A6&Q!O9BUu-)d(A3sgc%zS$N_|d)d$4~6vzJB$@
zie*cej*biu4)*l7wltR9y7d9=+hORZP0dbD&rQ}K|83Nwv!R-YP%;+Q<N=)Qyu!j#
z^2$m$B2`^OQ(IS;ag(d7qob~+Nx>_KiDn~6ep6ZeBfI(T)s0(^pS}Hv2)9hnd{xy#
zsDAVL{-p~yZaB!xD#~J&!AnEc(9|(9x3G8h^79P}iHwL&NK45su5M}WS-fOyZ1F&2
zQ(;_wUU@?oNMa^7Z`phD^3`wI1mEB3BO*}Y6sEP1O+1CBtqb+8+yla6W0TXfK=P5F
zo0F514dBcM*-buh*C3Y6&PYy<3Gs7wwKmoPJ{^NmmIFRhH!LZssJgv#V9`KNPisw8
zRsWI=>o)E`bOK&U{d)U8Wb@PX)ZgykN50iJ_byyL-XSe5Ckj5Sx{<ZDvj^OT9vv5-
zn3A5JmYpRa#5JFnd#+OrwVhw-WbAAH=FIiMF?QpAgC>#&!43@Yj<T>wh`~8v4=?bf
zheyRGCMTx?pOKqgRGMcXCLt#+uPCRChMQOnjQ8P!SRF$%Ya3_aG~zOg>*_lfjW1ub
ze%-o>Wy2lqHTlVjq3(9}M%pB487?z>dk14<x{jtgiA2DHkFyX0#3Cl{bK&Oo`_EoI
zefs?F?dxX_?b^L@VtmQck->q1zMk%muC9iLhNA4-H$KlWAo`3*ULcYC)R(zV<eAw!
z_dG$^z?9{j#|S(*Iru~*B;=Kl+cG#~h)m5=DFl+DoRSD}#R^m>5WNbY{j(mqS8p!f
ze(@V@#+dz4sT%y<_wSxuJb(M9y{x>vvVtl>6%W}ov9z*t_44-%3XO=2iBC(-DXDI5
z>RCLxbbM)lV{=J-ZeA5&b8yMTrp=Je2k*YCD;_>6Ci)$l>N<Kx2%8bHu}Of<9GKSR
zB5-Ddla~XMoSfV&z-DZyFJRLIut`$JsLIMpNzx+Il8b9PI|heQHfws8uUfxtFT&>a
zYquZ#1vVK^?z=meuN>$FW=cXtR#MH-%F4;ZFDMAG5|@yYmX?u|&o97%ZfX9?rqJJI
z^V{3=@7aWRi5#5J3C@>*@-Twl-u^)m;lNO*qyRRva`N+XOLQgWC1ey8n5hsJR^5T!
z)YO?{Gd82RuC8;@vhj&^kj=riwweOSrmel6wwi<trwNGhObvB(fZZhFuqqfOK~^Z>
zDkki6;o7YSPk(#<{K>sbH_ji~y?evz@g+-!8Ekg6w$#^Drro~HTqHe-ic-uucV>-o
z>d|et`SZR?#<HR^UXV>mNvIJ0Et?cF8H5$`l9-h%z6xE={6V~liU{31d-mqzS1;dx
z`7?>?$!FJ^Tg7DLq2?nFM^e+Fn^?lSO;~hfY<wbkA=A<`bBf9<YZ_bI+S=+X%F~nb
z3#uC1+IohUtzW<E*rkj2-+Tu`NDv6mK*}HoKO}}gplIpqncI56p2_sooT8HAvhvch
zlEVD#+{}#hw3O83)Z~=p#KidM$nYRPR|h+DL%Nn4@aanOvQknCf$4drfXwlU@zKS-
zWz8)E%hs#|dHV6=zg+nB*IV}<zj*%c^YmX4IR5zf+O^Yr6X1L-zW|1AYGLi<9pD!X
zM+ku>OH0kx(q`l0;^F}@CyyXf=w#$X%((O0F5j=~#D$r+lyjjb^S%&zbT*Jlvmj`S
z3ftIu1_TAes3tZ!F)cMMGbBtz5)I51V7NKQCRJTaSJ%kG-p<u8JUk)0tg*3oY+~)!
zoqKoh+OleRxT`9+AR)-j&Dv0tOxCltwlXrI(=};uX$(eLMNyO$kfge3Y}?Uae!2AP
zjqBI1Ts(E^@Xk%^RxBRs?d|F8Xm4$4YG|yjDlN%Qc=P6u)OTklznNkHF8{%Dx(*_A
z$c9QCqLPQ43;6}aCFEu0lrc&e6)Z*>qav>&BOxNhqrd-ey%8)-#kI4)T)O_?x7V*f
zO#U&O@K+xD`^n14%PGJ`dlU@=eJe*FpOEO}j5J`@GP5$^U@|am1;wRhr6u{9S@DSl
zh1Cu4;%#)*s?Ga<IeYuncY9^5Y(>$YaS%o+V~IpHZ6iY~XFuQY_>97W(we%u#)i7O
z>hhx8{H(O(<b?Q`*r=$8u&|Ioe_u}*dn-$0JxvV?6gQQZm6Ve3$j)i%TDffF=56E4
zy35+y2A8c_yJhErqeoAlzk2oNy(ceUyr29_8#O*Zy>avG!EIL7qQZQF^6Gke7S7Hd
zp1?PRMa0C#B_w9VgtM~4wIw|KJPQSxE5sSb6Wt>&^6mLyrT8~Clb5l(i~|Z$v#_#?
zONxjJ3-eo9yLkEd1%`%2MgUt4o_aYs#=>D3m@A`qXn2H8I-ELoum_KGWMWQ5Q&ZpA
zx(z$`9XWhx-}Z^si(AVpGNOEa9nExUG_t0#nI2t(LZiT*C{<+@W%+pua{0q6R&Lz6
zZ|{*4Cr_L>dT7t?t?O2fFYfDXX>P2mt*fo6uB<36%*jnn{R1}9ezcD>h)bTFW+?v6
z+&P$@-jd|)xor8wkt1%9O+YC(C%*u{h=`at$n}6%5fS0#<<iwX@V9mPS<u$=(}xeA
zy?*2V(^r3s&B=RYq9oF%s7fHH(M?PoJVV3c(+kQ<D$2{sOY*a`(o>SbNlAq&BhfKo
z2?Yfe^{uU4{lm+~*6lie;@WSMQ{UuXf?`5qQi%3|oPsjU(sfNu?c9R`W6}z$DjV9n
zx`9h+Z>cRWEXqzzNQ{XJ4Gj$N^Y->~cXdHDqjj~YYDBDxilUs1q?CwkVSaW0>g6EA
z99>de(a}CMwt8aI4)8vmJbU@_&3jK@z4|!ym+oZ0JiB%K!qFZ5{dh4RAp;zpZfs%a
z<>KWZ6dW2E1L#alOx2jr$<D>g1<-;G=!^~GKk)h8qWkZ_oFfzQ=LnkffeRFu6cdMY
zLkq1e9b7#;y#oWo!Xlz0qQWrXcO)2W&iQmaiA)Bmke<GYwWEVaKxAZMc3DG1_vq@0
zt$Pk1K5}UH#tq{=b#?hkp`ji&MszJISw~M-U4sf$Y2o%v1qJz#=EioonPy_+#%()x
z?cBM2>-zPp#zq$PcQn`4R+RytRa^vus`S|8;M!NOr~bIIG4&FS7f~5%m@Z9EGA<wC
zmCXuWItweK<jKjw&B@LQgKI#nZo}-~+aZC(o74Ap0+)O9`h(|hUi}%HFf}_VBo0yp
zIE+msYU*2Axdq0><&@R8Hn+Dn)mIhg=B6jbM@K~>x268xzTR>9fX$Yc&c30gOIB_^
zaNzvCIiYs&2`0n@k$Q`ij4XpqJ#%vh@9?msobtxT&cTt9(cyuCj>gL3;+&MY*zjOK
zKQ9kAXJ>d{Y-wtwr>8|D1G5R6$pM>EVs<W7UCWoP-@3V{KexK0eQ@cj)f+*;dFaG1
zmoDA7_w@DaPk(K@;OA$zZe2LGd)=B~K|y|ZSqeeh)XEX0e7=4GAs|JGiB5=%=Vylv
z=v+K}Jjl2>A7e+e;2fUco$vSEqn&9yJPb6E>Jf0StYV@P;`}0l{M=?HmiA6gF5ccj
zfdRo$q0+))LNF|c+8y$+z6sgH!Ld@BrjCK38QhT(h^T(n)piUm8(X_=@1FhpcW>IX
zVxXz1I5i@|+ul@1M~#TbX_AT1pCgOZRpb>7tLmECd%K60EMLBA)x^Za$`wnN4i9v9
zw>Q>8HP^h{?5vE`w7B?)2>&&&UjE60J@w}Edqi1fhEY8KJg3FW_~B3^T?Z-4!}t@4
zLA6&txPvBElYi5vBYF6p?K_WM1Z+Ng{pL^E1kvtkNnvp*S(HsRJqruhfVjBKlDd|r
z_LhdGn$q0-^rSf0T@oG^8XWBJ>z$aFSBA1Vwq*5|{Rht9efNQRUq3xN!7nN-CH^g&
z`sNmnUZJ50+2u`*T|<jUmy8VbcQscR7iXu$#Ycwt`FndZ*t9S;(9uPzAsA(41z8zM
zNih)@hsvI%%hqmQJG3aProC-o>B?0bw(dT3@Hk}i{?j*azWil2Z=OH4dtyU~DE~rl
z88x!DnT@TJ8@vk$4G)iqPKb?3<7MaMVuvaO%>B1tE$5%I`5l^!Wu(YD9(IT(%X|?r
zAz@JgVL<^?z^1c{n~!f`Ku~B<l(ew47{jMSVHtQ&fx)3{YUvsRHk~1xQAyb)wYBX7
z<I4b>yZ0a11=t*HZYlw6`Z$>B>1t50ICUCnj!h+5S(Dm|#`gZ+p~cIVtz5NcVq(?G
zv1N<<ySv((>Z&SB3lXWA)RffNpm5)H&tLo*M(;m<oS75%okT_bX1^V_J<>?m18lM*
z0<wtGvEK6A_kQTr{4={b^KA95y{9f-|Ml*ZSFb-#{h>SuQjg3QlR%c)D*`q(jBIVZ
zBGS@I8heKqjSlyAH&x~rrYA;)h6MV0Lxvpe9TRf%E9#n?J9-C~j4oflYv+lpPo7TA
z>Ar=E0iXWWZj#6v`WBW>{!vkBg|!`>i^f-jCwb|T{<hkZlI-Nzm=J$YPq+&b*i6`?
zsH3TcimWPuR7hGvQd~q^v$SP!Xnf^xVnTjZTid|siWTcNBfHH2n-8A7dq4Tt))0OA
z?IvJz-}?1Sr1|*#4OCQVI;Pgv4z8Y_Ab$=D3kgq(ig9IQf#VTe9K2}9+}HK?f`54C
zHr_KAi!-tyF6250QBD^Yhr7~*1^9$@b&V~d$dJ2-M}RM$ASfa(CINjqOd1tXy9w*d
z6cBFe85^71x;T3UMnooN7FAa@_Y4n>O>Eq-dF$r2YsdPV8cNcmqWqjK4Ggr%cp{ES
z#Nx2%))+-)8MUhNn!1+e&fdYnk;Nm!!$X6;{aqc+%?;HRCB+5V8R;pBanaGCA--O=
zXI?z};mKx(?o*Rbp1(sf_8CU)b8ZS8t;{3&=b?iumrm3tr=~9-zr*}3SU8&g+jbND
z_L_D3_Z~m{>$Q8&-n{($$I>y#ui1gP2N5_|A(AwV?CgA^v$85XK%%pD<>->``l90W
zxDb%1AbV~t%uKA}vU5vo8XMcX`W6q5uid`&;F%jYUwvYJv``^oDAtR%<SGHXsbOGg
z=?vIRFK+1RUAkt|<}K@2tr+gAFD=bUii!&Ic69||rm3m1zOJseraDE9M8II->SZ|@
zz^0_Aq-;`ob8}~Zc}z@UO>0Z<@Yu2m;MC#%sEaoqyg(Kh{DqyYlW!kgzkcrMjx8I;
z;&}O76BHE)bbWIZYX=uscOO5$z>u(z(CBD!$$6Y?aI6d&$z|G3CZGc7pw2hvyN&nE
z)#9*ijRW=QETSTU!h%Ag3k4QR(A0H|%}uTC99>-84Tbr|MZ`rVWteOtc{*_E1d1AP
z>4xyW*v-`^I4UwBBfq??uC=#k(URrkt5&TT8(Y*}Uk})f_II&1GSZ=uNU$!7*i1!a
z6j{6=x3sdRrm>~HwY|N&ySuZarM;=K7KEC``T4mSsmbwCp#gzD9yYcvx1Rm>dFD^5
z!Y^Jt{KOOroJHmYQ7zxu>F?J~OwH-<Blk&P5HhF#j@`Vnc*CyU$A0<s>dnV*Ur)~d
z>4wNjiZ~Qhm6nlLApkb*?fqhNb8GuoZr-wE<BH{djYTEtv4LJ5PS)mTCPsQX+Qu=N
zSw)rgbuAq|iv~wmZrZT>=!J{7o-td`Eks2`BoLntyp<9LVbjXlKRP<2w5fk!e8aXK
zJ2tOfJ=#+T>}EoExWBujqqUi#zP_#&?Dr=VNO-J@D%@u#D=j51AqLV2r|i;_nwq$z
z#Jtj$rmn%!B`eo$*|qD?Daa-&DEs%>{QTkNy(?GG9NxQr<MM7SCOB40SB5|{Ff_HY
zvv+dy^z;h!4+sqj_4a0)&$fVL0T<kXi*9G;o8xniP$rc8Fe04;6S)gofT9U!8zGu3
zh-5Ioz`}(KB=7_pU0>hS%-Y`0Oj1BdP)riFo2XA$f`g@a0txA}F}AR<b@KG^3yq0R
z%E&7#u4-&;>FOICShQ%UZ=kceqB1`<BGS*r%E(AdgG?mB8V<CXuyGH(j|mBdFp;gQ
zt!;#-zP<)J^RkkH+^nqh<b=4WP(Ke(dmBTeoLf)+jLq54FJ9ii{^aSi7w_MFy!Qx+
z{buJB`==OqqF(;XEVE+C{9}Lf{a^uq>*~nHox6_ya`p1<$8X+D|M2I(MxQgYBngJV
ziVDbuj1e~TYWi1h*|L4(^6~!0;^Oq!AWu&x8*>ZjbhS-mvocC5>l>Oodj^M=tlY3^
z_c6%kC&t%pDIzK&2JI%iwp2pmO~9sKbaZ-gQ-A;R^*eU#*s^9~w5J}{*CHbPAe(UC
zo({?;k%)(#)rjmBys#D)6?D!nEv~MQNlM78ZfNQrLfG8B`_M_i=EGNCzRdgyn={}1
zIQ{YC^LxKu{pIkEt?S48u-KqzU2Qos70x5u+d2a_ef$CfgF}P;{pKNi@)j`J<ojbZ
zztZ`22!he<%P^bs*x=<J3o>nqD7lH@aGF~Bx@H#OX|NC%6cR!8kr{RqHZEhZL;@VU
zrt2G7SlBsxc=&}x$0TOt6_-`jLzU3M!J*+H7^+uQ<flYM`T{l$wP|Fy0Rb+<hE`KS
zRzXTKDZZenw6vnSwzeL!*-&3sTLT5!3-TbF@z89#yE$1K8RXx5_Vn}bv@6jcKfQc;
z_tyPqPv5=!`2OCLuh*DUv$L~*eYyRg)i>8IS-o@D!IPIS-hT4_{hy%>;{z#CU^pS0
z$^^W+p{=b?bar-a|BB69wr^UwyuY!iFeSp*8QD{!t))SuXojVy7nIl3HnhQ8-m!^^
zE&Gn2xOnUF%U2&keDZ}PA}lE`{*_G<%!QnMLA+Vi*xNh4ZriqPn^vzL?yM;;%7_gO
z^>MMaH8;|Q)nh6J-BAj>6SATNDx8W43-IeFq-A8L2E-@kl-JjH^pA{;Pi)+|^T3G<
z7jHazJ3aNMbz8=yI(%lnynOla#>I;#5A0mKe)&Lbf`4Q{u#CK#hPs}KrG>47i;J75
z4@lSp{ryc?=5etvfZLh58GfB%I_C)e4ocK&e$$4ISWRFy=dpocbD=1bG4U_tUBDxz
zq^wNUq-*OLTbe2IG1-Lv3W+zBmEo)w5w>~g8Z!q@qb>jdfB;EEK~#nVg2LlslQMFP
zipy*28=8QJZtrMoX|As<EXart3-fliGB#qU(kj6q2ny56$;e6u`e)_j!;a~)@=9=^
zo?A&#0kE1GDXB?uQBk4(UJlOYx+LoPJI|hfnf*@aYVJY*{QTwJ^W%$4bv@mIE2B{Z
zLh5U_p?`4Ze?lgVH*eo<9$LL^^WLN9&)<6T;p3l5#Q`=2MG=%_<&<z(n!dG_XLx#g
zdB@_3HR~sqj&{}N<t2uBIXIXb(6!ao;Pz$z<kZ~a%F5cNwyy4h#mmRnZr!)<*tx4W
zZ`{5A@cunPVIfo#17Q<GAkuVA&Fp<5B2w~eJ3AMz+^}K8n(<|WZB+#YY0*JJ9uAh4
zMo^QQN+Q5y6GZe-G98gXMRcPD`SHPFkqOaJY00@I)zvNCz*w(XyKURvW9Kj2c=Z17
zmeYU-n*8|c@#EW9&YnHGciX!4<GppYp20CO)`BVos)nwy5u$VC>fzxDa(4e9!+G=B
zkp1CI+sTUpI)~`DOfLND&biU5CK_taM{c0!hJbmvdD-~HrR7yfWHq`DMGc@SBqEBi
zDJ?Axh(g!|i4d8pp{-+JX60b#>J<<W7L|~YnwblG>Z+=1>gtijk>w@%8JUR@0fBHK
zFq2J1M9dpXCQC|7`unD(X2P4{{DMMw3i9*va<Z~uq?rI!GyOfCEiDWvUOty@zj^(8
z7mU21A74LueCJ|Y6P`d;qv;yy>026^8yh>-*Pfe3t4jY9ySaaV{m}TD6rBTiU0W1J
zW45u;*mh&PQDZe}Y};(q*txOQ*tTukw(-sz<Nkr%+%wMJYkl9Ga;->N@B0Js(L|pM
zL@>h57&_N9MM3>>M}>tG;MdpO9E1^Ak&Gu7;55HIoczk_>rpc#AkD)OB!)RC8EdQB
za$9nm^B}vpSvy=t7j#1uGI(9Ddx9gdpZmmuajiy(@vY~be*Can4+z*{9mT`<{4+Q>
zn2hw*c^=!;l;Y1bKz8j`Qz=G&8rL#CnkvXH1nS3r#FgnG(b3V8Vloasn%1g@l6s#z
z*J0z@E=2sU9|OCOwR&7$AKfxQ<xjBP^Y*R#d{rITw}X!zoXi`(kAK}35GJ`MM-?~D
zZHa2g2@5W$Z_h)YlLcg6iH63h$m;BD)`zZMKE7K_kc_btND`{?u`u0A%))>(`Og<#
zY*;EpuH=~VT+%<~l;mT*$jcapRWzeU@lpi=d_z-nFnhuq;J<&fz?Te5b(-1(X>?8Q
zI^W=DcTIEnFeMU!4n`M~uJ~y%P%%A2ZpxQK_W-{LX_#S02?-cl_P=Xii^%&2B_x8O
zpPxOxYvJQ5b2QjI-4CC-&idY&P5x;2_W9fxFC#N_OG_#Q9LkN+dUjw#U(X1>iV}Ui
zvrcdRcHH!T$w|~+0P?`VES@S$;FF=1l$??_3hq0dLA45@BU^IU)6-kagm?rN@}tvy
zvXK$76`m#FaS!{hnqI2xrK2WH0~e6CvH}Dl$Y#p{M~2|-Xn#a9V>%WF7G|P;O$pdi
zz6C!1sv8vSpecz}R3w8oEBl<LUR-<z#>M5SfuTvMf;tr$Hh!s;7}Fq1jo8B>90L4E
z)3Y0_o0zfD0k*0tSHpdPinqaRp|0daX6wh^dRELc2VBO>)4}*{NX&RV74pSOi^=^=
z$3V;f+!GB|duZ{l!l>Aig2c%7_}bdCkfP}15I)3LuO&!$t`*VQ=R>=j8&+lFi%PY4
z|AV$?dg4vZAtOg{d_?5R6bz|>VG9VpPyv>f`$swu4xf_TS13>w{3>P@E*>6XR$N*t
z<PtqCO-M+$iG`PlN>yWY?Y|O#0m9$tZ8kSUNlxTQ2=HOilFMU3=j_z!T^WJ&)I5Ac
zlgPj03p;+#?!R6Nz8$#~P9Hwc1LG{4bVBVPYO{09?2b^;R&G*K*+m)kN?Wr`n+yZ5
zR7+<kC8va1?H;2Y@l?LvH@hwgwma3S!wMn>Xa=DI6%Z1M#lOw;PvNn-)!8}g*cayl
zf+$FqW;f=3U|$6)tAgjmn*R`!v9X5-{zuv?TYXzK^JQE%o9(`vIe{Tamypb15j`N1
zrHdRe0?c3=Gqe4@Q~cC)b*1UK<;BI#)s1PzOrUv0cyzoE7eGlUN1FygLzgQN&q4yz
z>ILNn1;ubqn9iR!J9{fzR)(+D(gG_fZ1jKj)|3R~tA;BIY8UW!dq2C*d*!Oo;r6_l
z%30T5WY80sS)58aIK#$4qoSiJ2{L=e1*p<O9JEx}R9sw4xHM{NO@ah3&M+BY1bq4U
zsFR28pnFYnae3&)nf9;`(1cq4`Y#)q!U|*(?j6+N;Qsn1;4?(oLZpcB8(qE<Wvd6r
z8y(2ssM}_BRi&heHD!@<5mmv<{{|*DHZBrc76w*sVlkDV5TH5S@lE&Z$Of?$>G@O5
zOij<i0ttXou@94$9;O+lp`jU;mJWlrw`Ymn?j`}>xUkuxSj;cs$>j4sA5IpOn%zcw
zP3~Opbl)9$CJTX_yZ^$F9$>i3cGDFYi%xiIThMBC{W)cGus>hVpe4}YGPvEF{O#>G
zK#Jmiets`YR=6x<?RzZPS4pr_A+%<LCCaMm8w+^b*=bvwdzxalrILjdWuWy3Q>8cB
zpX&)gW4*bFpesE+0q(0juh<NlHCFd6a`=r_8+GRKRiQB{%%bJM<A@sskLS^1;_~f6
zc$&t&DzLR8r=zrmor!^wac&SZU&F&gkqTu{%6}^;rH;L2OHB;Nt11`*kt0%W3<8~P
z27$J;>=eYy>k%@rP`+IAId@zZz42~d$IZt7d<@7?JNa8YZwKZPJKr33t~S~MN3KqX
zm6C#-wLd7t)2^zFxHBK(3KMT-<we2-YszC~nOB>;IUI77D~r(nOouw_i%6&7P$gM!
zgU(+9xa!m@7k1wqW&+Yf(HDWHrR60ogg8~rrRHWR3U{n4(iu+Dp$aUT1UX~XqZtkk
z=SX^b;c{FI4Al69gv><Pfbra&9nzSQz5T9%KS4`NLyDh5Oh9E7u<Q|Dsl=mjCSu~m
zt@h;Ze1LCvqoT%6v#?ZO+i&#^0F8EWu^?#Jmlu!brB!WQa|8G%YbpgDcW&-`!^6wH
zWMn2EPlwBe`?AG}tnYQ5imU&(6&RTs-OY@y?eyfVEt&%TeFi@1v1zGGtj`GvG^@=w
zJ8E4w+TPoBQ@vhy8YNwAbUM8T6va>|7r-bep!L6-zZ}R%Wp>A2SBFVgU&oSc2t=t#
zI9YQ9&`K!%l2DV7*%+jw<e=m2%qPg6Sz1|}Uf<+m2eyA!{WqASgVO^T33A2%O2gIj
zEO9k?fWeF;6_xP;Ha5iGZLP9FZ_nG>+4=bYv~!e+vYvV+J5l)3^gmyidR`Fk!f>ox
zloYMh)O<8m<skKIP4%7jM*#3zR@2+oc$Qks{|c#{;Xv3%pfKiiy;hPph;+8xVK}?8
zFDvn~dU{d=s7u!ad)^?P`;GRinI~pBnOOmUCv#&>Lt{M$rcm;#=;|>1u}&A*T}Z88
zHw74a7~67+u^g6<Fp4!R%nDH4)6nErDORDyN2CL2+=7+FfpRS5Pr_%EZW%-D*4B`0
z_`If<T|+}p3IEHwfIS)TFwX3dE_r4o#o^!ssqv%J?c+0jb4!!_vI6KH`XD(>XeYz^
zp!`t3=ww%YMMXO^978icK6-j~a^|7U#nJKc;f1v|MMx@&)cW(iYWzvx#l(;6@iJ3D
z(AoTPTA(+P@x9H|wJ55&L{>^mTzoV9oY%!#gL5Me+u}0c`d#q%t+=p~uH$0v#`OGZ
zBVqf?+49;vdac;i^L`*c7h{&7^VyTX{_o#Pg=T4JNn$foTmUKj{u&t$SQ0$CxY|{*
z&lM_#X&8$GZ*pl|7JJ#+n5Vh9Gl;7Z)quNdV9d~7*653pnd9RQE*$fPrB2m<TV){5
z?1YC>jdNl{7&X>jx}?OsWEdDckofpqJR}{-ur+}~sy~9N^&wJwgin~-5Z(7_Faopl
z&%QLF6z3E`RyDhMd7VdzhD@%zvvAy!WgIDVw0R@3W}hxHWqt174I73$oUhh9&;H?{
z6DnR^*U?PfMT~Qt?3&V-RQvr~TAUs*lIG;(RaPQHbB>QQ(36WFR9B5d`cvV<;$!c{
zNBC3kW^4HD$3;XMet5YoJm1DtGpYFqkf2!H*fH%L1SogiHeu5zs0`5F2%*w{>j-}P
z@!Or;JRvx_)oxEnS$(i?WqFv6nG`4s6cuL!;}*R1@SB;QwzjdlzWkI>fQrq;MMWi+
zqN;#jN=Q8a)!0~E(_Y#h-X6GAKx0!WAS>AFQL_>Rjr|q<_uJMMS)EFoS610u7f)@a
z`?taAG`hN;&#Y%8r%eY?6nwa+OJ+*vciicV^<HhPoU5&J`8r0=aQds+a&Wp=yD@T(
z^7Td2OgoML!+vv4&*WBB$%a8HH$+0+devj^r1sG9H{-6u(d{AjW2IiF)5F~|*(+pF
zP=BfwM4VLGi;17y5)>*}2NhRWVQds$VyN&^LL6EmGh1Y+tlaoWpeLop2|k|o3NZ*W
zP*gN95OT)ApvSSL(@%~fNKSdkME|=!8$e^Cpn*4@?H-wtQWuSf5a2XI$9>8)REDad
z0fP?SlM>78dK&v15RNxw!aH){(sgi-t=uWgK8^h{x@tO!W0h%8(`-L3lQ3SoCd7sa
zyVQ2vLqbfOC-jp<vCgUf*kj-aXRx@?)c5GX#6(a=d|>>mBs;d3IJ%tQ(t%^GLycqA
zn4xJZ><qDwe=vj>grXwOuYZBjJ;M~0x#c|^(TTy1;Flsk{+CM$qORW*IRHlNzYGEr
z&~-_S97?Z>sya9)B5;oS3G^m=1K+_wQSuG{8#`Nwd5vpI@~Nq!7%|b3Twz&iD;rJy
zn8*RjBKFH`uL+zw6)&$Wx;4LCTXF5}(ghi8MZ3XSUY6&(KxaS=d#KUOH9BBB*<`UX
z`wf3)qA5N(lEI5aw9;Ul&)7dX8E0eu9NG+ZLu7KR0z_aP)%7l?YVJ>6vYH(q-{;1-
zh|FI`Bd{MUGT)(X&^8+Cg@l6KrNK|7aN>BZWUE}A9AGjhf$*z}p6u6(cy&L|=zjA2
zzUtCU)ax*F+-LD%iv2{@d4O{$=QkM@74^{IB3e8{H$iVdLPJxER;<FnZ>Vf(imdk;
zb2U_4Jalz61!k+x<tb}us4ItnSy8HPR4DX?1wsr?RmjhmL`u}C8fP~9seJ4$PNs<f
zvx>XMYPoOW9adh?7r_|c#3y+doZYw8_wyj}_HYtdo*r#==&m-}{^F|kc#acqZ@0cL
zC`cvYdEtDx@DcF8*vW-3V7)2D*;<-E)>71;?ds~9S_>VTKyVIUI<$AFuC8@twK{wZ
ziAQ%numg+5<P0Zq<S2g&cq2u0$G*98u)nplcc`lIpEDDvY>EM668sDZZu9c(Dn!7N
zRm{W3Nm*@eg$)`kD)Jv{tEtE-X$EG$g)O-_Rq*N;0Lja}nP&xzJ<@-9PDNQ%E1U!*
z0~`WMMZ`ojRu*Q4m&b=8HDqjEZEbC-^^T(0Jv39(a8IYGOJ`F0^G+KwzB|7U(>snr
z88VH4B!NAefbYTGaGoR*!CI?f??6FP5*A|)ym+vjsO5syX0!R|%tHDUil;Y+v+qH`
zv~SAzEO)c29HIBSsH|G$n!{C3Fjdxp*itNF39l<-2A`Y$;({|iWfBACo+-T-#BoeO
z`2Viy*%=O2P8JRh4wjiB%d%c5UDWB61PoLxbPQBSgukIOGUF4IG}Md?!EPdQ#&#!o
zCqKlX#hw+vayD6N3d_S^M9&1Q*E}#*d=uzU9N8E|@8~&@Xdy->jjQ?}gIp2Q*GP+7
zWj8)J+U_T*B|Xhb&B+E?rK!0%x3DnJ#mCv;F?+E-$hZ+azq?t@&2fLR+zw!>-W_iC
zVj=$zPIS2M4mg)3MKj@kJ36zdprMsVq(cA7aITxq2cfIu)*J*)v9G#qC7{weJ2R7O
zX=ye)ugR?mC?XxIs>V%2o=AG@(;Z>oe1l|M$j6L~vyiPw?~ZN>xtf~c8Nj9wAb#0=
zldpINv&G_;{*9%E^bq{^rla_wDs&~uscP>Q*AfN1i}I4y?br!k|C!rZU7lT>SXq{q
z{e!wT@i1@#=yxFzwHb-2sj>cy7<ZJtrOdgR&`TJ>fkZt4h?sH=|A4%wHR0L0uC9(w
zdPW8TA;DSsKZY%hSQvm>paW#aa#cN}iCRBa@9wzPCE02(vo@NXuE(y)LXZJbmg8bW
zWEqu&PI>v7hyl=P*Mfb)j%N5ZqYT2t+O{Yxkt2Af8cnC~G%-$E<N&O%$kEaN)_v}d
zf(MBTQ$5Q~I`}%huXn<{R~ss{IRqMv>=e~B!KODQ7v_dXNfEQ=*tfOCiY!Ze<@GdH
zgNJKVn3>H2AlfXxfrBfCFc3yvV__sFbj{d_121XmFeaj(>LzgT{>ZS_5MjAFC5Bcu
z)`o{iXJ5DwmRB`!KqrBI@cF`B7P*f?%#a2bD3~G-vR!nTU4`lCqHY9r6snl@k=Flo
zy(0z&)U1K=-c|EyC;$7McNlsDvDeGh*+=~?wmcCu^5=v#h^xEg3{zGTo9X1#%BF&5
zbXX2fg-rQ=tlWwqgP$+M=wR{?6D>YLU6E4%TFhv(FbyWSTpCq0Z}8cwe8`CteX2Ro
z4*r&?&kUlBTfxF>e-7m7s`CUqp3fxRXF6auG<?65rKSAvgVG2PeI^U(t3coR#FZ!K
z<|Y`r1X)>H^YaS}%4&V#7{!mxY)ToRttiC+P+t=_Pk{PFpHN6eK?RJ16R8TJ3b+;R
zNN(PcSC8yMIcVtC;jy8nwx*$`y1M$0R&Sw%#E^+-`QN4{E#=dzqtbK9C_Qgh4sJHK
zBKha*^<KTnEIxO*kr^w%<1pKzDmw_{RsL^1aHj@v*5Ki%t)_v>ZqeT%2_v2A=Kc~1
zJQW=oHOHpuPA{#@ax>R>d96Q?g)s3y_q7ee(!50QVlxtKwmOflBpMo$MR*hx^rbRk
zgre*xvOw`+oX+IV*4Kl9x(-W+Mn`2xT5-3(R##Ck^M9x2A>k$?<E_jFa{KvE!nL^o
zoSEG(OD`tJKDY*c$LkAfb_L>6T?2G%0Na{Na7{^xFo}Wvh|Eps9}4BW@M?5|U!`4N
zQQBr$SsQZfagUqDjs3<Kk|s99Ws@sbsvHk<^eP1Z@M`&n4pVJ*iZAoIp!{~c9jNyk
z2Sh5p@45^O_5024(!xfpfV_8NVYz>HT{tN)Qu2p{#J3S_p%O&|%<r;zs=B&%-$V%T
z2l*&Lj&7_Blp>Tfzar|EMj{ow+}#h8UPWvKVi@fmud5~v4Kpgm$jzt`;OxOnk#gmP
zKLoFi{Q!Lm8=JPeU}tDh`HsQRLDy97cK60Z;Xs-}!Z@+5IxMUu8=0Z^(|{rkvt)=>
z&nmkn${}P~SEJo=-$>;1#YQF;mY@7kVSPbxFb&2c)Fi%yuwu;G8ZRGn_3lv^oz%8x
z8jBX^?RM|1_Mv<_nAOEbv-Rl!5Z{W9bbeh~X@Tu4FvU{m;H<CX<WxPRf`#D$S<ICD
zK_>cCrf^G2Ha~{GkF+M_f6t3h2e>1zSHZ25dR{5%nW?}SXFpF*0YD{M_Li#3O2WXl
zf>ynBp>ZoQ@|6*cB4u!>!QtuQ!lb&k^wG%4pc(K&!Gpzw|1z2E>|<hJf>PiXcT5fs
z_V=;DBoGm|vbl+f+VDg;N+^IxSM0kI6oR;}HnN&|wnbBLL26h|6hIUef#KBD{3Q>=
zfX}kVElLwZWaFpNH9ky6L1Vl_l!4^s;qETyE$jGy{r>2t9w6t3j8gvc`XIqh^Z49(
zUbj3{Natw-%CP@H3zgvh2TMywx!wL7QAsT=H$8vHa0JOjDQMTHy2ci|yO%RWj8iA+
z;A%*h9Kt6g^smI|CDvhK_x-@Kik-TmO$DGFzd0<$qW0BkD@HxcpYF;7-bsiv9i7`8
zlURg|(n5JP)qR+#%s`MjSne|+=;q2Mxzt!639W8xD`oC&WaJ=IJR+&*b$xr|Vd15w
zt*x%<>Iw{~lxaH}dixdfV1NeEuW-IdK$FJ-``oy=9%5&V-3|fnS9gb(+gEG*SQwLm
zfdPp>Fjb?n5fTHmv{E;+!}D{lNDNx_$5XM0kAN!7siPb2eH(b33Dz5l5(_k2E$(j$
zL`DDEOvnr5z~iP8vq0LgbP}^Mj;;4DgjR@?tIxkVx;Pe=RA;v}G&kpYn&}UR%YhyU
z1RRe64;%8gjZWwDk!Hi!2CGyY{BIYh028r-j*g)hfkll>Rz^m4q$@{O98-0#xR|;N
z$q6vR8@&?NII1bez*?Sfp%UPt$H%0nC1r*orJ0(FR$n?9t6t6I5q)jDV~t~VD5m+t
zOLNRaJj={J6{z*WuFq!w9n;uolglynmJ7c-)kB>Ck-V?(ACUZtt3?=<0dg{+l@^#k
zA;MkF=8w~ki#B{huX`N_?w6Sx?T+_r*O0KTwySmK>wP2F*VWUp+c_H-7Y_$7BO|$I
z`3ZK93u>6Sxh;P(t8q!~%qe?%y1SuU17rT8L?!!6*174o6-N1ecQN9`&wM@-_6;b8
zXAWspR*q&>lO5;lRNmY|Ay@#UDw>KKRjgb*D;rS~@z{Ildk5kVz#^Bj#tui6I6$(0
zW@ea|ot>l>3RhZ>v)bl7O;r}Qbp?L}98{f?(*bA;k|<$TcmQDiS)~8@MQQ0#K`>BP
zL-86Pn<9)pO4&jE!^t1{qpNI076HD-5)%u1vEkv7NxRYZvBWa^8w+K-fY;OcMnM^n
zg5Icceos>^Q~S$=uge1waI58s9KH24w|3T(+XL)T^Y>DOY<WE$`JKO_q2|3^Wz~RY
z1Nm`{=jS8ACcc3kj?}L{5b`;^^@Z(HMV$-6C08=xUtAuUm6ny1Qx6Z1P$1qQM!-c#
zv2rF8ubTc=Cs|n|jii=ft3`LR4Q;5%OZK&sQnB*#`spA;yPKa+K6q?#dpmht(7X6e
z6UbqN2a7(0dU1b0VP8TC0gpwSDds*L4Nlo9^*Vx3Vnkv@l4n6hHM~69>nm@Iiwi&b
z^G8kpJFH}KrFP?aSJ-ECjV0J$%k>s#ywwLI%J?vAV21~M%Is(Bq+?eathJ>-E_qEU
z<veXSKR3*6D`x&KEPGbIpSLdn3j549pW9=q>a@@6>-p2c#!4LkbpdR%&gPaHw*5CQ
zDkc^R3;(2*j@0z5{T<6s=^{oRogT*gDo;YvR-Ri^Qy7)h5e3C@{^G1X)G#x}239lJ
z*F&0~u{y`m=56vA+JH6FpwkJil(rFiVN22(`w2xxhaG*ci+1S!xOIK+m|VHm<oP+h
zTQsTH;c<U*f6B%5>sJ#`93^#C;-9F@a2PBG`s^5yB=u~iR=Bl9wb{i+r<-ed*&!Mx
z+Y8{2Gyz(L4o$Tk9T<J%#X<_mu(D*<gd7xpoJUVka6Ej6m||iU%}-0*+aQT=kDi^b
ztNHCI%xY485uiwat96gOr@cPlDhd=cr<a=p4{bKQ-VSyTnTR&{+#OEWVtYMZfBcO?
zdJul?d{|icleRPSg-W5a>j~f^m;cS*Yf|(T#MVaFwN~X`x*Q1QL~qTLC0{37x_N6B
zad7x}G<<ZXtCtHqhTa!fy_b{w*Dl(t+=_)v$nA5}H;g_g#Fq*pAUK0qDyJW%8<Llm
zjY`Tj%`f=e*XbGdH;7LTl|us4O5mPFaV{Q8R2j48_iEp=am9g{I5LBqI4ZV-cK6_c
zq0DW?ZAtGQMJ#IZ?JXqlqP!E_mW1U{hpr4=5-V7uR*V%gp~PZ1^b1wI`euB9nFMad
zS>H&uwC20>R-hfN*Z%Po7&NX>xyje;xPNj?7IE9!pb#kxo_%pK(Qt4uuyRs*Lka}~
zHiuY-d4kRw!D82O;WsCxD=jT6P+B9-r@~=UqF;*%$YA;LeQoT$ACJzSCg2&Yp~65h
zm3}ROe4VJ{_g4WLx`V^!k9J{49G@4%fu{hwtJ&vpqgPTPv)$|dWgNs+xzW*NXTztd
z5ejkOM9D+xL8(Ys-E)qKWOs@XzEuUs$q>3kZ+S)-ytF33GN+`Dyi17+;%PaNxp82<
zTGx({Bl(5mTT)VDR=g9M`OwEuvTToU|C`0<f8sR^U{d;#7x%OFM)nlHm6&sKqv`%>
zJVYUjgwr-l&;zQUQhyhY6W>yHWQJgkPjm;3jg@sa{^yR!yH|$w))o%+Px2~}9zrPv
zDEH0j5kH)&Fo8B-UIjrPdR7iz>~I~`#d;^Fhe-MHv5U2O%fqv~rzas-PeVgzO&=c@
z2?r0rC2SUi$T3v-B|D8$lPu37KAk{J^H+X}sMCo=y^k60oSe1JIe&JN3A54}FZuWH
z#NWGC(mWzjx$#+t;6)+H@eHcMgM-VzW6AfCXbUUGr2+4T@FOPwGy0#|H4H|7|BhKi
z`Q&u_eJL<K#KcZipXcBTOolp|%84&xTK9Q6>IXd%33$1EKAevZx?bwSLcedf^A;5i
zN`Nu*u4tu!PAn`+Wn{y<BU4f^2!Y(X86Qu_T~}mmEPe<kY{8!Z;7w2p6NPoG_|s-h
zMp(F)NJ(>pnVE;H(erv}`uw_u((KWJKdm$Nyhn~)b7aY(i3~A%<J+%xhl9C(Szt5M
z`FZp_$`z`)wrIQAeZTwqIH|YMwysJnrT~q`;}!yVy<*!Ss%dDW;(r3_qAI7G`$(yg
zvT`fjl$3PHti?Mib#GBkc@dGIEKu3M)Q&%eHEnem;8$QQGZqwSGw$D)%xHk2V)WZK
zddC|v=G;x)Uloi~<_RQ!_%QgA=6>h-@pi*qUgQh`$LEK4z$~@d?67~={j96p+n$k;
zO>b*s1$L<+F6|;8V5(^L)5XT#{<n>cMO`NdR3FBf?$d)VR*eIWzvrUkab-nGDk7%w
zLsCVCtD*df-atD12mPluf6K*TD>k^2`7-x2#r}RGfZGKwP49p|q?atPosck+WB>pA
zSV_tM;W-i#{|$i+C<|H*h-wsQDy4quTz$N0P*7$Rl$@K`kB(r4(W$kGjsEfV*;UvU
zOIWC<UJ4gvA|gsOWQv9KAwEczY~gykF53hhzz7}rbW^@9m~X6wk!l3uvfijm%*<4p
zSfKm<ori>jfv&N*3Zp7#prN9>yLveo5;hu0<nJ%MheU5_dmS#QF7arsby|9OnH5*I
zw&&G1=Tua{oIqj${?G!7{((QxP0h<@$X_ey86v+bgZVK2?UeyDkdKL_2n}PlS_wVL
zX~9^SuSb%TS2$mGy&F1qRA*c_`_ae@txEN_S*06f;`my#E%~S<T$n|72!M)Q9@get
zxh@4g9?k&XS61iS4Zp}_<rdh;ggYz`kI515aL)}QXa|UJ{((uF00V_J?_)B&@9x$*
z@*Yrz@K{)cv+nHndg%gQ9H;p?Ok)a)YYnHB#5&5p-u}_<esJ~E^X>5E=uP9x(QqzX
z;>{k5or6PsG*rTjltgW<Uz;0(U<mE~WJMF1yuJr}v3U_d1^!Qq_Q|QG1+DPCG6YH-
zZr0Xe7EYG3rna8CYC<OJ`Qe#SVHqv5873ALDLpBDRn6Oz5@IJ<Bl8?q+|N0csrfn1
zxw;=K^}Ej_n+bkf9g1oiIudw8{=xmmiHY;~k#gg}IKi4>s<@t+mxDuql9ZPIJM+}w
z=zM?oOiX+rj6USNswQS3gkD(GP(Hj(T*cnOztiET`Y&I$t^?!CK%mx;5GwXZ2iIFW
zm;RaQDfCDZX>qE-Qa|Wxk*G;jTwkb{P9s(I`QqWm-1lCf+@!EJGrlPZz%yz1=>#j`
z_*E{CzY%2VYApGl-IX9FSN>{sxxWd%Es6?=GhQ5f7>@M^4t`00{;Zsg+|<nE0*cGA
zyE>y7GLd(_vopE6(-G7*0*CyZ97C8j1t}GbweLNo0c}5adMr+z?q_8!PFp-ATx~X+
zeLt_sOd0iBd`=%Cs44}{_?HBkd34Z}d03s?P-#jO$=i4vEf+fsO&N7sJRZB>sV4P0
zJszJ=qlsiK$zek^ZTD|y4kKb&*w22@k9~%Mu%b3La;`Ngj3fEU$hHPj@XoC(%4wyd
z0iCdeQyu%9no?r&9~i;Dc^NUcZ*#g{Ryt?&b4K`F{7=agmsxbld*u6agamy2UV#P%
z=rgqu2qUK}TAq?cjhAb+O-;T;`9gW#-h^^T5+=evzg$dAWPoQt+s(#A+|<|BR@PWe
zEg?FvJ+=^H3&8+KqZa{j@zv4(<_7+Dml=v18k3)mPMb(UK@eM3*Soeta`MAlz=zNc
zx#C$uykFGW-l?o4w+1kumFBk9Wm9vpagzv;E=_K(_AW0EZ>-IYiAl;NAtVSpk*^c&
zBy+rYlVge1eO+z}w#q0DkBh2KZ7%qik&%af*XHWr<Wj}Kijtcv$v%rK{cY4r%#AeQ
z_^5xpzEnDL0Z}Yd{Em|31YUS}aNKF@ngxqdK!9W#9;k_PFFyn54prw!!t8@JPJaHz
z$F7gOLHTrmD)1Cb2Kz8}4n^YF)LHuv-smP=#&0wr;4OV@tS&z&C?ym{P!O345mEQ~
z>dEye()-Ad7MEhE#?CxE16l=}5>nJLZ+aWIK+ZWsbXQp!@imGmlgIh_?Y>nZ)Boh`
zHCoj%1aqf)J$nC<N@4Phzv*)?RTc;;`P^My*K%EM`hHv&6>w$4Q%h>RJRk4g!V$Pw
zuZdNa*uq!iCM&5Z&acd}@v-u)t*UA3#3iDjZeN<1nidx26qAbznZ+<W;Pol&L2aEI
z8B=VMcR>m~Wpy&lk&?W>8q>*ovw13D3o159Qsx_*Vka#w)<1lCK#rD^mlG!0^}lFn
z_)}Vw+ml{icQ=<G)YLSjub{B`l)IBOeH<2+xpH<U#e|Q~uZjx~UmjYF!kXFJKTb2$
z&-53S5*Ui(EH}T3QDGY$?)SaCu9&9+E0(fvGaQ#wb5LlUvf!NC&{dimDH)k~g!q_P
zTbKI>2S%6rmL?X(bX4NvvNP`_FB26UCgdJ*D8_U{L!2?zYfaK(;^M1IYilDD-QC@&
z-G%Y(wHYNj#F&^?Ol)Wo@}UzP1|L_5T&SS4Vv6r%cpPC{lH_mF9wPW$RzZ)!Rn29U
zwo+fHlUN-b5W+`EI9FF&U<XW04ju@Wkj=g|$rJD+RB>~0z^n#X%Z=aHCt?zF`%_n8
zfi6%$wA0gBD8D=R$s`lGl$EDgdUnlRIFYm@ZezPst(B%zvy0D<veGlxn%%a#t{t%%
zbvvH7j%yn)eSC!J-U|whbB$1*PIpt;3>~jl0UnLV?niGClb)#6#~XuPOfem)?DNO&
zF7=mh=eBWGCD}+#F~Brd%1TQZmDHS_k9}@cP5ozF2F^F6Ds$PM!tYp`<vWtM+z@gC
zSd1nztc=}Rbe;chvsvB;Z=C65Md`G$xrjcis+RHr-e1p6%gX<4nd$42<KyA5?bwft
z1<qnw<pjj=_PvDsr>9~R1?11Co}Gs2<*?z4w6Sz*TYP+7Ox&g%a#C72XNM;DW^S-?
zOc?Rjw9=0HXazBcUrNFfZPC$@fW-IK);9t~R|5Wf8`xBuA8RVc@N|OpMZX2Co!!+f
z4N<%5eS$G5{Lj2#^Y&g!j!F7mm}`_x!kr=%`cWY+9=9v*3J?6$n|`mG2%|!O)zyVm
zW@7{3tN8f%W}cOkOr$`pmoM3nToqR8Obluk71LLK2cBY-mOX5q-k#<!z<yf|JLM8;
z7nT==WvcWGP0<iyV{=5585t?F0D)FoUnM06Ob-Bc>^f`(KjN(;o1r1#Cp%}j&$ggt
zV5AnaON~uSNI*fy#Kk%~y|~b~HY=vgNaCsaQMdYwCRTZ=>i4WfS8IdS2Hq+g2U}t~
zSd)XdsH9+a4A?7dbY_R$$H93k;4^)Du})<t6xLCN_;j=Ma4`AUs@^SP(rtG>+(6f`
z^m(~kmExX0HA`(e_?mn4=*nwqXVvK;Wj80PFgZ7|4jAnyxQZ~^+M*^N9tu}x(%a^a
zw)AbO=;+9Rn-cU=S<pUDjaFC{@tuU}HnFxKPnE~mt)(Ki&-2SuNoPrYL|&1el%1H-
zPY*2@VRubuQA<nD|JN@H>XN3ihH}>8_Q0Xu#6m>G%1Fa5rn0p@(bvIT^Yy8sBsDYb
zZ@C>ZqO7&JGy#$a5n^EWc<=BqRTrcPby9YDf#o(9dXo0yyug%tRx;5=X%Q1w=UsAB
zbIl@69~C>L0Q?DrX<-kR>fiYGSXTKjfxTh=df~JdJRUDEJSR6dGv86a5K*Ml=jRw^
z=a}lKs*;Rc$GKFYE)g5nT|v3Ozl^s*QBW)eOmhK3D#*?sPQoZC2YG(5j(1L9@?V@W
zGpitlb~KKN3CLt>j~0qc(YSi_P4QhYO1f`z7wcS|AHRl$16&74uj1^crt;FlhMa=h
zB3peYD=!BVlh+4aw=|ZuP2}K`(oxwP#9N2j8n&6AadBXW5n*4xBHcVX*w;0(&L}2#
z2Nu7?u=_UM?XH%{e3?Pix?HQa9{iys^wYt{T~yTba%gWaYW)?!)qQup82JY~nbq-J
zBQ|y*OMdQ$9IxEY)_U+r#O;0ZwvX?6!RL0f(+`T)>tuXCG+r)9eB8|3uePgk=#>^h
zbz{uW{by}(z5^_UlhcyawSH+TYb)#iN&qEc;a}_`O0_h1{E4H71LfkN)|Cv)ic$Je
z>Q|J5&OSfvE;pHY(w0|%{w6e(<NzgQq4D7XW}>RvA}4!5Sx!SCLVik5+u7aUgrJn8
zDj_0Q1yefjjIO7hoq?R=ob861rvxD?Lv#*zJ_#%5eH89lw7$@-{Dga_f51s!hR3Ag
za<j3$wv~9LTUeo^%+)-ye*VOV$ImJ@Pg_XJOhd)M%ixDaeswiFRsfnTv6PIIwDeX!
z92ykM7qy?lYItO0z2joS64H?4M=8bTA5(Bbu2s{lDD#Orok)rLYh7X8GBh-0rIx~e
z7ANMR*H_oK1{x*Q**+9xkiA+i&{J^W2ujj3GE_7Ll}f4<db-yVD<SNA7*p;F8-3lw
zbkywhJdC)7`E74KGdJNUFNF&Y6Tj*pSy=hlr;v-?J(YEhjirU<Jpfgo!A}5!#15B2
zLL%%VuyHZrl5`+J%(TPu4*9iJt)o(+{!krBJh&Pm7^?nGZtVOaT1sY^p|aBU6gLfL
zQ=rp!GY9=}La+IKtG~8U&v*KQB8A!a7w!>Zrk@tl;ACdA)A>TXC%_Jc_<g(jNk;NV
z3f9Myn~bD;qI+<hDyVzQIDwtx>lnau20xCF8=e?vqNjy2;-=taoFfYIL=+WeFcuQi
zm%tRcH&#q0!(r!c?!u>a*}IH>-hVICME9igR965bH=!v<PYHEj6q~TIl9K|<$}#qE
zg#3UVd;Csrj|ilf&UyJ*9fNf{Sxs#zXcZq{cGi%r&H65K58fbPD&>prA5%#a1rp9g
zC+G4u1A`loq$D=dMHXI}!tEoMauUVa+hAQUPyQUWljA)?#21CoFzFvZzHo6QVugru
z?x48^kOSjmA*^UXK$sZY4R7bjHX9qOq%=J>1HAg)VC2#`I%>41i^Ia-yAHl#W0BER
z78mA}6y)U;<yFvunSo-MA@9|+Jj@{FG2Vlj$z^`#;eCjSTMTe4k-J2Na=L*yb3D0D
zsj1ENg_1e#?XTdFkR!qr<mE#|8^w+7;*s=g^NJd6^>KcQLPGNETAxQctE%pAiH`q(
zEFmyp<Dn(cpIuyCT_0ZP>Cq4s7XIO+Uu8Zysn>itp4cnwe+EI){gr>W6^kz~PI`$T
zWNFRws817zOOMa@GcqMzNhi>^X<88O9`=z?!2W@L>*n#2ABN!l{qR!o<93D*O+la|
z6Kl}X;o1%!Axy-|!VD*km&ffXWU#-ed$qEdS&)hhSDy{6yD+vPJUt=*yBdxGy4+#k
zxeSs#mWzp6H<@qr%w|&N1#@+ko!#xt19BMf{emrxiKKmp<CGQB%uGhC`O;<Lq@j@w
z_!#S(TiPRCe@M6hH7Z9#cL|lIqJoNs@Pw35fG&>;vLd&Vp*ua*^c?KltGB|}{@!G3
z(89RBxv2un#QRzne_a*=Re@NsQL*9U@4uZrHG_d3-=$A+g_8WU<|Z707Qj7>IQ;w>
z_x&%5L`rmGDxRG!0)mjlky(kkk8-8P>;lOj_9gJOCY#%q`%`Lj+^0TxG**Xj+VF6T
ztz!hZ8+agqtoReG4t(kTXFjF$&v>!7*bR*7XQRj<K`nNaY2+&f=<)QSVd%T_e;HnZ
zfjxP<yK%~Fjt)235Dv!H-jIH#o|4#YJiIH~pi}%(IvE*6hpnGKb)1}_bXdLwl<8bB
zG9oP;y!=@~h=T(Em$NbO#?g2OS}ig$O>B#h(S|Mj$>!Y~9}m>nEVWx;1_ugV&(}S#
zo|bEqZTY?KcXp#O<4|CJsK}1)Mtb+=tzyU2Ay>J-et7$h1A6+mx8^q@F07=a?d^?4
zb*jl?ND&gSL%0GAlq@$(s!Aa<*Ti%HX_1zcjzWkB5MqzajLY-#V6dO7aY#^_w%l1y
zdV=F*7){hD7eARjuHOgCB)LsY7NRO_etmRrZ!6iuhtV9TrV`g5?jP>&ABYTV2u&Iq
zkO4p2_6%z|xjCcpAG!gC=&V8&lf$7m53Vd~i!lR+PtZ-z(;Hy0bOuaJ2)l)u6^Wj1
zZXV*=uUB_-TSC?@`q>$PJhrdI*MZ~+sn+W}x8z?Vs4=>OGhuW9ZR;+%F1;<F=Kn0W
ze@;$yW<^wC+!uMBpsZkjG}N4R8EN=>CEs&HWu<?#k0j3os8WHb=;r+K;NRnCMN^pw
z>RyaZcXto4QBYBgcS&K*v=iTr$sY<snctNoUy}c^R+}yTSb<-y@=y0d=YXcb%_uEt
z&I`%%H4~$MTAJwsAuQ>lQjgG<ot~V==9X0FbW}97wAJKOGYRtYQ;@Jw($dp^@0wg)
z9R=9A!$@KfhCp%yx~&*4T2tLt^kau<HKwsq;d~=LSyy|WW6jKD2RAb%L03n2eQAS>
zm9-l3L2)v(-Qn;Wq^_5wrp@MO-+6LUenF6$x>5Z&)otj<sM~CR2u{tl+4g+pY<~Rt
zs0$;wy;_Eie9!Iv9SVqMksBo>u-}i5Tcz`%`U+F~fQ{@4*%GP4($S&wJ3DD=siY9`
z!)aL}4~`7UOX|I5+5D-r1prTtqI{WcZvhaZq$q|3eMY$tlC*b>VbMV2AMxSw#-W~T
zaV}1Ug|)^W2_ZZ@GCK0>wKH&>h*R%Egtw2lvP0GOqt{tm^Mb%pvd7{2w<aPI=O8<J
zlBRuvKZ5q=eSU|jTKyy`EBMh*1<5xr49P1inhplT6a~qG&O|{$mRFo#VF`c|4)=C;
zE>4d04a>jszXS!jbCNBjO&MmojEitm?3X%h;+=Omhw^~AxejsJEdLO$O++0DfUE88
zl~$w{trozO$yJ{0H2=v~-jecfq1MuQhRc>x#BrTxM9xT?%X+!ZIHIm2HWGd71jxa%
z{GTmUyrgObgPM%HL5NxJR#k=8mVg%DqMZC8EAuxp;tMju!{c=jOty>5!a*UhTe9#w
z40oul^<%BCFnd!E_qKl@i#n%icIMFaW@%{f0Rw4@t4_&!n3-9<zP;^Kvw?vWHabXR
zZSQRV&Cj1h=AqAex)AX=5g6PaWQ2f$Y&X5$9zMfia@bJmvIIJtFZLi9;(u?cC{DAp
zgKasv-aY_9N(2N1q`O-um-<?E&V_l!pK%nS5n=F%*8nXie?n}18|>?jk-o7J?rST~
z*iGZ*<u_d>IxgnMhH6*fl<|O!01p_f!ongHq@;fMK_IeBPiHeeB41rQ**CCFCnaL5
zC@OK(IJh|8hYbx+;^E*jjv#-9N88`u*&*T7TGD7Hj)knRNl(kksn?dWv%;IJ937X6
zM1HtppH)&xz@U2*WpW`rGw;TCoLU-K0E_4kHL!C7K%fEnf78R`(vot5n;GUNogEz@
z6hx(^Vd%)m<dCYXpp{B<wfZUdE!0E4j30s&Gi;4){)T`84G^D`7!okP(0c_01pELT
zGF}i6Ub%kKH8ILUlcp`It?++*r)56Bg2;7MH70F{7ix)pY{*xkW_Y+Ky1GWDVfXSv
zLp6jJlxJ&+IU{6bWJoxHic6C&WL0V^bd9o=l@U%~VMtkReEYwDiT~s8lfu&j^5I|+
z)paFpbtf>)k!_9#%PfmbO?PEa@Kym-xu&NCIZ%jJQ=4mi`0|x>iO=I@Y@b(Qqy4qx
zht?0M?k!VoadFATr?ayOZ&+jzD~Pm@ErGuv6p$}wuckF$fM3ns{$PZ*yu1zyXet<4
zUzx~Yws(~%Ee;m?<yFK=D`zPozUMb{Pk`6Z2GOI|p@^EAgjUP+ryZ5o>-Ed@c-&7&
zHaaMfz(;q^Z&W3gAwROxAGP6f$fi`<%KQ}W!nmr|{My)($XTI1ZEM>(-EC`CQ^a<9
zSGA~*b+MRi0>UiC(clK<+IEUMcyEd~wE%aAP`A7ubKi*h+1H~fhM-uzGyx-+*#In6
zBLJ|j*3|*+qqK@Jh9=yA99}IIqtN8Q)Yw1eO-*pf9B_ZO4FmVIx&B=kq9^(&A_ckh
zN~1@BIPDQ{;Hze4<3#Ptoc+XE97snkA$od9cW}P&V{*@Tmi;7ar!mNoc5?hxRu;Zc
zdxY8i`@JyI?#zp<wXiUiVXhJZ{FsrEg$15G?@Mt4%!Tq!%};w&>LVb<H>->?T{kqP
z?~B5zn*pS%e#k}MZLO4-L;VVk@Yk#=%4@D64(V&|^!9Licl-HM>zB9nYqo!2yRDg*
zmxPbIrnTdu(C5+JM8+!^XXTpr%l7-E9;+YICVLW)(fArIXS-QX)HlwCEzM0hF#f4f
zmgLmcQS)~E{Es(kE9#H5u7t3v<Y?F2$i~DpCO?b|q<GE0)Yu9}w+m(~ga|l<tE=2+
z0%t}s*JsTXoTI@{QNru<*;Cj>g^VdyW|rC-M+e8-yK6+S95#ABAS@2xb4f}0FrfOu
z^c0xXCGjnlb-9)PRwV?K7b?q)MCnp7>NMS79p5%)0VLXw<AbAY8lYN)MR`=<ryrkP
zZftUJMELC+C=H1=C}@cKd!B7RNs%A+qSxEg;U#y*p8Ya?4-+kAK=1;w8;v<P;5j8E
zG_+jo>PkrnSlg-D$!*(XMpi&1)P%Mt`K5-%=r(Xxg-cuFzt;gB8zNyJR^!;G2Lp}7
zFGcUg=SRv4ArGwklOjPH%Wm2Iv~D04H~L>_X*r54iqpByhnGEbzI8=Ylwc*UEvWVy
z5V5s&R{K6GU$Dt_Pic(yoEXjs0kj>!Ma(rY+|8*RJ1In)yBQ4*7sj=N;RLVB4y}qI
z_9cRo<JG29h7=|IYK+MpkW$5rO^Eq5CoiXjlx=68E?@Hbxqp=R5WgodPWBW}%W<3#
za1t08Dmz9*(Bj8{zb-eohfHL)I6U?jMT><{KP@b%?W;BVb@4QNyZqkV?xoU~@9e<i
zQvZ<6kP!;o;P>$wm-mwtQW4P+kx&wslSTdpmDe!&(4cluH~_P9a^lyB*2f|u68bdE
zq=WX__r<EtsqQo7Rg;oNztRinO+L3<7AYKB;vA=GXz+4>Z}oKZczq#D6lMO&_w@QK
ze2grqEsHK{O+f%#1UAv%?&W3wakWhMc){oWc+Xox1msdw)TQ+eOma<s@9yql_3mP@
z|0OtU6E)b4n-$*2L*G6<HL$iSE}$m^ZdT@(8ZYrhpMLvpfy6qYDA>IaRx(nfv_oZJ
zXhz$6=-*=1=BB2WH#b+6GSJaat^XB}MWb(TH~6=#%Q~x`Hri}Rb);GWFoUV9-?vy!
zQ~1ynViQ=LLKw|WOWaFcwv-YkEpo)4q>ZR|IOwQ>A2tqg+KoRIe+Dc`4__5EoK$`T
zo5wpJ(bGY+7gg){G}|AHzPvR3I;P(kuKqt0ZF+o=ml$X5e0pm2izbY)k>(b(ji%x>
zRbTHJ22uc+TP6Q`IuL^#i*$105L%1vx~g@YwxP(gvneZK9Dx(G$MCY)6l@RDF8Y-d
zn;JaNF)o1httt#XIZYQ#{FI01wGjXh67e~noV2SeW@Q<bucf7_{@h$x;N|0JHGJIJ
z79CW`5cGY<>pIv~wPO5qU4h8b>u7O>W`YfXQ%fhNt1Qk1Qv9|?1_<rW<JnQoQIsml
zu^5BDgJM(3@|Q%TnWyqNj!;FJXdfCww10hkT;G=sx>jTgtXCA4n&=xC7#jnz#~lQS
z+T=#$rnYwPHomoWU7?{mPPRG4WNhQztvN>Alg$P@yX&!i5P*yQ?2srz=dNNJG(2A7
z7UCeKrN}YR-#y1oN=Z#rkBLu2!`<4ku+A@lufYHhL9MNSU7vJ-pXT$q3niLZ5L(2O
zmc})2Ld_|#wXiruB_PVuUSH>LF!Wh`@PAobGec%$b2d-UCJy1_)8KXa3rL-|fzDGv
zj}ZQ%wV0_ztk3I9Bz`J5c8Due%?8Y=q=bcqhldm%IA;z%=!>wLs<vKuI>Z9Zol1hQ
zMOlTaY5{5g4^}kx#he3TY@qS^__9CCn;cEFsdv16oL69DVFmbsPxkR~(9mEGQw@bl
zvfvgIvm1HpNPhecS>xp6!?<$PvqkO-5CVYZ`DG;qq)aq4lwA{2kk)TJ79%6K%5Ntl
zokC&3AZ*5Tde=w<1;)|}tLesvhcACaqZNk7Mj1*htU^phm0OY01>E;P%4|2K95+Ut
z;kh;U@6XS@Q9y_hAxMP0&L3<0mQu*azTK36%`Z3j0XbSGF|i+NH=2-x^3Qq2#hGdG
zHfQHLb`{kGqnv;c90{=)Y}9cIYuR|KP+Z(2oTEDD<WFuhq(RvvU$57zli_&JMW)Q}
z&6CoansU8MQ%hqbD*z>Fcz7B5#J5RkAKB9rUsl$eOqU`cml}U!urkNd$mp<xOmb4M
z{q?3lIZ@CFEJ^)h<NCMB?$&ny=&+?$OK>pdVPaxpGWJ1{<O?@XibWam>-zWdY`?3l
zLy;{2+4mBZr6;8Fh3RjvG)jKK9)^la-5t>2U4z)&aVTqT8E|D7n?&L`I1qE!O0kp*
z^LP5;7wviXoow_)?lebmP-0KTb9Ufs=a)JzD^f#r%)RY>6Jzm*fNoDw<d{LR$-byQ
zxlp;bp!Al8KYX~ja{}4<h40Ew$p^`Pf)*c5YCS~9kbX>uf?n>Q57+UlT=H3KdZ+t`
zMJ48DR*=-`je3gI#HrIPih5|-Y(U=+`lTMiiIP|=ew*0h<@Lp_xwWUt{I^MY5x9*3
zgm6Mue7Mc%pUBgdlhIMf_y9WEP7$k(4zGQuRLdV`CQ8Pt84Vf9rglamUbKCbQYY4M
zoR3*N?)w{-V#VMl_xt+;P3di=Fld~Q?>z_Yz+o;13sAD&ja;~Ef(v(P<ZSSE0hEA3
z#&9_fRby^*8WexAVCc}9e1bkvy_sV?NOZ`^hKEi|=n8t@&zJ4_S*k}{9Uga!#*kbf
ztM3mVF87@uCMQgP7S#Yf$ee+}+?<|nVYIWx*1*bR^4id}QUGk}O>_lz>vX~!8ITu#
z1Gm?NmUC418xH_tD&YY=cT#$uu;>h3Rq)>l<l*Rs9+8Q*_7hFRZ@ffENqch9zPBa(
z4QOM%(_^l#ak)VXw685Qb$HAPe09B3S1*9&<-wyx6=T-nqm-~4fB}GyoDKK+@<=rW
zkv2o+Mc6%|2;CD*Yi(j_Np_@Bf8t{OgX1I6R|*lscZ?_!*@5-1+z?n~QNfyw+<np2
zC0@T?oF+yoic~p)&=x_n<LN-;C^loJ)>^&mtDUWSQG0q$LrHyLdl?mV0)%K!c00RD
zs@R>vu22_L9eM?Q@E^Yu_!bgyJR?hU3!~zql2TeG3P#4haUtnupNtGcQJ~&slJ5I^
zIwGXeR*&0t=gEgEI;JZBY$P0m43=p!rZ_05uKcZSCw%4LprX4vj2i>A*@+$<mlXZS
z2xCuu!PV(5`p0;H$1QL*rJBrWb-Kqw1#N!9s@@eu6J-gu+139=p3@`Eeu_(oRaQ|^
z3%(&OwHOM||Kbm3A%`k9fE?TX3H`$<H7nCUs-^Ho&-ZCYof_-u>7pG!dEy&)3-7Nl
zHaTYIrzCMv3u;q82Ntj<jx|z1xPWk_c+`I+M4GF;Ew|a!%Ik3FI?vQr!2SMVkf;(i
zY+8_xqUpK6FCp>n{2d();gpw`2Q)Immgi-4{&x;@kK)?EKtuSqQa8Hq1PMds)72Fm
zJp6W$y<2+F-?s4Z!iw0~W&j-rvehsUVRV8?N!458=bcl`!oN7ND5Q++zPh!mc@1dX
z48&DgvZ5y-_?v*Ck^ssPUXx(O<MaWyCjcL1BJUan-=UymBXg(|6_t|}7as0|G94qv
zMeExt04C3J<GS8D$GAgW%0F%2m47E%sD`CU`Aa>gyK$B4H42<=g|Q7r6Kd(CtP1e3
zPHiaZs*{sd78_a^?{DpZdp`!CXiF8d;^Io{<U>MHf5*W{^I<k=`M$jB_tz%BvgluF
zHgOm_)`3Y5q+nKcO+g(yFE2|EFWc?JJP^SDw%nOwd4Z3Yl&1U3!1QGAl#oEK&qPyI
z6cR3dwc(QA=WJ$uaWkw)L_x1#vIrAPo!!;>4q3rwv%~VzA5u~wo!|3%<ew)B$o7-U
zssb=$zI2~kn!dZ|1h=Q8d>8(yrKR>w2O(6*FQ44XGQ7uGCS_`x!3S$*8n3)q2wXwh
zb!X^O1<pFk`~Bu&|NrK?PN)6zT8U`LV^SFW?*e0h_9djh!1ce(g#|h}teWNLVkym#
z)V3Qp_g4T^QPwIkKy~m)$nWxTu*-Fs{Bev9_NpI}U?gUgpdzQ!%UWykLODS7dUE2B
z+y0NiIWZr=F^h?bi8n(-v3*X9@{IIOj#AN+hW2k?v&LlMr!FsjZ*g;ffsq*KH{MeZ
z;59UJTU9hQRyC;$2`NY-z@i%KpBUvt8li!a;FK_t&$Vc+qLxo5{<=Xfgefjm03S2l
zH!;vBGzsSnW(K}jOl_WutGV1fC9V18*H2B=$$=TR?+Y8T#)$n%zSvdy*~Elgv9T{;
z`7oH?+NTfej;&ZO<A3Fmo$5Fi)sqvj_FlFq5}g13rT?Gq1i;0;-XQ|EDt=OXbbA+U
zb@_pzu!3(p**nxV{>RZdMrGEvVL02i&B?ZH+mmhAWZSmwCfk}OPqwXTzWsh{_4`@1
zs=e>~y3X@B+FQS|tUzMsgv7>n(g+db3+TVy)zdNo>gX6)4=2|?r~TU`|DF?%5gs3j
zALC_M7}YtvZy!+O6clJpI!1q%1i1NsIz3K=@ip}MOMN7_VT#;!QHHrIFcSI?qqDK`
zy<GkYJbYbe1F#@J*8D!6mjh!ID6RrO-mmxSdax5vUcKIa{3yBt@(~cM4<xj-q@?kq
zrh61D#JaX<kW`t0v#Vsb`mOwdf&}tILOcBdZ?A)Sd|dU0onFsC9}#$9Mn%Cy?^9A(
zV5Vy9V*F?anr8L!?NnYVscDC0ccLM+2tHJ#)@2$Td4EfmTYP~loPgKIb3wLqWYYA!
zzc1k8%`U%A;^~SbcXe$6cX!uGBEmY>g-cG>R^bL=oSM%0I_X+il3_A59LN$uB_|~<
zfoZaKu)PX0Mqhc)dP_@V6bKb75zEu~wVvc~jiu|tolC+@&G#^KFN>)E!y;m%>~;iW
zC1D?JiB(l~$xDTWC7=_2c4$m~endLAr?i-Yy28xDQmXaT>kZ<Ym$wX}zpd@df;hF5
z<o77iFUMU96ZFKw*?u!u0WrCcnXP<-2iF$#O-a5Sy^ESDxEOeT7__NwpeW;^2*@aR
zfIDAspeY*+6XTngw|6HGACD-#s9KPMf(E3ubuJ7sG5t2yZHoXMU5tzBa&d?OfdP}K
z9n;J#)yAtt_~;P^2CWYF+j~eSY!j@;F#b6(Esm(biU+al`@xEHds$Y>%S~F+Sz29>
zKQb%S==~BnM5W?%zrD=I#Y{wgdnc>|qOx{JZjvHAR8A72u(U=Gn{)b1%!tUCcItR^
z#p<l~1s*+n@tcWkO+ObOZS*!KQZA)2Dg@nF4fs+~l+86t%-h-GX0K~3>h}L`>gVvU
zY1pbk$mivFek1GDq_NkESW;GO8^M^Z!o>V!D?YgUy_N=94xZ5)3^YC~I_Ud+#s@UE
z?%Ub?@GLa){^&><1?GzTto&sz$odm9EJ93Vbb_2rglYOy8>0KsTi4_uNrmn7!H7g>
zXXknuk)R=JiIqu6%WmZZN<WGlV(11RScrbFzTG84ZKJceoRkvmN$_OVL`TStmBooM
z^q(2}prpi<U*B3=9-`#wnV2v(TR~Iv4$V^!ckw4dBnLaxR6nWEI=$KKU<xP18A?Py
z-l3!<I{;ANiyNr1Cf13Sxp^r?WsMBog$?io0V@7IUIQ~oAaK7=6XCCyL`c<<xlTRp
zZOtqkOc88=?!LD*0ZdNqC4%1I{BbqI)U;AuT*71fw<Uq*PAik~l~+#xih;_=*Vs~Z
zOnPde{)JO<h@8=*Zw?+$$gwy4PPa34R*|q<Q&Sw+35_F{`}@`5@y|PhcV}l^VWXqN
zPWESXBgZiS<&ohZvm{W$`5EYPGxrO9le@D>mVx+DWjqpi&6_U<wQ?-76&m$?BDlr2
zwmwdnn_Z&GptyQ#C_ijQoB*wa;Owvy#R5TRuYW^B@<JlHQ4vz=(qPn-wB*dx4FK@2
zvKAP2Gn0!XqM#l^#A>W>3emMxmbcdh+Sz%`?}=432zosoe;E0`54%+3VO=j~WwnK(
zqi=T8PcMh&#l`(H9~qSp31*-em><UPyg&IY$DkJC8ll1>k<gf*8QfVGVqj<GWx{h>
zU(0;`u>yE-axb?o*-y2Bu5&4A1SU4dp}CpKHx_;19$jb_M#X&^&a)pJs=ajQ)YR<6
z(iGzPBPlyLJ2{(R=@N(uvxeMbL|=g0-N)=79kRy}5`3DvR9A0=hk$bqp*!Et>d{Wn
z(6*~OY>Rfm$(i#03F;I=(+Fc{XT8w9*x2OV*xbm*zo?mxhI3IvFD@A_+1_$qlBLsy
z8cR=a_fY)i<KqR?WJ)qJGAb$}dhjdR2njFk>xAtcOC1Z#sv)FCS&IE~V`C35R+kqd
z4$F?H-gwt_aPYO)DSLGJ_||yWays9nB&e;*%PMtzUSEGmg4$UoyYP-2$B&Mt{3iDQ
zu?kJE#P}&do(#fCkH4|$1J$meI6HT<>3e%xm2zUD7<doogZ{5$L7e3AX*;IJv)*9M
z)^>1mc9a?fjc-d@f|+}7E@4ETy(ncvawJhkN=yt{DYK)`NT<gYet0XPfY@lO9~4u1
zK9@J(aAMFOzNKZeyR>Y=I!kx}6$5i1a?j)sJ~9VCizrzy0e>ofhw|hGl=nEO-D>M&
zeEi%D@mApd()I~+-<N{czwsI;L`1Xk#MIRN@b>uh>dRUjW_&^eiI7a30m`k7-Gk@9
zEjxA=W+x{{*eJo^^0K;?NP;^i&el~R@maXEQ9)~xQo~3l>Tc%Wg$pZEy1MG45j6FK
zGV)SV;-cI?DJW^E*0qy@jj=`wlEED$TpEF*?^4UqI+u?w-Gt-e;p94(<F@eF#K^$x
z++?`CXiQ{EW0r=>CYvCaURe`S=_MmZPP^T9w>LcH5mvI~E>^Mlu21pCuWon1fhP+>
zHC2sIZ(CzqLpLQG<I=*qd~iTk3?|atKE4YpYXh7Oj?>#YpONO~0O3IC^sir#<}Omu
zeE9hE@XCKe-RjG#X_zVFFprPGYaQrGL~Zaad7GEWZYvRD2BV@(g!R!fD73pHBE~5!
zUZHLDy5C<#m>_(mB}kf9IKb`V?f>+g04CN3Be9PoA8g`(6Ni_@`%~Sk>Gge!cTrcs
zt9U06_z52}NI8K+^6lUL`0U0!gx9GQKIHm*z8$^^P+3_+MMFWsQv`+}28g?&F%j{y
zpkHo^OR>de<-s2sa1D#>@V*h^dMon<hFd)Wd;3}F<MBj-z|+&}_vPWCaZmSZxO)x_
ztu@Zty0;h49yn>w8bR%2s-AV;sW@a@-d}%H0E<$CS2VY|wcmGu?I7g;{MJA@6(QwN
z|K2XBq8#5}Ng}|z@n=w5!2k;S2{dWa4{0t|$m=~B*)8=D9R+nvrlt}P0L6!i_8c@v
z-#72)KEAG1DzA8Lj1SK)PHyNc8EGIPyKo}^pdv>PpiGL-564=(6?L0jPxN;O#-NHm
zmYTdix==n3<?ZOyM7@6ZyKlqjQb-@mEv#%LW0@#9+&Vgl<i5UtPA{jH>KCuzUD*ut
zLvmIf*Lp4fS~e?Opvsfoxv<fVv=gCD2MKuUZY*5Z&TMUoI;CM_VIQ9yi%OimPB{HD
z7UIIjmV#6<afZZXWb_wfLx-2c_i8->@jN3af~)=s*!nnPGjF*iwB!tQWJEMo5$GqT
z2M2}wtkHSM`zvWG7n=6H#D_uEU6)jM;q!yYPhWkhEy5wr^!VN&Y6mS1>|L#l{<Q-D
z|9D{F`}uZ~W~F41_xEo}ax+{^B9hw8#M<lQ)^*tEFtt*CkKe=BU+M;-fX@PUHB!!k
z?XJM5%R2$zSnV#Jb*~~qEEUZ#>^yEVk4>2cb27!Lg(VUX=oP(*4a2{$78UUL{BlNy
zKRW}ThN4oWkQkV*4b}jl>&(clQ=oxpZ8|r`94YvEOmZ;ZtqvU&9UY26XRU#%C{F5O
z9O2&(GF6x9=?gxn_i@XYYv8oKno?2lb$=LG?-wBWt=7Tx<Omau5FZ_V|H$64mWeR|
zdoQAbji6UwpFzJ3*xnLzPGl7!HN|FU_r*zRe>e58mH}RaKyF^vRMbsd*(s=?prE0m
zrz8bnqvvPy!wi4+>R;;1&&dBs<CcXQ@CcA0Dcr=c1ME%mkFieYqt$%}6L-|ifME3V
z^>h&&6k&#ez>a_h7Y%AnovXFuC2Fd+@*HoS=cnuHu!J$8{I(vDn@m{&<4S2=Ls2Ia
zaU~S67uR%9R5YPACM$!aq_7(s6%XQ@-264EiB2Ay5wXV3%GTB>T66}(gz}A)-`?I1
zgfF6w7sz0^V`5V3z{YmM2+`xC|4M%{kL528A<-1Y)$WDBkWU=jFWaL6(UcvZrsrWJ
zQT{cCennbld3Z!N2dzN()4!wzSo{eFKAfdE${`#1tU<ql+F@ac+Ic)9CB!M*ydvfl
z2>w;t51a-pMczIi*KP3Q$0sw~>pI4V`YjBzvriWkkzrXYixdv<By#!~hdJ$<{o00z
ztCbhOE3lb~^!b3DKg#Iw*38I+w5PvcaXf}9fABl81J%Ov@{-yjP(3!Bm}FWn5K&xQ
z8|4BqZmF%UM^xF}_J91Ws|XxDo|>w#@)yXqeBKd6$yp>7+(9bWg=_Xw0TmHEm7Rhl
zQTZ76en+<UKr$qP$Z<J8FINP0zU#tdR3OZoWo(nkg1tipHQc#Yd`9v}#~P!0=dHH6
zPc{v@dkFGL2}_DPyM-f!l)gYHbtm3m<3)GFGcJ6o?hm}6-TL))Z*jIc1=Kutm_>!0
zM!qs4B9w6G8SAPY%?@z$)%A6M^Yz)A)|zz+io<%ya5;k9xek|WuyCqJBk~|a^5kjC
z(g~6Zu&_}ANF8c6YG^zbFk?xnACOS5ojq&ZIr!5Pcfc_rt-Y_lD2i77tG&57JR>a)
zQ@kt-*xeTe*Ozx^!>K=`kHf&Yva~FyE;-%8MVSg)P==Em!>U4nfx@xTR?$sPPs>fC
zlsZGuMid$gz(X7LD|=aH<--%E+JJKU`bd>y9|PFt=hMCE0_&*b`e4wch5p9g@~)~9
zUnjTCmCK>e{UUVgIRgMcJh<Fp)c47}5jZU*<nQ-{V*K!V_cKDb3*_T)e|P_fF8YKz
zA2!`*sI+i1Ys0<kQacDHBqq(v8@FTc>nr9NcQLNN_1VL;uV+J^K)^1^z|kDxW<@!5
zJL1!0YpAI8%^-sUqUEcDqj)*l@47!DHg*J=>4`WFOr@pf`@2`TS*ZY<e|u{gfaW(k
zy>8X@A3v7e(BJ&o>b-)<YG{e*$f!uEYYPr1AYvvPm<3NT1@Skt$o&*>5cHb@p_4*N
zGzuF%;^3Iw7FAP~(+h_hr-p*wq;pA0CId<qR}AuduW119Jh?Wvl>6}yWME_x<gL(6
z*?5OD`^qU5GcQtXFJ){kSo#Umj{n#Bc7~&nj2h3bwNTJ=zx-CEc>#)Ka$%_jl0)R$
z)=YHw^Xhf{n9XgW;Wb{ZGNaRW`7g=i23vH*LZem)QFB0mO6CHVm7EUa`D#WsJR}On
zza^kgV8;;q#Lhml#^MF5L+P%eVBilfMs9{)8fa%@V+v*?4-W2cKxohCjwviy1`AOe
zNrH{dc3^4a0C3Gw5i~K#NvVRvh8pgpZRl+9fQ?W$FCMQAo(lwR;+Zqvs$w4zsERY7
zLS0{f8@1s0g=lZEEq1_nf~92G>-zELYs;s`^)D!LB(}FVxq9q<b?$2~DJsi=?}dmT
zsp;)@F$Vch|6k@WRH6Pp-;dA5?M*Faf<HZ;J&aqD783A&Nc(P7XQ!VT4opq15UjkA
zJdixN63UNd_&51=vVWNWy}o{}Z_8yU5(D$UZyo+VHl_%=4W1qCtErl43b9w2x!I=)
zFmP?pFD#x-Q8809vT{*z0Fu>mkcJ+A-N*OGNcqu8+OLidWckYt_tUK_?7#z2`agob
z-hL;FG11w5f-9w*Tr0~ONzkK3Ad!D}CtHNAMbjht=dpx($H(CCPyB{NxxE<~T@xZ>
zXQt{WCk-A_&;>Z&qF{>*k>ZtEmDF@}6b&_136KdvU%j~3)^supqrtrBG*X>72(o%9
z7;BbkCocis*4H%GpFTh8D|1q=b5u!5s)0XA)@p_#u@Hua+Y<w;Y}|sJEuFQ^)y0)G
z^gLVC3!}0UB0;cmNf)cqMj|4JUavB<Q&<GJSeUrz_}KWw=$QD3)bOD|>d1eKAnywF
z>yaZZ^-)X$aHLR}TVQB#u(P-Ass9k{-Mwq!T&dL3fOMzg55d9&j|vJ7j*^3MGK!7F
zu_N4v@uH>mmhiUF5cgT$ni>L51}n-^YFa9WqWbeQuzu`&EG$t~I)LM}Od}0|Q4<#K
zZuOm<u3u;ovtL+m@_c-RjaM8UVrU3&U-SXdq_eIr0q6u`A<v`LlJN$?zn=wDvo{5X
zKLdPTR^#NX;)(db{RR<|<5Y)-+)kr%_{Z{3_e(Dgp|HG|s)B-gbBJHiWq<6aRD<Bq
zQ$)d^zFyxi6uLwrq0UA#7faL4iHTidBO@g#IRgU;A4Nq^BS$4APhUAX1$!AC5kpH^
zU3qzPb?w5495`$dh3$c{*;#Cexy$17^z@ykJfPdw^YQK|P|AEG*yrVTu*w4jtsyxO
z6%gGiAt7Z@*x$T6*SNLUcdyA>GGB>5&X9>i5a3PeB7tZF)-@_FZrXMV`UB90^0jqA
zM<41XC^XNHhmyBpO-9=%8M+lYveUF&Q>}muswoGmKoOhgv2OCMv2M3F2+=Nl^@80G
z=YLP;g(4qj<fQekP}tzf*`V3f>7W3nN()iABqvc()16M(5oX#ErNnv^>Q`TVIvt!J
z0*Q1zV$N=X4k|XM@ZWVE(cxk;V7qLV1b&}M6EvGxC~V}&B_-txZw6E;B{2UgBlM$4
z>KjVR$SCL;Na<-QVTYC1Gr{Ie!MP~Q8LF!%Cd4E~;W-(q$K%k)kAlNdP}Y!C)Ye-U
zT75S)v9t!t2DKICWwk-$7nz-}UJ!|mIxtP^TkGpwoNO&8r&;(~MC=zA+CA?d5+fDI
zhge!GB6dh%cGp{=joz1+X`4z!Ki@we0%3Bd>Hi4z1^m6-sl(5hC)(@}tPjTZ1G${3
znJ~Bb`}Z_AQlWSS!j8#ty*tgq{Bt7i<HaZ-yx2qz_>~7f?+zjc&4R=8S(cM<MnHYM
zcW>rgoKLacyL7*I`}%Zm=w+YROijVL?pC|Gse5%6WK^JKlvZaa#nt2(she72NuLAq
z1rMTbr<13P0^9Q68Cq@Q>A(kn?C;IupZq#9*HB++6DFiYj(C6+mIj$5FpP~wTNAPr
zpeoPgUh7&n*&3O$`JUYsUQq^ar^tAjoqJg|7ngwO($d7as-mHhn3hZuDOLp|B1q&w
zvpfYcZ<Q4vnsEj(|MToS4sBLtrtzY@*p1uc+M6%4VK3;-P{J<_&BG*XoJ@d*huYyo
z6kx)js4Js4zB0(iO~J`S&PLD1$U(aGXM1)`Tn%}|kJcoB$wTv2IMR!d9$%#)Cq6tR
zdx>vChy;U&1{oe65fKRv?)K@~!?mfSt&M&4x0cGUUv;>$rWPkC0D3hsMJ-iLLq&5@
zS&E5+h8VH4i=a~Z7Kg>e1eA!0ir0aONKizCbZrr9ct0tMK?hR90?|MW-W6X;3me%}
z37L!9*VWa)-P+onO-gCL@b<Lw2hio-3IQt3*<+mQm#%kf>+nG5d)CeX{By`GrKK4T
zu(#st`9c8~^{Y$+?jYlbvjZ-pjIWwSZquL72g^Ap^F%`_Im=Sm*q*UA)~t=6-bq+$
zzhP3z+NgjtCNAz#xx&r^9}*A(eA-$5zmW9l@+=e|*!u8y0{Z7kdzAE_0tR{Z_Kb)e
z78YGHZ5oIQPl$-_$_$`Pf6E3jgN=!ak+Ioa4Fhx-8EF^+k9AHqT(S>PwBCvj#lGne
z?C;eqgt#hTVhsEM%l|m&`CXp}J0^!hVNPK|0qeytnOG15tynr>g|uX?v3;|qPgD>T
zvZ}A&8v<s!RBb~w2l#{}W<x{O&;j^`Mb@Iqm*TOdj}08$62y0vP&y<Ru<xvF!(uKr
zZf_%#)&O6hgF^rjod+@3)>g>tYwG6*^G^T2$A{k!5X6u)QD?%tW+uUXjJf&~nSHt0
z+4*555k15hoKTczi5)R@bzS+{-TWd5(9~H2dBW#$-%6I{+0{Yz91QaV0!EgJ0)>p+
z<dznZ#JR}r72Gj@#iq9J@tFBrQZX3{lCmTg9tnS?XJ~<B^!Db~B1{~4@nezGQH)Ga
z&PXbaPEL<A$L8BcnK+~EC#yC$!_j5q`B0_DBRK$n5__mBDyV}ZJBCP_x*OHU?GD#{
zB1uWk%9)f6m9?$a^<8Bxfp(jZLwjacQtk)}Tif8^L#99v{63nV-X@3F*EeFkV}9mF
z2&&QhWPSPNpO~xb+4#x4qY;0A-_3E_^obJDPKTqz+Gb2zepHzERhtJ_8ilf~SRCBr
zg58ER6Zg0Ou*Feo*nqUc|79mH2cRtqx_zIIkD6Qr4VsEyO;0Z$>*f_#=I3bcY%Hy<
zt!*u>Y$RdkBPZuz!Rqxg^5mjdgN5a-P0p`}?Bp4|kW-watFCvz&(0I@I$J!M@BgC_
zdApVYd`E)bx4YMIav4f#x9~7<CKAH@yAk!&cFGil@z1Qw%PIn1j~|L-OEVDg(D-bT
zCSYL2Kxsw5_GTjTvAH~aZtnOvI`?$}1sPv##Zy;aTp4B&-~n%=-WcHF@ty<HbALB_
z4jvxkP>_1|l_uYL{hrU;qZ+Q8z=1)(B~o0~v*<-OmX?zAUH#iwbh*R~t!1u`maxa!
z@$u>DS=0@!kW6Mo7}(tBkZJA8dj`{LI6ksey|b)3dqM+3AR@t!x+p$!GdDN4F(i!~
zk3K24iIvu&U^g$lJd~*N&GjB07A_`g@X8Vv>@y^yxJsE3#v!Kho9c2Rxd3B;N#-J`
z7<R^h94HCB_32rbHlMdIqy!~Zxs|2WQ7NUA6r>LxJ}s_JPnYj-Sl3AF%FNb~s_?Iz
z?2R4~r`&DVUE`qmytbc8B+~CuXJ<TNM;082SKHg*C2Y$*SP4V|zE9T=R>WT)P)kcM
z364AbfqwtK>Mk;v^97t?oQk3z-FPjjEX)7Y8{r4p7Qw!#b|fY_uIaC^akKMubpD%|
ze6X6&6Y@P@SsZ-}%d-CqzHL7nnJ=#Z5FvrFgNLq7tdY68hlhiMgQBLTq>rqrsXn{9
zpi7(UH!aJ;gE1gCugBx<4JiqX(ycHxH94Q=?S$Ok?m8O!nM;EM-=2Z^0`<$yPOtaX
zQdW!9@vl+wS1(9ovGjzLGzx=BVWnB&w8x0{=kB9PXG_joMyC#Wbx}jZ`3-tj){@qu
zrk0knE>>n1inZaf31u}@+NmGAB%nUJ@L43_15}s_=g5cGI9sAJK$%iZMov*o0k^~H
zc%v<6{!icEcS7DVMsiW*KZ_^P!RYmNG@RbAMfNcvz1jIyb#W~{6%`#F5fL@u1LgJE
z#kmOjSQtSsU{zdTVnWdhba+0AmIm7>-_a6CNIC0_1))t06?fWuTV2hWDD^PKy3*o9
zrIfW%=!2mpN+HCl0uVXZc`|V;Y1&=jB1zCO$fVaWsHLSRX=rGMC$Z_J9GU+`{&;Pj
z$-T^dJe;URLAD2{1h>`Vy4k(G#qlc7NikB@H(Xu-L3_C!iGLG|3C;!<Hao#0dm!D`
z>yTv>c0ik5ywUq+^dUj+-&52=0y9bu$@5m9&)rbg0rbn|I!A8WC`j>eKe=lfWSwb>
z%LCNCJEQ=4D8Tl3A>{QqCKxzAQyYJtp9i;l_H5_m;#~PnW-4Vd`nFz0ySUS|=)Jxk
ziT#0R*S)@WQQh**CAtPj*v<!9Vx+9x99u(^{Yhb-p!4zY!&CgXvv(c&`Ns)!fgr?M
zZ@}4QR|#J$B&4_Z+uLg=PiNO!Q43WFg%8zxU6jzjEl@$9+%(9Q9R01&Pcncudp;Kb
z^~Hi4=3QnX5e7h_NP@F$Z0V;X4?yJ$L7B17;S;!#7KT`irS=o>urRh{6-6XO6b|+|
zJs-E?a+Clt$H(3YoHOVybrr+2Ian~d$4QYa3$vGcZE0z5c6(D&SX^G-&!2H|WmTZ9
z#6QeDL_-<_NZO@P2zge{qN77%LpFe<<<Kh8S;g>!l%5{GoGY6ckPJk`)agyNQB|<`
zxCO-8hmTKjo$ajOLOzgtsYOxzhs2j*h?tn1QWlq0676?J;CDblG*D65%MSKdQ;UnM
z+l!LIfIkOgHya10iH$anv@#y=GgQrT+3?kPCZ}5xJn?w9ffaZ;`ipbn-Ah8eg6$ry
zowc#4U)1d1zy>W1on<WS<*clLf$ZTHkOD%n3wXa_kj@DFdi}!1h?pnZ>2bd}r$o7q
zzcyO?>EBsmkQAJicGnTJrz9hkT#d`K4%mb&s`YxhBgU=TnJ*2t`u`2=?+83>Qd1Sy
z*_qj6vJ*0Z!tygS^9j&W@lLR?a8feza8UB_(4uxXN&R^B_3c{E%CV7CReq4I!o}6*
zD_N7DrLC{FIV;FF?1gEHA_z~ml+o<-_x%SJpQPX8b~bcoM*ZvvJW4WB&@(Wwe~7)+
z$}bRuv=dm<oW(Q#tGc*5B_*F|EPOpU!W=<?k=?LVL=r4wX_A?Qg<UiejE~3auC8`L
zGc`>FyDP3}W2k&#BJ|o`IqX)ZLemk}j@pnG=}RME<K_-L+^V~HVZIV#UF`M`sJ41u
z!)0$8Hrj7}oQY+q1h%7GfMPO|TT|6gM$JI#&%(l*G_lVrEe&A*8P-i<r;xLuVnf;f
z(XRTfrP3M~2PbDRpVzIIjSHYuuKZqJRaQyO7%~atXQjL7X`j8^#;kUzbgUWgumFd&
z>lQWeZpDWQ{U$&tfcZ8ScR`DT1Cam3y?%(3aEe@GX8=oxBsEQy-yAG$9(QptN>hvt
z-!Ct3@J}x)>*!^lpOcrG8eN|sk&)tsM+95o?@>rM(&OXvi>j^#EztFRk^cobwGzxS
z(lON7e3vj!@wnu1dqo&IKKU1jX@-j-{zu5)>*alYIU?bDr`zN2QkPmqJmCfaEST}q
zi{TY86>fdj-BvL8MG(<O#X2Y<W2A5Rdu;{w{(WR+=J~3nF^?yt@{B_>gB(tOeLV}e
z3NVGBiUeQRv#6*zNs(|;@zSA9iNBFvoSt{P)UvmREa8oXug>jI*lB8YAkE0%^uL~7
z{QhHg697P3E(ha)dqn}C|NG%0c!Y<NHy%*0yuh=jlZ$yM@hH8;U0zTfCDH8+%++BH
zLV*gwLB=jXK>{4*W|pQm#~0`*rzbZ@4pt8J4OGxdAwP<IQLy>$i^z~f7sSwd9c0~U
z2ozgSxNSOuV~d<^{Pc`s9fN?|GWxzarMSs^?Cflgm;;p$jkWZBlX$7Lc-Sb6YBYeY
zvZ=<ytG-Q@1iDW0(wPMb@M+%vj*wssA^5SWsL4wz#;0p4t1eDY&+rH2l(e+;#1s@H
z3}scp$fGmhW@@Uw6X$MqHC9&CTbLf$S=9_Q!`_0z0iU{}56=0?SwdZi(7Uz8Khzrp
zTeJp2YXIls#-ZTP2G5sJxRxoeeEevala-Z|cY5JSr=)<b#nsa0dIx4lO()32!$^-z
zx0tR0F1WJDhl5>Xef|C744a4mvmiGqAF;$n!a&Vc>mLBb@+9VWd!PD=?Q~)L_Al)C
zWS-ct-|y}6?(Zf5HUH`Mwsm$eo^bhxt;5x{ux2^RA#UO@JI`8o<5!~03j1cW1-iYR
zIwuVua2e>~_5FZ?jzHlM5T3@rsIH!dduV1`Hi?W)h>AkEdvNN2g8_VQR35^+`_UCO
z0+ku980IVcr`8Zh?6Glnk!$jkl8s&d&%2`$1-}X4MHJ$hne%tLJidmqQpS;q1v?#0
z=AZYZk&%gw0Nbjs8o2@(GkEPHNJm-eiuRkDojD<lmzQL*9ArY!x5wvSORVf2ZA}r@
zOGDCHQWA<GL72xUClUgSk<}M&(w1RMuz07nbm!u|elI2_@eK{RIJtBf*w_(6vJf;9
z)WPFX@U|F7c|H@;Vq);zf~N7H9L8NmY*22yDaq++kdHc&x@gY!!G_$8e#WF5?X??@
zh4nc6xkDjdxv8~itp|{mn!%hptgH|Wn!<?@YFf<vHQmi!o_^!;KhNM?bg5RE=B{_r
z)1yBpnoh#qOV`cKcaS*gcHhxhov7gQdA&H704Cb`Ij>~8CXyj3>|NFoAO&XY@w^dg
zwDRyNtg4h&9i7-(T^ycgrr@XI1vP)F?F~szzR!LSFP~E!IGQ0O6!;VqE7?b#k1sA>
zs?L_|Y-izZyBG*g$@ns|BYU|64r;(`>iu=`FCSNf2$tJ31^{jCvHf_S986zDpbKxi
zSh8)S`c0FaltP}fUNmWq3kgYCme%$ZH(PggMM!vMUpQ4;(*WAl`;CiUK!8V(mzRN^
z1PFuu+R(+nT>=pz4m9FEJBOrHvYSOfSh0AO7$Z2v2{TXZgzZwcgRA7K0SK_=9XCQR
zyMM>ijx@rWkJ6NwuXg}A(puDTVbEHS@9&vQuRt3+eIG>!MOi=P#GggY5cz50N#W7i
zMz_z*p3g?k57hB#Nug;!6!@bR@NN0HkxU#)!C}}$(CEPg)T4&ADC|U26H}6Gi&rzm
zF{7c8TONAB4_UMcwr)W(DNrcNN?}wJ{fya{qm_h8tqM&_t&Ghj>y}A5-yna8j~0bs
zKVp!XqCdYB*~9D7mp~7@**11%MPx|9L;yq%Fo~k>Y~E-E9b9Vy$)JLS$q{zelICVe
zV^;^I?pXdp-FU_89nJFUA^hKB;DvD`f4v_oGm}!FN6QNvX;5<@vNY^?eZr_lth7Mv
z6qzq~Is#vw&%VY&$aLJn@!=z9jmbFKTtSILu488H1;Qn}v4976pm9r4QJs|+gz>}f
z<n*_Se}T@f)@Pgl#Tr5F1Uq9)AGYW?rJ#8?*l?^*|3xbl`><1vV!^S}RG{VN=I3c>
zKjU+5>SmvxR~I>u4p>4BSju~88z&ZIw8XWAXY@xDc#>Q$0)Ckuo-RIZJsh0x)3C5{
z>rD&rla>F16>g91gq*(iB3}C4ErbO7eP8aG?HmdSZxj_F)@CMUVvrGB*j2H{Tb5MR
zmQ`V*1hqweFaGxFtYuIFLZmH?q@x8vB*s*5_tm;SK2QLL(r2Mg8*e3B)X5QfwtfVO
z9B#HwZ*nqMdWE?B`G}2L{TpEH<<8|6#{ZF%o7-DVCY+dCO8`=t8Oh3bge3_@;XoEg
z!JRNN%?y)quooT7eK_wFfPZ$=($w^s9bZPtGdyq}g^<c<%5d3BcKa$Ri}ppe>uicc
z8sNam31vwgaoXD4Ja)Z!cJ+ZoPfPbbM|YFA)7#4%lG_LG>;fJZ=FYYGAzF3<2iHrM
zzS*V3wjd<r`_@RXi<+jSh=iEf@0E?Qb!v7}(w^R`u0R`;m%WmR=j;5-sw&o$-y9qr
zK(h@AAuc*rP979yhLM4xs<OJOp+WQaLW`TrJpv5;2YL>;7`kiBhmwBx$LCwc(Z8F|
z&x?xR^CG<czR>OQO!<5O(SDH}8u?N$6EL&f*xJ*g0j-h0VwNF4<dPj$u;^H$<8nA_
zFZk0EQ!^nkiRGpTU28+N?CsqxaQAh@mV6N5AMYOBoY{f<t-Fi6y9Yo7_jH%cEKlnS
z?u(AbcsV?b761=z%<WDpYD=lG685rVT@tgo#4XrzJ%0xLA9P~{1%iS<{m+&rhhsiG
z=K*Ab*~dzIQ*eFl{!sYb^>uuAZ!Zor8wUq1r!F1q{UY#i@va-&Gn1sU92tijf~dZV
zl$)dl#2GZ;!ZI?_#w;O2pZo*_b|Z*Z`?nyN3{4%0_LK<{a4`k9u?HUy1f;PrSP`To
z1F1=AYRW2Fzrip`b6*x$mDAJH2BPj^mso+u5!&o_;R6ZXeXydFn63QEIoy$ctnJm0
z-M&RlbCd6RWo=E#jWFN>@YL9^C8CkFJS2)hjUHp=0@9D)Of4qbMi-ij%7d`7dW_~G
zGh2I&7f{)~`@BIwL4^rp*EcQ{7AB&Yar!9RH4IXLDRjct)tA_QH?g`o#?H@7G|>FB
zz}61#V}H3W@Js6tPT21iwk8iZ&lf}l__$~V2y+28E^La~rKxHR9&dkoD{AJT+3%)5
zqmCa}uloX&ovwMns0oD_{*I3=E@iyj7z%kmo_^Kg7cTXJm>y38GLD-+Emi^Jk85kn
zR%T|f4p(&lZse9r<E-Im&;TT!-Px}uF&>#Jo-Ce)VIqFHH7!8(LdP&OKQ|?-BoiHz
z0Edk94Adwa*%wvRSzB6K+nQQB+FICGR5er+)s)pU2BYpMgQ>@cM;PdeEGr$)PC={F
zD@TA$4zMx2wm0jE*AKYe6)28{&j0$|kwCo79r(DmKNO$Gww!Wsuo?dG&UemgQw?o}
z?J=+9)|xTWm6Kf=v)H0c^aY;Y&yM7tsf`=SbbPylq>S#&-2$T}+cZQ5_PNEMO9AzR
zu6~#df3{YS)1Hp9E{}n+Kox7y_!~C?!EQ!!auPJiZ_aPu+M3<noZOmSzj3XsLO#l4
zj0=y-CUnCUrE7uY24RRCs1~zP1<^y_VMJ1tDzN)(!j;(zzm3#2R4`C7kcdhswr7RM
z2NQX_wC?h84(%ys3IAJb4f%{N&%Z0`0(62$d#Ud1ag2M<l`#?6Fa?5z@%K*;5Ae5-
zyQY?5$VwySl{D;}RMOJ`{@?oSB1fBtyZZy&&T^pl7j))Ky#e3xn9un+{D?Y&JL46K
zO5<+i>1*kTdLnyKrm44ga&K>NTgw9wgmm)>_*z)UPayiY^ziOk_9LOeNFdPZ<T;K$
zgDGFg^_)903mS>(I;)^yQ;-M9lBgINMgOx;Ar_%Tbj~4O&w_GXEmzR%sO5vGL(Kol
zPneeqQax8&OF#pkhFn$z!o;Skriyk@Oim^S=I6JSS6ipRei-&6?lBfo0kafx54Rqt
z`I}TC<fz}>Ivahj+ank&9h48&^X?czd~AZ!G%Zt=!xeGnhVT7(8nAZ>_<Fv2sNhO)
zH0*Tx9Jm(XD<2z^3WxrHe(%=ZJeOOtsfO}kAmZ-h=2_3iKHjfwU=X{79QagBb^R1W
zp3DqB+<>M5?I$6439q1r2>HRSD6Xy?1Z|uWma2aiIj1T9SFSmZ;~P$(6oQmul_)hw
zEjJN0XtX>oh=MyKxWAe$pOqA~l&!BEx&R7q84H>G<H}==VtOPYJ~nGVBJ{tv1rarK
zTzGdAYMUXl>&#n~Bw8~M0dfuoP31^1aTOaID0B9N;P~)tQ*as@uBi{Gk<ycs3@$gs
zctt{9?`jb0h7z;yHfB~Qhu7z4*XV~w2RApwAh%~XL$iZ$0%no=FsA70uuJz-vNpGU
z&CU>2JOqc2fF)J)yKT4Y$>pWCqnUkEWo}=6)z6lg3?nCHFLixWQCVG0OGQHwXC3G4
zkYZ30qkfZ?QZ&;RTVvzR$NIO>3Lp~tcrBzz$`}Z|CP$Y)Jg>KUeQ?ERm#Gzr_<U{`
zzP2ay-zO%7tqcsR7&w02Oz4xd2Tutn+Z%K^KXjLnIQV&g?Yrrl+Q{NzFoI8r*Y^?x
z&9<(jmi}0qs9XS6V#w6=d~Aq32%1XsBWu!0AeBKdmHj3iTDr2bvc;z}XPAmqRD!e+
zISvjmoNBJoF}52}P!%uvy)I9CG04RI{vVHTS1EefKuPFZf1|&P9fIs7`C2XgRCU#L
z&UWDGZQt2sdap9Il$b@Y*RIeQw5I#vm~zGUAGM(<WApTp+RstZqQNi$YkgLv7OoU|
zYHIb_MfN+LcN;ms8+HPG`kPnQAPr#@F{r8HhvkN3)pQiZHdn?rCV|EP4FdqX`u%HX
zPFzhhWI#zlN>0fQ)6{|zk(4Z*Q9rjvQ!BD{rFx8S(cgGFeb#BoOP~QlQCnX5M^12j
za5hw4IJN2xBL43rYbdBOb1=KrHpHiyYeDDt?uyjd<na8gs;<1WpEWT(DLMH14iAsF
zZs=B)dxypcl&0vtb~uzEf3?6RI+~)wz+qxVP+?)Kyvr!t>bAE-OG?DZ1?n_3y69AG
zx}i8pYJH$zBgDnWM=2>QDy%F|PB5{4(9q$bHNjrYvMWb{*=d%nK{&hq4o=a!{uB6g
zCB&Yf*(dUr0o_qQ=)f15Erm=d*hqXIMaXAK)q#lQ(YpHUxLQ@Uq3etGM>JevV+LvN
z+ut5&HdN=PJ3vBK75N?aH5tj&QdQJXA7SF;KMUD45EQ4<buqn{wV6WGHq<@{($f%C
zHPq0N(o&LA5))GtDF_MA*V5Hdf>udJfJ=x`2tQZ`09)iOG1Q7fRcF-yvDRIW9*e}_
z*$&W$fz`3WHsRG(UED8@va_mDN=C63zUQm_{A-%1hx>2KiJBOJoucf$Z_u0>O$Z1h
zI8b%|Uc1pyLi))e>bPVnX<4`e2_nPT&Ghk=Mh;u8DtkvUCxC3-=k=Rxkdd-HM(C*Q
z?qCHyBmDRJ_WY!{m>45*f>*ER7B)3A@KAmGCrovUHEZic6LU9dqWVEp1HH9%EhXx`
zW_SVE>=7x66=PHwusMo&%H0v?VpAZQ+q%*!4$7;G!gp3R8xmsH0(U=UgU83$e#Pzc
zy5VX@AgOBr-7M!?8FzdN@pCUXFSm}Thz=GR8#V_A0ZUwgM?&0vd}(TD6ut3E`V?q-
zD<hE^p?f84;@7~(EN@Y&s}G!*U0hxtpu=1dAE2uWkIl?Z(6*{-keZ_JomuMyQDOq8
z^LDrAC(z<P+q>5=y^ef;-FIK3hw*VOC8Dh!cTD9%HEKlyK0l{_!9RVEu|4J#m6T$U
zfK44oy4I1-g0iwo-LE*RtNWA^_~k~X6LVsT?_=}CMn-?C5fWnK<6<JFlmYXcG8P>v
z(P9`J;{C&mi>q5J%i^-uSc`O|tBdp911wxH0}U;GLoMR9s+N`#vM02hnnGgkt25k2
z_L!!kB2fUTiVAEM56|c?Mulzi&6i6apYx$EIbd8O<m%=O;3k|rm3(d0<jm9rNDPm{
zBy^gbv%1n|{kO%2e}czJIPdIe^2)M8Y?o;uCJLR;9@)1pFyQS5gA3G)h~i*(%SE%}
zXywGLNRxtl6929v4^7)1i!9jHeg7iYKv54g1<B^tt_9;Pt1Pzozf}-DE7wRz<<H8R
zvO#J#>XE&DVMT03VX0+lumoB6@ZeCi171=&N>qU8NH8RxP4N&PE*g8$90IZNu{58$
zrmU_i0X-d^u!2Gi_w>LQXo;GWw4Wrf=W{pn{TP_p4}M5+e1C_Nqo=j`4wCK=fBLaD
z)Ne<DlexYQViAEqS=f#?8odYWgrze*FaSYE=lxc~$yfEwKuk!NX2Kx5APe<mmY%$#
z&Jk28g5M8ZY-qSh+dx%TSJ$#TE;*Z2)iE5cDGMCe&)r|lRmupUg2fYl#OL({{N1zV
z#%&T^Vl>Q4(iYVuHWKRbMAw-X@P54A3ylH%E{4LL*RQXq#zt0Fw(dIC?YNXGnHkBi
z$h%)<8}gD(kba^$6P$KCy#a*3Lwzd)7w_kZ9f=JA&<GrC3;+*`7pecQj!8!`L7ZpS
z$g!xQK?Slu9bKC!f+*V?+uR(VRbnPAE-P!JtFN8NH?IlD6k8irWhATXBdTj`{@qU2
z(#OHtK*9Co7LejzkBUJf6KwT+23Xo{8f(e9`fEr~u6$!=oSK`6e2J5ln`Nx4s;X(I
zXOcyBePLf#(@eyio;T9@qUHqXLKKML<n-ih<c|-el-h3KVFwur6oj;XMP~%5EDKeR
z{%i9`H`7A>fl8PtXb=S0rs&ABRyt&y2A_W9$*%NM7unf(w$Y%R{&onDfbGz{l^sEz
zy`~*UoNbx|PSDoVAQF~P<yAkyOVCwrC<N>JPI^*$uc?>}j6GF7^>!f=V11?!vV6la
zW@~8eE-LXi_WASWnsEK<4G(0s)e+qv<q_%_W*O@2K#|*;hX#8>;G>fZ*D!`7#q5S2
zl+|pdpfPe-0Avqt<6l)36&=Vcj0ZN>{ay%*GIj(;z_!!N|2IT>O<n<<rd?g4>5Lc;
z4>uz-Jv&Ve#L2(_x@nz@mxHUr>v9Vbjq~5SbHo*}J<Q+kcYin^Wvfsk5b!$%89Dyk
zB3_$mF4T4vfwXqHXEa}FEa}4C*tFB{FaiGv^_3Qa26-Ic96u2a9U3wv6S<8Qfoc|+
zhy@JMVWvL$x4YvT(powa(a1>O?r-mc(GcOAs!HvTzu(~Jr>5uPVWVA7c6ifgWX2|S
z838pjRUc_-bx}V_%>Wq*3%U8*$H%#!F)`4)np>YUukA(GtLfo3Fthi?0K_x)QTq=K
z_l=I;va*qeK_=GqnRQ)NAr+~Leh>l2XJ`d;!{@?sF*u01S$V{+xdfMrW|An`bj<=q
zsBgkIKYNHkLa~9Jtr=>XNKCA-I0fMn5M)&V3C70J_J9DZI8kL|OH7c1Lwp_-BAd^t
z$$Q`H$G#FvqPvV9r<bXfr>7a*b-opi=B6%z4@YgM+u=|GNd7|5QqLCEe=Dn{Qld15
zg!Cd{EVzc|CWoxDaC0M#TI$)}ynYVd={epAEFMwr9v-Q)yCFOw#G<a#!V`*7`B-u*
z2oF&~MNmr9(^Ohth~cAqauK7v1CyC#k>+p$GA``<h}@aO&NUcf3ou2I@rkvixzY7u
zY7z==epXH@CKg&!N;N$RT;t_Q^eLZls`By>It<ysm0w(KFOLXHGjrEGe(&dLzVku>
zuTc<fWg5!Ge=`aI6nB8jzp*2^6GcKHkJo|yJ^}ci<71B*c?E^oxLAZ|kM?%XbZpFW
zU5D-H%KX9&>c}rx%F*{a5+^%IN}kt9PNbqZs}Tj)x9yb8znh;SB4wx;M0nx3Qld|U
z#Yij|QQsC-($bGDEKRJW=E=mJxn&^Tfmk>3zaP2x;j7QxpT%wm-};lIQnY|brT@*>
z@OZ+t{-0%4y*xt*7g;l@`GJA8%gg7h<>eH!(4X6cKw2Af6xf2T1D(9AD3zwcFBPC{
z&ja}e`Ie<4leECBEu~@zMRKyjte40^^b4d;iO3iS$GWJ7qLMEwD=<!_fe5SKa<xvp
zycY>I$l&G{y{|1Lgg?ZO?6bI-n*o3g&{C2o<X36)dPjs&VskzMioMHCE}`{pgEYeP
zbIWo{#%W<0G1!Dv+*KU-x_F<Y^hRj|g=h`vA@>~8o4r)E<&~AN>7OJldN>!=RkSFL
zroFKw4t8a0-D!&~G&G!yTpgv&^=)mwZsS{nG06RXIx?mQ7>SAGG!s?UHMSy0w2Y`K
zbdogEU{<%JoM9}x!-*Q2t1G}B9h`@Ugq@CwiIj(uk%N(uuxm**1s(l>Oia{YU%@L3
zrrPJ-@>{RZyC~$%1Plt_!9j|-x;kQQE`h+`kWkP@H8s{kBM%)51p_lZ&zFVQ=c^v%
z{7$#C=L4W;#PnAU`D{Ev$uU2u()(?zD+M^!>2I~*lehwSWFJ#MJ2x-m!j6_Y)WgEw
zE%BPV%5zwicZfEFoo;LN^>oC>KlQh_OapJM)!6-?u19}|`K*)<z2AJH!e7N4;{c@_
zh*02vnKmvfUt2(BYENiED+0<3<>BC^JC3}Abjn*>W`B%@maF=kjgN<8;TLDG=fAHM
zATQDLarz6Ih8WKDUq?fMLo7#IMh0g)yXTX;=Mxgr<BLZd7Z;a0(AYUVF&9IPU%S06
zB*`fJu1st(P}Ng;ief}9M=#(`>Fo@Lr3W(akp8vsBs@Q)q`b%i^#4f4`eOTw%zv#}
zDLjVQtXCoq2$&b7f@91L4dJk;(AZHS>RsdUc1vPCdt3*zsGN-={`6n=MIz$q^tG$)
zq8Zy9mo$<AotKt?Ck#`$2>w&i`_+n0)@@q&9E87`WS<t!^LuD+c6Jl_or615@01q3
z6xP(wPkpy#eaP<OhBz-d&p;dSByaI>3;g^Td7_^0{~{nRIY31ln?yZ4#7I?NSveGu
zG&Zpez6#{7hi;^$3I+zUTEE%aoIUQ~Vqp@(3^EXezq3Wo@is-uq!&~~r2OPaD2(jw
z4)3etD3mAK+4%}CA~iuJQ5oA$(?DPV#^rvYAwy>SNvPfW+D@x09Uj7Zt5ta)@jwUo
zX|AQ>1|_iQh~oiOPDl{QGe7QZ+XDGip@8qsH$=cn9fz10AMi#0$Cd@LZZ1bi?PV#~
zLkaeO6vcky0%{q~%e>0p>89h8g%hSM{%ZTYJRZMIZ*C=h{iwhu`+0D7eSLg+`rXRj
z+NQXnsFH?McwRh#JvVA?1YqP|WcEZznx`Q@KXtq)D9sY{x_>UUeasvAe}V?wBPYjQ
zP9?lV;76a+UEpVLY!r&<`P*w~NI09A7;5_Hs_L76|6bTo5~pDfR;jzJnv7ly1};Fz
zi16r+0po%?nN<M-5(FY6E~2h_D|}<*AC!U8(hea@hvif3Nqo@I6+q#$n4}0lne-sK
zvV{RPckgmoI9ZTTkbzB35lOQMTv}+Vzn|maWvz4b00|7K@<RaFir{Fp*5Z3|D(!2n
zs$5u7R9#(6LWzlqh&cHeeHefD@ePq<7Vkthd2|qqHl(>cDJ?C=(aVd!a$F6K{PUA=
zrj6ZV1VW-~f~$5@-0|oJJM8jIorAsoDK2525ZE!TJ~033BXqAYJ31VX-rMErrw9*+
zB2pgorh&*Q>`NBUm5-~__wx%KWX#Xc%g8axEXc@7%TLaQp=*mw1Ud9u|Ft?JEh2(a
zQ&|eT-2byCq9?)8SlH>impEXING|RR3k~g2GA7xt$x6?Pd9~2`&Cx;b>e2!{5_rAu
z#)hGph5Y`uw@R|xo_$n!&KC%D`af-iElVL2Z9!{|0Yq-9aY-r3aOn3BAhx)vhi5ZI
zAML7^Ozy_zu+=MR1lA{3NC3?-5A{YacltVezjUv(qWZe|n~T}esN0KsXK-h6{nt9=
zB8i8KQ)@?4J1f`XuO;=Q(E~`_sx#cRb#Cs&zOY6dLs3Zp$TcLu&R*7B+ZAB!GG0GQ
zell;+|M7YC(I6y))rul6*NDNRp{%W{i$r%{ZKG_4g^hg-FvCl!D2F7-nYHl6rll*X
z6Z5i?2?+O(j=ozLmX*;k%MF;ZkaZphK7bmA+<jT`l5_!q)<=ZM8`^_xe;PL*ANyBP
zH=|uye-+wh2#kr*acT+*8jA4HicOH5?~V&|qmz8xoV<07<v;!1JOW;>4Gzp0M<)k^
z6(y@}(284?OEXXTgP`WyT$}p0SWL`7oa@C2^f>D_r4!XwIGUT?o?+o3of#1U^ymDJ
zxPlxKGue>XPlp36I(nf$6Qwi%sWpRUcbb|Afq#Mir^n@vw7=K#t-btY`=(wp*0{8!
zyt=%S-(#o8WJajsNrF2sHwLn<X~;O?U7A~(mjFbj>0V!Ae?vk=Oi5fFCP`+mYIJlq
z)bTNAJk#~{4h*N*FnNi3D&`Xd!R2-@IJj7eX$o3VhOgk3Q@#E9cd5oMr`we%_}|1^
zzF*JF861qSl!^0y1OvZr=h|vcKsk}GHU+r2;0t-0?9IKrD*GEcde9-t-m~xThqew&
zVGzY{f6(}W;rrkxv7|p;aMBRI$q+<Ptj{w9emozaJ;h)njd%0$cJX$TU=NgohbWl&
z6WVil!}fyET;k}gd2@^WoP=(oWh#T%FSm74mesIUI~Z8|obw-_%j<vMJ?lvjit5>}
zvDm-QQ1g};J;JomXiG~wvbYt;FhwuTS%V2u;L;-xJx!gd?FCdlrI{#7IGk<l>W7qN
z6eHiXi{^w>c}J-3BA7L_)L0gTQ&Gfl7KJQ+dEyBaNJxZ6(RW2p$O#36#K;9<!yTF#
zFB?e8XeewBtSn8<jZTx3P;k;wR<zc)+k?=ddc3e>Q9!=&Wmncrn|i;ts}{!F{o|Aq
z<3BH?KqMifPKzAq35re*uMbN}F*3KY36M}QaF;N2k<E;#3Im!M)H6-6Tioe8f_tz)
z_gCUb*}=@|yUWX-E4Bl_&)xmsk1hTHUQQ+^K@n0DQcgS{NhsmIwMA4v?GHIQTAS0e
z96m3|Fmdvvj^f(lVu;>JToUBLk;4Nde|UyE`NuYmwoV9&vQ&0NgqhmQyu57zfB(<W
z5K&PvbxaJm*{iF<I0V=nKo(GjnZ^-k&j?iW$w{h+1zg^ju5yqIeg=HpZN3x;rKbmc
zecoLiY<e;i0S$+P`z%-Lc!ukp7F(=*amP(gFe^sTZ+x42IY4}wK03yg^<ZB#tuWwW
zOydZ>cn+d2WQY`pHA8ym>bo)UIim-9z<ju}t+}<WwMBvnFz?90tC^Ae6KYUG(jqWp
z3m}3Mvf1f7-QC|0uET}YR@di;*(xjR2N-zH@5aA{4OcMh_kO){RQ{3C)<yh~o1QN~
zI1Xkv)K=C8kul?>2}|BL1MIy&`SoiN9}$<~<>Uta)3UKJPmgWPN~?;==qX8~Foz=}
zb-%pJ`yA?~li?vT5g8c;7&*v!v8A&i^f{`3EZR<ECI8uw)H8Q?86C+C%_%^>b`MQu
zBCjj0uYsSaNr|cO3=-M}Ym&hQ#%jNwW*KMW+}kK|RlWq{$Ij1Ly+9F|c_<MvUlGTx
zzrKx=WE-dz`Hbo%qKdl}$KhkNY*4l5=MPRozC9TXi<N{jVq%^tU+RfT>dLFrkzR!N
zRrng)$+{?t$Y@yj%Xz-su6*u^RWKR#dwe{{>1lnGb|kBa?t$7s;Yl7YfZ|4kq+0=y
zI7$U_GkmUpl@p~~OZ$K)tbFYKe5pC4_AqtrHc0q?9G!DOo^Kn5vu!ThwzX_8+xD`(
zY%iP3*s|T5xomTN&+qH+`lqMv_qng@JdcBf2QcU%s+&v8OR47SOQseUmspxxT38*y
z-FE&es5de$tjeuvtE{b!E$<8bYL4WZ4PU!4G0t$N2c{{*xPkLTBIJK^8xOcoMFKw_
zKi-~5wtD?P_Et+qo*WH(UH>gMmcTxqudxYmuyJ$qLuE+;K@cl_d3kjS2M0}ERYOBx
zIqw#hFOBdorHqXMLOuD0?l%YLeKkb>K5vIFn`gMp#QAsktQ=gxnvH{lgNu!geQ{+O
zu=1voN5Nl5#fbUq#$^VPE}rB3Hgmz?ZC@xqA|M864{Jak-)v?J_^UAL{kZ>_H!6GV
zi?b>NBA-^4=4IvOKdDDXWMsm_pnZXkHbF&LWcqR|H|GkLmHFVSK$p&O)!2mm?(RWH
zRK<_mJ|B%w@~azn{fb}n3-hY8v-L2{*{v|iq`tKhudzD}JV#_d5roHn4^F^0z?W}a
zCnF#PeFdZ5Jvk#G0{Sb6-gc(8z9{e3axnm*ontRVaKrvybLqetPZhjw%KTtdLS_Cv
z_7m*efcOO)nb>xeHDOcpM3r4-D8M}<Oj0#mZgX&SocS&3q-^2)wIQV_rU@%T8C-<;
zaAyxUE%Qgdfr_4*=Jwi}0DB|ib>jYrQeK1=<6Vys!PzLcL+}!{tKJ)8PLpdDf0-qU
zp-FT!P?}l-TPYm0tEplhSCWlJzI*cWYGLEynO|Af(oRlE%NTZTivG$_Wp|vZlc~Qh
zz}MN?<@fwtH9l%hpsz3B^ZW`EE;BSjRca1!v#`_BwH7%Sf4Sd3paAzt7BJ`h4)2TQ
z3xFUl==XSkQX+$TwbkqSar>f9nsc@JtHI3D)zseGxuLJTtE;-CwzaeaAnXF}<!&gb
zo4C}dLSt<^K?=<5-<g>W<ErQ;J<fdG_2q6aJc)Lhgd%<Z|IX*8Cajc+4ZbQa&WA1&
zsE`4{B4SAeA37H#EuzR2X=!VV1Gr?U?h0N*H7!*oSyeG90|r*U(uQ6)XJb>x?Y+5X
z?Rub`c5{{dO~5J{GdU#%b01@GA5Gp@B#;GH-(OvGvp6PVE2;NiTh+#fjtC76hl2$^
zzIihdv-8bV-TNg|^X0GL0Z=W#_*z_aS6FPZ16Bk_wZ^rwZRo1_P&;9uFp3-*U0&T6
zACnRsV|6_-LxY(~tS}^z&z;$*sEXruP+02yc?|$MJnqg*A%JYOsi>o8pr#+B5tWt}
zYfVcIiMaGKuVW(>-3a4$*ob@Wb}--jp*26x+2Z_ompDnw0t?!JZ&=;bOd`NKur92j
zWTvO2;vn4FIVMc{@grSb!%z>oVU>fk)eg7+@J5{`u|Tlb$xA=uy=>}itkMQu3dZ^u
zTrz(@wX`_Q;y<vQts)?2L*>C$3w#!AUc{$qQt{Ezu@&_Oz;Po#w77F>V3`B@C(!DR
ztK7I=1a&$N_v5sZV-Wb;v+dY8guNbL2L&jO!US^`iuY=6bvx1*1~?a9f4A!Yx)lC?
ze{iy31so9FerKmkz(^rq*wcA?>xFp1u5op1ZEar1$VlHnRTZHziwGCv+?IKKx*G+*
z+tm0st(5f0y~pA&E%T?xcQY*ale;e58IsLT-^<@~;i;SkLc~#u&SLK3J~A#Q6`3@O
zKY&en8Z<U(A&obkEIz)46gD=r)Wvm6OL6C8aPSSW-xD#P|KHm@E0Rxo=zku*%v9*_
zz{V&p5&E2saZqG-eF@N|%XhW6H#+?cEUaZ05Mb_K9n+AP)zgDOU`9kljJb9&(tCMo
zkB-4678(Y4w~9)^lfP<ET2;_$70EOWVPD{Kv9;Sj(el(EgH8QHy5G@q3i(x+xPWll
z9b)*=#F(sPb>&aV<5(ESQqU-=GOVAvg9SFe3mJNV5_eOrxqjuq%%_>9Ni7G=91)uE
zDYYk`54NI%KZPA`U(oSn%=qKYi%=vAi$Yv0&hVhGKG<3$CfWg;LR0etN_@Pcf=v48
z>6w04Vc7r>_|4zE>++n8dqVN@IKVpnGgT_mK*vyBWn~h**aXdWQTtI+VnzW8q;E@u
zaAjcq{JKEdg!m^x{IX((H~}H{HRt4N$#SQ@!_tRZo^2@8b#<4H{1{Lk5)AS(-t%8@
z@Nshht!;i9;^lNxRi|Ei!-5DqpFmfG_rd6xTL!a1kI&h39-!XbY7cn%eX>B4K*Zbb
z72r5>KiCFfY=QO8^don>U@)z{hS)74({_rPIAr(5I?B{l-gbwX=iB|{LEGG1K42hS
zJ59b%PcPlR0P72UzkY;<n^<Aa6%6p!R&Oq@s*0(qYQjhzO%K<HF~t)UWK~VoUI-f(
z)YBuVVxLboC3pq4zc`k|hK*TSR1d@w5-9>t7Xq$_<7omj0IC`bzW;b)q_VxD{dn}a
zB5F3OUsQyI2bIQ-!b7w2x#~23j5sBwr?sPltrrDlm;k|<4Ji~I9R~;fAm`OT%>l3!
z*{-I&)tRSqQVM|0<1@i$f|2JG%8;~UT@4i6yIH(+Q4$jJuxN;(4H=hWaRIMWn?evJ
zm>lzNuC8uP3+n2|Y($voU%q@HIJi1GF}1TSgFQup&kd>oBNQQobRT@T0Ll4kxE4Qw
zB|+B8AXL|O1HgL#PC|W{U??`wh+k@<_^|-IfiWv6wq{ULzOEmi(90RWg!2x?#Tk73
zq1abzE_Afhv@lTjbDG&1ZF4Zg+^2vHHE@{X;u^B}qH*6MX)n$Wb&M`8uB0^8KfXpq
zN-b3Kv+<YJ`uTan$y|QfFnfP&351{^5tHKmJty#nXi-X81Qr@aOZcmTS4`DFW*zLn
zgMrY`kH(6kJ1izYD=ROyyxhoH#~mwI5i*Ws+H+ZhhZC|+n3bQ8PvAfML<xXA0B#L?
zL-H9c-*{1je5^n7I}FxoMuufzfQw_7al5^(Jyd&5T^&6O6SRdYaG6)Lx0ej6&UpY`
zhIe#~om4uQNvyxVb>(#F+l|w^s;?8SFncn7zTf`)8%u*KTIqkXakKws1q*8d^dgFu
znZzJGokZCpurq!nYpE>EadS7fwRyQW{A%W$n^#RuZu7Wr@n}JepPFEDIwvB?1vTQ<
z@)Y>%{FCp2|J+}nZkXM<ChhwnN<w0!tnKHA2<hRHE8(fA_&GUUS-F*cer`?TCm_Ma
z2j7j?@`#4DbA*}u@&Y(yZn16DKfdYmmlZdKBRo8XyTl%Zwhga&328fRpDw>(O1GEN
z0iY_HlHzi!lT#A3v}Aofh@L|E+h+D;Gl~!ii1+W^0Ae-oyjJ1io(s$3=a3Y1n0E(g
z6@-U3#_hNzF6gf><VOMFHc>@0T=t+(=h8H8Tje{<edt-&OIFlq6AtbC)5G4jrmwG*
zmyK?AdR9~ugMoB(rl`>L3?GjuD>KF#8(Ujrg^Q=v%RRKZxw^Tdx44d7L_j7KL(lai
zSW#EgpMfExzrE)Cc6p%aBs_f6E#-r03L7jZ>7U~zciAfe!8pRas~W~m0xmR^N>Fx+
zjE)+(iv>F;*RQ6gMvkE<x|7W8HGV(uXPEGiDncb%i^D@)QLbZxXN^u+pcZWDdAZSZ
zwIilt3uwsRpXW+sP%gKTU0)6sxxHUQcQD{Hz|yh7GN{6#DIYQbpam+dz(x28d_@Bn
z;6+(kS(;PbR?*hdNX6M)@AE{upNL$U`6Arub+*<jZ>3Dc-(pqgH7hC!X9$K4fbT<o
zH!v~P7FJZ*nVQ08-2Em8L?b=t7x66z*nq}hQ&2p`)m83n9Ts3=cwPzr-*TfY%=kH^
z<mlsL<MZMp?-rC%-&fxinUa#17F}6~Fg;00U)tGi=kDtLvqzALX>xO3TwfJ~Apt!?
zSyD7Au`A%O6CZKw35>NsaS?c8Uz83RMYd8(oH|-=1Ij%`+s-xRIT@w^kk(=W+P8|D
zP&vVKHXVht)m4lv(-V_lqhpca5pVAvZ=Hh=8;3i6PvN-3p?tivbU~T;+)jmHjhO!Z
zwS5X~KUV*8{j*EOg3^^j<^o7$>V7=iKN_Czi+`WCfva@KBcpI*(@;T!2v4i`Zp7ca
z&j}D7d&$U>;K#DEe1cE`|0`EptCyJbV+#+Lwsty>#b2BGh1vH6MOAnoJ}yAEv{DF)
zt7%Ff7&tNL!a1aV&CUUc0KmlR+vfS?Jr|c|{~fF<W+WyiIy&0VzXuSRS}-6^C{POw
zsAV{c-Zm!_#M{yJ1{EPKJv=O7e|T{8$0lj*_3$v^GFUZes-pusXzI^MLLS&kqZu$^
z{%?SGK6n5u69bij$uQ!erN0C6AhiZHxd{igpde^rOv`HJ@g(}@X154EN)cpORYyNM
z6?0;AmiUj@^lmQ2?^nH1m;2%1z{guT3@j3W1q=@l3x9rj3E%l1i>D+mjc$yIwZ^<9
z97Gcq`SJz=>06JF(c|U#bVmNPJW5^q<LicFdN)6$52yTj_OPp|UhNf>7@3$+-5eVl
z4;ZCl!WvcGrKM~}jt6I*^>yj{%hF2gnvlNG#B5Ot3cfQ18vAb&2stJnjNHoMiv&^N
zyC!{~{kkco^O$A$d}9HB(iu{qIWjpg3EgF~!xb}8Nr=Dt5(W$qwOcuZUwcaHux1ND
zDn@~*xH5kFKt%@Ap9z}_nywp4I@2g9CnXeHmB?hPA?rTqCnEAvj+WU2wP8q0YD`3a
zZ)0s}N|%?hx8!#@M^6_EbqRSHeF+I4E%&%Yrv5T4Efu^=V}gMcVzdS|_9n#JSow)+
z27qn0BV%BsuCAt+TacGdFF7HaSg}w$aA><R83rQC-s0*b9I({&6c=w#Y>rJ!YOBgF
z2Kqi>ywbog_N!=WVq#3T0n`s#DlP{mAxKO!bwqh^a6Ux|3I^+^Qxc*tUx+hOGa=}w
zH{SP>lgCeAUk@KI|NYx-tQ=eI2!9cZjeUCpqTK)<B-~(qSLN+kRM`r4W2UycwhDsB
zTNfW|l72LDdaY7c_GZo`I9NCVXW4UqpQ1$K1M<TlFE6iF5!rc0kcNS*z2$zz>iuOi
zCqwyiyVL(-JREVB_jqSIx>uNkT1(4PtKE(?$W;BCnzWR`$mG@*1tas91k(d6ns7kF
z3g${z0!-KQ;r1*I^o_2LC*R-y?H|o-d*45f%p1M4lDhZ=?wVHQG{-jg^rWR#21i5?
zDXlIIiO|&-c9xbjcCZUjFK-WkbPTj0D5x1p!7%t)NJO;Pwtc?_Dhwqe@z-vDZ9~cD
zFGK-jH5UJ2jdNho^I;obQOSTPz(51b<L)@}b<{39llNt0=uqPqDzfAHvdFAnp7sx%
zP**s4Ge}}$MJ_5IT^m6y1xYaU8_BS2<L1BxeqOI%@b7Eg=z_GBlalN2=I0yaQ22CI
zO#W^h0@_Xm{XZ&>L4&D4S4Toa&G4Jb4|EcY1IN<(YVu%A^u2u(3+)DX4`igcct9Re
zUt^oM*=ltIisqnEKF>EguB4wBmsM8&Y93y0tl(Vci=E@$zW|Qw`j|LAN(=LF_<Wu~
ztWII@;4y^X*hrTDh;sN!AUEEm<}HXqK@YKjj!GgzB0wA)l-bVf9z73S+j%&tzRFdd
zp5&}|^7=f(L_|mqQx4LUmI1UrEG*m%!1T4q)9T^z5Zo=y%_YRqW#&lJeh7?h%czHC
zVBh?}%WZ5bDr>;FRN>>&8xr%7|B~#Y%PW{$2W9+<4NnR<o;CJj*^#?&V2Y0i+=irQ
zR;52BpOq6RBI#I>{C)0#j<x<u{kLA{!^O(|NFackxw*V<BaiZ+yo-ahK{{yM=#3AJ
zj4VOuwNe<ikvo3)I1M1qy59%EU?nItZTP~k2hY!w*UGjocgOMs05+-Dzt<9;?Lfv)
zLUoyGd~IQ2{|yTOOkm?!WmQwe7&}r$u*UB#MM-spg$tmVM_^#ub&hQrWF-a^iU(j(
zW%iZlUoiN`U#~##;9dn<(y!GQ9VVr}P&~5NNb%8=1q0t_!~N<5#qJ`J7!VP$pm(v+
zu!kn>va`CNsHky(V1e?~1s=&&WhAspP)>DTM^REjL`+O^E*5wg(dfjE9vc>4v5eB<
z37$0>?sj{?pEBe#RSz$X-8_2+=<1*fRwdwG`e*d_7`o$fh-hkVE<{D3t*x}Lp0BI;
zclRIVkv-Ar>D@%>%3+D2q2V$k(_0*@z-MRR=aL=IrHJqC!QTm<dc&UY|6Xq{sw1B~
zq(-Eh=4LVduI!_5GlB}E+FLklur7N3GaFUw<-AEt|3dcQ(M&y}mVtORF|(_wrDtKG
z3LYAeve0Q5NK-LXa>WT?W>kU!bkkMYYn>QSE>y(Cm<%$o+D@N4h0dTOMY*ZbQ3x(8
z7hNeTS~fj>fvz`FL2wZuAD^9@n~S&2&Ca>Fy}3HKtYKtiV5kSR6ur}nAC+-ZSxFZS
z%!;TOLE95UL(6K4e8pX@n5EaPOG{}MQZGKbV{CH+N*OFAG{+1^z1=>ppIcK5xHEYI
z{zR$Gv50OvN_JOYP5&C39f>!<BUrK#DT!<8>aP!OtuqLg)O0&|+m4(sin^)0g!J{)
z=2xYr+IwqJkA_|3L8br!Ga^2}$F)Bz+X3&ec0ZK?%QZavJkPAEwq`o!{@-Cb+nnt6
zw=gIG*g7~I{?^g1b6Q<Bx+Au=dlW8=@a@}1&3ZtHdt3!dG3~b}r*<Q0OhNX8&L&sq
z<LjbbiTZpRY|W>Kxbts<?zfj`Ts;O7INVCt;(R_YQc_^t0Dm|%IXNaf!s{H=!z#3@
zZKRP&uzPlHZc<TNTTDv9pcn)r_Z!f>&Xz>Shr^?1hSQV)@A&TbiyDMc<wS$ADd9O8
zDaw+PNGv5kYwR4aE{KWpQd5Cf{G_Dx<Xk928+&&R9hHWHuAZKb{HiJ<B}tVZ8Hu5>
zvf~@GB~~*-9NJevu3+yWGLZx*R{gtpORV4S4G8#rU;SgZPW@7mbrJ;%GjpZoF2!n%
zi+2!&Ff&_-wXM?Q7wB5gsRDQdW}%@yM3YQNoT=s(@PKWkSP~(KZggsFYHCVBOlD%3
zg_4?#iiM)Srl^XUvAn3x$r2Kk3<6U8Pf5u>M#{oGN0ZwfLX7+beU%;IX^uYsT9>cy
z8w^Zj!~hp(SPQ!tyOV82ZB->LG&+p4Yt;CndHW(JAvQkx7mS^&{at%IyJ9+uyw$aD
z21eTIn!50RQE!_U7Lv_E#CsH23?!i^1A7CX-kE7RX7c$1kO*3UBCr6L(EK{+$Mk3u
zPR`yQ6dyJ*vAT>1fUB!Iy{z1XMg5Y!4HTTvj?V0AsY)b&M8!{4S2#GGk^IL1*yXSS
z<4$USangVzKi-c$^6FYNIl`hDAE6`-%g~xz;&5~Jx_fwfx^Zdd;aSm6OB*tS+Swzw
zy&m|TkW26X*?9ky+bh0E@g9Ss&BR1PAmnPjzROdOfj}V838V(QKhGaB?0O9{(&D2D
zljgC+8f;+psQV8`6FP*ttjb<b5fRmY`{(A0=9QIH(IOr*6|>5>R2d9WGr{G%qvf>Z
zsMupnt#CWDx(4BbokF|dYia^T1E;GWAgs(u4wH*Cq5`l6d~{$UwQp+$ECb7^DVV59
zM@NPRhKuZNPnTMb&a=)?zX%09ync)T8!Z3N|2|@`wuO6rUrryF=Gef|>a-ijzzu_g
zSe4}D(D|B?AV7>Yb+(R9SJn<SP@p(O_(#u{AW&*jQh&5*KNIR1<(B|v$1mI{!gBmD
zC|{ht<i^M7sw!-35XNk6@$^7zz^oGLIWkO2YM?(WJwGoc2i5Od(*qfqsWy)oz%GA4
z!f~S8KR&v9wGA|Ho}MBEwRLaQAUUI!g><p9ec>~Q2dK2y4^SY^m1M0^Tc{<D!ka=$
zsfMhid?HMo11H}T!EB<wKEJo~t@yJHaPCABzV<-$$GdVF-)wzT9aU7~>zMGcWniJl
z!{6Lg<>orG`v>-L1dQ8Eu&3r88~Z2aKIW~woj$*xw525uP;2dZxvRJHW&lXa-v1i(
zB~%TR<cJvhDQTlpwC3hGq;Sf>xi^U!8QsaahoGR*x|o9$l~4`~7=T?&-^a6Tlj=Kg
z>y*r8(xuMNB<J}(KJiPID$Rj7bm1;`q`p^gfpVz1(WNn@;?Ex%Mn>jx6WdcFFvG9@
zpID<OX6v1{cXuh`LKhc`g)gz3!C<GHqoh#~F3u;!#O}r7C^9xD6?Bz06|}Qtmh@;#
zAYN~8Q8L<yfeAZnakILHFok}HnAkf+*ZCCS?kX-0@m<gWT}ankkRciyh6QiXMf$th
z(H7#$<+lIx{X<S-fvgi1zj^Qb-TK*xG9B#+{<3ijY=ahKFloJ`vGEB|(<Ue|{9$Bh
zV4$v>U6B6;_wa1r)WN)_8o=8_3#IKM(0?mC0_*GG)#1a}snF^0c}Al!r<2kZ?v80n
zhz?H+&B-WmQn5CdM1squv&mWoR`gO*RDZFTG+Q4O<Cz>Ti1WU_6#^4z%zOpzrIjTu
z?bI~Lh5=o8cT{$6euCl2okB1p7G)k8LUnZmXyW*60&}sSKiexvd2qioRM?Au_dj=!
zX1QPQvQobK*5&-~zVQz%3ge|T?z#*ZbOoZN6_p9*Vvgyax2%t*fdNO*RK?`@_+w*u
zC~V^8c4JQ;zYy;tK31HXcZj#434jp3y1u`EFXFJO6M1O>USv~>{yJUd_qBTrAhM8A
zjt&kEO^rkjjMG-z66)%$t*)+vG6`*L27(3A#WbF9tJK^Y*an(4(a!rm-}N^n5jP6t
zMdrY%lH>NqPg2G@T0M}7*8vN3L15eKk#@QbNGA&fe(mEO9@a2l1ry<En3Qy4Q5y=m
zF75Z0EjPbV@{w1|DAui-Otw>4OYOe8b11EtnuTB3&lp5SlqunHQc?M1D5F+?v|<+m
zlZFR2u@DW1q4Z~o-6al20niiDURhjJ(bdgN%Y=g--2_-{g_h+B*~KjYz=TyKk+hKe
z9|cX~w@#m@v1V;2k-&ew-M7`mGWHq%uR%p-;%ACDSUKNkISCh0*4Bo(>v{ur*(%4f
zIy!v#vgp_vO#&Pn0)N)mk;Z3$1(R$THiR4<9_}3O>_l9FBYyD9xpFfL8;T)m$*F;r
zfI&25g~zAl{K^Pap}mJy1hXMt&h=rf|ARl$x%N6-c9^cUw-f@`62hvZ3Nz!?TtsW<
z>Pik}=}ik(1}w@mx|*9qTPyQ{8(*x9iw_xA_w>}*w1T|6ERceOdvx(^krOioHjO0t
zTYX*+=h2ulk5}tGeqZvx#3v%%d-0@ays|ad4=b9WGa8D^i5VEp5M2_NrD3f+0bbUP
zE>?~OqYO;^LyM}CQn`MNN!RMrGkzGLp!J2{?Qytyrmye@_2tTm#7H>6^-7KoRsfk;
z0FgsraUU%sT{X-f$sbb4-@!vl%BGuk^!VH8Zys{X!Q;@XX-1Zh_m?}CZ^tw)w5S)f
zNvUhvN(J&Pj1Dzd$Js>sf<9+cXGSh5S$XluUtVqy5KJk-Asd{LfrumI_WGKdzIHBV
z0otjBlWi5CDPjo54(>+6z7+j+fQKHeYfCT3j&R_d8bhGu)!#<HYRPU(t#wW9>H-Y7
z_eHg4mwr7ae4U_mIKL#uJGZx{4R;_G(dL0gRDbqOOZ{6qbb}|F_p+L%r|(4~5O{Oi
zLo;Le9n9hogN=+--k_R>dQBs>qJYSr!i98ru$VU&tFY$v5Wt@V45*?vM$dN8vh#vg
zkQbX_va`pVMv<w57Oxvr_F&jj^1=~cgXTC?8~`QH;SThtwu-2lwCu_#XnbI3;m?W)
zFE3IM#}^cT$j*G^zalYm6Z8yKwzjrsr>9BPC{POC^zaZSCIJDCo|XV=7%saJ*gQF}
zPL8bqnOa)i8eaRYBcrIPSJ7U`%OF63X(4-a!<IxA{BMhSSxfKZ8td=G`Y&ZigO2a7
z$H5<dUQ<)k(+UZR@hA_To}8N4M}Dj>MIgyj#TqCvJyioE65|B{ayFLo;!-Pb_wV-3
z?LF)qg5wLnMU|DbkSMYZHMBRkgt)oAuFpI40q!z#j{LSr;P<!lflxbK)F9JHoHdDC
zXMl8K>;h%u;{zOP&{BLhf?p8zqrO#Z85Fh%B;4cdB%iFzY=2_sNYW|pMJy>FZ12=_
zl&2t86WHp#4v!ouZwGwt;&S7!>hSVLfhcJq>^q@ghb%I9xLVp4momideb=(^05r(B
z>`s75N-V7zBs-9fa5aQCxF`&MU9KIar@==?WZ-~B#6_j)tH6UB1Hjc==qLE4ib6e*
zkOp8me9_T%jg=5pgxA^O-aZ{^Yiozfxgw~)4|9&3MEpO+;<Bry5UP?&WaX9R@A)ZB
zQ;eXD)q(SVW^#IIN`#gk5JQmNc-e>SB<hDM9>)z2kHZ(UFmX^|GvRXq8SRW9QaFSi
z$Q3T`wid6)>+4`p*ewG5SY_pjGabt8Lvhn>)wnGNCm|`XUD6u5aWmL}CBe@_co)*V
zNEit&9#kG4D_BCpc9K&1A$_g%jDoB@c=X(4ED{nzc<bbh=Cm|VR3zGMfSludcKf$k
z29-z@Xz06s|L$H<-`reF-#3dqbs}ijP-$Xp4BmjB57n@`!NtqY&CR)Cm`04hYXcb-
zf(527Zlh^n$I^dD7BrQy{f|1M`Tb)5jR!2}7xS0BgJKg)3v+O65{+_cAOa1L5NRmH
z`eWdN;u0z>i%p^8XwswGz`%00(?9bNKi;_derTxZYOesvK-SjJ_kEge*%Kq&69YG~
za7i%}7hNtcNPSe6c4CzAs*vuu=W7)b8hIgqE<V|i_KHHZ<QY{a)4>Gj#cWbrH3upQ
zlrY*cF#54EZl|qIpZzlAS>;gTn^BD682M^EeE#R5Ltw<Fq;#H1VCz&rs{9r1#?!rp
zdv<OXOiW!(P8{z+m>qws^=-7nZsih)q&!}flgNK=Q5wn?mRS{AnNuTN_8Z6tkReHn
z18ly9{*C3Wp@nT0T24wzUNkHpX3xVz7(IG=S3ufJtAQ&c<P{B*yu%zScb|#{^ZSg)
zq0|JbF_kb>U4;WogP42A9|A&jCl10!h>ng*h=K!ABahTQ9ZXBZP*pelTbi?G8`e$f
zD69=XgAle{>+rC2cqD}NtG6$>G5?xQX4a`qwftBNeyG!gTsS2iGdDFoxuD?a#Gi?+
zHBqD2f4AdDPctNdyJGhs`p+BAq1U8BLc9|pKHmA6t&@Ef-PmY@sTgO8PZ4JhD-46|
z56xwE))v>BM`XpxQO24YI~yB2JNqhn1r)@ahWQosH1v^Z*&_|DrN_90X=1^^%ggmZ
z=_x9A)T@cE6##79?RK<wB5|vBuhJEcz4i1S@_UpW-#xhBRB{f79F}m=FS5$P9jV1G
z_aN~5>wTZ`-Tg_}#(Ye6SzB-ZTwY|oq5n(TGx!^OgM=R|sOu1SP>!C?HfwFw4@!DC
zG?9!<m>vYXF%dzKUD%I?i@68eja17PWe4E-I8zT6Q?Urgc5Mf=+6}=_!?^3Vp`!R9
zM^99KM(1dMMPewmHMKq}Q2DVUC@9cn6;RyOOisg0wm7x6rlGGWhJpee9UBz|2j?sR
zdbs3wzg{fO;kgp=dH4q;#slpJhg28D4XE9P@*S3tvq)*GiviD>CEys_L-9ueB3!@@
z<AF=_;GlHJ83N-C-6L01#2SVZJo8OJXYYi^fx4s+6FpgVX`Y+&my5gm-Tedf4pL%N
zLVTjKq^XrBit#!0&OfFQIB0G7_L$uhR5g*ZP&E$t!AU&cNk}@hLO&%>t!2vy7#ITE
z`MqKy!w%hs#vCxU0B>s*(Zc$i$e!A?q?o3)NbMQJjXs~hw^=1`xVWB^{lR6yMgO+y
z>K+e=tE%R6+bPwrdy7F>STGu2_2k5myA1`rj6Sc!7F%+Q=f`8lWA>6a7Qc#!Sh*Px
zW9!1>$5qIynn;|@&YlO~9bNY5|C8v08><Im3eVSvF95s4(WuY&VlsFKjbGYbG@W==
zBt-44VopG0v0FSWFbj+mAJ6(2IBw=Rk?EetGgh|$!P<WjCdklKGgt<#ZSwK*1)d+r
z<8GrFz5X>1BIVXX%j+<f!^%j5xnBgW0b&MHR#wt}*q`Ev5=>H5HZEw6&)zCCh{YiE
zmhQr`u!%3?hwpKmggj0g?G_8Z=2;jgq;u>|<bIal1VixRQmcZ4B}5eh3_toGS6^0>
z9uvmTk7<o?<=r5;pz-<O8Ko6~;$Z=5257z6?I~&hsD88K?)W7qk>qm^AD%wP#Z_`U
z2Yv}#Y|-TfN^DH_#}Cc<*(DD4=BAd$=H}+sMotc{MNQa7T{StPQ0q`vvc>|+#L#XW
zYG3*oCY*ndkCvS})Den=yr4mIPK^fzFdm?#4^hOyOUWrn&ri)w#zu#qnum|ST6jGP
z3&uog2pzOiIPYk~N;*tt%eq?_2c^2OxjM8(pu|;OL66q(t-F}?Z#fOsaEQhiU<>#6
z^2FB4$+W6I46~rm<7qnWjwX@F@LOhH9uXn_m-Dle^Gj<xN5_gvdgf_G_*e~-UD0U%
zf*-Wr9k)POW;k6-$uL;V8JV2|w$V{mF+TCy%dM4b86sE;A`(4`nX%I5@~S{r(Cc#R
z?Qfv1T`)QB^&Q|j+UoGQm`_`fK{?D&7gv{+v`5sn_`7>3Hq{b+178@FmX)87mVgub
zBF0EDM;4@Aua*93XW#3Ko~5OsXSh1Mye1^rWA#*o=ylcW`}DG(A%+4&je>)cN#Xq*
zHh9fzW5L8Efk+4odko`XXJK1hUPMX76zmQAM+rxDI0Bw+tuXlKcLscJZiZ^sMO}nM
zv+Z_A;?;DIvkIFcY0Ok-(MCEsmHDOS8x-Z4no~TYe7vjLdIq`ZsQX4XZm3d5LkJca
z*&kpm1zr<_p!1{!8kTPW>|!kT7YXp0UCnrn*^UA+gcA)4E0PQ%VYZMTr?0BCIUyjx
z%L$tJYJ{7B!7z^2z{_UR@)@4ZUdV=d^R+MpV?Q<clAAk%|8`GJ$3%-cKo;5p*&kD0
zUO-0Mi>0rhRK@-GAi$uEYc8`ex3sjd5G%oQ1}_xvN>y-Q<prm&$5aGE^Sv~;a<Xu=
z2Y{^=<TTSmqiB$tZF>|HK&bEiqZ<%W0<_H5hqO|~`zHf_x7~xHo-R*^0=!LbsNWWV
zv(wB?!hnm&d2CuK{^n+gy{QPAhNQyeT1~ESt;OB>9&i>$DMKhDcD7N{NJ>RMcdV}F
zoK;sd1o^6~X|VE_m9_rza=prGt_FQenaj`uri8wq19^libp{<^f4?4%NS|2mLJ(ww
zcFVY68#83-IR>Er@l>1=8LU|2K+-=Q?mk_8a&a5=qD)M(FjYI*I$hysZS}l8mkI!|
z@XyzmJ5pjo4hC4nLFz&Yatv?XC`Ar^SXi1MMFDwCOal)p0G{RaqXbypqT7>CLy+35
z*{{k)N6Sr2p?Xn$-Q_LBXYZ#*hO=%#Vw?oz1VOY~;;a4r8w}J8UETfwNBd`eQ5!84
z`{csFqKdk#k~jpST5S+mJy?PA!eCn-Y+^yT_s6AB(3CPDVLV6ME-5Yp!aO&r!9q&H
zCaOf~q$NKARBj<)+O)T~uRz@t1m~t28bT-bRWtZK+!>=t&ChR(z}}?7qfaQrWkDCx
z&Py1}Du$v_SEi-)sPb!?hm;kLe@05Ikr9ngU7drSUB&#6ybqm)1T40tMWfhB&fFW1
zvjQlC?ZKdM<4{urdjz>;atQYpRl1Y0u^Sikq@rN3oVo@KuEjak^!Ww-ZuiUctUrEU
z7rFQ(FUUDuXgPe9ja$8@_BD15bhR}<EzD1Lpc?TrauLRN;}$hAxE&NcmeA~D5Mqah
zw0I!xFZuirFW&<FWcs=TUato>b5_8)XYxf_+Z!C9bZ?{^#vt-&ctL#8;XwH|FBHWV
z$Vo7xL|t+f?;+F*7zw>RKJ*PAj?1aI8k+d1B7dtQ&dT5Nxjwi-%m7YW|J2~5tfVZ&
zN<^{@w4svxzrdb*$Bk=tAxulmSwR`B6W{sY_>ps0W_C<&@^?i1a9=|oH?t#SH$M+U
zh3;Qz>A6H&Q5mo*WSI*^=fzQIN`?j#8=E3zbmg6`rB$Ttyo{WqGc!wzz&2l690@f>
zluTvP^>i7<v0%gNd9qTT=aLNc{=Ux=u{FUU5{^G=bArw#P~6KyL#qJQZ-*9{t0t={
zp{TB}uMbpdrKH4wSsM{zBC@EGcqp~1CXzqfqDBj6DpHHEQrRJloZ4Qp4tRhTHyfX<
zD7%7Ut$m)T-qQmr973>^m4X71hO0cpwL+*b8UAQ^R78I!yfZ#*qA7(K89ou-@zs9#
zu_G|4I6JYa8XZT2%6fTrHO0UvF$GtIn0<J3ZffOPSy59Xzb+jl;rnj>`F^<?eY4wJ
z=g7;uqN1&@iJX{#;MSb1UM&92zz1JP#r_u2Om#-uO-7leAAJv86;hRhiH(k5kaTu^
zXnAr&R2?5p)WwA@x3JexO5bSvAYZ-QsqaNb-01c7VQSy+m!n~i`|i7L#hABoU0`Nz
zL^=*Ol4R#-MK0BxY)+PSGpsPU+=Jg!Aal|=i*|az_W+NloBdCMoCy&<iUkA&mEF|*
zfucrY#Jjgg65jStFl=uyG=9}`WMMKfBqcR9EioxYMG18S15H_!4R>A>bZ}u6b5iba
zQN)Nskj3s$L+ju!paY%7P6untmB))e54tZ&mxrhH^LPQmzAErd<k{=r0jc)wIDzzG
z#OoS;GWqO3WvG~0IgEqU*3{CQ-*_gX%I$oAOA*%E6sIl)+z%%$qNXygdcVKq@L$j0
zHZ5!M;}s;uq?mg{O|d{r4GosU&AZ0j%8ko8yNThbFu4dyYp6t_MrXnGNpkw&WkrQ_
zXlR)0he_o!-n(mBl!BxG-P@twAK3r9=pKhORZ9#!>igSAL^u?fMh<d>eh#2!20p0l
zZc2q6Om!a;*%a#Xl^?Ll1D&gf2Tv~#kEZ6v7S6eqWwo^QVfY)>i0~0gsgdEJb&lDU
ziOs38<=?+`^pi-Z%A4$Fw({J%JQd=BF-a>I_wusF?*toFS(5-1S~AR%Vo0Gl<Sep4
zDXc}Qp&@XwS+>?EB%}nn@yXGtnTeS(h4^?>)cbq)reG))d<@ZCUM<nog1#br)4PLc
zLYBaPvWx!>We=uX<uj%Wgnjm&lR{xp&hgI9v`WjwCMWRG1|Y9JYhA)DBx}O)z)4CA
z*CO643MRI9xBGxL!{KUeEbeDyyAKy56-NnLYVOhl6LFppuv5SU0$V9&kN0tL4Tho6
z&|ox$0V*^qa?*NQO43?D;Rpip>kqI!FbSlr>UpD7EPb97aA(IjW*g$1Y}k71BNZt{
zy~5hMUO_`isMNXR0A?DNLT@N3AC(qURy@XU@PqqQgExBs!8jHZV;ByeVuX{tXl`kf
zq8YFYP?_E>Mb>Zs3w8BC1~TMKzWN-PLoU1E8DIrJ8sL-^zKO?>LNECiSuvq7KvZD}
z_i8ea{C=OfhwH^duw`e*)|7`-M3$msWWa1M@P@{Nf~GpqEHZ6sZOu!m?t+cV`xi`B
z^q+u!ZVoN~=H><-K6*3_Obj0pUWL;hK0F)>&~3bUll`N6<US-Vu&b=1|7yzmofGs7
zYX2&l0s-m&y=NmA81w<b#Kls{AsvizYMQcPX_;3)etw__WIG;<h)~4u!oBlB7tNL=
z1}@C)4KFR4pu5`;Nh&Qa4n)sp*O+Mexv75rY%c}|g<y+68_9a7r@1X(vkRxw)05Cf
z2Jiy|f{j(2l+J}+-cJ{t0*T5$y+5CC^6ZY33;10Qu8Sbw9)UUofs>6{d2w09+ot;{
z9%a~3)hRZ4Fc>?{A1#6y1oLyu;G^-|3?6_=(-ZhMSo!%SN1jIlv#A*&rU(qI-*S8B
zxXlG@>c&Mt+Sig=3rCVL36Z%fHp*mZAToxa35{|Py`Hp~1Q9+5NX~_X^|~w^D$ZFD
z?_(nVmt0yh(##?-t}ibS!o(?!xIt>f0jx-9X&OH=(6A#S0%kkmP+4w1OD>qe_Bt0X
zO)xe*obf{OBV0%}@HaO9`+`qK6NiHzB)!a+OO~V8e_Gr$Am6^~@FKP8+Pvy>>hfCf
z|K+s6>UPzU_%ZE<5*fYbmMt`eQmUshrB=;QmX1;&?1pV}CndG<{!owod8J@ucT%i0
zKR60<H)vnQ@S1FZg!MoH%@~6Y8nTf1rGb(6QZG+TsYeej8nvdUSN!#pr<Wy#y<VYq
zxVb`E(@_4FaIgt_lFJR<$qDISgCM&=Qv2fHm}G9mImkMLQ1)8Ih47%sk;bgJ2K;c_
zDKM5o%30zlY0l#rz^D>)tE!`@tRQ(J+&`jedS$%j{eBEYe3rGIu5|T)n|VF~F~RA@
z#o4LNl|8I|Ixg1Fk!z4N=vVk__`u&NAqWWag<D`9=m!HkG8_SzxN_|5VwzKuOG1M8
zS<oT8CI^D0sZ`}vdwdS&0RsES^IN>cjsQq^_`*r}-|;fTXNW<!U81n-!~Eao5p7&A
zol{fLpoe|{&6uUaERR@_6d#a!vAgXB`;#XC)E9=1Nc!H^ICwr0?E`=g`TWM504FDc
zBjufd7t@8VuCC!0AJ8YX9wa>nK_Jg3z@-0Bz}hmNjBz##C4r<%?ZB2MY+o3*)YOFh
zNC>`oL(TO)E{dG4cg(wBRzyK@-JK=Aj~8oL2K;`%3BCh0n+rC7W$sAGS=^W*)5@=-
zM-)Nx*5-ur4C_0Wy}Aupoxb}g<&B1LLsQ$A|4Pw^dIZ+8vqgj1$?-N<@?|WVnI`v~
zOUT-d<<npU!6qNEo&GL|;~}p=U$?gK*m=Lfc*mF%p`2FRGs;$QH?$Pr8MASca&lsP
zN1JDFY6hmYXoB+cMNCzatyahZ!6GCGS+rR|Wj5pYAW1?9yP7({yfQ8M9rFIsV?f3J
zB~Ox5-GR0qLTV*s<2<e<HS8F4P5KGOBRn&_Y-@4V+cUx7=fz@Qu*J>8#>oc7QJKD6
zw*0zQbsAILeShyAh%kiK6bAj9I&ENIu17+A-;I6^2(emP9f`u!l$Vxu(sBrcqY!>8
zh4^xeJ%{i4=(&7b+XWbK`u>3sulzsz`N-w|^ab3_={xn@pYQY3m1O#y>~$=ZD}OP}
z+O(`JDk(uU`~q`UY=72d9{~e(O|Y`Cw5TlGuQbAzlq;|u`1Duis_*mhj79k6`ICct
z&I)g)9sogwm1fLEk1;Jc&$c<7-5;0-kqm%R3$L3(`a|=Xpam6yhtyEFJnRaYDGh_r
zs2x69Gfr(mWl>q-;XLvC_ZEdrV*N#a?m4X@JhID?06Qrn>0qJALWEqK`tu$8YUWh%
z<j~OOpM~{5f0i_<_sE_>N#{{q6d!I3GU(j(+uu)Lw6_C}_F4KqFCI7ho`qSfzA7xQ
zuu9f;Rwfl6ayIvKUIjma6A_=w_Y(l8J5n2hlj3<!CZ5x?=)SL@t!>qCuc0GG(GNvZ
zG$z?LtQe*t;21>@UYO!xCFK;P78a)CqM%@);lbsS`mw6|H@Yq+9#PGQ&e{~`;79^7
zH9tE!6ORN^Pp@LxJ>@n$0Si%{*vG}jhV7M!kG71Ore8dmMXu)?c{HfAy`jCqf8>3+
zwwWUZQ^Ft8U&z5>3fbcrHVp@yhL4|I#af}in?}?$<&+kU_f1B+6ldkZU3vOywb{$!
zXgX`)G5hqr1uss93EQ<Xl&FmORhYB9wksVaKj1m3eEa?2jU-UNe0t;K<*a@y@Z;sk
zX$$nDN5Iu|dwjZxj+}Ak)OY}Mp{Mi8!5UyymY5+Wi$@ba_Wiore0fY!-U>W>STXY1
z&9Ynhx9wNt_arP!$5d|%femKt6D)@O?N3j*E{IXh<sO!UgixRS*$@po)lxna5BNob
z8jWp{K=h^Khl*7>+}KAvo=6ID0M%b7Gw1ZoiBSO#!4;R6z5h5IOz+y5RnZKLec(Wp
zF^#|LZS*gh$xb5y(0tx!PC-z0%-}&)wl@-Uxf_4T;c>D5cb&nY4H9V&Fi@9Ag*cLy
zxDRrIjaDez!Nor!(%mnm4tCzAaoiVL0M%4Vx_M%{=wLw%8p<P#<%|C+KUsyKTHIXM
z|AGbdhX@NYp{x{jD=sHlXc-yBUwW{@Ro;KQM2}B?XFZ+xDz7M3YObK6^A&KdWmLze
zUXA`NX0(Z1tL*NsnVf7n2m`fOGz5{R&QJ+9br7$nMHUm%$DKe3Xg?jl9}d^Gm8EyC
z-8RL9Y{bPaK9BZ`DtG3S)ipy3|57NL<s#+hE~)YG_72!iq8LG~Wt>6wTGTiym6V3|
z<_|T&FN24yrwg|Z&z~EgL&U8U`CO(c_`D`${{FPTLbC1qwq!*T_`VCYbqXRbI{&~v
zm4tXz{gNkMOl|cjJYD>=>tm$-bwx*A1_%p&NwHHq_j-Rm5%^^oc++u|-{bQ!U;6o!
z`|qx2W?mlA7A(gfF2^_@st;gi%E!1X#IGRhVi^(!DH!u$I9#{kG}wf7*wSM)VV}z7
z@X%G${>3e3|L*GQ84zINSX^IUM9W4wn09q+9q(%$rpO`BdRbV)95o>Rl1qb8lD@gH
z&BMz{E=Ug1a6+BrJoka<kcYR{8*)0uu;Tdp{39>1@AX8a$G-35@qi22%m5E92XFu5
zN3p@L!Se*LJm-O3KF8@E7srOnmY=_NTdIqi#^%OkgM^EMJ38W9<B4f?<}1t6k;qn7
ziI;K*(C1WL;AO`uD~x2Ki9;>fzEKh4ic^bnu(0qDnh{gc3<HsgN{zz4jGStPesfi(
z2an?+XugVh$vz4y^m%_$H0>dxs!FCMsUT8Gt64nL>@GhILv?={c{?+8rt|y5pXKF)
zQZP`wDai3fM$#6r(e^XH8?$t`*g0GLx92EE5^8El0nGGKxui72h|#E-2^I3x778`l
zf&k9rmmcSvS2w4?+f}c=y-Pch?+<h9SH1U>@r0-b!hSI8?}FW(pF4YdZNY|IT#AZ{
zVTwe#zNof_Cw3>Nwr4iBKSjCwLKi?+{%>Qzlav5`KRj&xgvmKJxttuOuXVJxx4Ak#
zg?Re8m7l*=m)|ywlawBvbR!KKfZktWk*XN5x<EZfV;IEXVW49Z3u^7@>IyV=Zm4f=
zETZHX-`<w$H&1SSN#N^@^yKtwz_JX6uKIeocS?mCouHsFH8~0}e!fN{Kis*c!FdnG
zm+aq7L@MR=-XEtZn}Xh7Ssc_ZH->&GcLNZ^hxquNjg>)j39m1PtPK4$0lWH;AQKp2
z+mUrQsl~<l-=~LDr{wujQ;QreV14BJ?8_JH>Wub8_z;yjIf+Ip*4C2l-@b{vBDkOH
zuCDTRRB%9mn_!9T;z}xnP398)z)(_Flv9X`jgAxbPuLh)&?P_QxHzvtLTW+0yWRas
z%f$u1%S|qMd9hD_=xmMEF3SnK*jgw$BJMyQJG6)Jj=5kbH;#zTiHT_{{_$-i6Gx>l
zv(`+V(iJf-dZOx_h-BO2coL}Gq7s4F=5=+`3W&b!ChD>DiepAdw^6Jn*V<YBy5x7h
zUHnU9`2B7QRru|+y1wuIJQQ`y_azJX$2`~@;-Fz06ZkQ<+G=M~)z@LuoXt-iR}{a0
zCsxgDtZMC$4_r4wGNSW`W`Ok8@C3`hGwS0gBVmuzzT@zKo+ni?F-sTd^Q3{<c4Q@1
zy&Pa*X6G7btPqu@i;fk6dzQ{<`Q&%EP3IOmjNYqJlfJsRHoLL7fz;IBiY*n6A5FF;
z%${FDfqg!p=+Mvu4s(B`kRVF?qutwk?2qY!`klOO)fu7fSyc?XDEEd)L%W-)wd2!i
zbjlHl@B2+)QSQGJuV0@FJP=kXn)jFD2b_cJUm0CZpIdaE5C@dm8L`Vn5zGk)YTxWa
z5HlmPfyXH)iLwyv7%yjTN9df@K(oH8dV%j*Mi~QXMDKBTj|c|`pBNJpt^8F%{8(WI
z%=^&z(fK(o)YJqB5BmaJVOq1{VM&>Y$gm*JvaZ<75s#mGx&+5VH0FgX=;4!L&zS&m
z-<VV;T89$@dUs?CUEwe9_aYTij2J3%X4}TqM|K~8SLW+#?_QCJnPUSk)J&J4i1E7&
zB*e<iO!((;x7ms%cP-F3prWUSTtJw2a9wvaJk;ITN~MBQzp7R0X>svAUm{Y;!2f*J
z$|zuex%St#?>^Ncgh7w*?qX6&HLNO0o0SdV`nl7$DjyaQ|C1_4jD;!CzbV+lb8gAm
zvdE>`Dsg-3m+rWycJ(Xp<@gUzLE!C;9jeL1tX=h|Vvo<!76Z$m`5|tqhL)Mze#C2M
zXJ=J*Ow;Win7@5Qyy4gLlWfx@R|)nlsJ&!yHr1lZ+K9hyadW$%&ABZ@BLhuU!*4p7
z8A-WB#D^E>F^)WW#U)n8_KKxy{Y+B>=$6tDji9jw+(KO)m4%IU0YQGwjcqLhogWy<
zSlUbMg4|ta{f+xp^@5)JtJ+%uPt7F%)ZHSzyf5`g&8@=n40i%#$`IV1-qK}IdA&2=
z=U%Z1xhrU$)K-iOv*S#WR_C*=B_z|pbfQ$VBB0y|bsn5=uOA;#k>KHDV-f~Vr&Be+
ztfi$7U&BKz2zD@n@Nr{<@NozjGv0iQ-I)*h`BiG;?lsNSI9Rdmzd7h!o`n*_EqwK)
zHD}L6LP`9C`zI+qCxh@5dvn8F4L^}7xf9qkMvNNxXfy@qH%2E_MnmM-WAQ*1o3T&m
zN0OD7Sh}ywyF00?+W58z&Z>{g_@fbLi-BmvEyB|qZ?cFd{Irw}zaJ!xI0@g~H_r%u
zJewtc<M%kd4*r`~S{hE=?z#YcUvM2vG+r)$s;1aESjw;t&walyAcAs}fhnNai<bIc
zkUdV*>+_kmQqb=CGXKI+4)B^fJ6rCJ?oV`bw$am)lMOU93?U$Y$Z42mq+#J;Sz7YX
zBHgP9$%0rdRPhWm@dyc>+*?qe5h|*x93U*Hu=xEV{rvO^#}Q+jo0C(53h{#0B-loR
z<tWxqPgYHpLEv2CjNCDB<dus{0<^UBRDHnDd0X0=*zlMq4wr?b#<euH?GBve`Js~V
z`Jb#klpFb6ZO#O|OlbBa|4FsWCg5KK!0QANN*n6K_hNr2IEG9jqRI2>VHNKkI5}Im
zG!{A2QW+J;u=I<Aqw(7WEhH#ajd5YQ?dK3JCyX0>rt6rudR={tzv_6K1LMc>%V@YF
z+CSx{+H!IT;#9QoBO^nSQYP88-~qy0j&*8TnTq8YwMeOpzg3HsMcbvMXiqoM?F}f&
zCuL^7Eb{gD>X3RoI^V&Ni+X?6(Qyt+tdC5|{If5Q9w&uz%ooJY6?ZsG7`8`kw6jNo
zo~Ea<y(!RZ_H>yxRLeneq1oXhyDQvVN1i|tLS3dPQHJJVUpuuB2}2{A;q-8PvVhAX
zaz879YSin!JK5OU>JQX0opQ4B^RtOa2nq3l4OA72lA_BHl(?$eoanWNL{EKLS#}k{
zbB%TO+G?{(?f&H%E)mhe)nBq3KKK3CzbP~c#D?pAZC*Yri}#;?N}t&K+3u1*e;ytD
zzJ?TQMhKrwzAerTc}MCDB@;A|*cTCXgUo?JUCyS3r4JQDr;eQ!-q>Ez)7I6<&4ce^
zH3?E|)afr=O{qb`0{s+;QY_fn$<!dqSr7ov(Fdwsau^&73~LdQ=-dFz)BohPwcIcO
zc$k45Z!2}*V*=eZC1jLkR<372oF8`f1Y09z`RUo|RWZp`$-qr7$@=RvBsac$TS6Ut
zmYkbAdRLdv^EhOP_#X=L67Za8Su`P%eoF*n4)8zJG1*08V!@d|b2NUNu#Hm6?@#5B
zr(n!EiGtz~;E~{O?_BTDZfHrTO%jnoD*SzkQw=|6XGy~py=c&LCOlI7I^io(omp7z
z*`eWblICoNkl}Lf<mD$2n-~6EX!`ibqW1<knxX(B3(6e`eO*grWD}5}_rYQ%Vn&^z
z|1mw>9kD=58*W4Nj}8kU;ej-0r%#B;p_aP?PhnjpcCVqeprI{;|0NDnqeZdOld*Sj
zYG_0R%N|XT@}FIzpwH{Z+`fz!>V-%{ce}@H-^7X6rN1w&Ag8bp7Yhvu{j<16=aJ=K
z^K$b+>eJt}!`EIBjAy;LPf3;4&ATS0Nc`+M+-W#0(<sR9i`Z62ltU60S7-5;RFQum
zW^4!<<Que%MyMkhQh5dZp2H)CEK<1v%M;^;p#ZeqKey0O<me7vO{Nb>{lll4y8QO*
zV+tOlfU6#sz_&yrIJxP9-l$oXm8Io@1b<{66qe;1n@$(7@7p})A7{q5iL?Th71az3
zfYTzG(ZfC7*&f3I8}xGy&s{jy_-j*}l`EB+m6tM$k&m$o00{!>{tEUA_TPwNQs9kM
zQEo6m#j2{Ra2Z7dVy;GohaG%3?c&s-*0xpUf0+`+EB+(?!6yMQAfHZNcwSEpa{AFC
zc!+&jbP(>uhXnb4GRA`1!h#xxndzT{t!ZWmlu)YwadZycakgC)j;+Q{8aK9W+jiR6
zHXAo>Y&7P?Xza$G7>#Y?d*1H{Bx_}6^2~jov-fpbWLONZf_u;nR7(rZCH6@$Gk<8z
z%&&3qH(B|bJLeZQvoZ<MjPz>^+4Q+!j8Ds2{)}g$@3`^xiyX26gbMn6-diJ}Ux%Sa
zi2-ANo|6+m3JVn-1uYm_!%xFbNzc{M*s&`yubi;#wz3>TQY&S~ME)<J9M^<rHaI=S
zBFs!zQ&mk)OC@DUEB<}H(&1(0GL?`MYcLG&`yMMy0*KxwWgJM})kawnL&Oo^QbLUH
z(#u8=+LCIzYI>n>KHv>m76U>TSIJo|dWk+S{fb)JmmY4nL!O(n=-YKA^TM-<{t>H=
zC{M|1HNdSu9dE<BY?upy<8Uq<lB71;mcr!F@0{v>mn1{R-{fUo!T=(#ZEh>|vOn4B
z3W%CA3^<I&+YGp<Tn#$2LNYl_BkTIO4&w>yZ)&{7ma&WMz7c3Ad&gnPEJ*760_m1L
zNae<*wUDBjJP+_98LLs65MgfM>ku7JiD{nK_S>boEpcO+Fa<hV{a&7*;9&~#aY;j<
z=-RPYP7Y&YB&Do%zsdsHiM1(UdNCnKg;Ph6fX$%cAOYPnJ;I97hxYU3<;hooPaxKZ
zDu&5Zx+kAwOI4go!b3t-R~I018XL<I;6v>n*bK-#j;)Iw&nhaA`N7A7o=Q^UnKCB#
z<bm;Ck@^h-{qZUg_vg>dtU%`2*^vk^GE_^doDPRnZf$CcDE?+;BXhC!2%cYjGK%%n
zzCT-UakBF9d6;~9a?tpd&p5jt|K;C&;r?eXDkdy0cSJQ11?iNc8&-{7vDsI%=yn78
zoY8-O|MaPA$RBrfM8fe4*wvd03c?l}95hdkkE11`&M&<2fd531!K@KnAs{A1_ZmMu
zhNnLsj-<E#2!?2D$c5xK;(A@TGIbWQ7XG?d8TZB3*O1q1@3Mvo%P6HyPHx*3UBxC^
zw8x6=^qZ%p!OwD7dpS{g_&|8x`Z2>!!8ZwW^SSF!+)+U7P2}nFZrIUKu)c0OOI25O
zb7f9Iu*t&5>TEuRA+hsvvICe#<Fj6Dyq_(Rb-nKX@^b3r<<76Dh$X4sro|(Iw?hyA
zxPvim-NtEgZ24UXH^d%NmPq@RFbhBHoivM_Yy|Jp$ljrG{5#scVwWtHho{HQ<^9#e
z13C&4(vbU7|5o4ak{TiUk1;iy^RuJ#9jadlt;Fzff5~Vv+u@8uAm7ChQo1%s&mAY(
z3*usxlFm-mj<!T)cx1_wTfO~Y!-oe;4?;ZLWps4#Mn-^A{UEFlpFp&3vo!A+6s0#L
z_qRI3vpo{*tkf(6b+!NYVEUP9xOjxeCp4ID1oz4DMm7vY$jBT;&-*3!=OOQA81TcX
zX<{dSj=0n}NuR^VCl?o`e|XbLONnVJa@xN1^+D~OZ!n|b9xfgc<u{stvv3IG`-vcR
z{tohKi<c0<MXNen7g^Lv#<&<xM6f+M5yKI4u(}BfnOMc=S4+(Xw)!Zs3H=&s;)aUu
zma?K>^Ya>dpWEIqlAZ*<ipRbOqk#?vIntJJX@@)Pu7CZa+|4ycvW7&BP+}-7$LT`+
zijKP>N+xF3JElNNh?k}fu~O~k_mI>2JOXev5>E{e<>~1woKB7iGP74Z|9D<s7Y`eI
zzvQrd^dlgK+(ZGh#@)^(6Jo;ff=H<B?uVUr^a=R7@(%%f+cLVMROXRnQ>)^LS?UBO
zsm^aIrEd6w%qH}o4Tv(a&PaIeLAu8~`{zezCyDKaTc)t={r&xH-jOg8(AebgUp&2Z
zY;4MZ3|jz?K)V3c&|Dolq;%bpTX!$FUq}Otyldo1WtxO>Y^?T$UOJ?tcxkyN#yYFB
z%j?ngc5WV@`mF2HV&leWBwmC2kZIadxtpm7e^EPM-%G>#D?7^RX?Xw?Jr_q?L)o&t
z4$08I5|S!uNN$H}hY2P{CPMv8fp&O!(bhm~#}240fPGffFOd#q!O=%^Eau8VQ3Nc?
z!X)~{0|bQz83BW+kkPHOserqsfFHjCmHQpEJ=#U~W{~s6Mzv9~+{{M(kNgBRFhaRq
z*`w3WzR~OJ#bi#<=vsh3^bAqr=43t)!$;SAxuoVVbJWPrcJu~SWmT@XTn{D-g5t@K
zt`rWYYMJ8V8&hls2H<@7+P()5%D2#JjAAP=AQMsK&h^s#n!t<sT?5EOdy}H038WSr
z9Ktv{Jgaj$y^pRlnj#_==XU@S%KpIV&g^>;-lR#;d38&7>l+@skJrWP^V^b1!2L$G
zfz$iR6Rl%%d8M80k)ZRT-7Ps&@1a;NuT(%`gX39wVM#)ld=GLMj0P5^kcFV5{x-N#
zBE7(68S@hAre1@mxt_ehm=I^e6zSmT=;&W;eMh$-IXO8i#%D~kSu!^S2*Y-Mg~3BE
ztChJk#))w*E=B6YDd(GeS1+%yAS$R{j-M$^F{0RhJv6`F3uO1V(Px?IBzQc$(3O-`
zCKMCmZn<^#_GqFWA4kFysE9(lgiYsQWL+1VHTiRx++D5^6O<MIj{F65n{rdKF=%&p
z9>1<16FBL8jO54qpaM`htc9i%0f`lS<d6)lS=;;jiYtpf6Ave_uyyqn_fIbsWSw5!
z947I2vB!j5bm~dQROTXg<gb$wZ|V8H6S^23;5Q|FJH2P&MgmI>B875MbhA(}a#@V0
zO?i*C`1}eI_q#IFi<n+s?;l%T9bQ6Sm$Si(mK^Xj1rvUC$X0oqycP$VN}z%yRHS9e
ztTyN<^xB&7+dFRT;&7Sgju>jgKhHEjtE&-V6o@d}pLFHn=ithJRi*{W%3>c6y2{(F
z==%=0Ofa7bcpr`&UoTeQeWNaJa_H>r|2KCda9@=p{C3Gv+x@hhCnx)Oa<^K$8T7sl
zf6?_mt1$I?G80ACg<ljBqM>u~kR1*mv;Si3;(KzBlFkQ>5H3%>`R7hir8_ktI%Jd#
zG`jO$5+U>by_eM5_qpT{G@TD2Wiqt9Jh2YU`NzgqftrAykFPhmZaeQ773Sy5%0uj*
zDaF8`izah?a8z%fF-3NO;#Ngh5#DZOR1zsk9PY|8S%(*jP5ub-`nx2n&M^VWCXi@m
zvH$Hva#T@0s)B@m19yf06BJ_JJ-#+On;9;zm7u%3gM~qeO9H*FtLgqV82yx=Bb^f=
zle?9S(|$V(A6cQY;+V)FYgNDx?irh?uwSCCX$_e$ZUS|I3rFgS?+8>-Ksw2+j+c}^
z?D;!?t*ErNxZJ|h{;OkTH8_|uT6dQeKQC*O_fO-=uEY|lfR|}u7mW~jIi5sYEi)~{
z?O`%V%SqTfhu*3_+&lzkoiRkTN1P{Cu@S^Nzc@d=DD4oMkkHlKm5|H4E5BwVAt9kb
zLSxX1#`ZkcS?u8NdvO1B)VsJJbK06u?u3{(HLze<rKa(nnnd-qU=ClAS%=Ea?G6ng
zK3Z9RYV-?pt=+dHQhcJUm97A@;rpYc?YP^Y^^uFhnq?{utL<)^prW)q@1woMK<}P}
z3rP3(>-CnrKOg&9EFvGbb1H`2uJ6aA7LGOa{Q4{DdE;**AEsvY+r!0mWpj(_3z|A=
zn}6iAMxV~S0$)z!i>V!;Lq9trK-;8J(f>6>fy-j?bh*DpMnhEjZq~qgJ2B2w?(PTo
zi&oU9M~(`hxOlp_4E}*MG&0Q2$@y(AN|rX^0ntv^7j|#$!6ZPM*MD%uYsieXXi&C4
zR99i{fb5Q)Zee=I8#7!}_b>Bjn$9vmuRw?2+3hHYO#+!fo!g&=N*Wfn&-jfW1Smp6
zSlE0@z1L$g2!yJ{H6zQ=d1Nr~&(P3XR6DGu$eW9{7O<Or^WRO0RSosEAy@dA97sq2
zo}ZAjBkI^K*!C;HL)DWqHrCfSZ%wnQB8oj1{hXOWNJw-@a8zb%dqg10ho(s`wdRig
zed2G;dB#Tl%XIX=;d@0+u6=1=-{{tm-Y;f;7jK&&pT?j4mdKXk(djIyg)sfUf6bf#
zE%J(LK*>~HT2u;1Xd))`F4;8{6redjY1VCjvbNY;Uf|>elCXic`Nidoz(w@_9y?t}
z*8qY$+B7)E>=)$#h=3#|JvT?gP<tt^j!&2^%)-r^mkFqvb~WMc-5xotdY%jUqSQTY
zKRj3wk?j(_zn<~rQP_7~_svbM`5(?O*su`0cxuf}PjgHU;3LAt6iS*kK1Dslc%jWq
z&(CNs!b#L9)jtS79yKg^T`bP^DMMdaU@eTIaI2i2?rsBD>kRBKTjlvZVo-z9XbR+?
z<gC;Qkn$iDPQ}6Q;$Z9o!$~tf_S14I12+rrs!S^Gs3_CH15hgpKuh{rJ{n-ZBJ^Ep
zGe2K8d;$q2D@r+!-)n#1DolX3z1`0B6SvT3wN)ZaRhWL^vbG4O4Erfb;J4zi&Ug1h
zB4jx#BV_5uDi4^`G^^P<S{6Iut841(hb#}Y6y<i6;xTrJeQrcX0f<b;6=Sh~-PmXU
zg>}9b3gO=~vM;aAs>*DRh^i<lD3JBj00j~%vsl%&xUtEa<BZG|Xs}_f{kQSx+gn^v
zD3nJ3!yDeqQBW6YP`yM<Xr@rSICT<ZHDi1{N@EX!0_?5@=O>C8jrjrRXdl$Vd;fr{
z=)RJYX2IHuifRDVU)RxAfoW+UU<7O546Vt_{WzJ$=lB?1cZ49Xa^58@mgMqfRPSkU
zFog@1Jav7EhnJt9n}2O-F*RFFUmqSU>EgCJx!1J7k@$Mj=GE2pBGc<1_xQ1Hlh<|g
zjLaf@vwL@<Q=82fxPQ6wS3WqVxul{Oj&?hw;wjP5MR%{NxTX-&I6ywDdP8FG1pVUR
z;21dR3OlaMr7JRnkzU|rq^W=J<6`fz&uiWm3>NY777C8<BfyFm$Wjflz{s=KiuPDe
z<7*bimlr41TwCJ=U?OsCfxLeIJS~&_89(?Ovl(Dt=o}M6nvvxsE9-76CZ@GIvbMJI
zFO6B`dSs!}25mAit~tfVN^)!+0yx58Nnq*LNrM|fQl0H#lm_HU{2lFnrqmHwhd5>(
zQQX?NV0EhI0BQ0=0;*kX+*D0dfqNyTiE8}vLR9;JEW#68yUM=`NJtIp|9*wN4*t>c
z>LFx0CPckeY-~(kXli7$&-`+%#6O?)K66B1#q<_nu<v=AzB#L*k%Mz|@@1P1;8#s+
zJd0S|@SNh`Y;6;k6eJ`;ij!xH(eue9qOTD(QHxoXmlwy>wVg8rKZs`a*t<5&TK`P6
zv9#CLcJXjfGO}{<)K+ip&dLh!Hw9~auVb<{LqsRQj_LUmI=Le!Ik^!Mk`#Re`vm9?
zxlrq%;jW=urR|M;r0n&-$vN0LJ#2wfs|~zPh3h^Zi)r)x?|zwJ&&r_h+}uCp{c$^4
zz{~YTI-O$9<_ox;Ug;WKUp43cR`v~05NYZfb&43D49Ucpg+;bkMAD=58Adn*(!(c|
zzxWc+7LRMZ{R#2~GkT1qx-D?hLq#gap`<1X+N3%YqD$buNXf>cnL~Gb5mAs?pE-Z1
z3;{s(Wo}}fk?~SO3?L2|DS<)OaD$P9B7P(MoWI4n`~sHjECi1(uZy6R!AUKg^{+Np
zliM5n?SO`Ba}6_c&T3i4RgmsdM<4A=prz1>#OYE$3Z5lESPS@vZ=x*7i4(u)&PF6x
z?;;%HWJFmPnwpdp#zse3n3<SrE6S^@?Y@dm6?|H}I6k%o1}O5e0JCXsr>_q>oK_{^
zhEz#rSXO5k!SPFlLgOdy_;`d8ur0;HWD-34JR1Q4_1&36XPG<6VHE?tJmQ_J*FK2&
zO}O)Bbu&6E{hWJ0`RcwY0RDkQ@b!F^Y)!2!R*0}Rw63hU3Z$on+Hff)1dYq4hNQW~
zL+h4J)zu3EeL2$8<0JS2`mY;l&NkeOw*E=+ZF+od1cnHWp^*nxSveONFvu+rYNgyw
zI8^7SBN?p4qk>QLv$OD$)D3m#X4e-)*x3XGx{>!U5(QsxvrN{W{>@CEt%~^HPgd3n
zzU&q))ffx9-OndU07*LI^i_VYpO)s~Sxa<}>`0U~n*^@aMDyk4A*kus`-gYtp52+;
zVpA|C1EAnPuwa;28(P)g7!{Q-jFom(7w16so{4>4V{vhT7T-YcXO)~KuSg#YeTrfs
zSR9TT|LEvz#aG*gfoI@z@;58kwj|Uz$b;I-fszuMQgPJ-I*U^g*MJ<Lo&Si67%axa
z)owwZ7-y``5q3M8k*P5e3NQ@}tONb#WkRBWSe*$mgUXsR?KicJ9`#c_B_R%Oi#NuQ
zq0!8&!$r<gL%%e*y`$a%@6OMo*pt;Z{`vC<;K{WU-pkVeWpkPSQ`I;y@Q6W1rnb=8
zA=2d)ZeCPW8Lf|o%0=xl9|@Rkfn&ZH!C=zG=`K-fa+U_%`!(G?x8{CnNk01FXRC(v
zs)zG8ymr!$X1DIn&*ZVu@Ee`+IqeoZ^*oM-3XN*&YQt5(cpO&ZX82XPm$;==!X`iE
zBgvfOVTP>qeXk3KaKh6p7FhYm;Dk%Zm`<1}`U+{k!a>X{j>iKS%?GM}W;QqHzHj#y
zKw=zK14a`TX2ubzZ&aU&fi~LmG7n0Od90t#qOxJvBRKXV=w+goSI6zm;{9^nro}jL
z|7e)(|CU>eVKfrMjV7Ce`||Ruki|d#l}hPYc*={5y^s};WJKC7guq|v(D2vVtupKc
zsn|<!+G&9&1PkwU8nd4!r*}_&>rsTCnzs8-jZ41GS9{_(2kBT6)CEm|ByopQ_oj?2
z=s`h;fso%HW=n~~rDPo3-J(fnIrr65TRJ5x1#!q8-pNA9K?3_C5Rd1ZI~+1`Xtt5i
zp4qm`5p0AOQzw?iY8o(r_IZCTb{oE*bRhcng=H!Z_14*IpWl^O7VbHc1_qmNqE5vw
zEOua)wTVJ^xglhbZVX;Fr0jZe;rc4!yNaS>Wbn^46J1@+(4>0>1%((SWS1H@aZSto
zJl*}bZD7IqaD<$)(0r^<Z!1|I8^fNUbSu%DMPh}WFh9q^%iZw%H(Uyw!^9m|vCkI(
z7qX#T;}7gEi?GEGKN2Q7kZ9p}ncCwSJn2iKy@Cf{NA76NzW{-f@<Nn^9pqyG)&*xz
zm=2|tPQAtFGrCvsDT$5klbLH<TI_e|8fGd(<KApjYlN($Is&o5r57Xreym?T-tA2t
zL1ko$1_E`_Qs30f9JTfR&2?SX#FRAP`}QAi=bIy}!Y35)$o$^VYP;Xhx^|hWt^z*R
zOPxBe$2k&({I6!0HDp4>8vfV>0=kCZ9o1#ihFE4AZvCIp>XRr8cRXD(Po~2kltzc{
z$>+JfLO#waD$U|nOrY&KVC^(8xJi8IiY?}o|76EJ-`9lHfTFiSqchu>3ES3M9uAr@
zX8K}1*s!GBt&#Xd$0uL&>kTCo4#~F888KW55VFDvwX8It`e(vSf7^X0iF-%ON?@Ev
z8Z})11Jy^l^NE|m;F*?oA9!E+ecsmwIfn12rqElG)2xPIT02I)8PV1^1_pW%3ef(k
zSwt`>XNuQCE})%AIaF1#dXPtO!qDZOJU{;jp`|SbDkBFQ!!*xMC|O%%IAjC_$J8FK
zPnYL8wZh(=^{D_Fq+Hz9Lqoi}s5zIk!befGC05+cQ~`tgUp)r5+SKNX?wo3B8ZpkN
ztuJmn98U;YK@5%?TD)%mN=P1qg6<|?S~h%-Ojv{-R)|=-Z~IC&*E(giWb(rsYl_W9
zS?fi;He(Pls}k&UrzaLBmX?Nx$L5x`=uHJ!%PfhUCxf>jPqeMA_mS)iR|e)d=$I)R
zTDvT~zna_P78>f{0YwpZVIjWH{G5!upG9ihL7hc-4STB~n}?91gGoXEn_{ocx8o&%
zHgq2J_S}!Y>ARglv{Y-%>+uZUhKAQk^*T?_%OZyDlJoh71|Q+W%0JsP8hO$jt=|nz
zgVM+Sg+Wi`{;)muyi>s4D8K>QLINsKJ>KkBOdVoq&-ON=-r(TE*&8KgLxaIVi&CNr
z`khyDD#EF|J9lLPA>L+LZ#rd}wkS(oW^QzOTNCAR`k)~5FXf^nxz)`;l|fF%S(DWs
z2xT3`k6<P4ELwnR`G6MlT~U^WuFU?Nm^3?cv$OHzawQ3PdX|*JXZ`(KZyxr?|9Aee
zBqe4%s-oiMnL2W8{2QJ7Cy;}>-IhAT{AX7A{E%Gk(IpXb3U+#$&jk1K^$lu{K<axc
zEF{2F+uBxMUC=wg_q*WwM)%7bx=Fz8afp!k>SODbpSCtV5f}ziz@P$JV(S<k>F5si
zOlUp5Q^wd=Q8qs@R+Gw-EuHhhFQ`%_$TS5PyGPjnEaG7Eb*q7;>-G4gw)=VK27SZl
zWH8IAlZgw`xCSTUs|-Z30td2&0<vy>v08>bsSH)h-vM>a0D=0RacGTTo)B<BC48*-
z{tt&T@}=Y56RgzaJd?SQ-1D7tqYk{1AzxpE%2@e^xqnzieNb<&ojVO~V<!d%9q>I}
zt}i<j2>%RQ@8=a*HlGhGYlB|TCeK#8UvKZ0%0z<p+Gt7J{IABZ`lGZT&X+rRMR<gS
z*w$8;7FCnd@-XRBF_SqpHRl&tYnm%kQzKI&o7<b)abrs9)+<HX;oqdFPqZS`kV=B?
zLz<cKjcWz^bVCMsQzkKyvj2n@7HVAg#s}DYT0>f{dyPA0;h#d>rDZpoeu)QeYhl+N
zD<w+wnPtqZl<H!9F_sQWE;1L4QK*buNOJzpT4R({h7vktW>{{L;^2YBvs0jpie|EN
zdh{8H;mH4GWUR73JS4-<Smtg4QXAh~0<GPDcXYM#Qqqj9&dH5z^Uj`~#ydBm_6->e
zSEa3hxAgTNtVT=?mN1e>REfPjZf=l~kYGc}l;f2ZWONAY3VvY~nOlU01{fN7Gm`~6
zUmVnSzum6u)EIefC#P-dt;X33@Op-&h+%0kAR7p98=Ml5W@@j2myms9-W;?Re4@9z
zglp7=6XUtUr(U7K0~t9^B3I)#7yj2rIwJ2?(^Xx5FT()A{9z%D^3(jdLp}i&0e*UV
z76zc&Qmvus4UgD^U|?b;ES?J?{c434QNjk<S>}5Jmi(Y7DLtc2RA%|&aGbZ?+34$i
zH~k(l3Xr3Z3wNp>FGt9OSa^8SMsCM<GE0CFVF3ul)F7ZL5YA4>h$i&#x4LEH<*-3T
z<n1ubpv5@gy_~kzgwN}GASvuc`<@Z%z}eN^J-@UXuz#}(Q7)R$$1A4DtEE(xR8*Bz
zL8eBR1#F_^Yiey)6_!AaCrm6BS$H|OI7N_5K9YgHg;`(`*IN8zkFh%ukg>+Yd#J9i
zCIvTGnEC#0X)7;e6%Y`np&K8@vSN?M$Rn9K<Xj^jTKT)E2Z!8hYAH#h?~u`i_8Y@P
zGzw;zMp&W`?Tmnt^mx{61osnJTBe4k=JNE)!W<7j8=Fw4m9MRR9RLrd;9;Sr@0lBu
z8`xtfIVGt=5lx%<8UXJS04v2dp;`7P1OwP53(n2WA1L(rPOh@B@=~E}bKrsldLE(^
z;}c>4rpB+AcDZ!M(WvhC=d-jtf8YenvhFRYG-8=YxZ0?v0bTd)5rRAC&D`SV#JAKM
z7q?|9-eXB~ZvfWMSJtc^d8o%zs(bxy6+EE6QcEW6a<lg!@^V_47uX&^l(n?>cJ^Wd
z<R$i&C`_|@q58-Mr>BEWqc@~ZOICiCW5e^4bY7HQdzgY(#ex#bG4cCnv$`N7l}=G0
z>yC~uh%)pIXF2PDc>PF$#7nc&(S=j>Ulv(~xHz;_zm5*zMYc+rZ{}=yKud^s%vkQS
z__nz%LCYe1J+Cp<?R!$~CGz_CFHyw*quQWW*y|?xB<;V&I=Ca$rDGAKhYpUr!ji|b
zFv{WnQd$1Ru4oI<-64IlqTH@B-&%t}mY&WQGivyP{utkI#(ihg{1+1@zYpy2Kr!CZ
zLjEMMne4Q)vx9#azep!McKj+S!piZ5o(ko*=M(o+x^xKi<EkpF3oS#m=75zMjRAJy
z-Z<yyfz;n!2@~<l0=mWQV1G@=_9t)n$l<|aApgJE@^Fh5rvzl`6sHv9(LKC)3aWk(
zlI)^_cg=*e%j~$R@H6ZgM>01}MA<l2r=x<62%!PFjsq%`0i&zS!~GRHk{CD+(w^SC
z)P-$EtzbI@vdfqPPUH3cY%}oj{)T14@1)p{2PvHK`RNliwH6oHAJQIkyo%A`jE^{c
zBK=Q$*U`~n@zWXB`oi54;%D+(#7M9F7PZI30j2pIk+<7br=VBhy?uARn1uGc_6mGI
zujHk)&`@wwD8$LAs*OeD)GOd0n(f1dl|+I)jXpa)lhq_LNdFxopMY4yVp-Puq20{O
zy?32Hetq3MLsD5;I+@4k=Kamu8Nv)}{d@~UL<O&0lQ=n5Uv*hEapf^7DZ1Rj;2`b(
zLcssHPXc|t^=Yl!*q^|NMfl^EL&dPe^=a)&0{*`C6lfT4^2h(+TU%OM);BRxODD*~
z*cm#YU2^wK++XS4PN6T+uI%z@7^2xzs;DTdlsL<_vp?;BM4WSK0Ug2oiS^+3MOvsu
zwO229W<J=#BFy`tw>Z7lVP&@YUR0`_E9hyuG`k2oA1XQSYiw+->w#d=iIzmskdnD=
z4h=-Wu}fx}fTe)^ehjv7nVVJY0bo1<5Lw!fZ5ZH3*N83gPju*sN<fv0g$ambe!Dn5
zCnF{X`nv$_z~O5d{rE^6`i<Aa4@5o;p0m@q+jx}eH*H1{25yWA7fWIC2bf`V-<7gO
z?o#%2|AJq@2tKh^M7jX#S(BGl-pprUY(noZ&4JD4+ZABqd3!wb+VuXnEJH?e&;TZ#
zJcR2LYlg~NOqC=|J0VO@)|};T^8?KBFZYwEi%a`MaIJ08ZHhF|#cF=GGqqmtfj}bd
z?PSTs`>X-I`+0kEUEl#Y2kq1eeHCYAZ{chKQT-%2e10zZ(Kyrb4fTjHw2%qWD0NYi
z1KC{$BI~g^tgH9=t>yD7A3K{}dewjM^ud0aNs~73ZE$Y+d)I#b>FI#8PjG3hB>9#P
zEzNH7!Xl@aJNj*6oC+}JJ=I(3@H{=uh}EeTa(x4xEY*r!vjP$e->)CnHAZ!7^;Y(l
zmUS(aP1T^1Dn=2?&y3>+bQrsup6-bg=Yp->G;qo~Y?KnkO7!x<iqT__24w60_v1%7
z0?N68&n7%Ln>Q_fS089u7(7M+{aBa{44DScC0^AvIs8FaJInoJe$Ailxl{LON+qKn
z0W5Zm6clNNL(f<?noKi(#?owZzf}=_Xb%z*gf_P_u0COA5U{4pfgI+?#AEUKDywKN
zEp6-~C8Y$N{l&a6mn6p_zG)8!HY0j;=5ye=V_Enff8Y7<rkbSp0Oq@A(h0Z;vIBLZ
z!p*{{v!4|NS*t569BqOHDE0!K0l^Y`7c37CcUSk$ZYj~};+ap|CP6QIvFO52TRA*x
z3a|4LOMW@3E()sZv(vu7M~#X<@d7tHQ-7oFZtHltAxg&!WqxsAdd$d3%HAG$?d8!v
zXm|F1>Es4%Pb7A~!nre(@dk!`AU37vMntnMA{4Tg+ZEc#vU1u?pHjNrL>fp(Vix|<
zwTBX~D2Dx048AXf+~;om#8WM&8A-W0xXD7_*;wV_zP;5uhc}rk+}K*&Qd+<(B*YCK
z#^Z-eC}L!%FRBA@)YT2OUSHi^&23NmUTadqq5wdt$NA|KGTvmKK*06L%mOsfSrXW{
zwl1X^l8$--i1;g+C&%;(H#Z!Zly7f2#L%xdCj$J>Hh}NcSis|M_O7^`$tV`M)4tH4
z5$g(R=o^X`%#F~Uf(7{V3&Z#I_1|~ly)NFKFF?`9N;Y|Qk1*jA`&~!tQ3=_d?nkrB
z5*=PsXkLp;VZ_>&KLEaP+|<9GBn&}Z*a_nBXQgGNB35=!3Nz}tY4s&&`<*DjSM&uT
zD`AWE3>aQx;$$S}rkUvLnZVzNlaP>euFg-ZLThfu{XR^`0KmyQh^D{9B#Ogo3c9*N
z9g4TqK5};x2NmN){<D(RG|J6Q_l&2C4^IA&RL?Hn+1X+IB`4`m+P~5F`)b3f`}K0-
z<>JrXz5+}4Wo>D#Q9CEg7W+|xZ6-Zo_b^S~1z~cw<{A)E+1rhVerfj9(YBI)9QkdC
z%?V<|m2-U{JDkho`>3_qe7!sY+AU!$rzEd*tKjK@fwh&sHA1cQG9q?%ZXQ=lUg^EP
zI4<<W0V!VrS4Ia#Mx}8zQR*Jl8J_8dxdm=-j4U*i+=jd$cWHvuxur=%-dNXXOO|8c
z3}F%48DL1|&poV$O`4&mtF<t_GP5ec%MJ-%12wvCO&9#5T>|;+TqcF_a@*Ln#3d%6
z+}+)}H*+s6YA5gR71M^lJj;{p2EwLPJ4nnS`=M3kwE6F?%%(CKbx6~Xp`j8BJ3ng5
znIXo@yEL}Iqq4)rE4tOvdGAwdcD~|p!!mc7>8?qF4f)+4#|LB6RM!kQxK{v~JyL3s
zsTz&M452>6B~GN0bH1*wfnIvODk!>w6eUYrTe3Wc=9Fuj0SBo~BV5T8CpO3GJP@E|
z?(U`nhk5SiU_+klTrLanxR&YM*q|N?5Av~6ea$-@cRZ=8w?<t#4ufB0yQy@fKEa+6
z;d3M|Rk#vvOb+HUf6!k!nqNph#M~L8U)#JcqD(|W{ont_vIsv6G{xfW|0X8Qs(`ZT
zZTHTr`JN^Cu$7!#pKz3tf;D`9mUC87F)j*DzDie}S5*sO>U?<cE5K70zB^{P2)Mdy
z5fLe)PUJygHNECyW9I<{|0UTYGopk(=uN>h_J6wL*$li{Z`lmExx>rrdOA$_K`vu~
zrD!m&YBB|}7Rl|}UX0pD<7kkqt~n2JWq)?KvU1(LecxR1XLnb&Eh<VAp|T=7cq=*k
z=WOQC;(1NrWlH7>9QPgr1H5)3v9Ry$VN!o(ow$%lhllmp<H#Yov)QV?X+(ZwBRRZQ
z;I=Cs9vT}XMQve`&sX!nshWjf2P{S}OO>_$FeMmd<9K))qFdk3M*#PWtEVFGwgoH6
zngVhnFLe3yrrF#wEhn>ZLlvmp3u*86*TH0tfQR!^%~9|DN@ihP>!Wj!7YiO@Vl-mM
z)=`!$#d0WPIv*s~w!|O}0a0xRf3Pp|>C4uMu=9#+p=!@{B8!X14Pt`4;>ZXCQ)Rgm
zY^th_jf|b0f`yWm)i*IuU=8Oki+@aDrCe6Gm!GZNLV0A-R}Dub;E!&Iv{C`t3@WWG
za16b!iZ96g*^bsbk16<#AbkXBe*}tA!w%W{`Q>7>?O`s>#Q$-Tf&3xxCfY7dh0J8T
zffo%$0tg*IaVssIOawo+zCMRkb9AINPoQ#P<59!=1;5b$i8b}Kz2kA^-yiXPm}p55
zyza|#3cMVA*!;M^z|k#@M~RzI{KN}PhrI)aRk|OCUdRHjm(w==-zI=}_GLoH#Q%2t
zKP$q$bQ5?4BSoa$G`z61#w>i|N8L-Jk4fyhP$*`-8^a2mjWr&w*ZCU%q856tK1j^C
zMwtT5_U!Zv>A6b=Y{Xtuyo1AfXINPOzh4?0tNUK3YfXMr*MI+B=L&UrF^^A8C@ROH
z+<JO?1*Zl%cz8(3sX01I1EKl!M20jKE+qwqif^{(B<t<1H$7Jz2V{Z!cT1Ze+umZI
zO5&o<gn8@D3X*6s5G2LBg5jb0WZ*kD2bJuvg5_NxhV5#%z^!pV+n*;vZ9;yF2_!<z
z&4MC48>^aXNoj;6Sf?lZG=q&gAokc$Kg*q!krMZjE6ugBk-r1;z;#yv&p;~7gG{jz
zk?7K`jl#yMHu!t^c--rCX8XRfB1Tz9X;F1KsHUQolLc^zeWs@pJ^y!3g^S!8OcNZ8
zD!&Nl8>5tbch--p3&n#0sR1-kwfe&+4sQ4a;gs-jHVNBlB1=-WB^eC1BtIc)TelNb
z+NEzT)|zyG^b$>pyo~?isWI|<oIUD~!nI^fEfR_@i<$Ug`j!siD00u3FiuOs-&xhx
zVPjg>(gC8PWSZ3(ilStlCnz#7C3)s~%*qe&KZshOJRl8vs%{Z}J{~6fFy}fz3$sEX
zSRF3}-47{TtUX^gICZ_emzrDwTpfXypyx9n!}Pp0VMDskz76Xe;+yH4sh{~wa{_Lp
z`1$Q#F$7TDYs%XODjAr396la`MP($u=_yml-pda9&wH+D$k|(eHCHy4(=u|ysyl#-
zlo=jsQJiwr!k3<$a>~mQb9mY^b+R$Q+N!UpZ!Bvir{$ogX2u*EGWV-z6QL|>ZEkDx
z^R|7t-|MGU7V*E?Tgr7vTUk~Q=7MSGVdPHihmT^L|J2&n-qsTu{-gSa)_z5O#GNLQ
z<qqL{ocv@hFoMck6K-j&|5I=Gk~$i4zp}Ga_51q>go=&Lrx7!=Pe1F8?L+^@mm`w@
zii?&kq_egBU0oBKLA&J}myXF2_&D&Z6>tU&mFyj)EVVS>p`f9LMXrc?`C-{!Un6tO
zJj9}0Jpc)vR8vOE+qu(kbi9yqTj>5hsG%a-_b11;<%eGhGLhDe)&+$+*Z&lY^RExB
zgjD`6DJiHds3<5n)^2k`{WU51{qgAp-PrHWB+;b%ekA2TWC8!5dck;h!v0*v*=dM!
ziN{kK=RzqLXYAGy=)zgmFbJe^*m5<scV>TF)-$;>q2{Lg$rpixqf4Juoh4?Gr)z^2
z;ivtByz{k}hxf=~Gy<UNnAL0)aNgFk@p1aEw)^ABYjU-$rTgusHZSn@c!HLNX9fKA
z$o5-N8p>ou-R{?KR>*eHf*AvpbTl;8brq270rR>#Y5TiWGO#ed{D`o`@LLo4@W)sg
zsi`{ZdOEA~vop)<OCqeig8XRB{?0%zETKRKE}_jq$-_g-3ec7;XXrWa5RedV?NR?z
zA7^wIudkO^Q$8id-)wfc>H*E+<*qfyD^mSD^wb@P*+c0<&@ymz%oPs2hVU`XUt3z8
zldyi2u@C(RH<1);`i~4Z_lK6c;hZolo3KEOgQGQ&4Q?n9<YD2W;T;%OqQ`O;!vQB$
zOsfz0p9IHR{z22ux6b&aIIn6x-#;*S_2!EF$Jw-S>y!WkJ0)8~TYqU|Nd(GHP~%^J
ze<z7j`~r2G&o{)R&!1gcym;)n62h>qzFN|MdJ9=O!PM{m<t-896#O2Nnwpx~oC%8h
zl_<zaMNdP+2<YqQH2$Jr9uoo(C<|ZUK#8~c^1ft(fgjlMvWhO^?|TwKo7Wz=w=;NS
zqnry|B&-4hzr%&WA?X<yVT}aBk)wP+M;m#F6`VH6%Ff75Nl8t`*grX-uq>oV|0+RM
zaAEZ=V0U9P<MU_LY7)K9*Ifmt&bO;2k++o4q4g#%iO_P8-b>0suFt<W72&7nD3i~Y
z8%Evvl5a<87aIY4<+RLPx+}-u4$DryR-8b6!c2}}WODe9kYyM>&q2pe!_{2~Dro9#
z>TGMK5}-w_`+{}3>@L8I(A?}23#7~#sw;*Ut9>yzqcAvW*~Vmh_ETN*KYMveylChc
z8AGvga4>xlrbiOuW1$sZ=ra_+?6<ai=s6s3E?%%0W)@~^SkIQF)i?!}jarIPl4Dq$
zOT34Kgor^x0{FG_$w=?cZ{c~6`gCii_{7Xe-wMpGGNh=R&ffl6%o(&eW|5MKnsrmK
zuyAox%`Yj@<K#c1GjLt`I~HL)ze01P#?3c<gezh5sBM$GUn3!XSNzL72ts7}mpYo1
zBn;+a865=xUI=LS5AJRrKM}m??Ah~A>PuA}ni{!07GV)SAe6pN-Q5BeDb8fXnwkx<
z&jm9emuaQ8j=wNn*SYVLIXA1)Xe545VYNXosCFEVK_73WEyn)Oqjtd)bF?a?VohWI
zWU*-A-}q&A4yIUA#J94`6kh0>k-_=K`o7}nd5H}_5S2rzoDD#rI^HWU-_O`Qn>j-M
zr++7O9M_*8PfUQSopeQ){Zf~VvCrA!a9+^OI(iTk+x!<VKzg-Uouz}<(q>EPTv2{<
zShR)yKxQ_VDqkS6y-$Koob%Ht-9%qoUpqT3BN_YC?%p2bjw`X6IIW(Zft~;y^?=oG
znx@twS7T$Nhv&oXJvtidHhnW?I;F|~eMSlz0a_k<YJq{u`mXARRI0azgP6@Z#m$+<
zlAfO5jO^^DdPc_QUuUl*4mv}Ml}g0Ky-f3;^BAxNMh%7D-a`8d%`E_d9@b7_sCZ}<
zt3BZt6a=<ofsC&QJ=R6)7y;+=YuU5ysk!I9+n+Sgnwu7Muzwd9Nz0yZqnsG0U-J5p
zWTqoxIrEkysp*@lXI7Mnixk|z+ZR5hGGVuQ!$%ESVK2-#-X*Gxk6%be+?@^#nA*5$
zc&KT6x}rSCbe)$yV_fkO|8RtVXHQY&<dJF9Rxo%$KZ$yjPVS0~No|fSq3Jg|CnHSD
zMH61NdO89jicOlcHCWmYFYaOCO$uGjuI2^3pYd!4ygfxZt@}P5*#Vgp5s#h683}lu
z2c{{fW%V;z8G;aTu0h$==kzSBV;6^!^!CC^CskcQoh)0{9W@_4)d<fOfJ|gZu9qR~
z`QqfVdrrFH^E!fq&EpjCnqz(%_^|oSzjH+39bClHbu}YH7Vyyj&_c#(rK2iU_wh1H
zTPxyr_1tT%<YDDuCB!riy)X_{r7b5(pEL0ZGDwhunfi+m2PI&@q+wj!BwDZ~h6|Ja
zY{u=LnyPGO7VXTat~WQGU&jfnB7Ay$a&mTjZ142VzN)f@k%?(?YGM??(aNyRt&T|z
zn5!#tr6gyJ^6^=DFd<}N88q9Q91^%dDB#r#O_0WB+M^u{{H9BIjEWqhDn8iV$HT$h
zx1uc_TD3iK<aIO+SDaSq`AYB2l%APt5ObWAy4c*jKV+*3Ydt_K4d?UH9^+$b024+b
zC~j{2fbTX7hWPl<wNR7~{rNMsq^9OQ4>bBIcKx-lAG2P8h_GFzWs>P!$k}u=HzFfr
z<~()3A~bINaYWR_1f7=GZ>LT-rk|D`$I?%WEuaN{4<2Vckcr8Ii-d{Vh<RyUfS2lX
zM}1W}*7|78&~@Q00-4Dt9&2akmv<~$mQC;T1-#9`m$Ux{>!VqT#{2=N;O(%NhqLtt
zyKiQzk|s_RBt>CAnLud}E6lp_w7M%`)vxyMPTA{%f<i`Wu|xmZPt6p@SN_7?O)L)4
zJiMcEUv%E-f7BEWvk2Y45&>VbSC9$2WHot#07R^xMfhb=ATP9!iyNlX?LjP2*^p&-
zGH2DK>wX?f2aS_E!vP>fakFZ(T2@tkZ?+VOgqGPoJ&i8ZlC^ZV)RdIXug%M95FHVd
zLQ47m(wUJl9pF!a#c_QTGgeVy2a3mCOGVEr3trWAv#@XgsLy(8|B2D`T@5ug)7MrP
zq{f>YTDUbgexKu}{ff14voyD5CR%5qNI^)L<E%mzKjRzW@rDl{94g*R)m)tC>VwnK
zlM)UHXtp;mBu6&Da-b6x!U<I(k?y6VW2mmGs-S0KVEikm@clc=wTDL<f@z^e%csu{
zm+Nd>w}i+4*s$i(Wfn>*noDXDw!8aF=8Z@RQq)x!R=9aP?Y@1?U=1f$o#(D{&&<sl
z>ix(i#Y>RK)rrQ)KSD6VD=C%x{29Bf47!MPtDL-=9vs{QtGQfdHRdKB<mqqeE2VLB
z**v(efNb#ma&lvC@s{%lie5eVPuq9CeUd10e>;(tDB^pyGur=>w$11b2{$rVBm}Um
zHS@z(Fsp-cVvS9{E&#LZaWn3(iGM#a=doZodo$h^j8Mh3+u4fOk>l(B-gpyec<5-^
zI5*<;!8f~^Fvxqq#On#S7&FNebUj-R>b!?cS9otfFLQkmyB3_ZZU@j5DjR=VyW2J-
zeH!XxLS`;NqoN^LKr6<AgL8UnYC?)m5^<eW3WDLbbDYtk3?WM{<LQZdZ(+eBUTLDP
zd}U@i!a&MgIcdvOUn^ufDGwDKmw+ULxUSU)D#|)?&{n&T8JqkvT*udLWy?L5^i7IN
zt?d4UJ{BQMJOjB;U)Ru{K2j<CW5_pL$?wb~cY;4@ePuBcii`*+EEjSc<Wj!;bOL6i
zTk9#&9FflXkyD6T-`xD(0&Zlb#J4T005mWsZv<IoxH8~4#Yq`J?4&mU@^OAxTa)BT
zm;kc^KXxl%zmhaU#lXOYG3>8Oq#>rcAWG7j8Iu{W%6NnDJw~qbt0PH<5xBF_O~J&;
z$jmadHZCi@&SSf0!{VTJt@Rzaq~!g%IvhkEMn5w#mIkjug0ms*<w;IY%PkEI>~K7k
zCOqsh5pcC}5wftul^|8fB{QG{=wQqk?881Oo5itTyyy7dOePh*#SWw8bi9ufIR)O|
zbdMgi_Pjbxbvy4KYt;U^y_YfZe_vN=`S_J^$&x4daUHMmlG=cxK^h1o2JZEGgi&O(
zu?6OJE+a7U(48>)FK@0~y<C1?@-f0OR;+AI&4rr&Js9iPP<7DMH`IrOYF<;7A%uVk
zhLDpK(~O@$TICqOt%6j{V_+DQkGWO_D@sqJAR~+C)Q88*lL#qM8`!0_uATP5&6hqT
zDkY}ruIPROd5{w3oI?oM7<P&7oNiyB^AR>#8Rfk77g_X&k>td0ulUv-+vc+l51fJJ
zGzoJ?@dP@6|Hde(B6Aqc#v3<|xw&5!{ZPH)Vl*)9@S<2t=R=tM;c`&DU{z#p=NSVV
zBx_GN+lownUw+@1PneJlUfAGdZy0H*QtWw8_c(hKV?NjY*N8bF9y6tK%gv>;UtA&`
z_1M}W5Dh~<1VK#ZcY29<*Uzn;l^mjg`ZL`&lQ2`?R{uDYd<L!1X~nvkbNrZ{PFT35
zq{Ykn;tJVDg>0?O;<qpl&x*`n3wVchP@VrH_^IK5Ik&_4eqg2_J{7MybaH!s0DL*E
zs-vXVHBH)7Ue>~<qdlj+FeEJU8`nL`R4E#zADurLe@nd3*_V}vor|6G&x2R%px1eP
z0{Ud_naJDa#FFvL?E(DW^5q$E97fPVsm=YlzzewB*zX2lZoFQ<n7q$6LA_9R`<$HF
z)DZJEPhajHXF_<wA*9<y;8;%~+qe;jz!)5Qx`<l|C5CNq(-XX?@6+MoXJz8Aq$|8q
zYV2rmAR+ZEHrlQmA-SbgRQF{+%J<9>+#R^MBo#m+kYh6E$x)=+e)$Flw+`Cur7m)F
zH$5co;$VzdJ6uT-UWx@f$mXi<?g9s`aNnKm`k`|WD1#(6R^Xtt1m2BHb#0!b4~C=8
z+bJPFNt7~}Hnr7vbnkPLOMY<<fD_02ujhMlc19!Nl81^U@aRtRYnVsps}~Ug;o*uX
zxtJ3P@d1T>g<Zk4eejEuqv;%J-4Q7UPL96r(lQ@+_eW3k4IWFL00_vYd!rB0$|WFO
z!#z=v;tiD{eJzxp$h5Q;ThdZrX#_euIB()Xz~<0VTW9(A?~)=5iIO=IJ}6q7ydMJt
zukBqSZD9vBMjbADhuabF6&1ItUIpnVd~5>Ut$r6>5_XkQXy;O&++M~9c1Hm9oQju>
zfm?u@?hg{*%`z%GJ7j7tE0{n<c}x{%Bn4+oIzReGAvUOF$X-d6&DQPn&7IB<ZH+mO
zjz1URVp?OLy@pk!jhTy}v4_pTr~Qp0nHu5y>uO+7b9z!6_<ASuk<{(~dKJqvnWMkq
z>uSBCFcoZSYwsA-VC+zr7PsG{saq`OX$~=$6rN%snhO~uDPbW*R2qDFnLIx}z6N#4
z0PhDN=<2pB%gX2^m@sUo+#1-`)iM836anH9|20d08JYU>n%tii5fM!?n%16b9u^v2
zCK=JN-<4O*X(V(LC#~JY76#`;01Zk}U0sQV<?324a7{@d14^HM0?E(qLrCjd2-!Wb
zq9e^-mdG&bcq%G+!9S+!zRTX`{n#>XYl(`j#0J~CliTb#!s939gtlXY+ax<VGo(N3
z_fkN_P&w<C6c<(AIJvchQC)q-l>A;s);2n2rm_Wsjt~Fdw}EORBWK6M!&%$lZ3$hn
z$Ri9eE6B^VoA>t_*>j}XdDy4d8ujFSuxK=j%dO0<6{Is_lr5aqNcONY)6;e4<~W-C
zcm6J%pyvrUu`kZ2<NX6l;I52c2y)iDEM8{&CL<!w+*Yld<Iodty;_=h7Ic<y4ydnT
z5quXV6*L%>aIBPo6xZ~u(Z#;vRRaz=r^unMnfx@z>`ePZ3s7`DiEIx!iZFs#5qa*r
zA$wyZFYJD~DrFJzK51I+v{6}qTym@3eBQco>UuwF`N%s<m=f{Z1G(ueHKPK72ZPK*
z0{kp2=f%nt)Uw1Rmu)XNR!>uHR7(<t!L-nS-f@|tsZVe)GPE=$;&4oK1A^-EE`G^S
zYvC-Y5jDKym&-(okLlR;5xLhi)S(ga#k~AXon;km<;5Et^W%#@WvQG@e+}+mit_a%
zn~4Zl{;mQ!*}8l?yG<EG&k^yk-PD$FKxL&@Z$%R6F>CNLZFr=}7$3yawQ}X7!93We
zz=`%@gqI=ACWRhD*z{=BL8-(~NavxLOG4wor?ilOX2M}~Bz#58Lc`~#r1*JVp|3C6
zb-D$@qD3Rq&CVsYudZO0O^ijo>W?gA9KWA-v=~CC=AW7A{q(j|M<R=BozEJzlYv-;
zR`5fmh|N2A;z#&nb_JTMfKcG;S{oLvHjTbPEGE>tkZSeF88KlNVP0l#PG)X)Iz9>E
z;n|tJoqZMa*py221L(6}2t-aq#J7f@KQrqyQzOL>uqUN)0yWdwSZh$@)iONdZ<`W`
z|2(v~K6g$L**y>8dR6Ck-R~fiy|?EMUP#=Ql65~_P8c-2DCha?j;3t{{0p1ve%n7-
z{SX1a?%XUn=8AN;v#w36OR-Ax0KPF7mcF|;Xi*yI1{_e4IK_a!R<MZ;40wKKiI(r>
zDS~>4w#2$%rv_pbcEG3@5ZWUnUAxxTv#SHNxFWz<`wB8VK)?*mO6Fb#@O}yuvvbJw
zCo7pm(bkLBbPGQhLD4|4hZ~xb0yz9D9Q)CDo$Cv@?alV%spPG6o0b<9#J+ITLzTjM
zmPi%O5)dbd0u7r%&{1Nvop0;k9<9Ggh}Q(<*XWI?-_xf(#XMpI6!`yy;d7(jHhy+I
zK6&GF<nKWl6`>IP(o)#g7KChi!<#Ts(43js*9Zoin&^ZpaZ95Y?=(X_I{#gZgRBjq
z<dl_kb9=mm(O_^>Kqg|3w!ILwxt5${?kYgYN^vkMG8J*ZKTV?aqgh>v!3r~6e`E}4
zb?~>eHFx!eGjnq_clWNVZE5H%FE3$a;o+D;eZ&8WQ$niQEvF}^r6mKc+{|rQi3k%>
z5Yu-6`Hvmz7R5cG>TROcr=iBm*?jf%I!OTt|J<XaCxo;52f`-|R#x8F;W4kZK3$(U
zb$=|kY`(j`Y^;A!xdc3nv26NY7u*c%NWb{n3f_63pdwnIAYQ)*qImW$hBBeNZ}~wA
zt>VWup{Pxie*5yv2L{lsQkRyPt;5@jm=a;UC0139qp<oXBu4i{s**BeM)!nRS``%4
z>qVH_nmhI){+G{otZ`_NW(ns?vQ&b#H~+a|kCw)g%GdS;^PfB^RfqFVh2>1xb$dIC
zti$u}8iezSyPJbk)jPssqoK|O-SZT!OcnRL6?2WF<N2WoGx-Q?17$l2Dy&jE@uw>m
z>nO72uoy_X?+tB+Xjy}%Ga2^)mAWD<84TPYMiyA?1G@MGI_v<PppZaILYya0a*7qL
zj1;V|K<uDDUFhi<9R?R<rlcJaL+F>N(Y@;kabc5@1LseoOd%;25od;ltw$q(0P8t|
z2H55E@H{Bno2)biZJrCcNhm47MgyTdcIMd0^K&A6LPAnPQc`^U!;^D+C#Ra)3i=5Z
zmH4~ju+AD(`K6NmL>>Bar<LDmIJ9WW5=9<It{VPt5(U$yWp?>GrRjUGoB#IPR)%t~
zGM01Tm5n>zukpN`KG3XNf?gjdT5<z@&CRbyQf?C8PwsU7dq`dcZ~Hum$kS2S3j_Z7
z(VV$;A+0@a?dNA0|8iU%JXLU~S%OnDs}tl)A?k;AfaU~*gn`l6U+rMuqaP#b;76)U
zxzV1Q+uPgZ<mBJst-N)6h}Qt8GcB5zII=n;>6``!no@I#Ad4S{ifUh5Q!7>xaWS<F
zhU#A?(C2666YNqw-Z_rWywz3BcRXILue;eQkE${5zPgmKLBq~Z4=!x(3&8LS>Gcdz
z({7O%kshp&WlZg%#tc=?4x=RA?`^L}1<#qEY`eo@P3EfJ_23~4Qh;P(q{X0^(*{jd
z?G@e4?z<-MdgyaJC`gZ|3N>!%8L~QtrET{2_gj<`Js+Aiaj;9mU_c$35C?@Z9DaXp
zDD+pzRe5EL|3}hUa7ER2VOZ%#8fobUiJ`l@ySrxSke2Qiq@}w{y1Sd9C8fI+`Odq(
zpD=6IIp=xyzVGW&x4CO?_0IdJ9_)yiV((}djs00(?I;y{TyXOMYb>hG>K;7@c5fl2
zQ6nWK<Xmfs54o%-`O3~OVh}%3=HlY`0*<BaFdPW3?Iw5LLBEKAPRy#+LM-I2ZrdK?
zi<8G`?|kfRj|G3Bb+Vc`c3#B7Y91DOXk5PufPUDPpA)b13;jft8m8O&_pfyQ6vA&P
z;`j2>I3xU-6V&E+_qX^|rN{Yn8PUY=ZQ%Tk96hT8xOxmvO<<C43al>}t&$RjkMnFW
zL;P1zcnbSh-m^H1;o@XJ+2vK%TD)V;$Rs++(o)o&X3f3%m3UQ_-ue_Oc?J`80EMQH
zUR}*nv?X9hXQ-3KSUW*VN{foBoE)R|eAk~whOF@S33M~^M7A?!KPA_Hi=WzjhN(}<
z>QE8=;^(IyAf<(aLhUvoGo9V`<@oQjhVRev@{=RNBXAK@a7J732r?%E5ia~MlgYiH
z9qzitvWGI$mgc(paQ@8boE3>l&0p$_F0LNe&N5{#ZfWC1l)_m<`RnOK;HyL=b`;Sc
zAGi$!a~B6p$Z`|)3^g|wm-yHP1vwVCm)`jdtwtpU1sSta0$CJ0uCN_=5J;*Pa3UkG
zPoX~0N(}Uii^IMG4#6Qogo%EXuy=RAIohxZ$bTfJH!c2cXkS~d>CW%Y-@2$d%nUC0
zR`!knli~Y7QA}ngQC60jD_Y7{CXf-{-N;@{?|qlV0&dO1nv9Fh%Dmk4H(=CUtE#FA
zXWKiiHV`3XDDt|d`QmQ`VZ8T;e|~f_y*++;*}6W?IG=F%%_`_|8sUV8jq*kPZD)_?
zhtI=x`B>C}1p%93;7Re%t-n_><N<$Ukmon=>%9NmvKjYy-`_+DHTnxJotq{3w9`uG
z3BPwZZ;h+$XMhaE%(@TgyKZVLC;&u*rO<=jvvXqX;IW+Hy;()Y$b^`<sQ73kbd;g&
z>7p|9hC&?V7kT-tUlF~N<LYGODO$;?PH}cf*nMbFjA+B&l0>$ow*Oq%BXmUsnp#}<
zir~#|zoWZV)bFghBHe*mnfy;3X1~*hqYv2gDt-xJ#4GXM7>>}QPoqV))CHsT1j!FD
zd|?KFFz?=*M*(_L?f0#1{Bl<2xcqt#lEL|`p6r(9RlH3yP)V&%Dkm3gm<prJ;?T3R
z6LK;!=o#3tf^m9UHX02@lp!aAk`4WL1S3Wsv)c0K&pRDoe4Y`)LPNtN5D><?42`4&
z!$Vlm=;^s=L+CtjfeyKx+!Rx7wZl2t5i!Zp>6v&sn{3>}qx1JGpv~;!CZv1PynDO1
z7Ck;+kbSn8{?)X*y6xlg0U<FD_g2Skylz#Ko)#(hDHM$?8VA+_c9E7ay??mtz1T{x
z?ux2Gmi^m>&&o|;Ezgg#nhR0@57^>x0CYTOIv?j$h=nhEUatn|oCIG-2W0+~v@nx*
zIsco>Vxt5HJTI7Jy>1Mo0hHXkxsh5ymxKB1gX&lRxG7j6exLA{VE_h(bA|AFo6A^3
zS?pZUuQ)I211mWH?e46MQU}wkC-0Xk;fADi-+$iE@B)dvjR{ntFRTetKN}m^=OtN+
zy32(r7G}Tx!upt-D^Y0PUXB7@+i{ift4E3t-Orzs8_NjON>$n{)Zj#As&tS6_R6lN
zD^1^j#+P7ZGwh;bqzfg56&zCc&0%x##+weuvo5j~`o%L!E6|_Qn{FwLxYvtKqYo+K
za&-B<;+n4qlzF-0Ux$@-7Oo!?6Iyh7Rn3Y`;b(;VuzZeo3Q`+e)f-CnxSs;hw2&!}
zRJ^d&v8cJe0AWY$Fc?^6hkiec>Z)qhQ=5xJaw4LPbYSY5k(8WCh(~gE&WOt)CJ`@h
z(+H=o^42?A1lWvE!o!#2FCGB>&071--@7L02l7x0*8UO+Kbng-K*nXHXRNRLEh{%2
zm&OY_MfH%K8}ylr=BO)1eCMZ%(8PLCQ9(sXPz5VG#Q)pTo!BSj*1~ke+9Xy@O9n3&
zmFsn&OA(;1wIs~@xy8fmxc489&JXXG<?kYUthPM?um1$tHd=iy?v@{p%Qquta{Twl
z2)6w825JLe&$qgK-|Qa#t*<!sJoewC{!X~aJ-@6yKf7?6{XEMpj#ru+6}8&FJ=2c2
zbb0m%cmJbvnx>Y<YEem%A_bIP^62BAuem;^@Ba2LE&6W?_046@SkE45<NJgYWu@Ms
z?clMC*VYB)Q}7B3tLtpTP0LqDNs?rl>WoSyx?Eq~qee$6C{3|eRN0>p5|ZX@b-TIP
zJ<iX^XUugnbCbfek#eooCB$^JnD4Sf_p$MF#aJ;~&p@J}{&s<lQ~14P=V!sB!J*a7
ziER-i&t8jNRZ?s`GJG_$CG7VxQ+b(3r&$FmF?dZBxiL8M8=L+T=E*6dSxr?9z$Uzt
zmyL&tfuC`ZKo*kTMdT4e7EQWV80+ZBiWw89FvY}BSyfqCE|#Z|fc|jjx;wX12HRgR
z$U*tJqqViYzPY-vtE;>i122Uy@6Yc`R;fVdlw(siW@!=ZaCe#^=dz?EYyzwUy1e8(
zJa+hxXs@()(7>17Wr5n_LbT$l3Sco^4(q3k>)mwkj_%>!7i0|RK2Q#>a{hF~1V)@D
zWo>VWfEujU`)_Ve#+V3xd^y<sDe|(P@(A1vhq6?RI-D)v{$0dp93M#7%n05+xjA)S
z&;9he_)CZVx+&n*{pSdP)%iS~Wk_^bzr5II@wdwqa^I`vN}6pCKE3bY=_hBNXD_v7
zF0`<h0<IBG^YzkJ+11rlGSo@@ZNU}orF7{Et?lwd=J~Tpa)rs0ib(eI^78yX!!LEm
z_U~Bgf<kJ&&{kD{m<C&<M4I7ni<9Ip;%Q_hM5>HUvocp!JKA3olaK%xt_*noS5+Md
zss^M`udU|}5|2ljPC<8st~UB4{b6i)W3fLx^0%9y?QV;`Ih~G*O3&B2x}(r<cd?4>
z7E_8qgADop@zxo;K=r^h!n`qqL0Cdc?4wB2h}SA5&VuM3x>4_8LIN7b&8@p9c46RH
zP&nt&iclQOY>b&bgp?>NR}E-gt_kt-vd=E48yO`M0z>sdFUvK~uW5wIiHUmZ8VmEQ
z3!4i|TTo4n%#;*t9HNuUW6Cts33@J9V^2?GM@NiS`%;>b5#W66jU37Thm(W-GidR%
zY9Kksu0yTh+u2l&S)tN6qpC-R-Lb9xk^NEdK7ZZiJpkF;*nYi=FIeup{dqFg@faO#
z&><sJdg#e|X(Zr%J#N9)eZMRNti-NIoO;}E4-0>*kU+OL1caI$&L@v66W)V*Iv!Vy
z_(31LZqFlXyZ_xul&Vy-C_mmWb7Q!pNjf+Xrynt(6)6QIDB|pGn`!L$RMcRg9>|9~
z*NHWl)eR|6vr;@??i?TQTp)0~DXR<5Bpu4OG&gZ*%dl~@h}e9EkWlI-b@}5=-tWkw
zOaCT@?z`eOocCe5jOppY7cVtWLAqc=3UQFKI5jkILX4*F-IYA55V^SwO`f!4lb8FD
z(>1f_#N?%(H<mp~v(V~bc2EYz%Nt80*s^=*zRvj=V_3`N5Rx8VULM3=^}6Tf(<%36
zu=9dQNuV$pjin;}*5dZow5FUqOjLX{tQ^$P?M*p^Kbox(c!P=?2JfKM!=RQv0F(`{
z#R4d{B_u++SeCfq%dxP8Io_wpS(vtC$|36&H#Z|?b@^|S#>Fj_&AkVYcV+)NduNv7
z_&qFuQrrfpGWpo68~VA|eMd|Hn}sVesmYaB-u^rH6$$h_EhhNk-|}-rQw|wkS?Sv{
zw}%H;GrGGwm%A!rQE_|#U*OX;X|`4rC+iymrrjT~(n{~_6TryI@zqWs7xBFxZq8EK
z?)1KWS#m4mfpT*itqJpWeYskUnpk<ee>o)&cq6Zi`qyOA{d!o)^TYSwa52sZCNuc>
zxSY-Q^yDM*!^*7GL8NfFWQxdHxnnEVi3Jh3wK@$&mc%wa-_Y*2sgn#fC%XluVlsg>
zk01zkINEv{pI_g;?mK*CjPx2iD59BFNP~w!#6S2wYb`2NGL>>OX-a1H?(PZ|sClSN
zG1AjlR@6G#on8!B`wmFZ?>8-JeH*g1J+|E|v<f2?0Lcdz;H>n)@FULQx05U2r1P1w
zo}NMnAB1{q78YhOE#uTFM80e1%hxni6;W{VF)|LW!+UI?wZIM$T45U=Ees=guyE1p
zP`ln-p`*k`#wV!2%q)ktj+V{7BPaKwONxv**ANpQ!H{<0kAi1J_&6E4*dLtvu#<lr
zHe@95Q{~~F2fwr=>`&{}Gg`Rn5gBf3uA1TY)|`kSKgay`DpXf1(q8E<^Gmzzvp7ad
zU*3AsD{RVqvW9vxwwWUd?h%UxCs;9V>N5+CrbGGE#`86R;|qAW2G)>W?$_oRq47%g
zj3*~V6&3A_`fFt$G?r$yH5B{^2=?Ca2FA84crG`*569-0FLHP4%U2<{9gpWm0zM~$
z89>+|m$#wC>#_!7;L|?7HZuJCkxan#Us9=w|9x$pHvuu(>%$(wWzX9%YJ!N%JsR^<
zyoYDn@8)K7H1vc<_KjaCxINoyTF^(cKd@`3pbW;Wpuchy$&n9b?G_yL?BY7O?yY$-
z=woZRsXG<)KPv4`fY(Ppr5Yl$5JlsWZDR(0W;n&8DZIXOdR7T6s_$Jucb^(E@^PEg
z!2$QZk`e@xvzcRLl#>J4K&H^Oti1W`s6D_-c$_(#btybX<bja%`hmL%=myc9h1_DC
z8y%cdjp*+F{sj&pA=&rLv=E}i;WXfqelgvW7Cv4uIa$OW*cPGKYsFD^7#?k9;c)i}
zuOm&_am)B7Pj!-klag7I?APh>E=&WqV&>+H+-y4`0c}A6ok#REJ*(qcPOh=OK)}i1
zT-W+fpkVq9@Pf!&2_k$y#mb1yTjv(!?}Gf<SgzknI~@P}ZNH3yjg6o@acV%a*%mjK
zf|(Jf6GI~8uaH%ZA<E>QDuHF}I5DX|_Uq})R>1FK8#3>w-BnJT1agy24V{t2)lR!x
zYdmgrD-U$5xGC!B+biG8jRBrfr#*g#K&No`KQSt&6$1Lch;%IgtNI*T-(+)n)17K{
z_X5cQn7L<_<u%7-#F^{<w)b~SbS6H}A(w9rI4|dbm*VAUQ^(l<Vl0A8*voJGpV7hq
z1d^H&7njpzLA4i8UmN1O7ZOwP2;m@im(|dL4@;jqv9^}fUCy7ibEj1pwV02zE?e!B
zWQqj_h8~(rAUUg~W=G>gI4jd-dpigF0ZZ70uiTtV-0YwGwZSgnd0RA)38lv^I!d(s
z<mf0{h<{PqL(6o0{B%pp@?pvFT1CZ8aMfZHuS%#Jsg%AB5|Sg-sCI^MlBIeQpdA3$
zpcYyUS?FI}s)%5d(*F~>(PNax#u#cKr^m!3+YRuZR|xGy6BD;MRFwOU9E;d<3=dCG
z0#9x5D766p1QycsuR)k_C)c(g2@$20DY}!t*-1Wg62>C8=VM1~eWbz>66p!80+dJj
z=j#A^;^t^TXNE+u)xWH}o8t56l0@`Pvx26+o%iY0*~a|%79O<RseDpN9_iN04IWDc
z>KdFvTS9fhe$Z{43yi`*sbFg`+&Q0a;EBU2j?>1M^VL!^-=qFxi4jcl4KHVJJI^wn
zVFSt?13f)L!a=E#OW(iKueTQht%aA{*<EkpAB2tdQO!FCs8R|W7aG?OTV@~tB0&hW
zvA({wsH&^G&Bx2t>~{Ij;y+6M-;Qla8TISV%X5~Bi2r5W_gwG8>j>6tfdJE)`G@N*
z>2C%VjO#vt^@P?+U%!3LIT>7Jb7eEa1IO@9j=MKnRS$iQf~BIZm<E}w9d<Km3<o(!
zZ7>FCuB7+^w)?gbTDrS)-d5igT>}@p<i+>`Wd86IQ~zR&eWyDSceL18MbkKp&SF_-
z_Ypik0bh7YNoq@ceC@^NCJWSGLYqd_M-I!2n&0s7txM^Kr6M8{NA1`2*V<ov!cmGp
z;S8<zy?lL7=v<Pw>41Su>W0`bz|xulWVW)V%eFD1V--gMDxTvpDfxDLox@75kpO;6
z{3G{I&BLJDf=XiC9QWw*&o2_63rL)sj#R%y4r0?0=x7>;cx5Rv9)@@mqg%A@`uQ+_
zANWm?{vj4^vOs*-ZG6HY{O9z!kjH%#F%Oxrx2t!1VI?Kin#@K29{ch84EkQMo*uvJ
z->13P+d@)^R@?RUr>&<oj$!riW-5bnNk*w9x{1EDcT2IK8C%WvtEx*aJT4A3cxnJn
z$^NhLo12=UXVUf3aAIN{4cA6jY^uVpqH^*;pFdkB_oIO!R9=@Cre+rY2A5Yyv(P(g
zQ#VJ))3dbl`cJ*qkbnUH$Jwj2A%Dbpqt5HUK&iA8O7_A7{SV*h0?rlj`ui()bDi#8
zmR%~|c^6Wa1~v-|snBBWX+g<o?=LZD^Fk_3xk6f51tSSL;#&dsB3)hGlpWEL_uQWa
zlXOpx&xxrq?~rfqP|>e}kJ!11uF+aoabXd)vS_{?5E|%%i)!X_Uu+6Un7VHrQ#0kn
z8nHG&?6)>i@uKUu_E%yt<)ouxpasqUkW^m~twpJ0z9!mFfJ*8?`*Er2{$gZdV45x<
znsI)vENd;Pb~5)no!(SnQb0vD7<tjZut+(TElrt>yFxzk2j7ql(poQ$@70+qVEE+S
zr`wrzD?fj(LqS)WWM*>$w*6iw`6E~$l^p%m`7OO9tb@Hv$|ASpf8MDFuo|cx@!7%w
zes6zeeGRNY{UzTU8xuR?m3))A)nd0`u>jo4YC6$J994bJ&-2_|^FT+GHplnou$jq5
znUt^2YbMtSfG5vDK9)O8%1RmeOMlT#)L8SqgfM@5bAyJS{A!+@zX?BV$qnF*CM1?w
zfsRrjH8wBneE+?_=#hY?GJU?*<@2&r`osIQvZF`g<g^0})YA?kemZvDY)qY&MeqlJ
zJ!ayckMkcgGdG?(H-_W4a)avS0?Cbx7MB3}<kj;ZAuS`LjXqfkB?&E~kDRO=K=Xeb
zB_<1vKZVL&EX>@}R?*y3&&AutufRss^27ICvJWI_gg-uD9UU+iW!eMG$4ZE{j?SFA
z767N3=iZ3Sk~}Nt^v34ld8>PRitVo$AAab54^1N>d-uLQe68W8pfh&z+f!McbKB39
zMO_WV)JH;*P3Hl{e`1`T6t@{)y`K?4=k=UwrX?srzmEy9aZ-{E^p|J38$3>HUS$%p
zd3}y%x5CPUg3_WlvIp78O>|UY+$plKV-=OECqFx@pOtYT#7yj=s;$uV#ld?Uevqpx
zRF_Rx9Bo(mK#LPGMVgTh00OM6lwdVDJ1~Fv9_7o_<O+8M8khtc8H=0Nb;$NwLl0I!
zO*5pz&bv3|oDQgk=MX%-`g*Zk4nl}{Ju;mVHSw%^@tQ7now~w|EW!ODLO8vxt-jtx
zxAVXL@<PPENK0!^dth8%RLjRB(nHj>F?H{uhjk%7XU80~{b~a!-~ZWKOWXMyI4J0N
znK+TRj03Fs)iq5W6D{q;483(BL9Tiav)|+O3JD_DH!{wwK!#;Y?CIZg%*=M+YZyUp
z_x06Kj7@wsz(xV*ke)&qnP#FD6|3xzPfkdQa*1N<SLU==mS8%RjlznfYx>(@PJ=~*
zjo`Vz61fvC%}>scV+(m+vHwEK-q?f@-^HH4fypsEljCBvp9l0=%$o&~;>CO%ZD>Rp
z=8m?O@}L0{oTjFGiY+t7qr`<EsnF^|DVoxKEiRBdhO(m4jG|Kp5%~!OQd!B&Fg7JC
zA03BubN}e+;c1;`k8eP_rt12+yLJwNph5{LeFF7lb<C2(gEXsdnI^f-+jqd*-^a|#
z%Iz&JEC(_Ehk)<%%}@-T4nb+l9d}xq<scj-_-d6|hA0YbZr{MVC`xU9hIVEdH3It&
z8;940i+8tgWpfHI0v~Eg$ido2CCDsX+SJtT>keMeZN@2`&gF9jTR8*<`irT{mLW3#
zYqV<S-fUFxRmtJ=^6?00Z7yaO;!wY!m1aZCoh>IMMH52u2ltVBlnl4iw(Ex<vD%k?
zwzkF~f&L8iMqZ-U03e{RT{$_`_hD^q=oShBI+)W=<jheIuD^A*{+wTkWG~d`TSDBV
zU9>D93T|%1+28V)^Xltc+B*vf!8j-F;SsbpEi)`+yw9@|GhMG!k6vV^A-}>d*?>yK
zmcxwD^L{haZ<Sm@S5t3qGf%&&o@V|Y3O;t~qSo%>wywZ0rj~w-GcppSogB@}E1D}T
zT6Kpc*<ofCV@1#mTe1Go()d3PPl%zk(vm2n51#Je=uubGdMGoit(My=#sdJyOqFfn
z_}Q!|uM`&-<FK$iH&SmGzv`X`8VF)>zkWbg7#(LVzdR#cYw$PwJx%JiULyUnwsy*R
zb1Rn5!mJ7ac4=`?;c-1YSRm*|EQ$yd&Jx?|SRzV_clU9kS|n8|kyi{ZFIfGwn61<o
z!ou&du8}`VX)RU5Y6uWu=63o$uf;j6u;y&^u#0TzY2^Hf?cHJBxg|M2w;hJ#)EL^$
zMt=YWC-6^q4HI67QVwg0Pfp>H$QkP53`Tm$1??muXVB1ike0DP>m4q;VG$pzCRIGW
zRu1XH!p4gI-bdK~Alw#ibNl@dHbUDAa$Hl%B8!6g=z)*2it<eR^j=$=sIIuY&SHLE
zY89ROMyay2R28<tpX{E3bC2rPXcH30&3(W(_uN*!;86L!<_CY*q7D(>!PqJJ-v~E;
zN0vp^EG<2?_1W1Cc%OuG`cM#PY3Ut^)2-nIpfJ<fculgA3f=>MZ0GaAir2rz^0&KZ
z-@w7c!6#8bH7@3=s_LvKq2Q*YvORiq75n`MKTJVOQ24_us#lHb%B-e_)@mr@)KoYI
zv#$n3A$|HQ8`fd%PRy>VZqYY!X@7x`Ve>i)Nj_IKceDBoW<<nqXbiZ-Oa|+V`-4U4
zp=ly!3qgJOZ7)yZgErQ9RN#2U8MZS+!}N7wp|zMgJ!9SUF!`w~QSuMNp4iC8_JD$J
zO*%bx;&s$}J7#lqmhcF&3{){&D>37hg5IToF=J&_P2GH4u78y)d?)L2d0jhLKmp@Z
z%Sb+TM9+4F$qP|g;3DHeLp?AA1O&2E(T)Z~_sT7+M1Hn9)rRAIxVv|6whh8k186Kj
z;vF_5WjzfbU2pf;cn5S=cHqAzvOCd5B@Pu24S8WOGn4UlU;e5o-wJ=}|2E4`P8XC2
z4;}gF)snWHnf}%ZS|&I;E$ER5i;H&|I$O>ly<Pw5B=vgzG-|5iBxB*>VHe=;B6hle
zvNN$VlfAy6gZuHE_UOFhapurnkU`|pTufa|4&eVnjQjy?r$0nVOG{7g{Rw(9=fWH+
zAA7gedP`X9!0&0Hhh0SSzgH1MaUDGY_y7K5ggp%;7z(=iK_J`n@uZx4u&<=|G(e`e
zdrSBkuh}Cm#|YM60v5R58{3~$*z-f%D`-8<j6*9JD*#XuWUI)s-(`OlYjSA`ZF07-
zAP*sH2%GnhWcWlIF0Y^&aO6;w>3(<LsGMicB1VIkpj0|g0_q#2Q6$4P&d$4~0I6{`
zc$qp6ItKj18f)`Tt%ikNKxIP2Alv9@;^mp!-ZIunOUWW44$nK@IooBlu7{65EDKng
zog1{43q;CESHT?p8&pXVuXGe@3&j8;$28Mq0RduaQBfIEOWZ848UkLFVB_uwz|tY)
zw{w+SeEhFuc;3D0mqZe(lx#s;R8s$8KZ-+C?<<Z0PcW4)N=9pUoA<W<yPx$iub!l8
zs_vHNjxKUa3M!YQY1MA)KWAnD>WZyh`Dhd-`hyGpsH)PKrOsnQ+{^{E#eYInL(k4y
z(KIh26fv#!ogZP=ny!9DMNlPDo`!@3vA-7!3%7~4%=YZ;;4JiMkY4_`zfjH;3;KUv
zot-|twm6H4ju}DM`;#?Gf7j@q*a?yQb&;$Er#=72Qg4P;y=SQds{_1LJUlBJsiEgK
zz18Ef`tq@*b6EdE4Yzeq=5rCx{oTFV&R7Lzu;OLl>-B_}vCqr#sm^q+fXh*D?!nMG
zCnpfhC5=01i;C)VoSwFWKhSEP#rJx6#C%9V$B;?VTI_vAyd9Bzk5V(0#RHk=_~{{f
zz?Yg=QeqjL`N_cnSk95i9*e(^lPwmj3Hds9h&p5*RoT%IK>$Ag!rLax2i9CnnVQt)
zNPt4esY#8%2`gw{h@4M?MW>QlLk{)C)F3NR=tF8Dol1^ir_<%`ovDnkl8d&stEO|^
zkBAt}=z@%Q4^pvQpI5nZJi<VVfp{wzi!wvZB}EqZzTg6W2?}hvJ{uuweg=lh){>H9
zC)a>KH%Xi}wZbn)%@M35+Z~-Ab;WIh0-ruDj(lt$QoOrd#a85LUD0-CwTB%kc#;aW
zptv&8JQJihrwtg6fywdykXYmvtx!QMu;v>fJp$-Y5fM5J0DSwrh4=>$jb9Mez!qy&
zOJi4{b6!tnxgZ@6!z6J~+K`Lt=;wYYU`ATfJgKO#KTQ}C<*BRat|@NrsBEnL`Ln0A
z6la;$!JY|)L%ncwfU^;B7SMTBlj$3LbebGTbKAMiAb)LiaeHmgCM5Wtoe=^N#yvdP
zx3nsvr5%<DlOFlr@^}}ktULoYF*G(3ayh;pG4X#}ce<$2NDTaQv5?@@^|Vg~JiH$J
z&=ZvC41=FvyEP>wq>Sw)zx|M<PO~{6NLyOrX=(9jDNG~fJ{M{edr!@zrA2e~LmlP^
zIfP0=puMLuE7HQrrX(&}nM%P;u{1oE-^Au)jx41`J0O;{U?%^lx)LHWP*6}%NF^Qu
z<F{EvA`BE5lG_@Z7Arm&84blh`)pXUx2ivW{hEHayBnU%Vt~Igo!#^0dU0)S{?63E
zKuJy7$FJ4!;(!t8PLt3ALpNUNafNNUT_03y{lo7sux|ssy`!_TBeR5|i_FV=w9#%4
zqL@~Vyhp`i)rp2=_$k@RMur-j8>oNq{=}0A_`e^ljXzs$gw!=RbI>t-p4?UnCbeE*
zK!O~?ok^)@$F5bGpnOD#5h-$$fTe<v!qSHcN)#lkbD%PfJE+#agI({wVAV|4!pE~3
zk{NyNQuXimkVH?gFq2a9&;TO(YTD}NaMqDy?+zn_AvR`XdsV3;BlJNGz(SF9l|hiH
zFt4l%hM?9K0(rmYA_37-Qw#7>{Px|+(ns3G&1w5-a&l49OG@9TEJn3g){uv^?N-J7
z_Tpf%H8Qs9tSUIT|8I7uxbu;`I20`=p2g|>_+xH%#%6bGL%Yw-JdR4|OP|+v^&b>q
zMS3$=P2fZc&P4!UWd8WE$-&VXq{O>`t~@ovROx6B(3Q{5PtGqc&Q9nt&>EUG*WuFq
zp<EhL6JJF=?p!^-H;h`M8qrwcQE_UZ&aM>9eK9N#6{A#hR?;EK0(K)hm_2!kvsaO2
zWuvosqD}<JGQVU?=fPhZ_V>rxjk*95r%Q_Mi1RP`51_(@=onmRr!#V0n}bhYb#prf
zC+tXxBK59I2D2(0?QzJ*q!xTnv}gqbb40!H7ld|cfHrW%A(}O9<_1UEThbF~tElek
zsivi*a7k!-d*sr47{(dlb-7y6Yu&nG#JJN)h~``I5oO@RzDq?}f44m;(71p6ElpfZ
zoBa<s^Ose0L`c(6+YqEtfm=cxH8D*a+wvRA*a0lw1%m|Cl7IG$M1hg9(gCP%0;XB)
z{@31`)uf=DVDlzg2e<eyfm+~L>}<T#EcMZbtI4~+yW=+%?cu{EY0D4VyaEno)y!;D
zDsgew2;j7Lpwd#>5q>6)`CvgyKTkpBwZG>-;<CIhH{+sE;}jL;mE{$b<Nzm8Y*Z`~
z`V~47v*XdpN5XZEW{;8iZvO}sqwYJXn^X7ovCj6}(;nu3_4?Aw0`=SaN}Cxnll2(J
zskY<e>z%FKhw$j=;3i$~JjLFf7aB`zTs$3Z9Ud;8=BDO6>&nLR;_|Mx_D|dbycE4F
z>zh2hAV!YS6$3_V&M7&BBZOn@cUjAl2G|C@zt>kyW12<R59+)DQP=9!IvqQQFgISA
zC4d$ko9h!+X7wu(%8|dG9xZcO`NIj~!)A6&`^E(jZdpkAy`IMp791kdoWUg}gP~6^
ztz(jcWLXEjc@m9^9BMkti%aTD%ZU1vv{MM>q@k>020Js*P)xeCaYMmZ7}y~4OapbJ
z%|&irzBd1r?pFty1X6+a7ALdcnt=*#Qp&FCl3ybfX-x}59h@xeqmi-F`w=2xa<wsQ
z5a@~Av(KWJfNF9k!bxTt=;mm!DK>aMljy?-2d7J02Pem>az?h%NyTWihilIi6!`Q9
z5DN%ZgKA7UN@BC4L$crEUAbI7PIN%x204dWRWw6i{O^<Bc-Sc<Khlg6O*FOjw2U+i
z3^X*100nUNkDLsW!-I384=EXX^Rru9o9j!f`l&cSeqByuHIn4|9A4yzoZ!FugT>j&
zZoeUh%7hL{g^fsuM!-+J`U@Fm=eRkn3HV44)0O_le>htWd|DifN!aRq-e7X-0_KT7
zxBOm<Z5#z3W}k5!9DKifGJ}EYBOplzf*UL|GWjCVshp9f!n5nBcx7OiT2>}$Qcu<u
z;SmQ|Ch@qn@Q!FE$EL<*6&2AiF|Kc&cW+6m6yvni^gj;^O@JA25m^CPp&SmKOo6@z
zb!yu)0-{WQtEQpWHWaF>fr0VEwXHI8$WoP1?wUIY(-h|?vwL3SkfW=&roEb((aPZ9
z?#b~j!8Ex@YoJ+YX?Z<bSiNi=PU5@Lek{ql^HE%1%0Ao1hL%jwhd$?LQU5yyoEK&s
zoCOh69Q{wM-`SG*^1sCk8;R@dJGyu%Y1q6$kM1_6hc=mfA1^k$EPSksD)aN1iTw}W
zVbWzpo{tvHF)VB6`CG}eZ}K*qi2UT~5t-BEg*V%Rc{##UTT#FFOpqUC9cQa`um=DG
zXD27N5O75`GwY<1ifkmx!{fUGp#*ds^#%$?5bI}<Fi3E8WJGK7fa7xy6+9Qq6m!X;
zX!N~tMkaq>(BA$D=?5~h@85vMuz{+srlGpJp`oT~;`da19Gu-xZZ`;r8dg+gB}<y$
zEr;L{U-)1Pdz#?*(*@p~yP}S}1Cx_Z&UVfZ*dA}LA7F}Qu9V||t_%RJ|Cp1$+EQ27
z<ODf?$^clM?GH~lDuUP0dtyuzezyxan8ORw^^y`g>6eaneY4?2z&%88MuWSW@-g0b
z{qJjmx`rEyYs|!iXl`Kx5DqA4Xey#+<DuhZ;${Hxb3tcjB*u&9=)>1C<<r93rD>tI
zS+){Zdb$>c5cuNknJ{j-OH;VVztJTn(|t*E^?er?(u=;sqnmIr_;HGbza#!(W#JOV
z(YQa{$H}se*4mMiuD1N1owJa^yx3}lv=-LX@N%+(7H2k<!f(i9-uG*2#$H<}G->O+
z$6_|z!p1>do||3b{)+?pJR$=6!R9I+R%fF6<qO!=+B(2a$-}~TX14b!Eh7U`7PKWS
zz|FC|u5V<NjYUpya>)t{Zm@gsq{ePpgmebnS$e*yXG>H^C`u6&#R*50Ah1yjern5W
z=<LRGr||V@U+)`30Qv7yQHH#BW*ZejJ?XyS&+Z5G^}P>jO?vNB#l@khbnP$h=B6<~
zN8a-|7lpHas2GbR?a3UEq{v2PZh@mdKhMdbR{uQ}&>j=wT<ra(esIQ=V=MzS&?gs;
zPRwi*%1GDO9$2X9X!xn|w}JtG=<1_tz4Ao7e9=;dabzVaKm8c+Y@*A|@WowTZh64K
zh*O@PoI2Ol*W+_OI+{x<oyp~cHRS(Rf^nvoo|Tb7NJ@BgY#Tzat(l%fLQ1;NkS~zP
zOcm_K3gY&b?pH|9`fjAE3CCt;EEXUvZY^!^>Z+)VBnt_$M~kwoDlRHAvA4Dgjl--4
zSIec9ofN2^T`$<<>%5Ck$o-dpeXVz(<nOP6s-WPDZ*3#9#@NVF_?ly+W=yxXni8bp
zN}jdc(i@M<`}_nqVr7*Edbn4fJU0g3U>l%_erqWyM^{bF#Gf&!_DY0knL_aU<72qI
z-Qn<FcpI@ss4G7gXGIxa6QE6ne6wnwm?bacI!c{Pb-Biy`1qs_nzhiYb6&d!3itL>
zfc9tx3F*;^T@4HCv|LOa`t^upHzAleu_&E*&tU{bdh2pUdzk<ZlviF^8@EN6m6#4i
zoBeumMjAZzv#)!)Br~(2Gd6bcDDgvEDX}vTFPL4njtU2!1XD+cM<*kc?j1QQ%F&#G
z9{o#Tu(76OD@&N=NJDAkM@1RL64ApmAk0gMjfLJFTwniLZD*%1U|O-Ikat$()6bGd
zw=ZD0gRjZSO}2qvn4f+ym=@~%THM_J_uT4D{790MU{wzXQ!m<!h$$_QoWa-AnqNaY
zx|6c7-ZFi;*7(@FV=<zVBRwnVb~1QP<?siSm2G-vQaK(S<KEK@%FH~eEcUpiu-jW#
zhmN}4U0A<_m|pp@jF<V{eR@Iv?)=}s*;N~N`=Q@L%Vz7|k^eg2{SalHS!Tml$HDWt
zFW#tXtVJ87?P=+YmPHS4$j1auaVo&-#OdrZ3mR0{hEu1Plp0odJm^uR9*My<nRX)v
zp2q@NZ5iiZuj*OFbqS@oDNIcG;{Udm@nx@!DU)4PZj*lkBhW{zs+FaeW;PdxrSges
zDQOr<;9%zHuh~<4ymhKOe#eZS1UF#)g-dq&5I1dU5%kmRo@zffK}AtnF%})u{jq8B
zd+I@{qzvMpPhgZU@yzM_s#S65aTk~H>03QWJt4H+SEZGO#f2p`awt(zicF%=Gtqnt
z%P+QNJ&naJEzAI<RG5)|bY?({68^i6szIK{C`oQdM@MCh=Hw2Cou}tMVmg(zHC$KZ
zs4aGqd@=t#iQ35VSACh#sjnX3;h`bQD}+D1je3GMfj`nW+H(Q7=FZN);obQ~SrZ){
z8?qE78@2NUCf6&Gk31{h#H!=DNKK;LkzpC-^|{N|TDMKnH^bAp#!$obwRZoJ>7j!z
zUrZ9gFIT<q*(0{<A%E`Rel>J-b+zS}bavA72(f&oWS`YI0}kQ&I!2t_LOez|^q2{X
zva%{FGt<+-2N|(dvET0Y2M0&Xt|&wT*$9$C4@@Q4=TztCWGg{G2X|>l$#nI1BPLP6
zH<IGzmETo9RA8Z~Zt`}!-9w`mMlfqwW1CaI7l--!PUxcfqKt{^5LjP6)+3K23Pwf9
zh-&J~2Us~M%#7ZhEw7Fx&26Qfh%09HVw#-7uu^4+Qzl1&T9(t6wU02_)qwnKJ8O4E
zHNtI?h#5}28lPVjT&kq-`+T+Q-bzG==CzWR_^pe7L484e`F%m%7cIkwCpVp)v4fGL
zqO*xR*B|RXh|#VS^&K9(^evEUS1gk*v)59vqs}kSEpma7(3Iq-#hmni|Jq-?n_L`x
za#lh87FfoOcK`V3>VX{%N75pW96CvGE$J8Z6_p8A6MJkJdpT|yFBXkCJ)ZejPouYA
zQe##OQ*^7MOj1^5M8XfiaU{z6c<bth)i~zK6|dm@MP6!UKP^lucF-`5<buX+*Dak{
zrd_BSj{ck1+fM8A$l=lO$w?3_&(>yp4z8}c?&`+U77tf&M>#layWRo|aND{Wl<piH
zpMx)L?W)SFnVH6?0RK@OdWvuBDB-g73&Nt>oqPg7dX3!Z3Kq98FThbxPTuJ+;wumj
z3GT~Wi<;S0g~Vztf%K$8OAib(iTix07RBlqq_tyhzsh}jf6{JZ3)Yslvv@l@8!w;u
zPVWD-@eCl6@9&>o-oLLAmw{t-2vv%Wu#A=?*IhT|2&1%_wCC@ttEgyetPM2H`&n4n
z)=tmF^ofI_cR~-z0h22+lbQ(x&c~$!_FKnC4z^5{KpWSgta2bKmyA|8%D2<>CF;Rl
z1}RIK!%L-25cgiJd^L;)@GqdpO+oVP*W>K_fW`ZAN&EPC^501S@22|A&8QgrJ+Yyj
z*he_d9Ik#jmA7SMrFsg}yu#Abn(CTzHaFx*IR&=zQ<9GvoAnMWHDRj|oL5LQ_mCbk
zGFH&m7E&gR@YyUUJ27QJa~#zG)*oWc2B@iibKVDgduy;P`z+pQkus}!M&y7Ee^@>}
zHWu@v+uj^$s~}yHEG<?HFS9QP3a&fR3Y8#bsi&pg%3KPQZ>fO1Lb8PO8d3?b`WF-G
z+rTiTE6exG8q^t*Zpumwm3DS#N9W`~?Sl9RltT#CAc~W7A!QGTDr8frOrWZ!oSuns
zdPYt~F**hb<;Df;ilpiupm78XsPfHj3$Uw_Gk^c`T=>Gz3~1UJDJccHsHy3Dw<jjF
zXmRTZms<{BvUu#$QT`qvmn$N|qG`jyfTR0tQ{r=w8ob3b28RsDKIA5*7;SN}3v~S6
zKVSm*`)xk1Gm-`lcJj87rJ*6aAFy^ykUeeftizcC)oq!(6%RipM9PlRGt<{XfMSAO
zRdqG}xV(HkigZ_H=m;W8Eh%2wqH~bvQ3`U&aQGU(C$0qxx)z?MPq1QY?oLl1ZOg#%
z9yt+qPGVY$k*=|x(aPf5e0WUI&*o+jH)v5Sl>qO+nmRw1lD&6j3K{PnnoPw@m`>bR
zPhYcRekbF`U3icF9zq2c5;Zbf7@Gnh^lX)#-ljf2E8R;=A-)8j=IzE(87|jmt|}@v
z3_lPN^wOj9g;H%H@Yp7}lfOr?Q)=M1I+0P9UtSPE!k_xg%38(s)|DvanAmD-rzc`i
z6C?Q!(=6-GC<!wOv#^;X-TC{izj!XB`Tv>DHWA`o(9=&Q+^2lEhJ;?ZSnv22NW_Ep
z{Ho0RqCNjDR=w9+g&ZZw0w;wRgvDD5;Po(p8#MqR(9-#akAGlQN<%wb@aN*38J8bQ
z0j_|%bHDRKzk7V(L41kn`uiFZLRHvbFi==PiNzZN>nGH;kv(fLLXpgJ&r|LM+Czk=
zrWIgEQ=8`Ek?P`)Y~388rN?glf(R!`eYmg5g*iQWA>{GQ*ncQ7k~XZbFP{up=4im0
z>}&R?M?1N@D8%Nyv?+8+KBEKw`M+)_9Eh?qvxx20T(UFLagp8dzL~71kMYUv^uj>7
zq`DfD@@p_M?DIqF$}0-0iYqHWoDbPSTA*Jig2wjE{|p6u`lNOWt%86ZA+W_hlWfiK
zXG>puv*YVN5>dzmDN*k>0`^=e;fa~BePEPQY-Dw5rBzvVd2vZTYp<LZ9!tpAsb)a_
zD?nfqE^uNW!?C+7{wgGxP3^}@a2qg0jTN=LtjV#eywh)0-dhqSu9<v<M?y#x)gSh~
z5>+KlT|>hpNrU8o4d<2x0+Cw=mB7hLz@cJq23>yqn7Y8;-EcYCwzO3KkPQ52pK7t1
zG)3ySvAmNXGso%Rhd*kXjH^Ld^fL^V5f$A(e+D{#AuN8VcllQGd8N+SP@<`-lU{_0
z3GY28C3I%MXuNpc;D~{V;TYtV=eNDOwK})Dp+^4!byH}=&#xD66?0g#Mj5;Ot6X7{
znzQ<56S7vACuO`!tkBd4v`wUvG^8ww@Nlz~uy*(Qn8pae&gSlFY%F!#n|5pj=#jc^
zX2TRl9u+;CzL$o{d=YT@h~Y^Mfd~nfGEs9y9o4h*QYNJkz<B!k=zG4mrA^CQVW7gg
zKQetrOh(8nl%rk4#v^ViBjuEuQC8832)_`V=o6n1l`tSrTiL1FBKhrPPJ<XSB+jt8
zxhX==$nlBgXIWW6O@2Lmw<iH1eUrs>xYohYv)<8tT$D6-OYQd<Me6-(ixkWM{8c>x
z50-botXg*(!dd>>m7iAF+16PJZ{=UZw`q}D0Q3oR0gsdY9ifh&=1|3iK0!1qO4f+;
zQB~cpylls~a$g7uSKo);!NEk+B1m584t7><rjELL@^^e<BKp1Ip*uy)J5X_0IBz}r
z5|2fSk;GkUHTc}l@Nu>-HZwnLNJ1v<F_xQPf8<Gl&zThk*a2?+fL^}wf-X(7cMLhg
zhE3VMH=x-KKwy749^(uU=b65<pn!#Mt8UJ(Z>c~luBcjEd@56I+gO*PwoGDXLDK@d
zVy>qSm03h$Z{_vf72WLY*?qVLj`&qcR_alaGcN8;5<M%rq_5Vbr2JDDn*t>rl0}&M
zkF;<Ks1ER;<Fb`s{eMTN=;$dag&XVYD%zaf{njsFD`iwj_}ZNUikh1Rg*fI{GG^S1
zlFSNWgv|Xk&>DpsX%<M@4C^a-j;18(N-Qm{0r5l$wPXZ5oOj2VrFach3dX6qWY`q^
zzbDZXnHAOT_+iO6(8{#D3~`E1pUt~3oNy^#G9VcWx5s;Q805O_-SLVSZC>%SOY)=3
z<M5;}7DiTjc4m&!^74M}y1IF_5fMzZ^zm(#L9TJ=AfkDL$5&3no@E^!=N<|cC3K_n
zDf^>=(ZBmUQP0oKMh5r<m_NF{T>riHXL6%D=UxIZYON8U$g4J1&bfLid*{b@18m~s
z6ysE7-o;OWKDX7aaI>>R^^Mc8cKWdRFIRsy6o00onoYF>m*gWWlpcAfr<@%d{_gD^
z+)dlr$ylA6i@#}FRAs|L#c@PnLSNl{;{%zYeIT)vX|_@S$Sjj@;A-qBXJuqTrK|1k
z>EUH&&<I@v3o&xfDa}kt9t#p-kZw>LV#Hb6m*p3kE3k?sls90f8Xs^Mr{d+=Q2ut7
z!~Hca?k(QH%_DJH)16sTU!NP#pAqd^UX2$vFgH+-%&(oeP>+TFovoiN(9+OP-&4)S
zLt|!kGz}u)#d@x{!Ob(Lv7-77n`|e<Lc>S{kY1msG4037dScMGMi~LaxL`44T6}BI
zxt%^&HYb8|(O%D@x%#M%bA&FK6$hUAl~076zZN3~xEp7e;pWVO#rg0FzkgL?ry>aI
z64O<*msfVtl8`X)A|L-uB_RRZCA3M(;&H!JECpY-7z;?pkddygT|GRoQCkfG6treR
zb$P}=|COF?C(UXqoTJpTqow>hlBekl<9xX`@1-0ZRMg5+HbdS(Fk8R1fs$5$yrtz=
zL|%9aVo3v?ZD}Z1BfCa6CxfJ6oSJ`3z_+w`Uwan-_7|3#x+#DlO|&r3wfR&Nfq6k*
zQy%w-*GPKr(HDn~myNGY%^`7gPMV~xZnCnq4AsrW`gpK6n9s?Mz%@6l{`a)YV=nX!
z50sCEf=;Jyt4SNucgRa~c$lWW#KYa(#8iiD&3Ilt#S-^*s-Zu7BX%)#@Q9rx3!Isn
zR6k5h!&shI(AiK>(o)gh4)}yxi|A`5S#j43B9IS|?Fk{1>;UnhFsrCof+lIFtEA5R
zOS3J4amXnY&Oy^g^8=jp;BfIF{&x!S1EvzhKo{EVyHe9O*8SoWI_3N;;PWvqkRY4P
zH^k!k3|3b=+cRq?6BFA};{_G=2mcl70yOBy^kD4zsHTFbAstsV4{jwTF@>nHv~;4N
zE-ux5Ma2sXoYVnkR+as;<4ba)xH>)cO(=AELF66mby9x!R_=7#OL*pde{i<PDV)iN
z@xi*W-a2Hdn&Ja;7KW9e@`Ovxozp*SMB|yBXdoS;Ump{b0V?m{^pJ!Nn^C(n*vk7<
z)j`Y3(N!{(WcWq!gH&(596~LZgT^GK8ELle1{XVwjR)-GUGj8GRG2@LuU9O_@_|g7
zH;N%<%>{97x$?s|cD``^mzQt^T4`EqkR_wW{sCT^vAWLs+Wf3)8W!Gp$T&SeD}}Yh
z?!S7aH}b(L-$x9b>am9hG$P)!>tO6;Rc{j`BSdY@)(m+ZuH5^j)MBe&o|zfI+$Y2p
zk8$G*8vmH0fs9>B^iLCOPe-v&lj||jb8k~q(@HV-55IbmsY$h&j?nnO89Z1rEh5{N
z;q+w<&j*`Y<;SR(=htT}{kN*p6%3L^I6c6+E-wdWB6!V8MqRH1dm09&ZT79DZB>GF
zpQslnkYloF!&})At@R?Wg{mN9o_TC6!;8p&_k#f8{d?E8gwhTi`9ScZ4L}%6=Siel
z9?G<E6QPQwu~P_74yOB7VQ0!=j6e)ohJ}7>eSt%eqOrEZ)8cONx<fClak00b*oT@1
zn%Ml;OmrcOU7=Ki-d*3jySXL<AYcsCADyC;^-YWOTD&DSCQmiwWSkyX=<o4Tr<QRm
z3Sno)rg*r7d44u{xI3<I71Ak_iL|!zZf<KDr=@=QPuiSx#Rtt@YiIj>G8H$)o_6#y
zCn%k~ytFc3lGt{90NZsN!D`a!>f>$IDa^tJjhiwjNq4lLM*Du<<}T#?Mnf2MfD|?C
znfx41Yh{CXXk|ka@n<~e3GEK9egK7OBKyrqS%-Nd--J9Jhk=@CGpP@*o`ArqCp5O8
zKe<7kqIi*eacOCJaZytX$f6S9nX`&q&wVlr63)f`n4nyeehQ=?)w%PbBeXQ7rPlk_
z*1s)FtboXVM12$&QR=iPP<$HLb#86l;(|e#S{|J3Uz_iTYx;oRbRQdsj)YS0(Lfq&
z3&&BOWuoe?X)f((tY&2du`uxU(lH6#2KZw-ItCI_0gm#T6!O;esdIoZFfE_eQ7yh!
zK(tmle1GEbibgs8>U(KvL{=6m7|}(qb^gP}m+tz}$nnn-fNKZhQISIxGO`ylNR$bL
zXEAy4-W|%}`uZX|&pAJ$qQ=R=M;ylo{i{E2tG>N;b8FPF@P{=*$~p*J<tx7i;FIsW
z^CBpckh~2iUlI_|3FpXY(3Dt=bT1ZR#yE_eyCick#Y<Y!FyvuP(<^FP^fo8Q!xcS&
zEt`-ati=LnG?C9R-S5Y<^`6dF59`*(k~(%4es<`>$1)e-A+fgTrF$=xVtVscoQULe
zzGZP?wVilA2S-J_Z%egtx9jU#MoLG!!XA#FTHxNM(MmGj1uGVZU3=Lf2*d%B*dz~|
z-cjg+9iS{IpzPl#Q#L0Xh*y-ZZNei7B75F*c@ZJxxin?rj~-v8HZbr->8Gujv%F9S
zfwqttGWec<m8olM2i4rT=8X{SA6VLy&<+htg^j@m?MzrCvaq=GFfl+lS~%#~C8*4I
zaV#{jv6EAF3rYJl=Yzr_1^LwU-(+*Ha%D#);*ge>QTE>f-)lyRavbgfT@Gm%9BD4W
z`pOtDXLnau{K3g^{0|35qIl8<zHY!yR?0<LUS6>-At8paSdQInewKTYd+Q1r#yz-`
ziR2f%St(+(1;@v-xockLUp$Q8ke4%(TYZpxd}afV7Dx#VYgDOsDjm!(Xaf6bL#S{8
z|AwSAwRI})O3S@UED+r2a+t|2-b8iNkf7=U*u_@QA2a0UOuwHT2iq&<Cq`_^g>?~y
zfe~r@h=?-j?LtD~p8g%%7QQVHg}w!?<kytfw9Acs`?^JHPyic8<LYuBBda)GZhLV~
znzhQ$(_!_ctTCTUK;ZL+$ptO^7(HR*o+nXRWD5sppeeIe@FxvSBp5i=uZk=V4nLqC
zcSm6{BMEHi%SEMd9jLAGW~nsCSY$9*36A3L*!UD#`@<F8Oi^<T0odJ!VNMuH8ti1L
zYL=;m<G6WGgdO&4?TJ#AF0c0npk5R+;<x5JIdOnEO5LKV#4AjUk4>>LGcz(XGXsM@
zsU3D9ZW`qGoFpe89pnUMIv^om0oGOr!Ix#AbP2%*_lNZN_w$)EW?*2=293dwhc7M-
z4NRDjQ9M50OJBA{4iqHG;U9H>JhDHvJrUg+R4n)mcIB<>BPPtrPSH?bfG#f2Ei7%K
zH)agC`wWQ+@bd!;2?<(DK3=E>c#M&rPy82`nyt5l3i_Eh5&DoaKJm(swVRnl76vDY
zpk<B5m-<l{#8CdsO#8HWMHyiOYV>PS7Y#G2D;aR~f5J<(q%l4#EA*U!1p|V|8ZzD{
zPv^G_QcfTQUftYW>}_Xvoz(X)z}QiF8vD}^%uBd|_a^St8dY+Khb2Ue_L=sX`b7Mh
zYnf~5JjLz!B^9ORB_&k_;K+c2^5QU>q%+eQTwXr!u)*OXd`%FyXJ3PYih+ZXog<1o
zS+21%<%jX%B8L_3Z_G+lWa;w9M_Hy-nk-Zn(XdIDIr{U^S%J1X3-9fV1Bj4Tx!tD=
z7={S4973u`+^9BpflLh08fAKhzP?2~=+}oZM~agfIZ)bR8qzbI!d?|~?6>Qlv14AB
z=jpBmy2<KMNyhQxc)_H~O3c;%SODHj_#-<hCr3wBHPQmdlV^TGJ!Q9GU?5~acdN#{
zI|O#sPzG^W#u}7X2F3CH?`s?uAsvb;>8{DUM%BuxYBGTH3GDOof(QpU{^}=aRHTj(
zBHqx*Ehe@gi%A0_^|yfeG6n-O^P_jZxkHOo76Y!(_V%#Xl^5|X+J657t3g!0i@vZB
z!)A!Thnqy8z$Rp0{oi2|Ob}pO7hX6FnmjJ%^$fOf>*;)*`-4mSp?Xh8T|<q+aAdJ%
zVt$~frk2j{v1w_II@b+sMn@&*mV;cv?DWD4!shD!gUbsuqhr0Tb+x6r2%8Z>etw>=
zGSmj~AYL=Tj|IkpBwMPvrHzTI22h?r-b7s;miEB_5dEE&n!1XrvbwUdDICpMSlSZp
z?3sL-%qu857Uz2Oz}Z`STYUv!Gsw#ug)_Dz*aVXmo&^Y-aQM10Fg4aQKqVw9SIjIa
zR2zy_N^wI||MbqC%lnpg&-7NOX9jvm1WZO^bfVl%DC98h>5#~PxrneyBvKvm1$rI}
zqc~v#xt6FHOH0Q!-v4KD6CwYdxHt<kbhap$iJg4pa#K_V+ew20BIA>jQqwciGvUfe
zOHEBqhzALw0J)C`>M7VXTcU-Y%I3}LmX@}*mZnxFWG9Kp#lzLpgG3~f9BFo#J|#~e
z5re)_aAaIkQVRMbqELVDBxc*uC{{*>+PWI(85yCZ3a&43W=V78@g(m4{^3cvrDb*P
zJ-q`%r~w}6X>V_+E-f$2P0vWiPD<Tia^i^kZ8DK)u5O@XXkct?vSD|zVIKpH80N^s
zaA4q_$htDY1}6>c6ZBynLrqN^h#V|gQSo%3&cDGX5wOV>iCuhxVo<qRSqVNVJ5~;#
zJbwD*v7`HUZ5xMUZiLO$)VOfaD|D7fMbHK@9qG7@71pbeEUgWdmDM+Cs;H_1uS7#l
z9o&6Y)z#EgmDQA$lnwPvz_r{0B=vCrOE>VAOV2ASt7&L#YN)HID9TQWi3##`aTW7G
zix>>=6rKgBS}`F!FfrBF0mlF}bpjEFk`$}-;+nd){;{#?nep-7#=^wp5HFEH;NajG
z<m(JH96LJ`^l#{c;34|?s6ho!9D6%^J5>2uTbi4K79zSS@4koO=l1`oPlo}(>xb+e
zEG+CvRJtRNEA<Ht6`Nb4Ph`*GdIW@pMa9L(CnSJnMO<ubG{%tk_4IItol>f;iLsW_
z=1rOuIu&I}Gh<^yUQr?y^|4?EfEkLg9GM(}*xAWb9v+d90WRs4Wn~2!aj}73QWlF&
zwX)RHK(R^*N^c8m3rsPF=E&tqJp+ScGD_=E#+=*&=lK)Ey{)bF6@`V_sqqO>p>l6n
zsQ^V_dzhQr+Un?FmZnDQ+Qa4w|CsfKa(mo(kBs|GV8(E!ChJ1VI7<@by;W7r80aI1
z*KM0$ant-OY@)d7;u8{w!dP{6+u-!#u7fAepS^hg^r=I8wogp-wbs-WXD25`hxmD-
z6d@Gx!2umxK40&nZ7j^K-S*~WvWzxuQdU;otf9PFT}?$*W0MNXLCV?&y1FKY=!fEz
zYbe_t`QWSJ9~PIAm6=~yTvA+=o0kF0qCOr{nSezH0ttzXOB}<v*38goL*@q)?bB3K
zHzJ}Rk8Xgqd1i5SZF5&&Ur%>iTYY&}TugwAM9N0>j<=hD%SX)sji`%m2rQZsOwG-3
zB7v<9HVnpYosoq;L8lfUjNkd+oLOReGVku5ArLIF0}r-H=oXd`Yj0v@ZbhV0?HD3g
z51+u`;Lxz}@bEC8Ysme4y-_HT@L4oeYU-=2Z&tD<avg|NiUq+OmEZn>C7FTV2o$KY
za&Tlo+s_xtJUs#;6O(hx8aq*|-P7AvlV6Y+>>-gl(kK)wZ4*;x10zFY1QrE0nF67U
zUwA}PeqDR#$n3(-rQN$0w@nVVchr{V<e+eba;2w>n-qMK9f6xjw6?V(Xy|GitOJRl
zkax9G=wf3IM-Z(@M8(lLZr8D)J+F`Zb!ez6Z=#}DpV_}{Y0nY&zl@t4;e*(m*|lr+
z)Wr)|E}l7aczHXDL@hPdMVW~SkwL!h?oML9fD7~^RC{28FEHG+L5;4N(dlEySNFCS
z6s0-~`9?~cl++DOHz}#AYrz@_9F!Ux5U_DADs-q09G1}8)5AYBG9fNGH5H|>goGG~
z%Puk?1}J1?*NFk<<^+9%b)g>}ZBXnpvam!isVyAPTACGB)i*Y`wSh!vWkE(vP_VxX
zj|a{N908xpabTdTQb$J@M#eyMF~RR8Dt%#^4<(S9vA(g6{s$P(<G26Sc{+Hoe6%=g
zW^8SPUS|eVEO7~mO{AKcS=!nV|3B8g0wAs|={gBP8fzMNYuw%4-QC^Y-QC?GKnPAC
zNP<KNaZiZ5ySpL(z3(+dCbR!HyVEn9k<B#S@10k5s&3Ue0(^pU>VL+jyp))L05>z1
zjC8{W9!?QK9zIS^7D#bSjKe+k4On@3`C*q58l#Czf`qPVXzk(}5QShfzaS$%Fxb^h
zOI}U_Hp)mCnAFITV?nlcY|5zUSy(s+#AjreHFj+22H0$@D$2-AjPUpOK(VO?uqh22
zND!OQf02@$>Q`(c)jBLGxe%>(R2Uo4C0O77Mm0N-ksoSA50q%*22mkV5$~eLo^4~A
z<bNMG<q>Rp1{1J3ymQao{GK&zrpKb#G=<nykd~Dc7lAbxKRi!F%>~%mm{}MmckI~S
zpYH4Lttu;v1=z&UGHuvE3hE(B*o24fk&JNug%z3@3W);>uDOOyPeA)2HjVXAY>FV*
z<m6h@g@@S0{)A0(DpD*H8$ZnXJRG3H4vbDrNzcm6OiPT84)%7iFw;_%myw2Iw+gai
z;(%2Oa8rR#L5%|;1CU;1p9w@`L<R?;=YXBllHVgp6)*p9Ih`N}w?xpAL&~caLQ3C0
z8q0_{JL3f<<(0H8{k(CE$ioU~j<lkpjJ%qrww{i*zK({jwx*hjvXYF9u!I0N3mcYl
zBhdy%abXc*I3mc#!U&SOxP-qwh)z6sf?yD`@uL9>Bu5{=sEopf+V+mN_S)i<)DRal
z4Ru*zJU<U>Tg!1PEO-`K8K7beH!n0TQ`5J#@eE5TD6H=q8XO(%>)%pWl981V;_dAO
zsHUE#ioBw<w3vjTkN^*!i;InunTd=9(0%0O63awL>ua*@Ya8I~90YB)ABq`hKBu9e
zrXt4xvbTwzQCQf|yP&>jXk<#_FW5w8>hZ9@DXXGmVu!}fqWaD)15>ked*-I5M!Fj-
zDsoalH1c$CurSh6S5uIaloCfr*Vf&9VQyq%kslo#>g{Z+tu09l4rPaDt(?4+lqAFy
zh<_vvsy`2x{Mb1;L8&YvE~}`lu4`m!ZVBCOEJ2{qgMRc<pvZ!KDP*^olZ}O)4eA@y
zQBqKn11e8RN<mIcMofm|gujP}0~CQwtRk_g8QD-IHzhI<PFf?5F)(fl^2>^ei3)-U
z&keoUsBy>>Lie*4DI*;-h^2IZ!4CgBT3ssyR}1jx(kg0wfvj4Bf4ghvmT7NBQ2cOk
z@(N1Gs~Fk4yTij3f?chOh7Mpfq7n-7iV6xcvXIq_^7C-AGGQsGh=_5b@EZw37RS!Q
z3~CB0P99f&PBwV91HJU%OoX(&ik6X)wR>=AVnM^Up0UY^$-$PAlB56!Ljx5lK_MPa
zDe05iI3^l8I0yuaArLoZWz`MsY`r5gO3T{@r>16ijgIy-mStqd1$lVbnZZRkMOgX@
z2nYjc!j23ZJ2O2!hLV~bM+*`m%@1EVmY;>Oe;UbQT<b{V&`~r>att{s*=7=cL5ZO3
z+}h58iSaopgm3=b-z3<p3yRCi!aCj7Eg&i?CBM404eEyMni?JLZ?7#a%}R`j@CRjz
zxq+stiafH*DGUef`S{ixQ$az&$Rg0+)3c?yzN{=K&eIF=q~zpfVcSd$P0)~OdqhJS
z+!|K+M1V8|{WVoJwRI7ZV?7-mz-8rRpyVt+BJah%HcbV10FG8o4b=a{6q_-dH&Jnk
z2=c*}E*xxuZtpS~1;wSsh1uCjVLrZ4(pW<oHh$rU6cZ7F5as2e#z2WREYyx*#I3nl
z(!=Ef8hRX-hI(ZC%F4f^>#>CXZ|S!vy0pAfS~Rdz5L^H_EiNFbre@&k<4q6wFFPQd
zVp7VgMoxi2kuHWDOrWIT#e>+x!bF3iB*w9@OG-#UBPEcg0E=UV(!N+a8murI?A^dc
zN$6K5B?pfl&CMKqBcsyGJ4UweK5+2h+(2V}Zj`&Zxtffa7@n7z!;lKcK+6he-@$*(
zO~9s|PgGWU<(BQUbMt$rCi<Gn(ld}nZ$m9DHCY)b?kglLz>D-un3<UXmD44M9)t|k
zaDbMe?z$#B{FC_>!6kHkR}3Cs0}N7-k!&K`z$PZ_pIcVh(mOo8YhIh;uh?YcfE|4?
zX=!9`*~Kp+A~CzXv0+R9(D3$={{F7Uih{zlxR79PCu=KXT{XBOgdPX+BUBU83Yd9e
zlEHVjwKdh0=jEk@8W_U?R#rA{emofw1_MLZPlX*b()Z=%6A~4ZlvPktR#8<`Q&WY<
zpm50x_Dcz4`>brxRgIAzpxS+9>3j=64;`zpEXXgSLVQSEWn*RMV5VjCEU#~BuB*t;
zOAht)v^COFQihILaCaDw7XnceJVWf%n@LHjD6mwpUjLyE#Q<kcA(I_iU0wO3klcS0
zH_>fP_<rAzmgWiy(8214zCGp$HrcraB$Sm698E1~0X9J<;pG*SQdc#!3kXasZ6DrI
zpOum6V`62Ypkkz{4vCbUloa%Gz{AD@JKQ&-1G$l$iIbfhP3fW%Vp1}S3aVO$R+dfy
z(J>j7ZG*$R4<0_WXRN)oINsaZ+CW}Xf}e|*gBg_RAe6BoEpu*u5g8eELt9(#NDw#M
zho`6a%<dTNt}9GRj_`4Ew9r>qmy;J46c^)%{<wVX+#;$eX<a+^E-aXkQ&Ce;(NQDm
zkp9;VTLhNOOh1g32?AJ%H5>&61`5v;(+PRFCFj>QZ5iA#GqcYO^EcQO5QR-HeG3ba
z)PrJD^D8PEI=Z`iwsv$hRTXAtB}4=UdO*zrZ52fYX-T+-fljWiS*C)k#mYo41y@{3
z@>5fzy%m(9);23EHy<ySn2cbKfLmh|%&aI6=L1h8l#&JM3ogb=L-#+lTf4?pK&`?8
zo;(}_HAuKi@9#c}Rh1K!7Q=J%z*Yu`ne1%Pq&cZ&TYrCdQ&~xBn5T!efrbJ!97gvy
zI6yw<!*k)e$w-OFh$t{{B8d{WK4?mV94`q8RQ{c8@qbebEiL_IMZJvr{lN-rq^4$Y
z+5%#e4PaAJMa9I$&=hT}AxZ`+N`?+Wfr-U!+lTAZa<aS(%q*4EjkPp&w3XCkB!vY<
zg?M<8#b<y`S~^+)4mK93jV*wTV8X2mXkKn(?GhLhlTpzzII{cTkt6e?5Su>MHrjH4
zc=NHcvtqFfO!UkMqvPP>7m=1$GqAPsip(yr>=>Cru(`D!kkoK*M+azpr=S2RoPdA;
zKjQi$sv4i%KC^e<0TVJB3h-DXF7$Nk!q`w!@R#-Pbq}t!3Z0UYoD_p0-nfC9-@`qj
zyr!;eXmV!vyuokSWJ0jX&5K8{39^B?qgQZnY+8PKMSVwCS9f<uds9_Wc6MT9K!CeF
zz^0ZmC>kX|9Yh!p;$8DhWd|r?kZq{1uP(_;O^f!Fm0<)N8N^LqUPj{07&0`euQT2C
z$tpqNU$7|-M||Ph1p%2LF|aVvfh$QvvmM;&PY)i(sY0_WL0&v!_s)t8FwkMMT6zbE
zdYX!hQo}slt@Kpopb|X7i1|2#k&lXJqu4}DLP-r+CpjgSYHf-Si>0Tcp`zdysQ7KW
z@_)f5VoijQO(YU8L1-dq&8w*!o>oS%$;QPes;Ho6Z)yyMP(c9W;SrQjQZ{h#^Nla9
z=^vVy85-@W&drVuax^p7R+EyG5*6mf!-g3*^xS4-prwUJGfeDwE?&fZM@&)znOxV0
z+GjzraT%pe-92Nw=4Ph`o0|&bd~9s=)TG6Qc-XmFsp#o&^ehBy@(D{xsp?r<d%#+#
zVe9sh@zK8C){5M?gkTRlTVpL{Woc1CP)vf`BE+NUAJ{xMf8fZ;^Or6i<OT%*HK6dg
zAL#sL!}f>gH@Yr{wlxvAS90P_#KioTu@MF3TbjFvr)Kva)TJQ*={y~AUxC=<;pIoi
zmQ77;T>X5*<J0r=OKTe%8XN0sD~hs{Q=)=>yq#@KO!d?i<z(TaqYw(spX_{Dz}tz`
zRF)U#q{hYt+412Kj{;T>J}$0}#3UHRxMR()92s9h4ifOt{}p-~iHU+_E-Z|g1jE4q
zL=a(36P|&VicSL(ww2HC?j=gVfi^C9mIJ4a8CX~tIJv5~P3+t`x}~BbEzI4`Qb$<^
zTFjsW^BjVBc=E}?X2`<1VKWgWDLFtUC1IA28b^ttC!=t`dmpLIzyE8s5E3!Jfj2#K
z`oto-ySB1=Ii;z-XWA4JZZ<YfUJ+S2T?<_u*l&d%^xOjCataz2?p~3p<t+_cdb-+c
z3zJjAysVA%brdA!goJqc_@L$h;$_D`M}woFU}ok*1W#c<0&sT)6>V(;b9+}e->~@j
zjG~&B)~$U51HB!U)!ETLwzhgoV&Y<O@_`BmZVo*wdJph|65@(l=4Q?TaamdAO<kQm
zUCk}k`KjTNzK#~=dTR2Zz7XN(7i8z<mCNd%nVvs>;mn2Wx9;D3ewGx}rZ_5URNwXQ
zH*D8dAJ%+`$pG2hfZ@bz1*E4I*0yXJ7@gU(_mDg3&vQrwY_h{sdf3rX(lF4saPag9
zh=@;1%PuS_E`fGhnMu(x!M?7pwr2VUTFUZ}>j}ccDE!)?4Z;lBSQzLTL`w7WvXf(i
zLtOPi@j{QhKQB8khIkVx04F6i!F3%yhGjvO?72~0S^?N9<wJ{eWV9U-P=W_sI662l
zNLjmr?lOG6>%}9$jaGpWy9|u9SWBzAp_$!t<6RY%sUfb;W?G8Sa99vgrR8SFbMwL$
z7n|PrXqD3D&7|;L6_t^opn#TvBx)ny2rj$-R-OKRb!9R<gj;||fRC4tpNC)B#y0Q%
z>guVK>V~aT#!L{KtbplBN+=nco1)lc=i=fOmX=pDwRiB1$t*0XtSYa}ON)r|bu`n`
zRgjVp22qoj1MqqdcreXCM@x;R0tjQ_<bh*uLc(Iw@_=g^7@FI;`}hV&CMKrmmsC|E
zc75epc?m&o78csdfU@#(aI<0I&^jcANKGmrE-I&HWMJbNnh>8|Qe9bFU0R->8si`6
zZfyjZyNnE|gYf*k5-BNt<9m-DI(OmfjeC!uJbwN9!$2P%R=Gdxw*SQ$jzBbNXb4=B
zoE$?+vUxKJn~bD;M0Qqjb5G~s_L+VA4i{q(Y_5Y7J!^tG*n(oBQVOcNI!0Dbj-CPG
zv2jW1nHiZ`8R;qUQNf`;ZVnEX#yYy{pjeR<5rzZ~9m3$^T3hIZ+aL0|P<b`T!^2#j
zhm(Pxk)8n%OD=Y<jf7Gii_WCdA<`enDJ%!ltVKGtNV67z2+p6bK@)sC#EXfJ7yobt
zt$deW-Ey!8l^6OuV3kBm6&+dGIXXT**j!kY6yRWQqy~r;fpy@ypw1+qXdFzUuFj8E
z%N^|$Nr~X8D%^)AB~?o}dStz!x$;K?l@0&+@CWkN$&e6uE{cbr0<UUglk)&zGqt96
z>!dLgJu7rx=H>^5xq+D}S~S8#eqm`@H4_I1zvzsj;>yYjfRN}2Uq^EtZDkozF(?8+
zXl8?JO$VM=3OXhxRyZEaFCZ)=4zQ`BZDa^dp?pH35)(6XN-Hbt8|xct%W|_5gIp~v
zbd;ndh4A1KQ$y=2W*8n&Y>LaN85-MqgvBLh7gtu-R+X3LrA7w@xY!#S=qO9cf<z_2
zix*E%@0!?q<jCoZH?H4#{N(A&w;%fk@X)K4nud-N%ZR1>yY26_Jw}i@DG>uafXz*8
zauV)QSvh5mU0nk^ruXkTR7OThNrgkY;B>!Y6AtkysOsn#Svxv=1cb-LC8t5p-E@e}
z&>&v|Hr3!fu^8M&LE4%GKVP)ZLr+hm41Rw?bdaZql{_~O$QumMTZ@Z>n`jdW2C*xr
zMt$wpu}L^cfbOq6C^iZ2wr=r4Pm84kWi%h}L$nXGy!!I0n;jcFGjawFo(F(k>Zs^)
z=sh&hQe2b>uxYF=D-LxKVEZ1=%f=0N`#4ycBwQUIt(H1LY!Z<XgDZp~#*nBb9z0Aq
zqx@I=g^>B-T|4a6`Gw$SEgbU|k>D5R72pxHwsG*Uu4<n!V4#N{Hh}2~iAbqxYtt|=
zL*5S;!o<bpwav_&eL>iR!|!pSzTQseda5e2;)1X*0q1$Z#X;sJXh43XXJ%%DSC3yn
zL_|_fSrr=mz{nCBosg1}nVnaVUtCmBn3oYB7v_m5JxfSHY_d^;t47Djf=+1gz}a3!
zZ5>kw@8Hn5)U2$W>`XXK?CEZ6qOYSWCnhB<fal=XsqgQdTR673c;(jpdyikeefQ}r
z_^Kns)PTKHQX-m_zpvQ-vS5qo48iShGSbbPh&QkbSX%fe<mFd1cW)h>m_D%oPzMw;
zhAotJY@!}9a8gQGTvka#L)X;W#?jM1I5;9ECKgJQM}`IZdb>MVS{m!BYbe2?O%VZp
zLR*t--OiVpiGiM$Ud_$X+0M#XM_WZ0kEe%wjSOsz%$z(Fn9U^QaF`Qaa)aPpYZHJ%
zo8YjCx>geg{RoF#;QL|esi`S3)eYdLFTuFB^zG%@3pT8*3@nWF^h~t$I2@I9Y;<mQ
zTgMjIlZ*7Sw$f9Q5`mK<e9+Q}lNDhdp!!k~lW<0kYMPqr9TQ3`Yn$4q_da>QCI$mZ
z;s54EfNBk|J`LmN6W|wxLc3B@GSI<PTtQk~LI|XHUJHwst*Ov;3_8d2^7D(xsi?t?
zTyPsWIk+K8ly!B?9Xtd4gF}LXecc@#EcDgo<RnD+1bDd!N7IOXEDa?&ITgevGUg^E
z4sM>7mXWoKt8ZvbVgi)n1ZfYBxg{pXMFa$R*_-L=!ssgi<0jlsVW4LwFgji#A#qtX
zH9ZR_Pp_cx=;+w!$OvTU#!^>ZRbEP5R8RmP5Zp98H*?^~xvN)iKY0G^^{20hsmRjG
zQPRyAXm*LgQU6eQ{dK*TX3e&coQwiPK}JSIOtguWP1eCVEUl=py0xcgcw%<{?&HVF
z0euDU@x#5E8S#kWB>285D{C2;m{~izd3pK;1_gx#2L}54c(}loePcMM1v@j)D+n5|
zuOkz=V632$rsn42gHtG=`sU;2=VGFxWuj+ffg?mLBqU^;DJUoj((};Rop21x^pnRX
zE9?3WCBaGqu2E9bQBi8Hejyxm17i5<?t>cSzorAoq#>uKa1IWP&nzq~%1eui_H{5e
z)&TcXkl>!d!Ol#0c7&AW#6?dZ+q$K`bzASwJ;%<UyK?8z!xs;3-n#Q;_3zC3{#o1v
zk@sOl2wb)hk`$E^m6ladRMpVd)-};m(^irfl@jFT<Pu6~qXB4SW@6(6M4w+mR*r!l
z+B8FY!_ChpBCVpVWn^h@2S<_Yz-8A_kpa<;pPPp;p9=?i=xAxEDabKc24-e-%uQHA
zLS9YJ(8|@%KO!+BCp!<?^<}0cCd5XCg$4Pzy4suRsi`SQiikpqGj=8%4J{)B;pl~n
zhmTKK0uF_l+SoXI`uh6$`}lY`*_fK@Xviwbii!&G%cQrp4D8&$|Jb?fw{Jao`s&sD
zZ|E5;xG9H^@R5;|LffsMS8Qq5N#@#c4s-y=kdu&X+PrB4D-$=biI+!YdQnkL+qRzJ
z$zA&o9y&!tL|}bCV-vbtAbT0o3JS_vdiutec8-p&9v+@vo*tfV&h|D|=7xxsuRN5(
z1Wys%fnOWLKy+=G7;#LrSS+IA37uO2H5V1;2W2v>x1b9)-6qn_@WhdF4V-AV_GgF9
zA7=^cl8DfZl9q~$f^3}<LIiz&{P=<uJu93+1m7P+Eo|xJ5*QvE8y6Mg?d@o)rKKQ&
zPKv-;15P%WyO@}0Xynx-WfUBe%FDX?ckWy`ed*ENXJ5a3gUz0$H?Q7(S|+r4{ugY5
zBIt2QsE~k|kSM4vrKDlIQBzM>S4T@jLrG3TLI96v7mIJkfus%_-&{Pr0^oOXKnWO#
zO>Q0m0a0mXWnE(wn~op{ndqv?OGrTTDK1X*O2hR;5C<s9F*J-QHhK6VHr0*vt=s|v
zB9k(6bMy0abF<RY6O&@$*t)l~v#qJVy1Klium~Th3)$EJPoiUBfh|N<c24+Hr4$v_
z_08>UT>v)yeZ9Qg9N|Eiw!DI*sGuOPVronK;M~H(@x^P`Z$5nb=FP{Y6@vNa(xDTa
z6d3TNkW*9rSg`$R_nVraN&vSYNXRf4B4Uz_EbI(;b6>Bh^rGV0b`UowchB!WxJW`y
z2HpgezCU4;1(H5qK0YBaDS0^+Eqw!H3urOz?g3uz1Z*1V>1n9S!}T)Qe?*Qc*P|v9
zl^7XmDX92`1@W+*AtDUxB>^FRJTi|4XR0;;dPfG0;t+X-^>!F)PyFjC*BUhGk)ai8
zKxZ(AemehK`tacK6$|)(GBD5pevJ{bb9M0z2NWbS*xTE|OiN2qQUo4oqUTjCaJB^G
zL0VZADKQ0y#PZU%ft|bNk6*fT|K-Q!Wq6YK_0{uFAC~?WasMQzpH$=J<rfhUgne*X
zB{f}bV+(sbCpT9cJ4-z^B{@;N02haeyciQbq%-V@$AkzE9RmZP9B@X0hetp}S{iym
z=%MmrP#RE7PzcY%&OvZ<Kv!+BR2ULs9PER@iC#D!tO$szQ$S=?N?vJ2Wd+op%S?)l
z2?_A>a)E?QM?+CjMjXBqjGN?;^fM7uhq#cRDy5*VV`OM<ZExq`XlG|_W~8GH61tR_
z7(bt4Qqw^1)ZU{<PG7ot_u;cw@7{k|AykgY=zu+DGdUGCIYE7R4WPgJ7Qz)<QZlm5
z8#Zm+z{J4BC2r;8ACp;JQU|a(GC95X;KAd@`XFw?RwH_PhzhhLI(2xwfQYz^w492D
zmac)Rl_j$OZf|F2V`XM+WT364t|TuB?VzC|G9t0Qj!fi=F;nBHX#@m>Ma0C!BqSvy
zq$Fje#6-k|`GvUQ@emsY@g_h_DApWhe)4}^H-G)Hcuwfp!fq`M_)jpED@*G=?bX!}
zFJ9c*&jb$}A#!=RRkbY50Soc+afb>g+KK?00^Ed25jHj^Xpulm%gU~!psnYgRMObc
zJHBtv(aU$=d_X<<5Z?6h<GU~4!9V?PadT-3x|fOxONmK}%PK3W>sy*T`-F!@$3{g&
z_&AwaXvhgladWdVvC_~ZJFf7$18RzjQ?Y@62DLgMs?bnWNmW%v6;6CfhzjEI++1*C
z3h7*+GvkyP5)u;VBnq*~D+ot0;n7Y+a#|rYMQd%Wsw~V*2#fUdaCEdX)z^pOQZnK~
zd;&bM5yAi}7r?3*31=YO&}c|hN?t`vL)XCA$i&#tP)}Q32}F8;OdcuWsHVQL@x4cm
zpFV&6?xQEqUVZ+u^ix-2WqI}9Jzf%MyG4Pj53jG;qC;cQ^$Br0A_7Gy5g-$ctSsz0
zPX2*$StX@)Z9P2$J9h8id-OzQ6)}biN*vOzH^G@vy(JzVyda?O(hABd>RNh6hQ_95
z@MUTYKBu;(iXy1c#l#TBI9>uU*?(9~18z=3%fu)uDk>%p=s!FmS5#1tQ;?Mu6#>be
zm4TI+oOBZz85uchDYNFX`4_p)A6lJ=)eM|%C&xIVVg}3T8TI$Cubw?PV`>8Gb5Qx=
zghZv(H33($umBGcvI;0EEWn4Hqq2ef35!}<dTJUq4Gnb%$MBrWE!}-P56my#dbav~
zd2JvA{^iTNuiySmIsebt%*y5A6%-N?784Vflv7dG(6@AT4vfvpEGerhD#(oR^svyD
zkrn0PU<NrAkr`w~^{8kNF-zE2;s6ws4-e0H#HA!9B|#YiYGiJ7kq<fjLt`ctC5Dug
zoSGI;MgT1?zzk&N)Que-0}^ryYC8u;w)c0#oz?i@P)|oIOCw!4`63M!iSYc~0GrIr
z{LqbpFm?$K=y>o#fEP$B$SJ9+tEp?Ks;MYK;{Z{-AfHHdT*cP@T{C-*E}pw|<KB~J
zFF$?zzOpuKh2D~t)q8Q=7*bSym=f{Pq(uIL_K*>4I8qW~qKzAAag4OE$PhGe3JwC;
zEU9hX+B3XkX78ROC(nVbP658$`spFEqz=;yJlz%$5r)uGR8iA}!$E*4>FR20si~+a
z$w^B?ivs~<V3PB9`wQrqN{iv+6P1(&nM_?nT}xL-Utdp4M@>aRR#se82(kCvw22Hu
z3fr7igv9<Alg%GmohX-v`@<L+*|%uGTq4MAe0=fz-ucExDjc{+q&%Q}5SN!%(a_Y;
zR#%0`=mJ7;hKysaasY2eLr24)rY39c@12t0(79!F*O9|#Z@)u5($T|i$n3wre*JOz
zzr!ZlgK7j(4<rs@@OXmAr>3K0>geYmms?xgH8jw@wJs|v(%n>5RZ@_fjg^^}4%Q+_
zq0Gj{i3Qvl+SS6c8I>r4TQ`W<4i7SDMQHXS&QR1;<P;cE;!V_8`n7RG0Wmo_4Ko*)
z;M9`R*1=tKvy=TT&1D%e0fDYI#zs17Ah1Y4L2E>|ij9q#O%0A?G5$1)27jgyG$ECd
zm6el~fzHiv6^w^N(4(-ZdE1WJ-3L#cKY#W1!{^W5e)>y#f!XJNO#EgNa#Au38T6_o
z0|hw+2H9o=Hyw(^k!&D>s6!lnIhf>4U4uj7p-W_IclW^9&b@mNo>;udLQ3)DWSbtj
zK(JEgKrE&~QWlkvlm>xMNg0j?se#O*s30#VErB)+Q5AXiHUA5w*MrJyU~$ya;?goo
zN~+rWMg|rZHgNmf%ECxjLtRNm0z9&S-E1T#CLy83P!eR52+f9{oeY0Sb%JXLeis=v
zM(N4Z+mD{EyPSb?<HNIO_bwegBn8+tDJwETFDeEl2xO%}pn*e7-0ZAu$V5960|O2V
zJ{t|4wy?0KLts#HQGNH;k=a9s7Vo|N1IAvyBn%Jz^SHUPw9>*2unEE@_%t8{0c@H(
z2O!woG6=9)pA#MBZUV3=z{SGBM#D^lV}TP^Ebu9!h5{}uFi4=jc2G%JfH1KD&t}nd
zjy$nwDj_E(26r04CLD9)huAcCaR~v~Y#W-Motf-wX{pGJ_78Be2G~?pR6wu^ZXbL*
zHWqe88fv6d!^A|;#Dd4xf&^^J%gV|~quAu-7w{}BYUzd8JbB^5wL1@A0BrsRny`a%
zKQ?+3EGeM3067IQCBP&yZ-gNuA=^w!0(+VWHsRI*2djdqOK?cS4{Yw)d+_+;B0D8y
z1rQi(hllI+5D&7#DJ}_nA8>3<T^(W*>Z;1X(KSS4XWjpA-OmbU8klJ4Kpv7+R0PEo
zz^0`&f=zQn9d$KDkWPenSs7V3kZ!_Il95x9lG9>;U~^4O_UD!@h?(@%@YtJ-RPEXQ
zyAPi)uM+CQ)zxqBpFX{N>Cl1<HHMrF8MPAxA6i-(s;Gn54k|S+WTX=mp-glz`qI-<
z(C7*YYdHmnBp23qcaO{-{4+L}-@jU2n+5(S*hEj^Pb%~9@Sy_0aKcyH(8$U?G%UTM
zvuk|c{LHT2%9PYVTU{M_Q9KtrBPA^@GpLl|^MlN$(lV??2}u6AxCv(wTu^BQQCy>k
zQjUlkITg75#H1TH(NQ9*LC~}h#ipxkXj)nMma*OQ^Rt7k&84YPzP^s;dV1=L$aDcT
zV}?UC;L`B8F@VdCL&tpx2F?WkD?rP{#Spn)JmRlvo?2arSVkT`eeoion=fCWh0q^-
zWmi{+92_^1QUWBBQo{fWwcLqGz^5hIK%=S_iCM!Y10P=1+%+f|#LeQG=FYDE(W%{g
z4jf-RS3?Tr6R~T>GGT=i*+b%jN85tJNEDKhg-v65Iq(cgLCJMNLhFdoHX@{R!WIZ*
z=NNV=NkCULbc`)+ZJgb_y?p$<y*-_5%;12CqO=6BFeBYYqD`Ag0SSTL-qh<hhQGbg
z_5(GBmV%m$43m6oY32Q!yEm?VTuUCG-#mVD_tMcr$>f_iGa`<hPzO&?NC+J%h0D;a
z%*=qzF~R|NS{iCB8KoS*sJNa>XlP1NU02ue%)x`_?!5VpTq3hWZ$B>~!$bdgCj*39
zb9Ov0Dr5;Kd^HTr&7J(BqqC~Ix+nG@+P7zWQ%-i6qoIM4IG&xGgO!S!4l#saVWeka
zVxY&;t@SKG4kNgS5hPj&dU=R3Efpn_BsXu|ym12^4T?=rLGi)yU{hz;kkrz$j_q@E
zyLa|BHI<}<dU{wJYG^1)i^F|t-XGhzJdUQuSZaFOwGCco^!7tL7dY6!kFIrdad1gX
zM3vOFY#p7M-+%PXB}g}4zxw#?k8@XRkLY0sXBGVBO{7GdH-pk=<0fKCYDHD&oSe)E
zWWxwTjzvOJ*V-NM&5Xjrs>Y5jy(5!z@W|=hEh12lU?^$U8}N*4^$;5(D~8Ug!eU!e
z67Ihvdh0@hc!FRsVRmhOq8Tv^qM@durVs*DQ$rgb$a{JOghoZi#>K`)hx)m?S{rF<
zDuTBW<z?EmfrOZZn2dsyih>fA_4-*25w|WNi*&@uFqoPORR87kt2ehFq9FM4_Qiuo
zx6U6w+DZjQPngjDEazIFL02-FP?0%WEQW#xhf!CPV3CnAbPWkfDXQ)49Ne|AaOT#l
z-?0h*@#D*9tLSLkKf>nM)z$P=E^tEy0A~}IQczLVGO)0>_Xv)Q$t-Ve>l@#>W2~np
zBQq3YQ-Y6+7hG@#YB~mb94(Yy27gchaMG`}djUS-as%P<2mc-w*g>(0!GM@ax@iNJ
zoNf)9oOlswX;l+PNB{V|{Q9liM@I+SDl2nh0$iNU_0-hlB}GMr5KUc9)F+$)?-Cfw
zL`7)Tpal^t8+tqk*CV;O2zQ#>!6mJ-p&6v~{R_v=T)KSo{?pg5K7ISMp6Jq#{nW27
z?%pqt%t(ofjLFE(&&$usOHIr4MwGZ9Hd*BqjBGuE0%J1@3Mw1gJGKo^%+BsVwzzmT
z2-H*5H0x6rYkNpYLBt7%(fOcl0%9@^HG>gFYh;QTnU^HEto`Kw2LVMzPKlG2msf^X
z+)(j5Iw>nFw;(S+H$5RN9BOars>#U+iE;zZw2=s!c2FTT5f$}sa)@i^2vk%U3JgY|
ze`RGET?JcN`S9@WgU?H!zPx|&<nF!e=N1kP<7sIa>DOvGWPO9}rvpzAmFNJirKBNK
zv9#L2E+=Q?5*(ad0A1Lp_RXKV@nU)T_s#Lu<?qj5-GZZS|177&TauZ@&H=G0A}%2<
zudJeJU~XsU859?n1F$(TJ~ckpQ=6F{>SS!BEGfXr%}&R}07yT;BOPobFfgDh)yQlv
z>TJhCs56-u*E_vfq(Fym=o>d|+(b=_UB@P`Fu<m<y>mc9enCU`@Yv{Jdu2s-jK8y!
znXZb8EHrQ6L%1e9qXTcr>lzZyN=^%>kqC-L$Pyad-316<pBHE2c5#g_X>aX=*gSsr
z@|Bwpp1%15Hqkpopy@EVFTc5aw<;<nEjlb5ii9AG*=Zga0yY^~6qJm>#R-Z{FDR&J
zXm3ZbIe+xr;x#`CYEo+SP@Ql*gA5rXf=irGatX1JgUSpdq9P(t!cYM5H$cjB*7Zw9
zfF?b}CYFMXlv!FqUPZ^qz|zqxBseBDGc&g!zW`t}G~C<K)LdHuDys8<<U~S5ObQD)
z*lYOFti{sM{33`*3939&-XY}1FCjh1cTex${<Qk()7$5d@7%e1_TaH`PRPL^O@kM9
z%{+6B1Ovtm0}VAD1xD4}6vHViX9%#Fm|NA}-Z!~#->K`*mzMvcYp@Kep*w$>M*6?h
z=?~Z#xZz=~u$YvzysDOtk)@-DM?hFYLRMjQbz^&HM@MabY`mYHzMi5usD3#B<)ER(
zQR5h(5hwsCdX7xLw%34e+Ayu3+#>0Oii(1Q9BIaEBHBRiDkc2`n}QM&O8Qn-?qR8E
zC3UUsZOxT=c}Zbjc6LUZ3dqq8KQB5d!o~{Tl#bCU*x!Z*&9G>P8QnsIxf5|BMd<{S
za#(17bw_Le_}s#Q<L9nizWLzU+c%$={@kZPY?)TRBU1@)@7}+1a_`>J=7RE)(z1fW
zoSfvuXa+b;2Y(`ms;a4jS5Q!NT3%jRU2E&s!5z~x0Gp@poFpbiW`cgy>gbLfEZAU0
z#0?WWA0MjCfDBB)2Z<AYGbAJYa;QkiHQ<`@Nh>O;>zkX|y9dTVMdpgSrlzKb%EFZN
zr~oGyb8Qu6IT0Z|o}Om&1|mq1F>rzs#?GHL5ee;D3Rvlp+pi$sbs0GxTVDP8^2xnN
zZ{EIm^x)==OJ@%68Iq->M^^mc;WYeQ$Y&!6=+S}OO+`aZPK^<F@sJRq;*pm(bP5QJ
z&#Gu?**3m+-^uIGmzP)nn$%yvy|?`P(dGYzZ>GY`%8wTmk(8BJ(K9x)b@dGiiHJ!~
z%*-k*C@C#2D9A_%3U)Em(v}nB=i*{x1_{|vh?X3LLs}g88nienYQo(B7nacKC2ZQP
zIp0vBvyUXiL>o44Fb<RuLx)7bJ>%vR6_wRAF?H~Zj!MmiOMO|1iD5qWCT7~oGO|#N
z1J8v{c)@{rdRlh-ppaN8EMd8jagB6Bstb4a*E~o$9iroM>f1X9CJ=012H1T5?%lUP
zpNK6J+MP)LdHeXmm6HqelN}|EO%1gbRYe&|N#W#c*yPvIwsiIh4vtLD&Mv8LZtm<K
z-MMSu(Z%yu9@}8Z)~3)22ivd_jDV93(YrwFL|*vfSsR68=RjmVnSVUZXcH2P?7>q|
zV5Q|$RW(6@?(7qmoSawH+TJrbIMm<OTw0MC=NI5;rm3wcDFTH>spzRU5kuJ|#3~N8
zGDOV`DbX_oa0kdpo$uUTUE2U#Sw<+$*Y8j6Jbm`?&dp1g&YjqEVAzZnOG7yOMC?RR
zSfYwMpb7<bJ_)mij+cimhMY-ANkQM<$2U5yq@l5UbZ*b_>o0yKmFSS%x3_QaKltam
z9xJPiY;4GC1XLi?HFI+E4vkKXPfCT(*y(AhDM_)hVSdi8mU^nn(!xBPoNyAGRwZ9f
z4m_B2R5&bjzk!3bw4i<lVGRcn3I}2c&No<skO}O^5D{<Mw1G&^*HuE27Ap8Kv2(C-
zN&LQ^004jhNkl<Z;e~`Gm2`B>oP7MkViS{+5~4zayg`kwt0pTUDU9e<LCynn3evu}
z3G|K3U}6HC2i!%%;RhrWgyT6@CI%LIHU>$bWI)iN#0$jc*~^!1J$mu}!}tFzs)O|8
z-#mPH<@Cb-UHz5KO`UCZwZ++SiIMCS;0uEKltElq-`dqT3|u1c<W|%-wD*imP3}2z
z?(DV4*SPRx08d!h0jHx|Ti`^y2`rGau_H5UT<Ghk(X}5VLhGKXI4W9lDhkYIsMe>d
zs%>O#?Gg~3mR{P_(=)nj_w3Age`{NLW>l27osqGIyri(G5EmA1&u`qYnV4iVJjntN
z3OTBbNRFW*#b78%Nr~0e@BQ(ce|viQ+U@I?&YeGXVE67pBLzjLn1(GKGrb4*9w;ud
zvO;=i3~+an3WuY@k&udddw4ilNf8rqNUEwC*|~d!Cg)XGb&TwuJ$e1z@^54l;{WTb
z*AGvxd8q$`xVgdrE*b2>h{>v|=$kn^`G5<bkc?mxpfeR<Gu+?R*#cry1kcIM#z@P+
zs8FORM@d6Yg9FqN{DIDV(}J%+%gjiFsE-f=01dLuKt%yqJ-BE@n?Tsq_jH$*0&$ap
znVFrHgBvd_ETyEQXW{Jo1Dk;66R^pTv`JA$26dlksVo7#Nn&N9fu1|)z#`+?WCIdF
zp`Zj4y_|PKQc-<(_u$0r!hvIFuUrP${P1z<|By!BJbZNZ^uoe)Z&h>C*7k<_;;gv1
z5Kc-oZqiBWtzk1G6A;dZ_H83mQvjQ1Zaulk&xOHYXee>ebcJqxT8@dJX~V|0Hc+_^
zO%C?8wh`kme!c)?Sdcf#F~ou>HjS-q-2!9M(n}iFvDwmE2C(U4YiOh{FCi?7=K-;n
zie|&6O(3stCMG2&Cj-F5P*7qvV@XM{7|dpJVhUx|`+r2h*XP%-+_-+_{JE2d=jOH<
zswz82Hgt4N4bAUcC@ZxzX9r(}nU)Duzfc1NLqa9&<?iWdDTX2D5LZ(-w)gM|Ni3+T
z?iik%IdSv-uTIp+->!Ul{rb__m4BMkS5{BZv$JvXfErRlK~vMzDZoD}1=ObndD&TM
zNpZ1}p@H7sZuVvt`f75rVuCzuoU8yMRE+T{nJ&Co=+;9C1)rh(6&6Pal}8{#e+-Nh
z#&|HBNj8%aZ`eSzLEp&D!$DjYN5>4$;aS)?x%v4;WmJ@P%<SyleFFmn{k>dWpx1~R
zxa1;ysK_AfUx1s3NIe_)c!#I>1(8yL=Yo#F>wXyI!ZZY3RE&aCQj6-lItIsKoqqPp
zmD`VAe)_!pfAIEt_29vkQws;D1{#aYhkBZu%W{*G!X(H6kp#(rLB_zq#@#PGEG97{
zJ+HL3uBCf$e0=uMnbTLFd?>FWrl7)5Q{$-Vv9z?bgmJYWqyuTL5rjj~(@DbdBw>YT
zZQU5TY7`VyWTZ?|;xY<qYC0yiwr)YO8JT6xef^Vr4;?(TZ>q1au{b#yD%tC)$cl-J
z;wfnmRby%fIxI23CWeR<+6}?lhYU*4si{@n`@0eJ<qwY^-nek)^ob+$lRNt=JG%OI
z?mcuA<bvxrZ`{6pV^3dL5Qqb`j8x!*(O~s;O-)Qq^fcJXF}%{6nkEjOp22b1<>f5{
zvoj~}eEO@!`O4S#&!62r`|Ka{&1D}pE_NOO5D_U=0|Pss*qAK13RqiSn4caW5gy<P
zwN;I@wN>OK#0B}d*g0S`9ZThvniQX4V!=s<!IDwK^g~Gv;7JWJNeikt?An?QvH}Ju
zJvkIH-MER|#nau#-ds-$M+5h5VIjzghte@}syfC-mbQ+LP7XE}=EmAk6IPgCfQO*v
zhO|oI?iCeA+|?&6AuGidkOf-oU$)SoS1uhLFWxRZEu*-hd&|K1%>MmHAvPbs`TBL`
z|F4zz{pJ1pS56-|xND>>BfGc1t*tyOJ|;k!jFK7}6R{{58QFORM1;pCWu)g6RaP}^
z=^q=LIe7Z)%|~ySR<uaq%pD~;ju!W$T3>fQXF=&Oa{9Bric4r{{A4waoOe@FV#tWe
zgd`>9l+@Mr%<SykgW@u?%A0%pCiWgaa{S2d(b0~|%#0`>dwU}dd5~ZPc=6;^7%FmJ
zEgNSCBNZhHz^>>>HW6>wtS=+o(75>J%OB?`(X_kt{_X9vhYugwKQlVErE+X+?!c+@
z7q35f`Vv%+AHRQj_u$cOYY@vRs4*C3DOp8%6(vPkN$@EJ<g@`9^Y#jkO(`s>>)APd
z>fV>1-x~h8{N?l87Z0D@T0Ha5^*4QJ0pEndOIFj&%q=_<+9LE1b~TojWX1*sdDvSR
z8fvR4C`yY93E_D-SlO5u0iB|?4h@fp3=Iv`S5aWa!Gk>#ViF1}N?4I2d-H3JUP@$+
zhZLl95HrOjoV=Z#tjzT_)YxcXyhAoyxViWQ#l&P#NmxTe16?gGbp>g0aUp)5AM^5z
z$Q}WlLcqH_`NgJWW=Uhn0XhkTH$PT=ki@90;uMye4&{gX$EN4!kDj@5<<8Uh%S-=X
z5y#c#k56vjzIbwB@7z#ZX-UUedwWGjY_y*dHN++k$EsvvZ0{8i84;J9nVwTv4odZ&
z;gOyDPaMB;|KsY?K@w6*Qjq@9W%acwcm~EF6KlVW`!X~ABssgb)QK+6Q2>5O#vvsR
z-HkQiYP3giY({!<U02u0uD$yX?B6{))>WIA7w_ljXbOr(8F5iQVQ%tGG}MyD4)%d@
znQ5gp9X)+RJLmQsIJ0>6<^%9x{_Wxp0MM7O&u*O9w|8bo??6la%+$j1%XjWP`@FP5
znA=!d{rvpcQ6(B;E`SsvD19y>#7|0#6Oz{jWX#7WBsL{Kuc~u=^4Q(a$aP#<n~_~z
z`t;`YvqyLCTspP;pPpGRub6?%%Fe^jCnl$5Vc`{5RM<MSYv=TEM+M;8KE967+Fnss
zLP|`SkDnV9LM%*h5}Q)S&(Gh}$J@i*!NtbRL|$GH&(6+@qaXt*jhvd26ibB`hvWz_
zL3zG;!v=114=)!7Yg;pY4QV+cdRjU{Z<>>X2QMTbDk&?isI01@qM{_PAS)pXo&;V_
zE_Q-31p_@Y#009(O;py_KA>33EU>U4#UbY~Kei<4=y2dS(leTvx<#a=7uL45^^SsD
zc?4qf`N!42-w*h46!GTajT`5W?_Zc3Y$+}*?rCf+O^J;3wPm9M^o0(`tc+kYA|fs&
zD<c<Rv#P0UU|?eJv16C-zXBC%9A*<G995>lu7i`F;C%jLobtzOt!>2clL<P~aiapI
zBPm8wLIz+HYQot&cm&0!rxn(;w)BilPR-2h931JW&dG@jbaAoJRh5;KfE(zdnrxg(
zW^S%w@tHYgHLX3{h9~#z*?;`}g`4-DfBpFTdG^no@cYWU2WMtyCq{ZYOWXF%AH8(_
z@uT-EXf2NpY^{F#^0bDDm4$-?>Z|ec@NjLWrxQ}p)3bE(^$m?pEzGOx7~OH`)~8>0
z$yYu+fB5L`&8t@yk52z{9XU-lR%XCA@nW*tR+c_7g#~RRv(vL9?PX;dQQm$|0Gk?0
zvXT-aLVSFnVrGRaytFuKIe&kDKVL5|cSlEiOEWncAwD)vCUS^I92F&wf*_g)r3N54
zi9r!W%wz83=I&r)ZK|a%CnE^UK3G<>!9_S;K_M|IIT`3cpsWmy03?J31bBI%QWe3^
z2lk?A05-`;D6H%Q!jqCx^Q}zb<P8=b3R|DMVW7j|m_Y)FNKGrMYwOsyednINhXFS4
zzWDT?u(?8Dn_pf&ym{lo@rC`9Lmj2%1^vxUWhoI6UiNq@a+uQrHccD|*v!l=Dle->
zv3c~^g?n#SR+pkTlae8=8^WaTPlM>|lz4sKm+1#Ie_HB9n@8}f(TWPoNGqslX&YKN
z0Bpvjr504TwQk!!F)=+o(LcPUCO0=8VAEVzMMg$KR78+hLYbXI!NkQmFg81*u&%8S
z{MNa-gQqT>yZY$W=da5vf6y>kSrcb_d;k30o*hG7oz*S7=Z>Ab`RwTz6iaK?(jUG*
zs$*hhXXWJO=H}%FbpSB~ouGoQo~1K_&4RqD_L0#8*FOAmNtaeXzIgQb-tBAGE*#yt
z`cHL>mtp&bi=B@bV$;eup|rSjVt&uw9b3xE(!$(5tqtHr0koLl<K}^4p^Qv8EDaSU
z-pR?q$==b<+T7e&PhDPFQiPL>j*OWrj-P}a1K20jzkslW?RHq6bD9{tIorEfnj7jN
zmPqW>u#bz3LvR4j$;-nhC@L%=3DwpmL=h=IUQWUy2f7!Cw4yN>l1)Ua$}XX?vB?<)
z1(q19wV}oJ*#`JGJeF4O5veJKwau+PBU5|!96G&*&Hs;w?Duc)pWL~6<?P{o`zD9l
z%1UC|sw?y3gF{`d`N%O?Y8qNLWm6MJ@4$#iG;WraRW@|=_KwaTI=p!E_4jY9tFduV
zYlDIc9af|LC9g9w{#>=K5B)+O@*6ghONS8=m64TERMplowsds#42nrj&MmL2Y3mv2
zA08gq($iF)nH3ALX{oO!uOK1DFC?JIFDRgH?dBE~pP5})*Rrj9`}pqJgGUxGTz&ZR
z%NKN!_V4sEK0LiSzjvs+xv^;A;F053@4tDyv=;qVRtbOms!dFciH(_sgBA9^i0Ehq
z6d^W!5NzgGwG9vNyZrX&u(|x@<MaDBZ(qH5_U!R}{r`A=a|NEOakBIA0KREu<sDa4
z1mfn@uKt$7!ni<3XH#t@X=za*bnO!gcr(x;@r%RQ*vQz#z)(+1OHDz7hXee-+)RRX
zO^=rEJ2|QI5o3r+$TpLZ5^W+PqQ~R4?d|O0c7>^-hPtwp1P=of1_P>kMrL|+lN&Bm
zBf~mtQ!hN6gq9}3GX<HKr@#=C5^bRI@pSMH4@*qT&M$IhCKO>*I7(1L&{5LiusAB5
zl!KjbWKwcoRZ~;<01O?cFJHR%a%tuN)3I3o_VL5>`!_CJICW_Ep2@z}@{;(R{DRbQ
zUmr&^HIS((XsFm#O-$^)0>dHSM6p@l(%CgQwSWJ)YfnCYgzut8h9RRQr-FS89F~49
zbgq?azlqxXH1taxodb7X-4;fZMvWUcR%6??ZQHhO+qP|^jh!^MZKugS-~9s}8GXk&
zXYXe{YtH;k`8CMcbAuO%5RzRD&g8x}2iGTrNLlG|%IflJD_fiE6LXvDx=}fq*asKa
z##yzLv@~QC)ZJqfbfhJg`v-ra-QO%UT3t{hb3>n2&w75Zjg4>kc+)9#bapvhY-`FI
zDa`ISvl-`dy#L<Fi+aY~lu!z#qpKg{*_mtx=f0DloMdu&yax{#9~`Cv8r#Vn-xr_L
zu=Ei#`8>TI``e2OqmkpXF5matuQ0qsdhF!cgI(lA@a0VwX5yYkAN}*z*2srwdO9j>
z9yCk_2Vo+dd<cG&18Gb51AP)&+9HCAUr-QPFA(`3+{}>}2S@N@+zyV9TSZ($#0(0z
zJ%?Owrxj<X=a|?h=h*%5L==FhL)4P{eU^CTl7L(j%pSO;?~16wBZ<&8Gm~AkfqY7e
z$_g}kEI>Nin20E~<<FKEPbN?9DeCyFC<b?FFE%eOGAA?ppU;)EcfE>{kQ}Qrv)Z0w
zXJxGV-4W#nNl{f%QTbW7qtp(k0p3I2ZkN}KjH36lvXNF6G>j3_l49Z44t6cfa$uBS
zP*kAyikSsbQlj!mqXiT?S9p9bK6={h5(4On;yKF6%f}kb%TS)9Oh@%pZ2tO31WQwU
z1`A0FPf`O6Rf?+o^3ou4$@W*skzb^y2WV(%YRij%msC?yhypiqpPo!TEAL<w4F!ol
z++8IY;9-BVEil1UWp!~vxlZP<c;CDMI_dDKr5U>`oo;TOyu2)Kx0jW@n6f;+ueYv*
zy4JV5f9!mVRYt&S>x%!-UP(){3~qOKU}2(TV^o%Bt1Mo}-NmC@;Ggxo5i{V4<aGKN
z-UWL<A`=@?{dCw!4w%RB7x*q!k&)RcYHFs^CPbIf*!(~*M}_U9q5+=8E&h8FPAhHp
zXT+p7P>F^#_EI1e;N=C81T`ln9i5oLPWL)Hn9u1#41+A(H-e-hBZXUXafXABfrDdi
zX-Q5o*(qlwAzR+@;j~n?!N_nl1~38b9`ZV{vIr;jFG6%b5qkZ(#kwQRiA!Q5J0q0j
z`BAOu(GSlp6BWKe2K-i32;!C$i}`I(LD8I@{jDe|(Q*6?oAcdua+)@~)BE-F{IKsh
z<7C^%=WCAx2!M=WnHIR-v?Rxo3xSTCj!rfF(&-7kIwf@yW1vj@0+MyAfVHbFsD#h+
zE$s7lufPi`1H;9y0JC6Zv9Nb9>(65RJ0Q4dlUIlb(c~Yd`9)4dQ3hUbVQsv-b99A)
zoRyrMpr)+|TCbs{q@kD%sIE{h4D9SGq4rDLe-!I5I%55$rTxw-kOJAj0aowv`8Kqy
z*H`l?X6@?@{DFr(Xs@dg_fQBqJ)aj7$9<olDNAm2VkAEu2s{`Y>2321j*_&7OdWwt
zt@+!E_nTo)%){wxP8NoO^;O;~@0(nYs+#JlM*8aN&kpvN->8odHa&%fjFDC2R8jLq
zh259%2G?*;u{+}5to@nj{iVK}<3n<TKR4ZK+mGw~n4<z(Gw3LZ{^(vC+LB3C;8nyg
z=Z4zV1cu?i2IvMy0!sFsIKM^6DSm_BT>Fb*FdYM?qG=FR%UmB93+IO%%L9;*g&Q62
zAxZtUEx7QnZ&r$jo3jH4=jkyi&DBIDLOQt==i`mwd9;HJ6O$UHEG@O#Vx=!P+&%_>
zd)0jz?fV?QAJ5q3@_@{0b35$q<W^J^<o*fVQ~$cL=fkj~5|T0T^`(T7#Ns3|LgAY6
zzqx5?hgQ5u1ty1Gu2*~>`=<+Xqo_ThkQAYbaGFs?gLiy(Hy<jF7CPk!r;tXw+1Qwv
z3{Bzj<-yT`m6fRh9T_!IX<>fm)`p6nvbwqk4iXX)3IejOme%IwbyYPr4G4iU2JJ4t
zNXkqO&j8g(uB!a%cP{g;(qrJ-+w<D`kk|0~`WRHD76(v}Nv?T)FFtCv8#<zCzo=`v
zt4q!DO(69`U5P0u(vmwv8*;dm38m!d%1_Plf%xtI@4~ZQukZWY>HfJ_np_@-tNr%J
zRmK=@kq+0Vg{+>=lac?zfp)gLfdvbTke6QG%?lvSTlryU2c<+~BO)<OmxRJ{;IH+l
zE(tWeCu=I8$$enV4n=;Gm>8oTBp)cJ93C8qkO<ryOip_E$DaF$aQz@7EhU}rK}oC(
zD+pe26E3q=0nb=|VW<tr&8fbG6{5rEELMqx;{h>7w)wR-Iypo|O`d<abAXMCl9!yB
z0Z3R5@GGT43CTi;4V4$^!?A!oakvz)_^7F}y1~oHUU9e@+)i)b$~-9BoGzTJ$z5%C
zdpv$r5Q{y{#L7Ln{5{4H_Hy^&SWizsDIXUXXB1eV_7Ec0a{HQ{O&@-ExcEp+gfVB|
z;HfwAzPfqka?=Hdc<EwoAjiS5=jy|h{-ODhPf?{)nblKtgRJ4bWDu*QjG_p>1_lfc
z9wPAYI)JK$OzzA7=44oTc#VpVj*SiIFc9)`4$o{)O;2jeDQU>+B76GX1z8nYUBTFh
zCOVCut*y7lTx@hapX|M2%Wc(Fe~?+%Qv3M6?i@WX1PK(VaK+(pxWFGh^!<_XzovT*
z`ew1y`U95*iJ>YzvN9m1DhuGFSX$b87!CcM;~4?m!%knHo9oMUdYmrC2HO|45f!-W
zP>`Kxav%2`#mbQ61hLZj6JwRwtLj~EFRyQ&970Vt5D*jw>UlynJjRz$saPNx!$4<w
z5<De}K3gnRNm*rKk&Ts+Wr=AHSY$~K+@sIt`rEOg_A=3sq$FTqps`9LgSZ?X_nigx
zhao{WXPul?{_!t)*|V@5L=FZLBur=u3=HaY@DLL?_|0!Zf`y>$3yt?Mu=gn1hsEI_
zz6{0oQzIMeOw6<_B-o3TkC#0~MGIlmv|GL%5BSNMX<L23G5fQIN)25OS4TZP3k!37
zO*174_e$T&%C@|u;ukR?^{Ak%KtvJ?J@D)c)kFI_N;r7P0Gq{bUn?uMuPAA>n|}8Y
zxJXXGAXG2{bok?#&{=bh??R%Q#K}?_4fCy3vHtEB21WvCFqxm6Vrp@4ct8e+h>nyQ
z7n=cGIx{m9<6@FO!og7Q?H%h{m{}*~RAb|U)-bnVlHgXJec{8x@ywc9tq5|mmpq=I
zA5&&|s%l?gtZKc$&GF(h#>%WzDDaOfKD*=D(SBUtlAzQ!^tuXNoi+=kUO2K;lL2tU
z$nH+f2nsUOR~9rhHBd3JnsJR6jLl*9J$oqt^Kz2`KpKcoPtVRRE{g}b>YruaP81O-
zDWDD<Kxr;TA!Kl1tGAaoSC;kfA5BR~#T$CKsbhOVcrg(nSxE%S8v+DdUjqR`B&2W|
z2mnMa1cqW{WaOhGb0Rc2G&R5>JKIKVADvX@78(kUam3QHDZ+(0A%$%G;LJX_a~#*p
zyr%yOktI(WWr#8dsc37<PZazTTpSaf{cmun5LuB)(b35<>TX`U#283#6YNNT`xl!Z
z?IS@pXxxBhnc4Aty(<+Q+U0Hcc|RO%#Ym<7u)fO0!o0MonjDL*Z);&;T7(Rc5R?u_
z6Os_2s4+8#Z@>g#>8UAd+S;l*ar#cq#~-(_X;(eEZ$KxW!zg?-AM(Qv7TFJ0h8i@}
zz9}g<5dv#SDne?oM3C5D2Jx$Y_9uAOD#s6CV*t7#VOL<Q*47n0^pEE3A?^SvJ{_Cx
z_Mf={Hf}<~ruNQ~4li><$C<f%3|pSB?#?^>wXO-hJ|Fj|leb4EFG0aS#|S_fXy47c
zmd3cYnzzq$GZ`5nRo-qT93@$8w!t2lKtZldQkGYmU#;>o^?aQ~D3O7%KFi3(+Ti1z
z;h$XEUYAdBJ;wpxMN*3boo`%?s-%=vg+(^j7A7_(7S&Z%q-3;&(Z@$Sf(T|me-MjF
zTE=s;B{uFu1cO5ihwyWTZ9R&LqQ~0W^5*8+%BqG^R?ZW7f8bcJYMe*ybWnEtr{6&j
zq~Q5-%Z-kq)GwFHNlC~Ey;qsjFRa~=(co^bU65%X5s<BQXCwy2WyPtfi%SbDYphN#
zZL|F%Wn~~CAtq*GB4gvDnwgsukP*SL*Mp^_`^n}6GcjJ3)rJ5sLzB(v^6#`QrEiJ+
z{o(4ch|3Llw?O54=mRcpqklm;G9;LogsG6BYvMs_;4^V$BxGfYvvY0Ex4=L(Qch+H
zxbIU|)mmAs&NFc{HoWgtEU4jid&V3ILh0f$!l4obGxhRKtbX+Vz9%*(ddoG=VpD3k
zzuN;Y86>F5Eztr$AA&n`8pbR%b|@yN#-=6ZBxJ)8;NfmuTiig}B=mGN1VkYjv_}BD
z1m$Xb$6N65?-C4E0I-K3Eq%e^`Z;)+ruWHfDTwv@dVfw9SG&R9)zxnN{;(UuwET(8
zwj3;<y1mu64Ayc!I>u^CaGaQ|%GB84at|99Au~luTWx!W^K+%aX?gPD;o#-zv*uEZ
zb4^PV`<!z8-YM_jLWkSUIw+&MyaOSx0I*sJaY9&IfdCIK3=ZMZF~_5Oz#bl&2_q!Y
z7?GZgHbeK_MP8UBJ_c0D%WGz*{p29|W!T&g1I5XO1Id6_)-={S9qKB?!3h@TJE(Ys
zRJfFccz6`-{p~IdshS!$C|*T9NKmt1h5o7e>36Vue{01=q$JxdVTpn9Da2<q(4my%
z1eF$Nms^C0@W==$X;}#wDX2PNII-B=eqhWeMThS{r3{dYD?^{QJ{vYiVzqr=cI5)V
z7-W5cliv{6a;*-#*WPeKNYBE;z7P*j4GV;Xgzulq%JJD5ZE^pkxU`_?WNm(}iNP^4
zc6uO~;~*}p&o6Flt$_Y99Wa*z$P_u8PN#Fo?D~Aco*nGdgR+Bzv!h{z1mF?(cPWur
zHtVFg`R=79CE4kP1^<9V3hIJ($CpQ=CVMaf<)oW1Yg$-Tf!`t!9UdAM5fXC+@^K>w
zFuwrrE>Y|`Q8*YGTU&cjSCpN-va_SDhmVcdb}VjJoOZkY^^~8rJm8dnqH$-Z)8lRN
z)7N)@>;Gg@1FRj*cWD}I2ai`{N%!+-mJvbO)zaAMArQ&VG}1Xdfrb5OGgB1Rm3Fq5
zSL=Vbx4Ue#+`OECS0fO!OZb|aN>4reX~Wj|${85yqS)^O=nnKG5Ed5YIt-*?p~{F~
zPMqz35Zflk!o?}n)!PN8kx<c6;^R|QRR1!!-ao}kQc={}RM$|+MA<trDWs*M_d7K*
zv~iD)s_vuhhP~q{=AS96F3-xVDJ7#KA@3xpF%L5^H1d1lXi~nla6XmESW<K9L$U3M
zkA_olu;0{EfwT#b7#|!eFHH@Q+(H9EePl$8oH+15DlHATYQkgS5!>wD5F<i3a8LPM
z?QqvTcKSQC>QYmE^ZEqvXJ+W|fNSLAM+o4f!QJZf0)*@BZc=7KBCgieWwp)BFZKDO
zJ4ZXF24<$k2g=LzL5#5m3=$C*8m}HAhboVcG`Q=YVSmh?X7G7@Zuerm<np?`->>%H
zsUm+F|3dw>h-yy`AtnOq(^Su=+b6y*Z#bGihB!y+Nq#;)6^DVImZUPr+R)%|3yT;h
zH#0#;TUT98O-DgKDJvx&4)O{pUIu}BsFI3`f~uw<j*7wY;U0SPJqU}Bw6me9f{TjO
z%*n~dE-c1X-@mvc6yST}`FinLBb7$L3gt$7!3SnpQ0GTlT9uc}+u?}EJ$s01oy`s-
zizi`%LM&zWyc3`Pa*&)I*jSnQR$6-Wl!|VCrJ$;+o}HS4j*WNv@a?tkYj@+FM-zvK
zIVten-~JHB5}%;ZR9k)|0F!4jlmVqu9y!Tce|L8mY8Q4`Kth7t%ToUm4=Yu5?JqAq
zEBA&@3MTSieqBDn_y}Y_1)@++czk_xa$sU*Zbw8+P*6@xM{Q&xGkHTgKko3Pv_!z~
z`GpUc6fE3yv3v>X=70?NncowzKCt|cBotNU<tEjo2A0=Xm;3mr$XIxoXlS^&XlR(2
zcz8G$z}FSx%o#i@#YLu`t=H`Nb|Q|~_iZ8*jrsNM?rorEJq<%Hm(vqC&~HrN?(S|)
zA01T=F5b|SsgQF8j}Y(8P3997kBm_S3@$FSF;g-SvM|xL{rCu8`_p<gZ8Nmbv~V9L
zo2}jLetCBJj)=d}<!5IsZ;BEco*f+>8U6E>b5Xg^_9h>NA-o>m^!{k7S)LjKYx?#c
z7BJLRoMx<Zd4>%CF2hJxTV!Qs4b0L}&Q8JtHf^tWfq<ycF2AG{kk`>b$3*<F22Ktd
zUhdzl12t*t3JWW|+})3U^dG(Vi5)%5<!yC)-@OdfR7FLNJOOWf>8m_Gr~Tj0CEHPC
z4=4ZL&yNx9@V;Igen*IktHT5t?Ir#7zyIBvE3kVDO@ZkF5h7xuvZRtC-`&}qPtL?d
z!ofMZWwApCh5r?n{rQiO7?%gOQ8MOg;(myiGn?)BNZ(8h-D5W&;>;Je{7976)^>#(
z85sp^MOj{Hxy=y~UXIGj4j*Tmx3PtihkbF5UqA!S6On#=pF@8DT+1bL-1A5ju)#gC
z9&tv(7=C<kJ4Z`9OH(VWQ@>(;y(tjsLjydu`z*F3Yg41+Bk%z%ZWKe1EJw-lHBU-P
zQ&n4#tbqapkgT~ma&{r&!R&<g2*akz+6u7K7<{mm51BMG2%BHtzOO&@?>{OQMi8d1
zw|lG%jf?B5N;)dZS%?NTRDMdf3SMKPyQ-q!SU5OFhPqyTf)Xk~=d+JZ(U8}a*H~Bs
zhCA$xbchvh=z5RG@hPt7Yn~1-zxVPDQ%9gNAPI+t1`l~gqEL68Uc)6`NT=wCtY~Qd
zFgZCK`#nZ#bfW51gPqg;+f{n1p04it3V6MShIV2WWW(vziM~m7SzSeCIXPK~KFV9i
zZb!#TH3%PkRIH5T3=Ngt1r}arC{UWf$Lhl8>-Bhj7#mt&MxVjoX5(Jr1FiSCKV%Hh
z`$RZAbd$s1X1_b#uf%2H>!S{h4b>A+niyUKfSJ^cw7eWt`0{a$mE)8kGk1-NAA^C-
z$tUUjUhffhv-XF1SFkmtBnwQ{8Z1LA5#6&!1fs%pFsr*EV0JgN@c}6Ps^ap(>e_&I
zQddQ6d2x=8mA0<H4&+D5za%Zmy}fSg#YN*6cXxi5I1KQ^?)Kv5#Lm)yoH8+SWoK*S
z_^OPI&gA?b7&OS_^u^)IFz^VipvzAm70{^^#y=hRVv3uisb?i%=HAeg;^TqF?E-^~
z{p?~}y_@~*-QztXoT#pVz^Ctktf8oG?f}Es4rfZTfBWiOgN?hT<JYOyj9<3;NBdtr
zzCKU;`}yBZWC-}HeQu^e6wqE*SJl$m`iqN}epVAQ!9{S`Ry`yAX9lJ@Nl9}}Hcw9=
z@!nqI0?>sLDACo~UYy(7WaDPwZ8F>KPuMq;&C}|3z9J%kK9<E`Vnjg+>KFgk=0rhW
z?yE;nT%Dd^O-fYyn_-@bsiCpn>GtkELY$J^Kl)(r3_m9^Q*BOuduwTFbyZVOH#ZL*
zAOGkWCI%9?gCrjwnvm=|!|mw~OiT^go?fE;#6-!;PSDa+T;^r3zu(#0>v{I$YI-{y
zI$xf_+wSu_Ui-aJhB$)&|8NPi(*5sfCUA&qLT`)L+xzn1a@~!MNh-XY%80e`mV(M6
zW4(jp9b80o_*ZGE+0hZk5yk-q`qA;Bad9cB@Sis>F=6Vj!^=-OPjRWL&<8$Y#+@UO
zPMZE`@(iRCP6&NrkWAEr3vPE_Uh*5Fh<0Gct<eGbo9u|~;ZY8s-QM2QN<^_Rt|T<I
zo1Bh}4UD`igk*TQ<X{O-8V9Tpg^{YNa^lXAn|m_3Wcalnjv0=f6@k@s1x7fna@i1u
za5+H$K{U_^;u*I4roI5?q&_>cv@;+k%Lmx6PiW}KNouMJOG{&O_wex0#B6jt>EePA
z9auQtYx&$iS=lJKZ?o%rds|1}xf@ZV1DYJpki*jPGj1}{vG9*BE&|^VN<zInv7iYN
zDHvS_hxrlH9>8ChCUFT$qGDym$0jE!$ZN^#YOQRqR@T@Uxp`T*n%q8T2ZX{9aJKv&
zW&?uWpPn8|Es>BC<bNn70?^8f7(%jcdU49I{TiU4xWmXaCj`&Ts;Y{B2kNUJ!LJp4
zv60~LoESPy<3lV2_D^SOX-Ne0)}dh5d=}jDLO{=oK>?_%hE%IMG+=so5d1g3qo}mq
z`pd-Ycl2=C=7+)D=jZ<KVs+@f&2GEh`*V0Kh{>l%OYHfQ%jfwYe!}a&iL_<9>&+gg
zgM-tcERJ6#%rOT`;wvE{sLs-t)f+^NPB8b4ihD^5N(DStrlOjbii+0a`EgC_3uNE_
ze(ipc7K*wdirt`ST{G6w6wf28x`QqSv#*Z!PY#YuQBi|XB3p2npvefqN{L<97ax4A
z)lL_T-QMn|7Pf=qW8=bWAaxT!i3d3oi57f@1Q~Ui9hJJt$iTrP*xJy<#=0`4CZL#<
z6o9$>G)6fnKGA(#gT?(2Cgo$ZE;ckZG7YPd5kL|^BBu-vkI3+N5B&vEUSWluk)gG^
z%EdmI7Q`98w84om4T=N}eJUPT)>~5Iv_5-tu#s?o42(tZY+lQJ@6zOEuC{u5-LZxz
zdAdr;Mnc6PJvp^B&nRJF=8ZmZaF~CHfi%kvd`GJ^Z>XNU3;kPL+bfWe;2?2&n(s{u
zjNNU^t!%F^E-`U1w;5WjY+au>a#vq7A|iD5jf#qfz*@F!?|uo(lc9K*;nSVC2*Q1b
z<#;GAhBzbzmZdx+1gs;)DJd*6R=hmINRH8z+n%4VS6EnhS?fz`TYu^^4a1)CSyok0
zj7ttyq9w}sF4iWhEKD#FaFeo<Fts(eS2k2Ry<ee_*>=BWalR~srO93KwfpRkFG(HC
z;&OJo6_%A*xnFNBJb$ij3Tw(-17B_Te^<Xz#Gc~f?<6G8HQBkwl^pBEyGoUpZ7{c3
zc>Hcg$CApPpKYin#U-QTBH-YmpTN0oU3G*G^K#0D+CB1~*sKeklFCg<J<Y$TAcnKq
z=$ix|Cf4VNx3@=UGjd;w)Mq5?Ep(We8+tpom$370O(-f!=?2GTCB-B}2n@3mwCDS|
zZ*Tc9aRGcsxCa{x+Q?W}(8EM}SooI?>gq`x>fvAVTh6#ysOKvi%^nM+lBBGzvfPN|
z3n3xG!zINg3AxQhSzhLj`JJ7q1r-@3IXp13P`IR!2)6KIWMA9=ts%QTe7tha@Or<V
z-uZufe9hrn#u(69?KAT<wHz6J!e5DgbPHb5M$v_$YhRHbnJm{gKRi1_K}AB!O3zJA
zfr70)3w=ZPm$@<eGg9U{J$<p&<K^mV>gnn2IPx+(YG0F8wP&hW4kr4B%_^bKI3f@9
zz!Tv8*k1<W*kE5pN(fki35sBn<9+4Y`#T6Lnd^hw;!=&l!l1a63cO^D<VUm&EvpJX
ze))Xt!Nb{~>FI<`vRJ(@Y-?XH#QN8r-JC47I$d3EmzSH~vE1D00v<2f?XTw6x-Y4~
ze-B5OQGiT6o6lkA285%lJG!)^Dd`&rY*e<BqKwYS=;Sm{7(nZG^(=79r)J{i<z=Ph
zp4?uT1Im732d8|IS)))ZvOz^g#bJ=Q(mQmM57K;>MT$xWV-@5evf<(3<r*tLJQxfZ
zEGRfsY|OKauF-y`WG8E>Ds8WAZRx6|BB5W|mX=Zw6Ah0IP+<RTborVyGNaS(^t?Pv
zp~AqB1F(W#US__neIb>Rzwl#21CS8F1SeogEhXV7r1uYuXFsFUQEmHd*2KFr(m^S4
zgcxY${Ug5l64X_e)S2xbTw>>H%g5vYf*38!rQk1*2<ae2X%<RqYPd&;i<6k5RX^u@
zdbZnU@q1ZWJ&(idd;5S_yelb@yVm9Qa=*X(-6V#1vB|{4(rfgtuV)9`7XhJ!fvK!?
zdRRrt<Qv{E9wzRx!hqv<Lrqgz0FgOlG@KlL@lj~_gWU=%bG_Bs<`NqR2M>3hftR5H
ztb6-L-jD9PFc2%OX=VBR>nT2n2p?s&BL(Y=w<d*@<Hj!Xzad@88$qu2R%lbU<>f{4
zm%&AWva@@^J?|6^b-P?`ayqtG6B4rUw5D!mWLsXAS4|WfKH<j=Zil+J2else^nwWc
zJ^ZWW7%iY3nxq*4r{m$^J~Mo5d`40}Pq)X@@#}Aml^Sg}pWEHa=f9?+OI#bEA6Rzn
zt(!KhlZ6uMq*<58=jD97*7AF3zewn3cXD@ZNK;f^LYbAQht}85%T^K8j85mjld*-e
zIQ(s{g(ez6c>~2Q>@e4L{H1kGCEVd^48;<giZ>!W1MJ!f4@q|&`ASKJ0AuE2qQQ7%
zq$KN={z*uh^H*?@Ux$av&M^W$N0+$B8S$x^8uH58s;Y|Fc}TnaMi%+CL_;GJWV)^Q
zFQ2e#cAK5gC#Uymbh_Q%pATCx*cfuu(J{-O7Utr&3k-$==s|43XvT83s^b8FM}pNb
zJYvA8-U8(X7H~*IQgX7&qGsKMD@)31NGNSDPHyplaHDvbu*h5%1c)LxQc_}BDk4`~
zXJ2G*D5|pN7BI|FWOx7<Vfs=R{#&bla73ZGTBx|)FpsB?xt=UG+B`0gkDK0(93`$+
zMEED0%Z>Rpc_mfVc)&GyWK~r|?BD*4IH=#bIr>4_nHiY(bv2f7yle>sAk9HXRA6$v
zLWq>0p)Iw*Ptn-qXtmj%pX2}hiG%YKq<v$prKG2)q@tj;wzUxQLqS_U5eWs?5Gt2S
z>c=Z}3mT8k82K25`QL^y@O{$$Qu>{&HPR=ml?`6bCcEoeo%Jq(4e6)|Xy+ytmZgx+
z4v@^k@<wF5)dMp#m7BZUm~gQMjn&z?IkpD3&xe|}KH57%hKu*IW#Fgm@i;sS0S<0*
zcpUU?UXJ-aCAD7O$G2Mes=is~TK{?<@P^gZnRK{Y{EWq@Fm+`$*Ed$DIoNr+s(bt#
zkGJ+QX0|<Ecd^&J-=2=9{!x;_N(J>d9V5nlsdfII2#05(E{v7XKRvOqhXW~qYmN@S
zVgq&=k)w!1*Mf(!S*<tvM-eKKx%=YNn-d#bJA#tb?46wzB{e;<9<ZeT3&(CBU7Hz}
zQc^I|<RrHk`hfdt&pVx7@9WFs`#f^9{lB}bsf8>I1iYNfILUaVy@P@xQ~lx~5PcKV
z-2+3Dql0g=8`8p^8NuNJ0#d}@%NIC&$w^|ua3R9Ke;KE+uslp!Uv78{2^u9fN#0eR
zX=a{DZ73g-2>(=HU2SLY@Cbo}*8w9UMp<Zdx=X;5lQLUwEx66;0+N2$hsD<@f^fYq
z$H%=_;He0(G(iV(GOl;Cax>F%QqnQ80BDqk!sh-_4b{|Z75*ELwS>F%&dSW{j@9j<
zB_Tm!eR}4`*4l=WrmnKO3KA9~DmFes#NxQPIkP8iT~*k_6Hk9jLqpdpBNOKf_X-EQ
zC#x?WCJ%y#%SU&9*tseB@JK+Z#mNv*3}C+EuLL_NeP2Ay6m`wjHHh%=V9^SNA~Q4n
zGXlkFX$7NHSoBT1COR5mywk#`AVVln=;{iChNuir(2)P4<Yb^}t1mCa({~!#u>Hx-
zSNCC_Rp5rlfB%$Ym4-f($Ki7EQ=f&)&2}5$%y!wluY6L`DNMOK$6%};y*%6=7IguN
z)gJq!$+=Cie<D9^Eiidlu(kRY6ZhV1ikh6DW;Q!tadet=1w=}DXTn0-a=2WrXZoMN
zXl)1KXHu?ra;{($7iNLl%YvbW{UUo{1Tj1W2LpvE3I)<!s0_A|xqALQ1%6+BaCd2G
zL{XfbyP_%Ja02$EuyEF35E1TN8vxzBYJ9@HMS32O!|mVAk-9D4*M|iMw3ik9T-_dr
zi++8*5(+v*uEOt7<`l3ST84-Iq#gv(jP&UlPuD!&9~&`8uGA<@WE+=Y&Pvh%q-&wS
ze`9NNlMb94?UVz8z!EJ5?Z|An?B%w8o~c2|$Ay;$UTk}|{v|oOx_htjtn#h&sg;HY
z_#h_bORl=z%<dMA#NzX~p6q<|ZZah$afL#*+MJ)6+gMaq)lyPT%1B9t-#ojtEuy04
zYo*<kiRMcLl>916o>yh2uXp@LA|`HZ?5*f&sw(TNU?8C(;^HFXV`QWxWo2chh5b^}
zQPEJ)+gjS#-TVWDi5Ngwb1?7{QZf?_Z!b-43F_%8uy2lK-~^TAzd>isg5t(uB*v#L
z(APV-!2`RN<Te+lcv}rd=H*=#)y!19)Qb}X^ZoKl60)f~Kc~Vnp@<E=6m@fZ4H)L2
zD>xt^01g|CmYD06CcD$=SQ8yz&T4HnwcqRA*<8(p+H@X=!`^5?NQh4pmzdc5S|pX{
z^W@AW*Zs{sKtaaOb}~7<p8!}>Iz9Fdw~KSc_ez_atHvA1jERs}R}L9VXgNMg_wRDr
zJ`X1g<8n@f1UJ3DzE`8U|GGlIr04=mTKMo`cF1>)@rn<f*%yZsA`_8?1VkVOF;7F`
zu>&#nH-^EiCC4p5t>4~6f0>yap&gi+n3W8Z2!{f7M|XA1%oB16@pG2RsqA*=^SL53
zy8+_&`_s#_kutSfoOK>%Wuwudsc*hm#Amkt;&t={XN(Wg&PRWGx@2)Qy8q4(5BL88
zJp=1^Ecjkj7#a`|64b?Iz1N?gqN1v;t(=&KlD0!4jyR(Ou#i|TdW3|GKy4kPB&#UT
zvDVkRTH#}_(z92)+;(Sohs5IWxW3hQ;4AZ^pcwTTGC>WP`bTAO^6|~H38u5*L=FyW
zxMD@O$7c2hq%^gu>8m?C<BXnVta^lqlpLlkv9!R;$V`Ex+gx7mq?v+DubrI%Ed0Si
zZ}!#Hl=Ng&d^9|yljF-n^MW#RvdoJke!=K)FQOG;S}@Qo$Huca)!Hk828|4p7_F|b
zKOn4atZ6AGWWiyt>>4N7=HvjpAX0FFnwK|lm7t%rsyQso?x(dqXseFu0!-Q8QpD_@
z+mF>WJvDh=AMe|nzi8o8N#v|<F)@#A7#IkED%0+(0&2UD|DCcJN8ryVZ=bvG*Wab6
z^A+k}M~R8?thZ0$({+$7YX@7e`#-WKzM~MF5Y%}4z1@8j_`H|CseP_z_ePqJ2ez&8
zQp3HVhN4SF<UT77x-wuwkC8UQXR)n3BUaBdG&VQ@rf2brpJ(fyVxpxOKmxz0jEZVH
z93}$k-qpU6fn{kqE~TMiz3FuKu%s2Y-R+I2_$oJ%chlwT^Z52uk>TSr75a9e%*^h|
zfA|yHGPAl_y4e|yn%hJOINfM>dtWzn(!zsrku?wPprED%-y@=@#^weDB-pPIF_F=+
zVec?eFfdY!qrgxTKGk?TI;P?c3@AWboUXo_e>GINNXc#Y->ke0PiJIc$_rm-=6(}-
zI2rBdw|hqSFM@0jQqoS&%Rt7!*u6fpt$~6eJQ)bH&7A8Gk)_mBgk)=*cSK^5G2&uV
zvtw7qOv}zh;D!92Lt<ibs6yZhsQ7>w*I&=l%CeGjf=V(f>h7-5F>#?FSk7I&zOJt=
zDkdf*7l$v-C$o<a8V%w>`ZZxegOC;Cx3Nh+S|JMgOX59MW>%~9<!WO|10x?F3nx9u
ztPHLW3k0Tx1JVHwuA_{ta86i^#>Nr}JvlceF9#Q2UvXuFh16H<?WP!p-KO``?R(t(
z`+C^%%++SQ^VLN}5foy;M*}cou-4CS;-&jKc*I_&)#Gyb+>jE)4c5P0nDBb8)#G$~
zTf7yzzh_$4$}9uYpYIi`Z|`I&i^{<Fq{V(`a>~rgDSQH)!u%#J&CIOS>(8fF9^9ZY
z{=82oA3rE98VLs)Q6yBC!!WSoAHk}rIq9dR(Gg~1W^@R`p`$E1wKz<|Ow-fdVx}c$
zCgdQYYONpMRTL7^@PB8+@4s6eMi_Kk9(Q;9VcVM~@^oXz7_xZlt9n{yvWRR}JN{7R
zD+TOqJj6V(IqHW`uV7?#-0kn~i0~vd<O{3$`F-*2&DD{y9YslQ=HA|xs=Btk%ox&A
z|5*{>>s@z@^^Hsq1;GPFf*)}{yoHPsft2n}DsrOg>?~80tFzPVEiAM(E+#e>xTL}(
zKG>aKURj1^*SEHI0zL_HIw~p}22SS1nWeRH{)jY$&em!Vt@*(S5jZ7#4~+%!>g?*+
zj-Z|_IeB??V{Jo4Nl#T(TJCBp3Oc$vpsD}u2SlH;vVXjWvUYl2Rz?co5c!FLfsVC%
zeY$t0Z(vwiKt4Q_l#YWYCKx+V-JvkpKL!`bM@QFJ-khA6+E7#D#V-wP|7v*1_z1b!
zc=&pHYL~~QC6xq(mNr%w7n66U!gP=}e*3N%m)VphX0I%4ZD?w1i&W{%1~gE{V2|y1
zJ#Wu8pRc91`+PmWj$Vth+GumQJRVL0{&_u3%gV{bAU?afu%sLw@%j9Fd#qZn1F~qB
z{o5fEW$4@eurfC~Jq>P;hns>Bo`nT2&&o=*i1cCM=<K1P`MdLTFUT@P9B!}o-&HPa
z{()F~Z>POHI=EF|G~3!5+qc5o?&>H)fe+i_{3X(phQ{;GPhiTodYDiSNhx6Y!pf=>
z<MULcefbXhj>iY`Vjd!<$#s1}A-%nwk;&QZGS8E>`xv%co;PQ>d&l=udQtkMuOAmB
z|F}5Us9qcFQQ+642-bD%Z3I+nZJl=yGNjz__y7ookkrWFB&ZdkFCnys2fRGKdl>1_
z0cuKMJouots-?4edtO)(IUfxyv-2*%@(%Defkk}w{|>S%%|5ECsscTJ^0zhCR$lDc
z_WW}5@4{wJNl!^hLqTb4X(7%c<&Wcv*$tM_k@eqe{qiaJ06eLrMB}-fv@HMNAd<$)
z_8dPCZAWRYt=ZZB`4JW-Dl$e+T0(AOa(W7w`h9z$hNx>~ypfV{kU&E1pPmM2b27lR
zFaieV;r`Yc{C8n*ZX$VHlok+9)5a!a2}#`OhLO5W5>(vV2MOwE16;<9jRB@#<fH&8
zp|762jev`Vly!0W_wPT#Y9cZMlG@tp_M6;4v25xC3l)Eljji)hQ*-jtaCPN3cXnDx
z>0Lja{u7G>;F9-8|H9&OdA;6FwsNr3W@vNSyZx?vJ5DQd_PIpc5TBe`*wl_xRS7V?
zJxokahwi)D?0PgbUq26j_lPaiW&2~JcYzAvW1m}%O=!j#sHCzzeh20<w&mA&8ITV5
zf1}j+D4c7+&Q|XSe7>5*9yKkPE1|uHvnUcE?x(0B|2$%B^@dn^8o@<ZS6|dKQP)}6
zoML9BEpr1qzn0}Sg+x^2Gs~;mazLv<RB^D?%=2yZHH!_u7ji}W6MJj~76aYY*}7tI
zK_09(q-ZEm@n`4C-cNfN#}=deGCAGe_lvP}N@{15L;d}|T__xBP{W0FCTa#Q>?fOX
zDSlzeNNCvGXM3b!Cc!~apV=4i;E?1=o{euqD0@nbPOz|&0<|Iyt1T^11Ss7gtX%7w
zS=i?Sqt(Lo897-Qsp&tlad!@(>MQC7<E#q=yx_1bH7%)0NYEhI+?*x6q_z)mboqb(
z&|hGgrK0Diq@|_cpn*Sl<d#npuud(Y^OsT2E?SWWRbV0|qVAs=85$e=qpYT-6umh`
z%*(`;haQwJ9dsid=e{9eEx1JJAmQP{!{p>OlfRRmJXzfhD22N(7FXKo_0;@jY*<u0
zEQV*{cQd=sSBll#oFTs?)TISA(Lu9%e2luD@IhCCr@G1Ha=Cr&pRZ!1qReD*bXU5d
za{tQ2+HCW-*EBU$uy!>j%A3@Af8Bh1UTW2;rls=rwtwyXc|{?MqrJ$>TIb<l?5$zp
zvtr3rQP=`j*S;AxSpif1fF?G*-Vc;I?<aR-&{KVyFQ?5tzViFJ+AY8Oo;p8f8lRDY
zdp7~g&j%9^3y&5A+N7p|>H6%{m=-%l360~$-d7&3R%O-V5D(84qCe=0nP-n&PuF}t
zhg&^m*Ss`zbsr82CWo6bS!AYfZ&gwr>6o|nfASC*l)gQSw->suZ_EMjHeiE$PYMDa
z9);Lac$f^>CoVQSMMus~*HQq@|2wa)lMUE`@OG|ui{<2mM#ld{>n8yeVs$~FVnf9Y
z2<cgf*~;qM;gsh9>VQmspzXDPovXYkSfqxIuHrXAQ&m+{O+`sTYhmH|w6v(2l-|fl
za1`NR<cjsEqwJt85EOdq&ISvuwYM2VJX$Tu(s0%|+C4tsgoufa_LKN^XC}wT$3j3L
z>IMaGqyS$f&>B(&a&<#RL2F}UcYFV~x~`&>mWtlY&R=oX(x?}X4k$tpB!LV_jdh6M
z$uJ0(_ZY`DMMKeJb9Dod8XP1lD8|Na6$lG@YyS%<&&DMg6N!ifKgt_eEQ6tYFi#(F
z^!;eq8CiiQQC)dqcP#|x)WurU_05>mF|BT=<KbP&y&2G7hmjoMVNy~;0ZAJI>sfDY
zVOvVWAbooB`)b&Ez8pH|BADOm>~P<GN%;5fDtEocz{^U%(o)h{>X4DHr!ludOhi;u
zj;D{}X{_ycyWE5E!@tkB!x^vk<)80-^KKrolSvO@ALsG{lh?=H6qMW+EupH{dICBW
z23_9w(Nk4kXc3Z2l&<H=*ydDJ5{M4=3@a)M2`O<?Gq_7$_lv=)kvQE?iFdymo|~K9
zkk^Je8WY+ZfcOxbnTZ2sGg|+$QA@J`YgVi4b8`S(ba>&Kn;$N4s&V8)6f{*-w%4eD
zl2c)ejh5e6YwTNMb@dBBBBGZRAr=mCeu?&XRtOQ1VP)W=@lSB55C!S=b8l}RhX0$D
zK*IbAxNZ#mWByYGIUNn<=**b3oUCkgOf&-Q)BU|e3q!-4Dr%DPhBUM#zB!(FNKt<N
zV0^-UkRwbbClqk+;&K19uBz_rET{>}>9XTD7Z-Nc20{Z(fSjo6>gp;>`!+r{7TPZ@
zCnFmf6&AWa@X33X8_RlB`gYdHD2QB;pfHx<v3m6Dz^WROhuu^(`^Rf=@bAOqmX?@m
z9Kfyk4NPcgXb5=txqGs0rY0W@zQhGlF{6aaNs|MO#h&0TVr**oci@7(GW?U$Qk9q5
zT3sJwq@|~?xZHPc5{kq?%)miSOqXlNaM!~^q24{)Y%VWO%x%lZsU#43Jxw4|_yrB>
zKW;xm?!^$UfyIFg@C-j=`}($~iWbh}hYWI@veL>DF?DrG0h_7RfU#E}GJq0v_b3O3
zJz-}{{bj)Q*%zJ#P6YeeuF_#-yt^1P@(lWi0QQwv7V&sr008zE0Tc|R6d+G?F@Co<
zGcgryZmVetsH~1|mp6A>e|iOu?wh`M2TR*g4M4rm!_mXQ(A!EPHyIoopPZFr*MpM<
z?Qfl}v$5^-bWhi@o7`1;L2;>>ejs(4mcO2`sLIqZ13g1Uc}Ja{_wj+do|TBJYIk2%
zRtrUJY(hi;uB)EM&9}h9!ac>#HCI|+&>MXQ4q__0y8Q1y2JT?gOBa=c6d@P`iTI(K
zniiChjf{wgz6E*rX!B1pt1c&}92gEM2FVG5BEF7E7{p<O-OAF^S)Ok)a5$X|XE>>C
z8W*=j*Hq(fc7J>X@?S*9N{LHL%LXXUV4h;$q~zwNW@f?(nrg#^XAlMi_~zQiBB&lg
zdSby065;R$I50#|aI6j(|2jYozq!X^)%daRa`H-3R|=pa3~Y}tu8yFOtGTr=aI2*s
z9+;C4ii?FqULk&%J31AX+RCp5=1%v|56%tE0G>Zy4h~|d#j}*h$C{k=(9l1mW~Ilj
zLDalmR*sI=#_r}I^jS4Jxb;}UT__$Erwkla6ILTD;NHGIcMlJXu?-D`{K2iRwiZ@(
zb=6}LD{X1vs>&*>^Bl~~9DSXgJ$8oITPSL|+@E(NTK_)(M446j%^9xUY!jj|M635G
zG4%TEUM#)4>G=wex1=zfG{8uj>Jn1OIKj&KPp#$d?iNg+WnYlfX;}%maBw&b%s!<?
zbSRb4ZhO2PETyIN#m&s*>hjWaG_+8wNk>MBh^xn=oZ-tW$iFeiAWQ+W(;zdi<6%@Z
zl+h)5O~irH%+3ZQes6C9CB19*_I@84lT}Oy(ArwoP=7RfCIE-vC}a&25ivGuaqf?`
z%ty@%AkXSMKLl6y1PV03`ZZKEG(f)_80gB%ids5qdpir;*W>q>7L_FAwnqNo!T@aV
znK(~WqZRbY#_}z5G$qy5C2rpD7lXG^$90}kk-#3L7DuNS)C*LYh{&H|vcTb7n1T$@
zwsS@%P)^VpX-Qdd0VYZ!X8KY5%B$7%({qba=<oKgBEloXWrqjBcBI55MEXetgF)^c
z(BH$w$12K!e=&WXvty8gpH9vVgUd?_g~vw*O}$9Sy0C{h*2Q|h;VfNi#moI27>$vT
zl$c?lC#$e9H@iFuTFYK%=Bzh)xtbmi51-u3>f={`=OSbU)CiT5ca2JejH=6?tX3BP
z&XY#W%0k`Xo`+sKOMIl9bTljs9zJ?yqQ6N>lI9i^NO&v(>E=E;E8kZDAu#;(yLmZ1
zdtTapYWbXKkFZ{%dA3_+@Yvaid5_ce6TnVh7uYa{AdD8{*Iw=KAK>F9?5k{O=;h{O
zW$hoE6qXVY6yz_nU;mpEHl5q+dHvedw*5JT=<#_m4wweKG8+vG`7?+KYD!CJrvep}
z=uU7>ax(SUT|X8(e%~KEsC$x%7IW_$2dyx>AjnG6Uas(Rw%M85miG`b@vH$~aOv34
zTy)P8V6YOXD6Xw7sh}b>GcZ9+K+Q?W%RxiM#Dy5&zc-JpE)+xrOniy@p`7?L60?6`
zph3)+<dszcL4HANVs|<L*gsP^Xyr*FvOn?GL}Z3aZ7$)XHFak=YaJ**+M=S^uGCjX
z%`vew*1Ft1-ynm7gGEG%y`&-{B*uc(6b%gpy{)yKjfKU{<NM;`%A$f&S~7Y&L$e8>
zqC)KWo!uQZZC#&CVayjKgMR+}k;rMyesc>QAw@A-Wqx*^rMafQF1YN1O{K&H&>&rY
zu>Kwn2EX<04qt_=#F-iVhJkRaSz4-UtGg9YzyJ+hk-@<cQlg>)fVnp}dxF-(M*jS9
zizck-=&GtJswwFxfv(TW9A}h=D-98YiY-!fvO>3{cl7;yd6?wa6SET2Qj$`#@$v9*
zwUu`Dz{E@|FD*@Ql9%^(74dMIiQV*y{o=3<e15yR7zj$yOKbkbwiZ+`T%c^TJ$kyz
z<aIoH+8?n?OYm!B3=q1I;pn&-ywl7?rxgfrs94p=pqK*<phfrW9G@pD92{sF0&5bR
z&h7F2`aOZq^}{bFZ#$2t!`XOwdMmWLJ^8z>ZFhTTMv0uDhwS*y<i|kLaqU*8$NOhc
z7$P|Tqih`Y+|KRbe5K`|Sb^`XBd*u$EKIYCnVHB(7B)pQl3;d}`n5l@1c?$A@37YV
zt2j8_1FP}S@{$370ZhsUw|WUGI@&<SMYs0N94Mx=Y<LU;B9y??#M0c_xU!Ots%AXW
z43qNih2izt&W^Dj54ZC_-}pK`O$(=?*2^x_Cp?{Q_t(Ec_h!__i_CD7HaR&PJs<zT
zga(O;iVO{njP?hp2nh*!d1+ZmNjVuQxtV_v%r373sp<6iu)3a%tgO1c;s8+2Wn|<f
zp{fx~P6oI1@6X{~gigTR^bFAxmIP*9LOMV=Jv%x)yfP}UrzIw&BA@_iFGI)+h(KVZ
z7un#i2KVd(Ej`~%pRR0s1CSUP;;n~37b@36|E9*)=3d$K`1la8xw+U`*x1^Z*Hlzj
zQqxh<Ohc^_(-O@te~q2VW&Nb@8%n65i$h1SuBfc0gy?IaXQLqfdz{{l3}2U=+L=(4
zXXmWx;NSz;Z8vVKW^#SL_VLcc$kb|kbeUAX@;t?ZLqA6K4_kA%5c7II4{pm^EGRsS
z<&Sp`kWiJ9ml@n#@8IEJp`jlf?HQL96cUgQF;K^?v2ikayb*%eG3xq0!t(A<Z-;&l
zah1JcJEH6-egnBdg>%kPYL&j!WcRq;dj!-uJbsU#LnDZR((0nBkm3XGph@xy49!p+
zJbevqW+MkT>Si*!-iG;A9WAsZv9STrnOBbYcY_kBm?ZEhMkr`ZO2DqqZ2V~YaB#75
zyfsskLCrVa)m4I1LC$oLJ*?5T0AJnO+NZyyq@GxegM-<|VhD8}^+aZ_dLuZ6gN~G%
zSx|pW%@A;Ty)Nf#M(T9C5fhS?7nmAaU7c@lZth^e2Wz?f01jw3XqcemX|p>!{C;|J
zbZ!_>P}oewxHc@90-&}QQcPlPJLNa+$&-^8KMWPc*^#UZ&4flp0E+~uNKScibYXX6
zW@u<>YHDg}XJ%t$V0LkHdOZO?9~~l@vm&tR$ogZ`K@%%GKd>{kq9iG)44+`YAs<f=
ztNU>2(IsZehUOAiOCJIFu`SB0s%pt;C?{ut627#IWMl+*bu~24pq6f3XuRm*{0Ntu
zn=*PTI*4U14#v^`sf*i!C?qI}4GonSUER$=;78_D!D$D|vR>~SiqOZ~<7HHp8b+F$
z+E<L`caNFL>a(qi99T13;B@C9)2kX65RwpsIZXsD9!X`H@l#`!i-TiL3k%z#Qc@xc
z#$i7uk~2)q6`#Ay{oigDo0Q*rp{9<H)BE35u%x7QET<x)e-qME!NSpxjA5p6cv{`A
z*H`-(*L=PL=y}|`0Z7CcDA-VRasI)DiLohW?!ulHN={|~N<qiL(!D*cCZYfft)G;b
zxp3#(3TkS6(!ydBvy-ceDx1s0!#xb7JLoGb1;FZ+5oBFeQUu&635+Dv?ENDnL%-+#
z{!v%b6Ov8O5^_IjgY}r1qoQS~EA^2AKzthk`%!AOTb{Qck7<XgrUoYPM#N55Vq|7)
zh<tV@_eei+zUl2O@8sw6`|<hN@uTQmTvAiZz%`?#{Cc&p2vL@Xy9C|*9wi|wH$%H7
zEC?gEJ;%Y}Ik-y0W!X&|eqlTT_(3QsC@3gL$Ha%w-~cbdfOUM%4$GLJ)Qqqk>{g(R
zwuZ#a=)j+)1-@Uuh**(=r!TTUh}0qf{#{yP3&a@Rb7}E+NJ~K-B;GzKZvT1X?imDr
zb6_`|sLR*)Hz6%A2N@d$>B7+1)7BjYsVO`$Hy4;jxQTn4s%o6~Pfp%u*=_%$WrBEg
z<@0raJb7Ch;zL;bGPABVJx+d}ilxi$xIGv<PC-k?KW~_AVr+D%cf9`&w5Tnyur=4X
zI5}4|e_~r!N=ilDINhrswZhqM`<UNuJcikAQ~%@10)F1(Cl3Fqt<H~=(R^ekBLPgA
zppD)RBakdNVDs^HcR?+D3XM(_3tb(bU<Fl8d9mdQE>4=x#(HhO2ST3-UVmYFSUdtU
zQ?-eILgyQ+iZk_8PWGbm6mGWnH!$FcZis@MWPk}DpOFxoJj+*)d9r`Ld!cV)R$5a=
zL<3pAbu)vH?j7}xu=Sml>-$Q#=i|WUGaWB&8%q?`&!1RX8k}pK9<S~m@9$6$kc2C6
z5Pn1}5066ir^aRmzzP5`78?_rAt*MqHatiFfsU6H4>^c+Dhe0s2%iOK6@bE`3$>D*
zoG8#xA>Lp5UHMRRg!F+qOsi2kTAdS+on(bqR<?GOTw<{%DHfbaC}@a~44VoKVX+D@
zsH-X_r={g2WaHrDqNDBDnq9v*AI4>NY;SjW&t)cM<)r?^JH0e8cCUy_4;K-Zz#lNR
z-@szE>+yPqvREjI!`I{Kbl4w#_M@?_?GBHs+hA?5`l>jW%kveHYAacS#(|xzv);e~
z5+GzpOG-_DXy8m)Sve{J3pjee!$79C+TrK$e1ADAdcIEkGWQMrH69mNr_Ise=G<IH
z%f`)3z{i@PR@!as{Co>6S#9_|T}+j+s0rKP@WjT#pV{8q-$#v)S7fojy^ffoVx+32
zrW}`uzP*BR7SKpT)Tk}jQxKKp=bP;9?BHIURsc!o=>;whDh?hR3I;~lB4zmaxBMW6
zIRzvGg5x&<T5~(wqOy{bLh@-zA(c0$J}}QPbPb4KBp8b}tBmvwUROJ}_iA;U?yqN?
zYCoW3Z^!sY=$)jvw4mJFFxnN4&yUYxKaY=(_xHght=!be#I&?vnaXvE=}03nZtl@i
zq2yYk`~WPbp{A#4ZW9;718<qARyMedqUxf1PMVzjcgjZz@qo1AVD@J1F!Y-6Z33?M
z%qnaYMpr4h+RA=P0+I?-V}q-my+eGE6=`chN#LGtE1;ktq2a;7eO^~tSxrtCCIjO>
zo0p1%fseL#zHeBuyl~GZ={14B#mB7>kDvDw33bmvQ>}qhT6mJQ)KFjla_<})IV)9H
zxzA>~*2s<5_d}%&TS4>f<?M06ORbi+TUP`!>l4D7_Bu|c_5y3Y_jo0RZ07H=8eTXP
zW4{%sSd#~Y2nop!3JrjECnTf=C+R6JHk8x~3k5-8ce=bSi}T|$``TS-(mF;*oQaKY
zRx=9=@gO}iSxbSl$>Z|<gnSV8={kz&Y`l;d@(((1BhV^pt?oppo&H3M07{G$6%I(B
zwErXOoB}fI+Ay4LH`%Vqwr$U3*VI&#ZQGn|+itRL+jjl?JNi57c)z{vwVvm`uZuAm
zs_gW~JW7U?*Vq^x$ON*}I6nTz9xF>i!^C)H)=#faaDP!UQXvKc@G;D5I^w_`Lqihb
z&rbouDx~PeLy3Q@>G2L=nQY+wg2L$Du_4G97ou~s;dt$BP$V3RncdDGy?ZXz-MwR9
z#6ZDKc~A(O+?h_-g9;m4lheh;1sVA|BBQ*#zCIwJvav7>P-hhd`(tFMC8cS`0)uZ6
znU!e<E^0PL8VZK$g3z$k%=mb#4Ua7QUu1YPQKFq7B!-5l%F4=I<*;iK-%UgUH2f>s
z6E_0J<g^erd$iK^q_kvIw|Yi5C)TJy2z4mHXcLmMGE$Jkh4yQ@8wv_qT557YPE^PT
zB_)DhTU)tt+A6(2bf03Yr-0^B7&5H0GrObfyM<e5W}>Lb#PIaLg)QLf$j%PnpoRu^
zbpHx`7Ae=iAB??eDrWO{INi*ChI|ojWll<gA6!q5@5shvdy5hU6fT(R>zL^%iIFOS
z+Jx#$L1+sdU~li3K+{NQau(H?=J+`5+?SRsc6olbYxESGPuT(Y9?vZkeSLt{DV1aX
z$6dkc>wJA@5bx<q(Btl9?Dp075hpp`&o3IWCpsY@L|;x$M}2CxZ-tKfJ3T$u{M6jc
z?5vQeUK}iZv2R+gIyW-1U{6taS7W=Rl!LvpQ$l8TS8HWNeS34YkC1_sg@px<Ymomp
z3a*~5t);bog75P1@W%YV7)<SjNfdI)WV>rfuN5zTwOyi~oOB!9eb&cZB~SlhVa{cw
zM24yAsx3_m0wz;got>Ql{Lc%Ei;JtHKsiB*D3Mv|H7+3vTZ~V@8-z>Gn^Diu5OZih
zFtNhl1|8vtKjm{*4pQGZz0}_X0%nV#aI8?b?}XV(4!Igm72{`Bi}&}$8FNYr<==2t
z!@t*tQ(IZ$XfL<7xW7U|0veWo6y(K)<|h8%zB3VZ-QM0h)WuSYdjeN?rP%6>tgNoV
z#)E|g!NnE2@~z~}4PHmem8F%{Swf?V)W}F*dBN`KmWGD+vZjlC=&Ej?FWv2r*UO7L
zNtdgQHiyIUcXlzc1O48^uKj|#$In_z-wCQMjiq22zEq3UG#sJmAaFrXFfih+P$6X%
zP`>$IGZvOmCR-x>RNx$Ydzw(K|M@2x$?hqnSkdk$pR>`H+Lw^7w#@Gu4=oKV)35XU
zoBE}zjezBMVYOyab15?@je+1$MKLiA^`$<1tHR*mpuiUoZfzYL3tH;$b0o`R$WS?u
zxn<dnA?6k;hTdLTkyTx-0r>!*j=q3|t-s&!13@N92qJ^9O2Ii<qX?=@M~21UKhs~*
z=K?iAvY=D8AF<cWd<kVc16uJ%i}zk{#M2duiMM{%H;v?YO_jx2PFA+Yx~3-aniG)E
z2H=v-$;rOBG^>%4kc_o$bg<jg|KJU3%jiw02MS8@RuDK|u`VKOgaA3nv@8}Pu)Ly-
z>3M9!;G2^Wk^-G}YG6!afbK_0z>ki|fF)aKVP!!!*-J`WoNH)vvJK#yi15(}0oh|A
zOYhXk*hEP22TE3}5*;%GHwg(P3m1;TT<`Sm>nQM+>+U}+e>+kzhwvS{xW@53b5LQk
zU2S`P4H_&gKGJMLiaGDTJ>0N!c^%7eVItgWN3L;m|Jv=w=4_@iO=`He%~<Ysed?tu
zs01+&yxK$2B&JM6B3VL2b^!(Xp1a#rDgVRUQSs`zYj222@a5IKu{g=@DqAF@DhRy2
z$;D+UnGy<WEd(RwULIeI%l_nYkE&X*%3dCa7nnoM&GkF8!9(+MR_EljWQJ!~wMOL!
zM3l4IydIyG(#c4(O!v$vY6%lBC#oy6H$2{lOVQC;6J0j4XtD}TYVh%Of}q~tJxO-N
zd3y2j^R55DC%C8>M?hp>z%(6%#KFBm)=2g~K@I3$nB%;S9G7CUJU@q6&g2KFb-Owk
zQat<FlcZsasmzUusP6R(2(h56s<JvdvZ8zk080o!V*!$!iiu>nzqb!OiEzg`CN?w{
z1xRCo0PL#JA4VD)sMxsN+!Vb}rW-=3xMf`RBr<gC(;Mk{+}uZ`=i{Q-bwrF0T2^r1
zSR~|C;dzNbg*EKO-58XLfvLyqD`YSzE&5-W42+YLv|~ClGJ-{a*jnPh(67%et2nqc
zSzj%;AuVBg{&uoNgzGJQ+Xgn40c_nNVbUvu>WGHx_sHP(tkrp@1_n>N3D|Vq7$RGn
z{66kqkBxXKlZ5<yjs^#u$Z21M8Q?1?K~4m^!Dcb~?Jv%j7pzr91-r*-sMfmvF4VJc
zriP}55EUUa8)V$wUHKj+kJoYV$ldQZzaPemIgzXMTYleekFRU#>w2hrM;2!oYgpf1
zXYWZeZFYRUzqB)TTb$vZ&d$~n)9K{^VIO$u;Sy@AlW(|bY2Pxw9b41TjmU(Dvs4+P
z6YBJ~0LO#93xX_d?S)z|XTvTz3E8op@zu%A-j#(3#8_b==#6!us9g&?V@t#E%myj=
zh~J?$TV1zr(O;vZfSC=x`glAtJ{Y*J64cj2M}yl4ct2d6y&i)`GEkAZQWO@bsi^^Z
zp@s%0rv|4#4Q%WSxq7IH6z0Z|M0&Bv;fFvv8<dosk%W<+6u@wi_f!_6r%Q+g3%^PY
z<5RK3iq)WKqxT){`(yRxP?EbsvkEU@O3ZV>&%}^Y4PD=yowU42h{@E2h0<E!r0Xv8
zc(}eoK=q53FKfA$q-Xkf#3v*OG2@_P65{V3o$MMJmz32#j1+gXV+L}6+$>lR*>q&*
zRMe&*j9T{V3=aVXbxec$R=c%HW6sM@6(jm?AJ4bRhp{83Z0;r>LnG&xzt;Gl6V_b(
ztqonZZfnndtpM4sj!+gN7o44q-rUqka$FQPh!g|s_mkX6we7|6UmYzjm#dHBZXMs=
z#srV0sVpx0-?m0ZCH1wr<op9G6V2Z|>w{FOs@J{WPY;Il8HCYQYY;5Dg2#mTT!opX
zEx9S!)t#<^J6}>V2IlTjF_58K_ar4Q##?sx5HCnc2?(+Nx?CaD#S=&Tg^tcDOLu>b
z94m|mA`8zd>gDx|{lBg}A9%pxhQ1ojOu#|m0Y3jP*}up4<GZU!$1tq?K1Mf(QNXav
zo8M1YhkIq-sF#YIo}`SJ0a~vPXuPqYk%GPR(O38~-}=cRnT`SeGKzviQ`7x@lLFHM
z;RE12Eue>qYlMJHK>>+qIPA**hov6nTpO0@-u>&lMWJy{VgIbkjFM8Eff#w<%L@Y;
z+Aa(EGI!v91A^0d<@tYmL@)51Y;6c?2;;q2>=LMa(rtspl;(*1tX99<>FtXYpFJ^n
z(6@`V3`x%Fzx;I^0Rjz{WaTw^aoIr;F+dgBK}JEkfANywjp>JLgPf}d3CfmWo7>Cn
z?g=^-64QA)Ay;F^t>Ba$n(c&=goL)6H824T8XT0=_mOclYLMfiG=svDz(Sc^hS@fe
z;Oye#pMxvcU41J?qR(vqQk4Y#>7+MwxEq!LU%$5(kcId#cw)#n*{i<x>P*1p6z)5r
zf2?PO77Zl;OU=>xLd;=`sjj}j4#JUiP)I%~WHm5bWtfoVEANHJR6QJd8_uxiGI5c0
z_WMsf)cx@EI=&EEA~mo#<KW=XNX9agfO=gmgHuu21$wVMPd?Ep*6`X}clUpOZRF3g
z02_J~8$#%1&s*CUK&be2?W&u_ucxJ?rX%ysS5;3#K}F>U93NMQ&G~RTHQ~Oaue?2t
zuROQ*HJ*tnDg)W@qG^Ft*zkzObQ<z1`_V6mjBfvg?dHjMvcIDF0G8FtfknmJQdn4c
zEcCerL)#h2P~6mupOsEh5?fKJIz-5NJvBA8#mPoONEpY*P9NEW6&`#r_vUP>>qC15
z2Uh}+VUA4bQpHr{jQuKK<FG5jR-IjH{u9VwkeIkW`+9kK6BL0>^c5?wtpn!T<zRVp
ze}f)^<$Q6<U;A49u&GEzg}uNAAjdEGJfCUv_PXl=BSHC43JpzijLi&v!5t&5CqbuO
zVI=WzGSl^ErkB~<Jf3PZs`bA@cLS6AMwe2aE`R>y12jz@4z8}&j;5x19e?Ysb?&aG
z&v)w0t2W(UUmsHRyZdTIcOx4j8^(_fX{fN765|sfp7f#G`a<F0{a7L+;M#-bIT#r`
zY7*<hs|wpav}Ek<MX#3k=O23)lX1vs#1S!n{`3k&N&g0*l}>>WZE1PQuq@o(&G^0~
z(uY|oG|k-XlHJvhdjuQLJe9c!tJSsUC}3?NX#e?GS=@a>ktg@d?O-$i)e~<{ijIQL
z+S%5O!;C`%V4DJ2Dm=p-Y7#~Y2BzW?h-?NYc6KLq3P?z8*x1#en?GzY2V!+R1RFd@
zCOWJrBpr(cfit(6|5<5+gTDpjlbh}>swZOZW5Z2Mj!wbDnxO&j=Ot#~f!I4Zkzx27
zUQ1zi7~Ih>3-%CY&*|u#9<R9QbG>X&jM^P-2+j`87RT5TZnQXAMc1sh*Nu(}Q{@!o
zTAxC62BD#|!uK}fW(v69k47k3AUnQ{ouxcgGi39)oujm@u&xa?{m|2UNwLaJN}#!E
zRey;3wb5TcCt2O?>Ss$B@cdK=9|2U)cT>|W({OQ>o_O8empO|1Utd6M78e>H6ff6(
zK4%iD1r5URfq2H};bqcTam;x}8ZOcK=BkRiQY_)+C6U@9J4e&g@(XZP(C_g0`q0$R
zI8f)rXCS-N*?@bSxo&{y0@2(PMciAgfz_4I<nu?nh0`&cQ~+fLMD-Itb>EseQkM29
z-*ApgWrj!SXv+cLgrFMe_kGg=@xYt&?Z;Uq22@ILAGh=_;9rvPzxnwIUKWbR96)&L
z;c8`db#n(mb-#YSUk$k<2+=%GZ*}=h7n&Pw`+jcyzC)KjHi~DNy_K=D(rF8ZlKA)U
zA7!w+PP$e2tOGFs7r8aqZsif9vfao}it~#*!3N*?i?1_-sAMGt4lLdpHmi!P97xeb
z@+`Fr)srxH@;X%F;X-GED=Pyc+KY=hE5O0Qz`(%`XpWC|cP=fgjVud}&(}S+`wF42
zG&H_~e>3`ce0{!LoGndWh&0V@YdX~x9>&cpb2?r7Zi?KTxE(~v>kd7hgT`E-i}f9>
zfL{a1;`F~;yv^22&ySarqmJcY-?lsnF|+hl^w(x<o!+J=1CD?y#lz=bF|ys??iR<^
z;)K7!aX_C2KE-7zvpd%jeQ`;UySk&P2;kYgjfdea=`(z=;5>XhoV5dRFM$TTrRdt+
z%F17jgK25XUAEHFPHU8ufK^nh<7S(pjG^Q9PTq$a=9l);>kPis%xFXilOCb1v&mnA
zh@cR!&@KilDo*NPlZB{rn@*90oFwUA@=n@@3hs&3_4R3}+r>(rdN`xH!j|%s5@u!+
z?tm`wUEdDKp`>t5WoONNZ~P4xDkTH9)LrXnfX_I;*?PBYN4wex8YWE3<Br9MrLjD^
zeXw@~E~qN@Lq!4*y@&!B=JC~kn=>N-BXx0hTuM`3URXy?Dis^~ltgBL53BjmZbE44
zIzpIk4mm($-YyF%#59Mrn9?-z=C*NGGd2kg!@1^{b!8QeteUwIMx2Jm%rqw(OMu|y
zN|X|`zX-~_pEFXj8C3e|w^Hx`RcJ=~&6jIVTS!@1eSr?ohv&@+I`c;X9p30;BI3hX
zwZ&;p7kkh^Rvzy1n!2)9^FMFreyZ4vKRW*0yr-cnec6~<Ie6N*wp6!wF<YnAxV&^5
zJN|cAXl&@n>uSxfHaD^IzM2`7)vVfTX>xshejguq#)X4|qwi1mLvM?a5|y_!O^a34
zP~BLr1z@LLtW<WLAA|8%4_Ry23iN=l6XEI6nSE&<!yG7Ww6~ZYu-#u}LM-$7-0fIX
zN8Q42L8SC0gd+_JmFQ|KedrXJiHmP)fm&FiMl`eA+``IA`}J6!ZewC4r)Fv=rer0j
zVjLWq*_juVmywe}sV~9QquJOHFSAS=+N)K4-}d@~Oxx=2^71^>OKHn0q)L<<XRNH=
zniUifaQSodn3XcttuX5SmD>nbjDQ?AH^*FC<BuGMe*psn7vWDT1!cAREj?|8tIgy2
zIRNJHYVYLI;+IKIAt@Op?c`K1nC|s3JrxrBH<KJHu7)bZJ99cY*Mm~fxq_TL^C&4;
z#6N7xaeyQ9=z!_+<g#K^-s#WbE*b=cq^Rf`3O9C5twc#vWmF^Pd6#ARh|WqP`vZ`3
z$?Uw|whR8ZJu`V$JaxI%^=D`Jyx-Jy69h9<liLFFz@+gPK0ZG<8JW;FpyIULSmozy
z_3-xo>U#&$hhe3)alN0Po7t09i*5cLwF_IkYG3{MDh^f>dZzL}&yqK@<HA<>Lx7T-
z`^Re1+>rud_6j?NU;pghG0YSv1QnKS(BN#kF0c{?D*bcq##<+<oLd!)UnnFm@4Js#
zV^m1^nHj4{>I$ef{~&o?O^?_g6%;N6y?6R5B>`B@&zFro$3e(<`uhq9esi-Uq27@&
z=hvJ&3I+^Iu~`8sXly+x5fSO3_3;@xdNxKfUMeywKt00Ov+-|HO;lSNDOL@X&j!;W
zXW7Ik2V8sRV<`#i+1Kae_V6U2U03a*@}~$XI(nUqRqoBe@_C#iNJhDj(}q_55^)VZ
z4D)ntUp+lgnYo`=76XJ}>bR$oD_m}EZqN{rkkGHK02dw?*Q$J2O7`Z)u};Lvc)$sd
z{o8xF&vjcIOz+$`xE-bVTGo(ah+u8J^08r=JJ@Tiheo?nTDe9?3<FfOcqOo9w(lIQ
z%@7AfeAqy=r?H8Hm6c^iIk~Z}(&FSKYu(ZQW^*VhNib;QVCwH?r~B>w&V;O{;#F6D
zczV4b)2PG{Re6aum{&C^>F(Tr6$+poN06Pq23^Z7$k}P^@W&MhxmOpLw>NS$TOiaD
zyt_Ofp5Due=xN)ltIA5AHTlh4pwBsaJYKG~d)N+H*nKTxNpf(|CqqT#Yc~()7Ubn9
zX@rf@S5??pT%4a0tu=p*PhjhJ<rDPS*=-88)w*5|cb%Nn_GU*v7M11gRy<EDxs3I6
zydQRDsoo8N01ASiub;YReqY2=0iw`&OL*m>9V~dO3VxUV%j`CF4mFOqaN!ZM<;N#F
zT&^CF65^BtgAzf3uPv+T{xvjAbTss#u0sx_z?X1%nT$QT<JP4Hs6f2E-ei@hwEv;M
z;P*F<N2?1jFW2>GvimFW=kf6(rMt4>liaVdt>X{6Eb^4I@ce$@1sN#UDdm6Su)I=B
z12gNRQ*?ZM+`llIVSV}F{P^eNf7DG23xXh?S5SZFq3sD~G<+UT%Uq-RX=cac%l=c*
z(MkS>c5GG#B*<w;sdCs?>ML`}nd#RDBmZVZ=!^Z3kd_A?=T=Y8G|Ieh@T+^94#+<d
z%8}NUAa-5ep~oz4m#e+gzkIe`K5lQ12Xk-8w)&8qc4bdD#wOq4Jx3f^7-{UC$gJ_O
zw_>-C3&z*|<5v$4Cx40N8}m9xM*Si>zC2k6qdLPoJEgtd%d@Ne<mJU3Uh8m2jZ;b0
z1ke`C)0?%8#mxZSDW|&GT-RLJSXJIl*}aMqoC4!c<lVj`2bYN^IEIRgth)~36!{kc
z&fj&%``ruP82wJSyVrw&HBQD%t{NX(Pm_}7`ogNNJZe@lfq}XHRnoeWl14i#tIy}b
zyXI`~=RKVbW;iSQL=6LS2*rXw;%DlBd)FOG$I8Sn`M2KS1Qj(oNp(>bz=FRzg`@=$
zv~%H<q%;2ci`|W;hclOv2PXa8;w=L7eMyUUJg#s--)S*<Q^4E(>9qAukEf|=v$vK;
z`UKMS08p?7sKOTm{fXB1;!#jsUM;=U;sR*4<e)6{8-m_|7;yGqg(gY!4}aur)_-{R
zqwTUfz(>f2-?7xAk$HV&GCU+Mm<$GqJ+I`r@w8;KsWlKIE6-J?8GKqz$;iSV?SO>!
zsi?#yz!qzAVv$2Zx20OrjE?wA#&Ej3mb8-7aLq5sC~8XMUpoj0;hG#^CMK!_04t2b
z{eeO?{H#2qxjKh%Yn`<>bH%LI2ipfuL6U;*x08uG^O&oxF0YICk$Pw<I0$jLMS3Fc
z69|ZXV3dE(|NhaRm%z$$E2LIteR6z$y4lv)Uf$W*SX$NAQP)sYLd;Lu4dT{);6qbf
zU1b|JH9XE#Wl>W8%gPT;t&%|=QGLO5@Fj>Fx6~fiFxQ=@0*B=|N>bPl5V8J4frW!6
zKg3E_pKs=Hu_3_6*=YPau4Tn$`q>78nf*AW5E*mt?9#MIW{YfJn+ucxi#TQm2PZnw
z(LG}HxP0DTjs$%YXP8@hCL)bZ-oxB;A85%8I`6r}nu34FgMm>2Q>%iGj<Tk>xS*)c
z0B~yV3b_Y%^~3{;fx*C+TpVI5UY?<TF=SSrVE?zZYJ$Y1!k8)BjkZ6p&&tT)RM1n?
z$BFxq{%F6+Jl_62Wwkh849?mKoBgtMb~;GUA&$mkEI^~*xq0_jD$;`*oyWt`=6(Ty
zTBc^0n(S=N4fC2Bm?mQ4Z@d|2$26kF?tFN>(Ga5Y5=dH9>{83tha`e{4W!AWS|u?t
zWK?7ntmBm>!(*Yh5BA>|m6YPqcF+$N);N?jV^J{nEvoYKNy%s_>Bk`nwFiv-v8U+h
z%}w^tQBR2o{-$TB{@7TbWp&!`Nz(Muf&O|uT<M2)vD0gJKN+v>e{(Jv1?&joK?=QJ
zR|2rm8G+&1*+Kas<_0)y(~|(r58#hj*jU-xT9uVomVzmbKyvbM58u5c94z=$cf)R)
z>3Yhz8;XmI|N1Ga3ZE!p{j03Hs+5`rMBUE8^M`9qG6!!kf@l;;Au$EnmYjkZIXOyf
zqN>^t-6fb>Znh@tt=c`1j1;DyTwdqLee3%J&b|{(!N345vtc<E1zA^@VMxn&qKn<e
z`=g%>>~muphCLcI!nnYc^0}^RsiNfP_vmye9yqc>KD<0`D!@md^9Y`ykqnYiHVPM?
zN9zClfXg}zq$lPJN&0^?p+43vdHvZGZ1sA(-3?RSTy<{p7M>ZQNrNn;Sg7>!;(a9O
zcDTS*L3#Jft*p@7!_F}^5Lv7BwasGyBK5d#>I`JyLTr4Zd-W_4*6BLBx_ISf@TfLA
zr>DXwu-CPBLd{@s)Z}12VfimR{x9{8-;v0@Xz`^q5>0Tj-qZc_8mRU4B~=+HAT3da
zK|wDzH-q~Edq5-|85k&V?O{<#uDuKmp<D{w0x{&|);;|L`q1JXi8*vVD3J(TKX(;r
zKJL!UV+hy5mw)hioezJGh(SUs$4y^n{pL9%WacfeY4htUtS{D7a{Zyg(qm?*Z7R>t
z(!CB-tF5OJ`!^Yt2>ayy{Q&u(-v>0Ke2i&t7k%z_bX2CC?i5Azr7V0lFK>N3G4Z*C
z_zUnp<9Uz~NGmHi8yTVH4Fh(kw{p4#=9584@rMVei3{E4M*!=lpm4R>Znu?vGBPsL
z3xFk(U)yLcNK!BeFpe#a4RX#2fyI2N)>@W+$HVR#Q3oyxM5K~3>-OTLtT!zJ3ZgSl
z>R0RmV(R>g5UBqVc5-5(>f-$T3?~Z<2g~%rl7?zxkZqU$Z^jhhiZ?D-BOH-mNI7IM
z+x1R*-hThFv8Rj8l+DBAL%q?1G%%5xm>3BleNT%nFLPV-v8(w$-(6BJ0yx;Cu_n)I
z?L}<-6OrB|jpFO-;7)lci<)fxK)1hPE;!vIiBR}Y2G>Q7<M=?MgV57hDizr~#>T}Z
zB&e#WkU1O*+I&Y<s&WwrNdS9+6TLdr){D(ZCdAvnv^6eaL}m$y{Z3@AVP<O95L4Y*
zT2z#mSdtp+3zChD<n2()QXfWrqN59_h#(}%Db3CMTUwol-ZuxKyXXDs#(XzC-(C+#
zKGrw^$fnQd`N#)6Z}SoE37t$>*e&nnYHM4Wob&`)Rh5~=#r{4f3L$zzYI0H%bfIr7
z=;19(%WYg*0zLuSdEVwGsO|2PPic261pMdT=chDHnz$PU#o(}%mA#?2hO>@}%@32%
z?&64ups?KJ$O0T_f|+1MQJ6F>J$`(&zi~ek^;H3w)M8tqHIQlFMrnce^3wGHQT|oI
zz{EH@CKVlpc<1O;yQr?F_80@mJ-2vRSiH8^TXmVfq;^o^X1!(L=%WcEFslCuwqW-T
zMx}>CS&gGj1{-Vz>jMxj83hGt^`C(1U0qw6FdNz5Gy48?CGM0kEitEH(7&hK@^f;n
zIj|w1reX=XS|8YS0bS`<69y{Yt!*3>&bx5XUdyXxj@I9B?AtGAJDZ~^iWDHK_tOX=
z1SU!*UGg9cU@5Az^PHS6*D$aO!&N0V7XWr;gP)gUaZc?=B9P{@w)U-fx`W+$G37u{
z2&hnykyi+Kh9P6}f1@Z9kQNsPio_BkRcWz*6SCtla0&JeuPmyHDXYmD>51ukOpWzo
zQBHTwstWVKEGoY5n*M{wY}P);5leKMV94wM1MlBcsjG*h!~52ZAb-W<{%|mAr}=fZ
z#;JIz2Q7VdK9UfEe33?UG3oG|c_A?o6&)3m(S2N^AxuL^LSkcib#;)Jn2imnS<*1D
zQV9xn15<aCi4i&Z&<NPyj!VfkjzWr+UzM3in<W*qf+QpiWOST(3rawBKw3UDEEMMP
z&1bw5(o;>liJ$K)&6fD`Qd*qu^8Y_j10*6+VB`>JV8Up`E$!l6j<%2|gl$KiTby=9
zcExE$Aqr)-mF-V@Z|9xKS!rp0!5tNWAmHc|%BvOY;DH7KECWMKEIa~qoV?v76%BQ5
zRalIVy+%1TFo}bf(y+`kJAMLHRnBHSt1^A(=kb@hBhumzKR2k%8TC3|-jA&R60dZ4
zv-6DyA}48gCFyPX!b*V>GJ-;7z-Sg1f`djN4)zX?^$#&olao{TQ1!r1Z73^2fLHkt
zL>I@#qr~s+7=Gm0@wgbCEe510J)X>kJXI3{hYatX^ZWbfk<aWukjBQ=SKAgK6YJ~#
zyWyurpQVM48Nk+iMR56zUv(>s?~cwjaCijOhBO2sl%M`v>>pHEH}#+V@X$nd)IrK?
z{O(qV<Lmn-KC1T04x#0RK}~sqEg(cxyy*3{ZBPfO=lMf9r4yWFoZ}A*tT<2DnPl|Y
z(Xcl&%*w)_NQBO2ZGiD^*WbUx0{C44L$f5MGdHctzlK^c9Wk5bJ1KmB!~OvIIca!X
z8)eg^f^YA@P~l->;-WLYAai@&!{Ngwvi;rmSUEIuGv|^f6C+br7Bu9_Zx{K@?wHE-
ziV6_U@Bq!nB{H8kUS_)ToXqs}?6j=<h+;dX?HwL#PftGlet6`^2gh0!jcw8TT0Oq!
zx;ML162sqdDHl7~1O#|lAWN;FJj~1YH%=~f9JSL6D#|EFre<V3G8qXGCl&t9hZoqW
zNwL{+KY?ksik@DOL48qM2X*&%CSHD4b^#t*`suZW!A&_$N$J!mL?hPPnx^`*f&0<h
zD09J#DG`B37sY7gnr#yK6T5+J>op=;lwFh_Ck~czR|rG`0&sLXHH_UIY@wQwsVVST
zitr%R=(OGmF|7(xD!OIz7OtVlsHuw0W%u{TxsZ(w#jCB379U4zV^e!GGfxv&YUz=I
z<ry+IN=DrIjFkh-g(w2!h=`?6H$Kd4NuSJbgA|nH?}VH?THkr8z6Hobvh)9Rgth}B
zh@J=>M^llC_v~1pHf>s|)-?ZpoqpHUu^yLN&k%5jdm+HX(e096`s2h1^F^}a{ImGL
z869C~XQt$#A6}XmTvXFkR96s@3e3nzN=QPTz}q&qvnZjY1FM16T*(!qa=n@_fZ=fZ
zBX|B|-4mQ_&q%c{0+b^J+FY~Ar{1&0=lW&vBV<jJN&iP{4VR!GK#OrzbnEEuj*4!G
zB<6&t>+YNB{&;mk!zj<`2yXLhtxQM=Q8W;O=`lm-p~OdxiU#@HkP?v;4krk+cGT<g
z{%psiD2M<Vh2%YrOwI?_+9wJYkmDYnA5|Nd9qb><B?ynneYw?!wDf()=X!cY@H^1R
zq+l&3MvkRc!b!mr-3h&qOnjz3mcD{N1$A`vV%Nqc!QgIfkaV>Y@mBX(+n#^9%OU(a
z;-_^zyuEy=zsSfy&-?v}RoWfey&7Z8g3rh}U-(%>70B&kE|SZ&9LJBxmGQ-HL3*DF
zhx@%hvtieW;LT^pkjyax-Wmw$t+#hOdb}O}gA+O&2uld)B)FhKvWInBn3#UcYc6hv
zUe!lXP^`A?^!%7gK>fQV127r;$!M*f(Q<I82PliK7->s$s;ccy_RrAcRJ62~Se@OS
z4Go<i#U#bW%?eT~EB(qE8ejx@k>TMp$`c}xh_<SSqPIbG?l(}+GnjC&uyD~6JY-bN
zJmpNt|1>wS&Z*8R#iF63Y)jNT*40g`;^|}@ThU3uz}eU5FMqH5x8124zrB+exX;cO
zWkc|j54_I^_(<X4%F{hO6tc9px;}n}ntt`Sr##uNcR1X<gTbU1D@0`<U;d(Il$E-z
zU7U{H-8&S!sW;fcf5T&jt<PydFmMIXdsW%lU7*4w(}}p3a8NIAZM>@)G<Vne++18`
zPd-;MFJE-Fq?$>UybVc+NH9nUNViY7f1Z9f)pD{gsH>}@9PAnAaydj6p`)81OFrFZ
z{`4oyO|~?XP(U(xY2^kI@h7FQVYP82B%eV37%BPRDi3YEzyJBXt5$rrvNVl$p}c&j
zvH6rO-|KA#=e4^2?!+FI3+EDJ)?YdXLlAt>6clImFjyG-8<^iWs6hwDT3W8I<mCGy
zA8xLf(QMevX9(0{Feu#n0|*)MWc9l>I6b|60?uj`oy9~-O)Ei;N1Dl+nvC=e3fY9b
zD{FH<Rg*QfHfHB|`B>Qb*?Bny1%1qHo!xH-gsw*Fd3mdmyVxaAT-urb>Ma-<_G{3+
zXxj9(%5!MxUc-ll$<kTkeAD83dlfI(KhkU__?w!Z_LrM~R$DcR;Oxx6u7HsWJP$t|
zbMPOT4LGBy@S}bVKBW2qbL0py;rY@B+yxUio7b#^gCh&8>aHl+hmfC1QFT=TF&R|U
zd~Q7jD|o(tTyT7RAPT){js+UHgOIE|q4z#DLw7}buwUVSi6<#FH6wRhJ#B(N&^jF*
z&S#%@DRzQhFSj=n^&wBqRaI5lg1jED^YhCi=%NG+l}V+hgF(zyl>bJJIy`^Of{mZI
zxV8j7|MBEgf%_KxTD16xG-(Tb@(Mg|Ztg9s+NYLdzE*HnvmO^;Z)W^my~dj>3!^iG
zEB#{&;8nV7YZ>VoIA!I-GGTdXI3qwA@w|tkkZE`v<-M5dl913l&XD<LL^?D~{2K<l
zd}Iio7cj-NMT(v#6;W4CMVA+K-B0yb{No^FX6VGu67#-*bk3>%viU}})(r5fbknmg
zi7p=Z{`K|#8yf5%8vGXmRl_w+ccxj<{q=F>3PJvCvNgG3`TgkfH%lNY8CWPzg)(9E
zexE32iA9VH#u<@MxoxTS6#+gUGlu{(&;k>HyLfTejhJPPIOT1Fl2inp&(?4KeRBJ{
z`uZ>Fp>g33{*IN*Sk;<|S)8({Z|m#+{U92GgAugEgC>Uqoq#MdV|o(r+XQ@nDLexi
z8J)TQR*l#|p3Cp!{paIhAz5)Zv&icF{IDYbjuv80Cg^a#Y`qDkEg{7*DOpi8d1?3k
zB_Dilhkc^%Pk%-EA$nt69Q>3dO>G?&9j(+j9ITTw8&i{#Qfe{=#__5CfJ0xXJ%oF(
zGKXC>5x!wsUe~Yb&am)!U>Uibnl3M*F1<8Ai4}Vmdfl==UeOmG{BLrnwEhm8({_Em
z%kk)P<HGvPnoidI&>V!ZcjNf%!lIIqA@rQCT<)f^X*LlHZGRW-;K+Cg%n~{!K3rZ(
zLR`7OXJBCb-{j`x$jr)0?_^)!4^3$i36uf`K!NJ~;j`5`jl2{P0_%=-Na^gnsIizF
zd<X?~szY06)B#3q<!^j{w^h;g*p2o+W?jT6;7x+cJaeNI%|ar8L=%y#mQft>A2J}i
zEV6<)JuEFSJz05>7tN@?qM_E#$n)m)&aU>hz3Di_yqU8~kBgI+)2+iUr@oepb1n34
zn2EUBkci*moEmF!D=hR2>Vp0^tQ1Tb>ILZjap<>N_F#BKB_ohShw)`H+<%Mk*FUx3
z-anS(^w(w1%1(hlR9+8v506)#)i$1t^mN%?aMdklHVzJcpU?Hdhp4j*-R7&!jg^&F
z59mbfB@RaV@u+BqYQ7)=q?&P`x80M)i!Ocp-#aaYkSZGAN#DFtGCY5ei^?dduMGh3
zUx02Rz?xrESK66h+}+%qU)93Jj%K7PD@^#f#l0e|Jzkt!m0Lki$G}88Fo^h<Rf2<2
zn1lvX6x?I0B(!1ob@89s@ohE+;m)3~&Aqfts6R^3Vc?~oZ#=71=<N;oDl-3qp?LzB
zRc`|7<rEWYP1wkYCGMIQuPFL+>Oe!o`tE7jzp9<Eo0UPwqZG~L-lf_1m9)~CTJ(N!
zoRj6?Tfh((J2_g`0OG;>(@h!G8%aS)XnJoC6*V3Wb;ceBPMWr)<m4C!2QM85_ZyC7
zY5B+~O?cRK--M|%23@}(1KG#d5G71t4Eh6tJVPZzC4Hs*!~~*K16!g=ua`moAc+AV
z^ztbq<v58Pfq|9R#=ruy0V^#FQh>Zg1STrjb7yfeT~ARMV^0w^CpbF^J9uZhxvPVN
zhM~5b>J?YdVf}|)RHogt=hyS&LV3CD9ILA6$3`XM;EFcoI`NnxsMaos#5J;wQC@d1
zVtYQ9*zhp)%8n8YR0arH!&ag;ij5Ke5mId!xKX^9xalu&|B39)uI$UI$H&9Nf4dF4
zZL5!dwY93|lUceyyWNc)t<N4Wc%O(l>}>SfJwMM^ZsOomvW+lG9$f?ld}_Rk(Z6GJ
zRYBKEONP*2)%7}{8>!0Z=*dF|Ow_od#M9xe@wC0QwXa#rhR@}B;^U*(zyTBr#rU*1
z;5{#nx=y9dY)Ht)z|Mfk4<C{P=m)y8D;3q$B&3~GWj%gcYTL35P;Much58XAztVA}
zoeYRWJiBorMd0%2xbwiVz!~KQym0dg>F={g*;Hily^DzEq0i1bgwvL1v<3egGMmiq
z{%w!xi*7%aii0~i{H?i}Z7Jypn+n23Ex8cH=9DHh%+bCUCd`q!x6+-(NW@A(7}XLI
z6O(~J)R>G+)fnB2!3opS6jN9kG<Jr2SxXBS842m}@vC$B9jw-Yn^{9yTy;%IR8m`2
zUP4DfDmEZKc%F#~e%t=)%pa!i%(=$H+;w^mW0ffgLbz41g%h&zr{_n<dS<2#Lu6zR
zD<kQssH}*B{M2~CDQ;Y5qOy|Cj|~<sHpi38x0r6s{<W|Bo0CU&A$bM)NP?@A(+Z|3
z1vyw}PF75FQqsQum!vr1rG8E!2%_vpbhMrLcziTclkT^-mggOnxu+V~A^9EUvzhL%
zz6{MD$|}mLnoG;;>$5s@ApRE0CMFt|vMx`@^Y3Yn*wqzwn{8e`M>h#aOnRMOcZUyS
z<}pP4%Ru3OH*F-Yt8oZWE4n{E-{fZj6aBt!|EW_+n>u3NcRn!U!m&|WD-lGa(217B
z#LT?#Rp7zDzNW{YpFg88@p>4`LqbX$Dvk8Ej0`i;lM?q#M&}j#Za%UR+dACBOIfC-
zalMM#F7ki>K0h<9mH7>I$Jj0p5fMTh!fht=N9J?^qLKrxH%iTS9{A8tXllQa&|%Rh
z<gVda`!T8V6I~symKO+U@c{}d^TQ-8P4=dzr!1U|R6c&M*ZKY9;p?#6&+M+M=%)WF
zQ>SI|eGQ5DJA@!0z97<K!fJ`ziRpcP10WtAUgGx3sBAJiks%3@_%XhTsgd8{P;-MI
z2MbL16A$(&_9+nPD-hUC#e#a*48bA4qhIuHZgvAj$EznxqESkGIa9Ns(;L_u$GaNl
z?^areN58z1##VUWOWQqSt|+Bga&XeP*x1H1`S?9Q!2Zh{fW3QpfwYFG{3?3YNe85&
znLipp_~gcID(Y;fHHo_m3fgMhtxdc?Hv3%!&+X5zx;$P@Jbt~5r>RmYAUrfJE+!up
z4T?doT3bcrUH`s`dGG9;>zy6@iOPd96T4%$=e30KI??j%66aTqROjm2;;WAT5(FYh
z#!6LPQ&NHdtxR2WK@CH*IPkzsqY)uGa&i)&W&CV+x|{qcuGZ`NYKgGm0hzsfnJdRe
zzWSxl?PA#UG_dfWmb|6Q{pI~#+e!%<o#5~f0*Cg>3fE2=Ky}Q^E32w4ObTfKtFI+z
zq@rPqT7n}R9syq$A5ZrFlc5rE{y<pa$S=K`8cWCOnlzV&gNAwC516Ql+QY)imS?24
z1yNF@H2qD*A-b}&qfv;6yl!Gu(@en*8I$~hpE(U15fm4l9Sk2N!puTQ>!_lV5Kt1P
z_~&Z-t{6(BAvUz5D2y2<^Ha%;8A-u1QEjoY>CXca5&&ZY0G`fGjm>NeqPe?eW#PO2
z@8kQ|N-?vM^NGKa>8yW>!!qj;B4I?JJd*?t><{dlG|16g7&7a58zO@LyrZUWIlC|`
zr63uIfwIp;9PA-)?EbQg$!Pb`#}q*Q$~|zzPJZ+bEo~3+0Xf_y;ny+4!a~Ag12Vok
zlRcxOn<JPgWG*h8n&!}WymYLhq6F-*&Ce?*$JZq|CpgMBHlzx@wKqB2pvnb}rRFv}
zqv|CkuFJivU$>t#6B*VKj(h0&A6XX@jiv`~mbHFelM-;@^kUD?lHQoSTrGB{hPmOA
zav}-}@(PZ}a{&XBM8zW1!>CAqQl|{(2L=a01D`Z`{`wXqo>u@nI)DGXT~d&wzR>B^
z_1pBtuCTO|!3b;X4Be+oe(#&lv7?Wz#M?Kb&F<xu4tx8@0imt5pu)nzw7J?aEv;t=
zv8^+Ch>Y_eHO;UTdhFYBwe_05KCW^io;niFw$2L95)xLPVrn@d0j1o-R1Ui$d>zE#
zbv55ri1^`tF~Umi=s{5sfP=HP`{pE;mDZ~Mc5tx2yPhvq6}^}!v_##}<9IDA%Nh1x
zQ=LY^DYEC$kujs>3H%~KgWo47pBED|H1yEl^l>E-9-5-6w92tFJUZPYz`;V#ij4=F
zA3roy7pCV|XBRhtCc(UxuBN)4iXOl+Qi@GUOa6v;czT(Yh=O*xXJJ%SNK8U844jZD
zhbKm&V-&?82nl(hH1wo#<*l2qQ}-kH_qB+4B?;V6Z3UJ)j6v;xxPEPK5pXiYE2Od_
z$0A>5b^o?K*?vRgtb_Vfvfn6JFg6fsWVmNwD(U!pSjdK_Jz#8NVgfQio=g<Lu0i_B
z>*(}w;ij%Aor_G8)WYU$)0CB12P}8A)!tp=K|Km~y19b)9`4`xMOP)K&(?L^ANvxU
z8@p-SqAA&a%7YoqEw2AaOAYi749^V4irD@wfAd@MhLcRzME~vudAR@yCUh*&Eb#>r
za&T~v0wmjTM|p)^{a3(VaS^u0;!?HUR{PWb!P-=}b>mg%$F<SXzr)kCnajx_;4XjX
zSiEag^ZWY7P=V?THN!#=6zDIxsjJJAIqK>jJHgbXfz+lYz-NcEg~}^>gvx7k+oN!{
zaw*j)dY|JU2@t~WmI2dW@LkGnLKWgw?hs0<q=u~2^h|tPYeq#x<U5FEwSeXQo!4M_
zcXv1m3=p=w@vy{|g1~}jRKx8!_Ybk~;1o$2as8?F#X&p+)^7%^tgO{A2K8OFg@u**
zot>4frAS8g2)$;EFe&!ARfL4n_B*)((M4wIaA>}HeygIX839qTv8g~iBRD%wUPwn{
zZkB?DkDH8)VRdOyPZL$iEmWTCnWF9K>dNj@_MEV6eSKlZ6pA}N0DNMi9|+`<Q<hd#
zS;MUTX<AHfIyC$D@0F*lOh!ed?}r>l_q&Mn7>qpla%<&>u`!4;6LqB(1m@K7d*4Cj
zkfNRsnC0C@xg@fkzINw#A1i=$(q5TcTSm^w$v``>F({&{<O}--^T_1W4zAZL%8HH%
zW~2hgLTkms^8@S}Cjo_|Kf6E>DG0yFkyOPf5ORm8e^B6dOqq6R80GqIE@5uY5lH6?
zQ;%IE#7vgiSf1f!>2Z13fBbt`d-^Nj^#K6RH-IVhRvVun3y-Ujr_J*K2o(_)VQ9v8
zGcwjmCHK^*1oR0eQW}!-ib5bmaIt@W0{CY@YtmBV0h&lW#$OZyER^jX3m^vynD-bc
zhlk+d*vypd{ad7kgd(}a3c()mS^uL0hR5X^8~peoZ2T1#m(clu2st9W!>G|FGi<}c
z2V!JyCd|yjIz6i-%s}ytnnzehT3Sv*Moccy%gp}iBLX`H3P!ntw9bl0B6-sGvdeF0
z2e{|b;BrF(dPyM9JH1y_)K=Hg(NIDxNX5?z^f?%5Nrwm3wm4~fhSpX@kom-n^0u8E
zYM5_+|7I4oiC3MTW%0`s)fieISs2@zT3T3C(ie~a8xau@h70)yG1;9m|Jgl6$#Muy
zYDENtN?-8<Bn?cYZ`UDw)T+#imi87dJzdBB)%`X7+o^A}pKgqqNF1s(OMXr$T{t4~
z%CsOGJq<r6G+)y~)CCYSVm(@_UT>*)e7anWdU!Z^NmI=i?Yy{%Vm~+tTA`tt$<0n~
zYMZ665R;7g{IL5erRH-@9i0t=!JmlnXTPDvl?%j2Y`{d!gnXcYygLmOnmHjb7UeI<
zdr*+${jo9{9F^Ty?Dg>R^7H=v{yc`Ovnh6VhVm-kw8!rJ%E6s=#+vR^c8B+e{gpXw
z9yDNF;p=pAv)pkt*Ok<?#$9C6YJuU1`=p%Ev~hqBm6oNk#5vAb<MMEO4H4099sok+
zB_{*~gsA&xmzM^n2qjG&1qCpIq(y*oK`103AS&X^$sf`vAu2{uZboQnl#GwGvY@sz
zzrM7Bk8X8ot5;1{Pa!@g25;iu$mr;#R7_rBaUn@@Q6W@pQ9%wlxM5T*L<&mr@2fc=
znwV|76<UzHo2;fW&DQkC`SuzS4lV>;%rcF;=8{pOgDWBe4)l9H%UptS{vH_^Uq@yn
z{dwQJ7d}1%;`{=rDfn_=B?+Ok0+xzMEG@N##j%!Ki@3=GB7!{q#6(m>5(dRHw=jyi
zL6LD$abDT-*R5S<+}mFgbQ&>hS>aD3KrRZIsP;obVPU#&eRF1JQb$qyhlretiinJg
zoKPe-p9p;eng|aRAKN^_Fdr8cRZOO=ki`!NXANO#Q}JJ_l6F(m%O|Ri@JGPihmV()
z)y=4;yS%Zst*rxQU_5YGN?((X9~_sB4+{$mS?BnQAoXu&oi`mK@Rs8PV))Fnd%N32
zNI|ja310keR4?w2(UL+A5YSJ@sG0g-|9%zN?d=}y5TOua;zG)Qp`q>aeazj-;H`#4
zD^BXSc%G~-c4iG#3wXbl#!{R00LT7=##UjaZ1rHGpy`4645fm^?CdmHNcGwvih~1n
zCwY0HO2D}OjQ}qtHZ?Ib6$hID6BP|*`@rhTz_KF0s)(3@l5zmLb8%TqNiNdF#P<#z
zozMt<b;sTje#F8el?NK?UlBIQr3S<=vCegysQCj^1Tik|>2vy=24gd$qFiVi2sj0$
z*f{h!rFfAjZZOY5#VY{;pL>I|$3}HbCmupv8Yg~LYh80>ef`LLXBl^Q36A@{@v#7f
z%#~>m8X5so@`0uPkzOSV4#w%NiP=#pS!r#FA5x(y83cirNX`lx-@shgg~WvieT{a|
z5@S;|)s$6|Q_!$>4uqI<ad3}uN<nFY>Z76GzD`<NeYS;$dcd-^kqGq!NbKF5<c%eX
zwyuHHJPa~C13Qg35|X#2J*>SpH@c{?F~d)GTr?gO4rOYM62t+!oiie=jO^qrWOD($
zH630L=(iBX=*Y-SE`jgMb2DJ(XMn$yB_Y9B<im4=0Z|PTqQr+=Bpq-e@VZ>~^}WB}
zm+m-7h>$vn&B6D4;t(<;{R1bQQTpPEiQx948u-^w#ue-pm~85;qN2AoyScc*NlZ*l
zO3y>eGT+<FN>SX_=49cCaGgVE&1oy>d3`={nIbsb4g%u!b-X&!*y^`a#v*EC6B~qT
z6HjD>ZZ+iybf~FmEXg`AdqP9CjzeMr^iw7Z9wzFy?UNH5b3?-dc)W{v(mel;8d2EV
z5h3xQ0C?KH>I5IQNcwFvX<FJ7-L^IeF^ZzX0`h+Y;{Pbgk5YVjY8&~giFr39G?L@8
z{j%ed@rzKoreqXAM~Ij~yDG*%*RZDuZGQdI|H;3!GBQryLseX4Ze_K1jPx@=lr(Qo
zh+YxA8W`h|@e^R-huzpS$B}sZRXsu#(c0hC&SX1d6}8dU)$NLSzVrS5nUoe5kdOr1
zVXlRtI{kgNzRn&V1}4lmJvs({Vst<Vx{n641=l$mg}VJ~#T`95;)<JfhUB%a!#6&B
z#L^<Y72;KLKw>D+L(9@i>MnQL)nq`N9K!@L3eicpkyKtndcv36;&2y>9r-$1sOUvj
zme%^4t}c%U)N4reUq0AhSkNA;>FK9sARLaf3GsQNo}NO>YO$D<Ljp4C+$;i!&o{TN
zFC%kQqsJpsVIy%8#1tQ>Kls4-K;+Q)9MJOYWD#&I(6)Dt_Y4e)xFsY71sR$0jd%8U
zw+T=HhCd-87Va;*GjyP1y2<gKL!kbT{T^W7iXjyK+5UI3*;ohmig0UPCkvObgqCAK
z($jx?bpv@BLOeRPB0M~~HY%y!Mae|$hl7ljj*g6ujFF9rSm@v4l!(rt!rJWgJkrDr
zbYPhVcPh_gWkru~q2y~{Rg@Rxp7oA43RuY)tNfI2Kr*D6<EHuOs&T52G(h!|Oz9Yg
z`sBu>L}kUr#i00q8i<1*HNjjbnjmiq`g|ULK3rJS9ksRNDv5Zat*)Ax0h0Dh0Z<$p
zN(xczI0V;1Q5(vEq2Qpm7q_*vj8Q7`!4P-d3^JsF-99i+zU%GmAVNZn?S5uF2b6W(
z<5X@p2tdcSgSR7A&%(;`9ZW$=T>f(VdaCs3OTgA&=;y!T;n3av?QIEoxbV?3+%zso
zib4!E4K*zCXI(7|sq5dhw<pKPqky(*ghon6CSKW3G9xG{DGEL65LLy=2`*Y*PHt*)
zijEPe5m;JSSwqUzHa51FHg%QNRRAPiUIqqc4nET9v5^rueLbnz9cpge)}6t|GtTDb
zOTBKdht-2Szvt(HM3aKVf`$eR1ma3`e6l{Wo*}AtZxYc~*Jan1<)NCGPoqCykG;Kx
z5wq!L5={!Wn}puNexM`@3JN=E2T_QfLsUhFllpDWPH&r6P8XltzdAgAf33Eb&V3Xb
zN!DE7AYCj_gK(S>b8x%4LQ-JNvm;bwW_1MQqodCntd5V2OUXxu!64r{JJ;5KXPZ^l
zOioBaL&w<N+YxcB0kvTX2n~pmeZE*z1|=PzoFpS9D=f1!KG;V^!NNgHhzH!VcHl#j
zlEsuqW@ZZVa#2W>)KYUQampZ!QV4#qv#_8*mHy%)OVjT1YQ43o)!EI>)}$jdIY?AX
zP8GSpNivek+(Jz4kDR9`SVf>PHv)qI8Cf5gSLXUJxkSu(_;_?uaQw(9wgU?Cpcgj-
zrlcsuK@cN8GJ!f&@NgKOZ|+cL8cJ)m_BHh^wbNwQObr<G7z5w|Qk+Ly`B~T9AV=Cd
zP?ToQ9BfP>zM-)Nb=gr_K1R~oyrG_1;xm_3?kb+1=l)%}u$F#dwGsjv&f(-a)F%G2
zYZiorh9s7b@K?ZzeLphu{Jn4X_O`4{$Aq)AtfQfZi;0R1Tq3n(8pO^H8xI|w!3`Aa
zU%q6i1q{8jt)SQK<J{$&qTME6yJJ=uqzRS`3oY6;vkI*2@H7amaA3&CFKTSu;lW;k
z;JdLn<FD`Sjy3He_uZMfIbA^k3BXc4qdv?|$iY@!Quk`$e!LHE``Cp@z~d$)J2T{{
ztR0XPZfI$7ZHmFEyaLxMiJGv(1MD~rzq|NsLgAUvPVyEwN8u<mbi&iC%WVtOyz=r~
zQYs1x%5kQifWyG1xp8_q-x2(N;Ze<H<a~&&Sfs(eUMfn`^0Mk*MrQ=5S$aRzH`cv8
zEzal9SL%;68UJ>7IGX}EX8TJUbBu6U+A0tWV8*;1kFs4e>GOVn`v|aH=*qFDrn0_$
zvyI+0F+`15S6N_gYN&I0yuS8RAT^9rR-Uc|{Wj`XLI^=C=fZ2PIylg97#=yU#l$O0
zhR7w-H`Lz`NlFPf*z@n7NK8x!atz<F(1bK%F-&SIE-(_c!2P}ox-Yg*9uDmR{Y5D_
z_C+9%U1V$~SsO5`9IN<4PGN3-kb<qg%G>pGJT0yb!;Z*N9F@cwG$!$QJg+Q$Gc024
z_WLud@QktT|2R6wfIJ&E3}-AYExU!KW!G9-=CW<u%Wm1Wwd{JbZP$}+fA{<Kr~f_G
zecjh}p2y+igDxSe%^;qAIki;abm*v~rlzH=;b0b&7Mqxci$j3;RhnP>bSpBi44DZN
zeY=`%Z;$d*_21Co+Ps(7g0dt$VzoG>KG}v;2{#Mnf2Rs-7kx2YOG|dGr$g0s-0++2
zVGpS1#ne*ecq#bmE6d!6T;d`HN$f5znS`mlj^{J;m6{L4U2b>w52p4vA&6J57bI3y
zfFJ4rG|)@+?!6{*gXpK6S8RK<bAS_@p{=Z?t_mP?6|^$a@iD*b99URd7FFk#=8@6@
zNz3lOkl>KXP#$I?l%XTH&*>qn<NyARNmrOb>M-N|Mp^X>%vifFnwZFqFP5Fm)NE<*
z1c1e7ZLa73)#;oZ3o5di_xco+WK^UBA=GVy6{rH8UagLnXUE4+^+=AGgKe$lhU?m9
zDNluki4Djo<JN>kT72!fvodzyZ_hrVAfh7QK3v_}IkK@&&6X4JPHU!T5}X*C8kJBn
zkW)cSo^f+QAQqeI8yEHT4SfA^TSJp00zqg9agh}qmlPKsNB9XDV|#tIPyV*!1DAt2
zYTO%A49-tR_A^Wn2(&jRqm|KDXL%9~1|P^R6g|78(;<DTMRcbG72zz--O5yGCFJK6
z6^De+WUN8G?ih@$@Z9_8>tBVLn*;A`HDQ0WM1x?t)$z<FuIv>6$>qib5Y6>C{>I`(
zL*A=PLrW97k1pqG#A9oFaWmWc$;9kObji2bv@}>#G4T<@KXMPa0$+$3iBTE9a1h@s
zR8Vxie~WK=2zXk0`{yL_+Z$5}i2$D0`d}#Z7BJbJZ-=$C+~8DitgN`dUhfaS1qezV
zzr0)s@-=tX@$rI!9Fdh<aM$%6zR{2Z#O`450ZzOUtKZUXkfNVxBD?e5{60jwxqWVK
zCq#PD=k#mE9f)+V_BA^*cm-0!oFcB^h>)0=(2-c-HucYuKOA;&;-}^7k!455%gs)Y
zaS8ePolWeGt<R3fD;bvD+B{zt?krCZOk`hJ;)S-c4WPPT?J7|PI@~-io}UvVaK7M}
zP(yN9=B@D$DYPqMlpP0C6>*@VR-JEj4jFwn_=bajigS9gyS;5;Sz27J%PugZlparX
zU}*|OPbj{POh$}#)YjE~&rv(Vv#-(LqJ)y8q=hvZ2o4TTOTtk8GPj4dWddRKeme2C
zsqct3?fFuNLm(xCR#-B{=LKaj!(!o~qC*_3p2*IR86OXwC?TLzB-v|_!Pm)b-{M|~
z9Tngm5cqeBYzYQWTT7;IZVJ>hDM-mfM#jy+N=J|?J~0lw<4McN`pfE(y>FbK-zOEB
zw3e~N`BxNtbdwiSQBw$AoDqA3lBvC1QbF_F%47Wft8~S?+`m81;ruUAHMsTFKf?J|
zmA*nZhFM|=%SoS2>As88U$?9CkhZiWud=wvi1;&hw$k*>tf#^8SSnI-m9=f(2DsSw
z&v?M3ZkA1TB?HmmKp)uv1+X#tc1Ya^$FQ@<9*Jzt=kNd7d3hmvVqzh9B;5ZNXl;;~
z5?C4%{bq+X2YwBO{?bl=POG3F^V^<Lh~G8%qlk+48A2M`h`?^qttBwwOv_*CnvPCi
zAUj2eug%LHxNDu~7f<STz%HgI13=@ojivUfe91tm;E)J8Km5a|+pFQs)%0XWdZw{V
z0e+wM;#_849u5wvSk!TfvXZ<!OA8wl!;77BFy!5(_uH$Nmsc)fXGcI{Y*m@Y;2!9g
zuD6X#MN?E(R$W5PcP38iUq=-*SgfJx(zk;(_T8hDq*P=fXRKqm(1c&U=2MXsQ<Ck7
z;GBJ!*19*_cx8u15?d(P=RCoR7$qb&$PjvY=d*-M9c!d(S~}#dX(KC(1afg@=94Sl
zlz%(s(aH#;JuJaZRp(lohQh$O)<{xu(Sfr&V&VYMfy~%s;YUY)!Bo_se$kMSKp3|+
zZXS*F<KvQ%(9oJ${dmk-1qH>=wM4{8=lUk+u4p!o1_1;js52dLZE{*RO4^g4)7$I$
zRkZAO-lfiZU)PHh$=UaFG>n?bO`A%NXOHk9nr|&|#gsU6{~jJ<GI%^)jL&#>dhYH=
zyOtiI1z+Yn#>a2oy7ad7FbNGX(Mv*nSb$A5Mz{tQ)xE&>Hto~=S*3SCKmed9Z}^&u
zn47yHo0JrsCOJ}v(d!TOx@LyV7Hh1{<KPkJ>-Q}cLTMycX-0l#nmK3bi7m6QFaCxu
zJ>4^ydcXunMU}&54G_%Sg-nKIR=stsPugY+w)npNRN&?(CT_eKRIS!sYw>xyzV1C;
zqb=cDT36Oc!%s`rR7@)?@Y{)xQ&FB?6uuoeBSI$<!7-(V_av}Hf;Q9^eQQ5$#N?+S
z`i*y_kfqYP5{}{TzovCMGzyalj|ojNUz^XRwj>e=GeotR>xPNQO*>cUN3q7wFNh=e
zy859luqpgw8^QsHf+8)EzyiDE@K}S#J;X0fke8x~l$w)&WUyC5O6*5U{00p<Ic*b7
zb<uALfF>I0G)9ApN=#;M?rcclyJ_dEqy)eD<3q0*F6b&fa8+Ib-H-bD$-RX~O+EFn
zymTbO&TeWOL!Mbt0UZ-FZ=3OP=Qt?nC_W!W_$@y_LaH|R@v#5~G}a1iZG%uywEH6J
z531LF-mgdBbFc0p#l}o8((~7Q4wBJaRSu%F%@)|0?a@Z1>B`P<ad9(s)S3YT%tU6$
z<Yw3A%VK7D6PnFhGgkzxDIU62FQTG_WaMJ3Uru0LV`^%Et&x$2g177BAqez1yipW9
zL;snxgJ^vGZXO$}us?9C1P(__2O>2tEH*YaE6$&A#A?^DlY$bTRH^RxkUNMHbfCiF
z;*1hCo}r_)-0X039=~WS@S(DGdb5!p!dYGQusWW(-r{=leAj?vdSFT=J}8TPfA7Mk
zVq_}b9s6gZC{Gby77p0!h`O^gKpRphu_D>2YiOhpq~jiy0S)D){)0ax3pz@fBqStz
zR%KPROjO-5!BYL9SR@S4Nc^xwp&4p!FkB*moBRDk=zSCb$lYnNhvd-Xoy0Mh3BFM|
z;dbn_;#8|WkDR3p4xnr52$4+>r>eXAMHGoXt7%wD+*~{4N%!`}IYxvNtYBj!mO^mg
zsdI6=i5MBrk7snW3wOvMXL><H=k=mn87xGRar6my=_|>JiV7h|74?5LDafUu&hHlf
zBey&MgoFc@jf&=Ueu$1?pbr$^!N9~&`fmB+_VvsBB3fi-R)?MU!SW4Sh%?s!#3kL}
zfZC#<r^n6A=`dzxS#WUHb}C-KGZA!v;cP_6lGoLH-v>nc1@XpOd$S!D!Gg93s6eo%
zh#M{)rDL6XaBxuWc8)Vi$jXB|CH<&$l<rp;;`PmygS|m76^M$62!;C!ot}@7rcu}*
znW9G$wX*Q+b6i4#>dMkQHyekyhyK&Z^LU%wCUN+lub}&~=gZ;w%Cq12&MRsTF!5%l
z3p#o@7-8wv7gy%;(b3VjwYD}i<hIY@_4k9A@=2?UN=?o5{;Q+t1N;+neKWnh@-q5j
z1Dwoc&EK1I%CX6RKc8Ba<uU?l2eei3OJf%1DIn}O`<?a81Nr<<@2oF`tVnxU;NJxQ
z(1gFZ*&VJp=KdelyHo>RZpi?`6e}0dEEyO4MzN|`f9=c9Gu+kpq-XgyH7+Kns-WeE
z)=xu%n>5YE#l}54ASo#$HQo)p$?jn)$piesuyAPx$<gmMt`C<tXlQ6Lk>SzN(czK6
z{s|TN^2Wi{wXvR!V?hZBlWyk~_ZgZL6y|>U8+$c*d{}8~QDw^{{pr)#L}q$cdg}3o
zJ&ZJ->d??2Z&glb)$ZOA>!_vcW;@T)`s$n5MkgU5&ntPe$H(D&)O;#t-~LWgqk#QU
zY9UHy04b@E)keGL!*qEJ$-@Ub$EM)QijJTo3>sR<9_Lb^fEGl0IH?WKv#4lcGTYrl
zOg4|VMMYO>DIc8xC1`eI3@ds-B9ycW=GO;8kY0RJw0}~@ovM*97H0T1Fj1CuX#da>
z(=hjbfvDgEt1j5+09<Vw*9T5Izad)}-P2Po-nM_u000Z-!AC3xtq1)cT$EOq(ahBp
z7d?TQug(6uMFF4ZXCz-cdEE6>hZN@XB*1Ve8yyV~FE2}Pff*Pu2Adq1ehm(G*Epi3
zl|sC_>|OStaU1w0CnG0*@VHN!f__5M48sM}oI+&n_ETE&6YQK(ViWVxksv-N^LmF5
zhGgKU+^7D;-;t+Y-o3kV@k((!d3k-WYip<DcZtdcZq3c9shKA$(UVNsZC<c2ke|L$
z@rYsJB>N?#wT7AMIe6%MOIap11aTwe`n*GiCJTQ))pzr3Y2)HqO2M-L5?~SG4)VLZ
zEHhUv&EicDXvn~2H7gUc@C}(JH(29m__dVE7e*Nl#LMl7Wsj$UgGCM(;_P%j*R!6N
zMNeH!o|)(6myM6*x7)q@v%CGHo?Y3rdza3uAnyGrV3D@VDg}^IZO+y_ufaD50Rg_E
z!KeZPo!*vjuY#8~h?hPfs@u@r9h}dqej90>=&|PgC>?KxN=ix;9Z@KSc(p=8=NtoK
z8Y43-27d7N`P_fMolm((0hz~9xT;K2{8h>t)_xGV<=Gi}n$}<4`8jqzHfB$otC@z?
z)fipx_p_w=T;s!@6IHY-rp#<YVm^Vn#npKLy*8(YCT_xF=-uH>_sly;9nINj(%<Z<
zt^i<TSRJme5D|X1=?{%AEl+zHj7YAi-1`7Xwp#Su_bTGXV0?!<axX0{zslV2{-#)@
z6So0_-m8I`?+6?mjHtu{VgWGO2!UQt>S{m8;*UPIGf+*fDTaZ?4j$lv=&f7vaOtdN
zR(}$GazCog?fI2jO~&-~TW^HHZ>fu{tY*8X<MCCB0+E`h5IrS%F{RZ3)+(B&Qro>p
zy@rVN+(dw##d~{q<KJmsLkS<szVKUBF#&99SV&b|fKyj}c8r&qk*%wt)Ai58`E6ui
zKVlRIY$DF%0er{doE*=HR;a&%)+#B>Gc>b!ew`1w5F}GR@~l~V@xbkTxw?A;G)D~5
zY>T6KT-+f82jB!wXB3pENk#@8V5fWWUhnGJ_Q7hkq0K876A&PE3(aAklZ{MGl3kJ!
zTw7bIYNqDkBV#%^1w7^cG#;n*Cj9ahG?jvuw~>?#BPSAe;Xr0XKVX-X{N_QCn=dbq
znkq(4R*Zo??}~sNImrke1b=(N)mGPTf3wkXaPiP-dh=#W7j&uH?rrzB@>9-KTuE44
z#`?FjySllMtcyitc7v#%z2nO;rZ#&b-Zn9#3CqXDg?J347NkzpG*_X4o{+te6g-0?
zFM%qWsw*cvlBF;^tUV$m8v#7&A-()XWKvpWT-q&adww>Pw#1yk^9eJ(6``~o9`={U
znh)=uD?tLz*qEhQprQ~R78N2cy$qUT<zcF>Dr~7^;T4$LoLAJ;RoBQ+4UG^MZ?iJ9
zao=Cbgh$J6`1>P@-OMlujFB+AP<tgo&v2HJBEUbLm`ze(X=Y<%ePU#a=9ZVqK;t=v
zeCs@)XdEaCkafb;3!tIC@rs!gC97<In!G>Dd_g1TYj%AAl4>hY%c-$dr)wo`CnreH
zsF3f|>igI-04`WcmBjn~_J%epK(1P6eN$soEsKbOCV|<>8A)O!z}^vI@3ycoLbZux
z!}saR*NJIE5N`T`oaj*=q0^qM#D1uIsCS}|0{Peu+Ony;J7sL9^|>*NxVcjWYD9*K
z37%D3o1NR<o=m`|J7DRr^l&6|b`g1@QF3B`FjQPK$nHHeMN?{igpQA#wmJ_ZP-YM0
zdv|=FA7bnB@#|$r4^X3crr%T&%^QD(4RUu+JyI{NwFhDkD=WF?h5J#J&QDK>@2D<f
z-`pO%h<kt#ZvelOnt=Q)%lA5aM1%-Bv%_P8RNxEu(4uGC1Cm&zGXb4X&`J5<+#aP7
z>Sc(x*UjGaMB!86Q~eVeB<xd%wkbN_yLsh%)5mN=r|Z@)v7nx!lDe=kaVH-gYbhns
z-?Cmm{^kSf@Un_P1QN9RKSGco@ch{eT9yksrlPz&vpjQmGi`Cc<w3Ht#tLM3&DD8c
z`)5pRBqRa?ab8bxaZgWPOFtPyYiMUtKN%Z1C=4<455KgD_+mMxiVE*R@LO9`Q<Zk-
zcV5Rl3QnfyiRb6M==5w|Clhs1RuFigZ!-Ix^witq?HT=1F8M(029iTti;RN~f+OU^
zbqPl65D>5u9GFLMfA&83c?m;k5dT8Q5#VotZsh_zZ|9SejHm<MDVCJ^K~x8}H4-vH
zqTz8keS^HgGJZiJX1I>!r5c{%B9sS-s%%i?w-g*7G!+-VZkJmFKcy_qoh5{XY+N{Q
zjY1=?>)EDIrI;$stV$V%<Pe-3*c3@AA9)#n4axsTrx+9;9D;Ep1QkUS=UfyG!11I(
zr2D_FeNLB-bfQOQyB#7=IuqDAeLXzNl#()?V8nt6{<7EPn!PR_KGyL8$ALC&{(_wz
zm$t9~Y0f?$U??mT^;FyWt^!x~&0#Cc@mg(Rj!0Ln!^iMoc$Aam05OzyxWrs&V(aHl
zQG=X;1YT%*J%x2)A#GN$!-z&}sD0XhQ*%{gQCvn|0v8%4CN}G*LY1jCJ}!3`W8+=$
z*_o$YR+rn`{o7y+$wr6!+v#>?1Ax}r=xjYE&>W0fdxOrOjgTUE78A!=An|&CjSqFG
zX?nTZ?-K`t<P1#FBu&gpY|f5oG9#mvk6$=}cZA!^yMvEuvH5iICR=TF6+ji%|FW<N
zGV6oNi~f?JI5W-ee0h&3HO5F=T2@|N`E6oCBKp?Vxq)M5MmY{WDBnJ#CKaXaTskt;
z@GCZLsl4*yy|n~AA)kTPj|Du++q=xye8ZVfv4*!{!^@7zjJANq?{R&jhXj5?mFdE2
zY)tt8QqP16L>(v&_tctVsix);NL{?QXWCB<+m@PcIm*KFc7{7N5Go9BLKBmegb38c
znZ8v*7?aP>C+r!24RW70b6Hw2$}!C;Dx}E&N<rQ04du3Ua1e9B-|Ay;@<nOn!YAH+
z`Qt(l^Jv)2F9Y>h#)cS?K{I{pw5X^yH8u(SN`r=mB%=<iK+FamVL!ihwS4n`RQ22T
z>;@?<A~Qf}V<2M9I96W#cO5;>WOhh^e^|vd6oK@Qon1LOHX&A3@wbYC%HQ}z4D7w_
z9E#pP{@z2d#+m>No1@LybHf?Doy^YY!vbjI0Ox^N3;F@<W@s;w9BcT?PTE4p=l39h
z+B%*Xl<V>>_)IbtQ%!93r=-Qr#-%_?NTqLPmX)3sC)@-LHCh&$5k}yi`r_dOo)ZfH
zc)itoKZ6PN%f#Z1lgMN=Ah|>|7auAs#nWhOeGZ{EGTOt!+B+zsrV@kmSXxa#DJ>b2
zL_pL}F!)}@77ERd0t?G5vHv#N_TrinL)_O((L=GP$j<4CB>ijXTV=WB2|+54Gq`u<
zIV$r&PVm+K5Q53(;^|Dv@(pPG57SPgqYDvFOeCdUKeuw6Lqh7uZoj`XF7WV-%s@d6
zzS|??Afd57iujK~fB)WNXe^|UZZCm|h^U}X=3`@a7+6bYl9!i9Nli_L9P@;1(_LPS
z*4VT#iFQk7+4Kv?{b97{J$tj`qb(!)Ni>KM1n+^x8Iuy+@LNyJ`)$ii*V$R@Z$Ln7
zcnJ(sn!0LJ!Nc6xQ#vU^M_{q<D(SugB&yWt(7*s)X_?6>MqHetvXZK5e0BovmPKxE
zF6p;!G+5%6oO1$9c3N0=VpP;G4X)-A2Sc}~Ee!;&jU;@&FW^~D*>F67UwL#jo|u^W
z=eY=3GrKz{CE@h6F6qyoSvuDZ-^UJUkbs!x^}>94^2FqX4B=#A(tPdpC4$u0Fs<be
zkBbO^c%CirLQ;4eLy~o|*4*mC_@+wF*S@JAk50^tAoYzF2(PcSJ_QYcs3?mmsRsf>
z;N7@VG;z%!lBlUj5gxvO4wHsS3*|wDWxi^m&W6NZO^W3W4iWuDTV`o}MwFG3qOGF4
zxq(*0-GyA^4hU4xd><jnB0?|Db-SE%nQ6(WzOm7CuP%@LRFYN{RbL#NSXiF#pV%1t
zAu1~A7ZUQiNRiVR)b|xM1Sx>M7G`RszrO>(SfO#~L)BC9Qa_WyHJ{5$35iIDqWFT!
zi+OoD7pp5K?p(Th|8;z1z`Vgb@Vts<W`tw(6g3AoIO};>pIw^i$~cSF<mdkhhuLys
z<Ke;PFP76*Yr8oln>lV4mlT1@k&qZ18X2IgsxUak$jH!8{;jE+n3;mVV^LLDNP}97
zXaif9D-I8hFswkY7<0XHzYQ#jEjiCOd=OmweJNz1KVM%hFB~7A{t^~0>L~Yx0hyQs
zMCa1PRe);mC?@y_03ib^EmfJAGE>v>NB+jn)jPPN$v`Z@WWRI|9f`^Zp7MEK9r?!1
zY<77zIvQGflfix<{DUKZ50|lM&YS4%nV_J|Ey=OAg08{Cz{Jc>Nl1aHJvuVe*Uu>}
zA*CHb+h97yWuaIq5U-IC3YKy^M|b0JxfmYO*WWf&im=qw@Cg1&wg1BkH8KNgNvq3Y
zcO&9}1P%4w>>h8nr^DI0g_fCvnTMXHdvth4QdmSo0Tv+M_xBG^EGUbsi)#20$h?dS
zLU8DR!1qvLqqsduN77qqnT5){3tRbHMbj|L&nn5s{*6V)=tg)t-rwcr<m6N-YHQu_
zwj{mqUVgK+CzG~$%?k#}e34~DH&#-bOaYt@!6T;?G;&B%&gSU)#0es@E++sIZnWt_
z(Dxp-Hi8^Zgb0<BB}d*&pPQSAAf~1UIH5)U1F}r2bl%v;5<*Kq41?3W*w~bF7^x`*
zg1tda1?BpCW55Tqc){m$yYqH_&|%xk_VVj=ZS&*xbz$MU^!<H>uq)?B==e_SMAdX5
z!KBXV8<;{^=kX*2t%-xNG9x`bg=+(^y28v1x;8aa8|vElLjorKL8twhBq9C9?@X|>
z-rd>#>Gq?qr~gA{El@Jz)XL09K^+g92-8TH<~tWXJw4^r;^6py;%g~&6*1}1WE`*4
zn*E8uKU7X>`IJ;t#P08S0)Jd>M*S2&e=WYyJHSlM$k5z?FnBpUnl)8js9tOTxRxU!
z{j2S&ySCiQlZlOsw{x(4WK>%Dbz+!_sxYUj+|tUZq&#K}=r-gX*}wmBMh=0%V<e*@
zqt1uOrU$wW6m!}prXe=^c4u!>+JP8$a4ZI1UX7x5mb&Ynb}z^K5eE~pO&q6hjkC|X
zy;MbYHPj*T<D`N&qladzPoRN<B5H9lkJaPjZ-_V7b+vGdDk%RQoje|f(-*V<sz!og
z)=<mZnVJ2&X{*f4&cMew82H2h&(6xYgr0$6Y_KN`-Cp!GAoQ2SRmu9=O*(wE9D`1$
z*UdzJGSlV<qZ#o#_-5C1kx4r9m_8;3f}5YZJg2U-1@Jbn!)N<Yq$7lcZwj`%Tkh_(
z1htfIPiLuM8are1qCHGCkB#l5Eo^LH7JvDoV!P&hXY!!C8N_sv&EL`0V1KsLi^YI)
zznBqv=;zOg7{`MIACnW<oKY6tSPP5r`#ei0i<mJQFxbK2ujDLY;p~a$3lYH!dWeaH
z5i4L*eEmu(EuMw)i-|t;*JA=o2BBBJqT=<pPW_vafl9$X@OHY-&E*xi<@|>rld2}K
zk~5ir$rnZ+9RR?OCn^fdZBC2s1{d~|d6t+PN>2OgFZ&M`mQO5_lK7Wy)2zS~2g$?g
z2L<0)D=!{5A~Ph;AXE+?(}nIP%uoieV_8%4Ylz9^Mo$;b!UvP*#brox+>GLs;w)=^
zb09YMT_yk8>zlWhHoY^JGRVD!tMuQ^3Xj+%FzeoJJpoV4MQc+uQ~F#1s+{9j|F{tk
zAaoHeJAukkROIn(CJ!P_-ttp;v!bH>-}t{6TieG4#`AYF(plOat+j8L!);BTg0A=6
zkC*zU-T*ct$-jB2B;j<deP$&sI<~Mpo$0|>{$oX0pekK;A$d}E5&+8GHZ0&<TBP%O
zxC61SVw~UXuC6FDnfz@YyFKZu9|4i?=ly*lt~M3gopvTO^RQRSFX1wu%p&|wjW0hT
zN(|AJTO6mWsj025EU&1grS{yhi>d>_5+ANlVZ8}yxMqsNNkY;hDi0X$<6Dr3#kuH;
ztj<o?G14-l;x*hX-p8jS1BsO(OuDZTTb&=<N3&-QEst36NEC*m#F7?pa3-iOHad{q
z4lqG5uw2_d7-Nb~U9Uu0r`@nT<TJL<dvk14b%>HzLIGmmEG|<?nE<)P{>1&DYYeeX
zrLLNK8b7;$z}(FAZCB6a2LlJ1%jnRM`H*>PiW=})V4+y?t-ZarYi9xgrF~JDsndVY
z%V$LSH_1$Y;@;kJ6CwkM5+2ClCn+dCjWdy!R#;kCoNOH$*;)h08*&PA<U~@n?@)bH
zj1bwOd!afS9@?9apx6F#)h1#-?*|vxhXehc-NBcWn;UA4Pmmn(b@fQ2#}>SDj9P8?
zx1)<=XmV5Cf}QRVH7#}DS$Ub)HkVZ_^YY<pj<B%;dQ3PI@?e$#42bV%4z$`97aO0M
zap>va@6j@c$UvG}!ab3s*4zfQrW6=+5SN*7sCmN?KOy-x2*HpDa6@w2-;BzIu-^9|
zJN+yxl9hc|C@t+81dsZLjRTe6YPn)c-laqQvRuec+|=ocHK<;wpLxB#P*C#l*-?;L
z*RKw@G<8uSr!odV1-}~jiHD$vi*!o}Nl6I(l$DN_>aJ_JI~v~&X<A^SXPOw#z`d}v
zxLAIX(!(66ih*|>rlIK$=>Iu5LP1rQV{T;z8RIaw4*~@V*-v6BudfO^+ZcMkOpnTC
ze~&FMjtPYd)F>IAK=@?sg9z))t_>|L>`lb(3@bq<KrD-uVfzP4Y0t=rGO)mH(8yq9
zbVY7#EJL@;{pNgDRq&#ag3;iGsZm8m_F>-0L<AU1!O1GB4Yx83Otu}b3STWA&Q9Pt
z7Z@|L1=%?`)@C;}lxT`_EsyqgiLm0+;#3!=mbtm?!DIadXqz2x$#?e$4@@K%r)#aP
z9`5!w|EkUrz<yVs(@77fX8dVjyNBs$7#Z?&%1X=2Z2^lxPH}#IE;$netTEr#Iex~u
zp5CJc3DN_Fgx&Dbt1bly$}3l0O=Ny7Bl9g^NhvmCBS!D$cmTjvRCm5c$Q{o{;P5Vf
z;pK^(E2K1+fE>;>Ojb~wo?76Tir0e;Vx$O<hFhVXm5(Fo|D*EX5H+lN=Ow~)Jq3^U
zn&l4^ji5-B3E^DN*OprvU7prnOJ{c}gx}sOzxGkze~{Z_av-=o>PaD_1=ic=2T@}0
zCH~F<Wqt+}^#q75>KboTQ@25u1WnoP!h}XWixd1diY$uXXmCaT^Tzg5lYb?ntIi>1
zqC=D<p%Dmsgq05<fZPv4w7-;p=WdAdjyIjuX>aU!+v;yyXYvgk4+ubeSXh|IFk>8&
zla!X5WT+~uuqEJPcivu@HN9|Q7EgR3(LG&jfs2BplD$Q9YEWKG0!JJk0<F!hk^)dh
zT<blcJ!o0pmkAvg>{<lqo1Ra5@4&+5`TD88Sd7Qhs1_~cj|60Lj^FX{Kjd3!zf*^+
zPhsH_Bj0G~%FF&piAqT5i2YO+L15(UezGrc4g^Wl4Ez%N=`Z(7H1!3M95cbm@t+x^
zgtMcn-+01YyF)>U6Mhf)KA+Rp1?{~({_$zP9G+8Ua3E5RRw9fR7RHM2CL;V~wUzfJ
z`r%*Wz{;rP^mq9wKWP~W(ObGNbp;}R?wAEB%r4;<23~uVTi)og0D9|tMk;r`n}vyi
z!QS4Mysn(3@Ne_uk*BU-vf|RBXjZggLR-bf`KAV<_SXoX5D@#Ug=9HUfdKFeP9qUO
z{qQ<FUN_C|B*r*BTSbpmQq+s2#7&haTzhSw8u=;jmrN4nM4Q9NO}_I9Tk9%%8=p$$
zUn6n0K$Fwab7otNuJ6j`$CD|fZ+EizVijYwYf^F{=xebNc0%HOgA)k}kGGHE?)|K)
z?MA2j)8p0pNit)0HZMC5&)n?Bw3>p}-^>!T98>6ht9%Sh7NqjDbWd5?YysE1_f<~c
z=yAXjBH-&~>v{A1++Wz=U)!_6L1HCu?~`dxA<kEyYYe|8xV?XXgOT_*E+Hv4HYqkK
z0Sgm-4_?Bb$S`^QlHHVCBp@&pAvr0S{%uwuSV4{T=6cjj4Z=$7Yw=!E&&G>H=(wdS
zP^$kpIDmdZ;2_y(bpt!$)1l`Et2$|!{5JH}{m-72T6jZ8C(mD~5s5!?j*c0NLHKk>
z!-2{%6Yzo0*Tvl|tW7J45h{(r(>k}^)03MUeSe<>ehyAM4)66(cr2d$z*t%nT>ITV
z*e{3Lz=kdW4_m;^C2uvQ8y>AJN#5S>Y-D7!{|tUh#_dPntA5!!`ubITtti(XFFYVB
zJ|ZF_K0a~Rt{L{`$uA`=CMF`n;7+bQXh98tz_tL3-Pxu#-)AAdE_cHxCtYi6Nh2>s
zF&zbab!$i0gR86M<(rdqP8*%BR(sgo1Zwy;&lLhoi_!2pM-2bMI~26q)RZLEjj1Va
zK4%N_-Hr4`-~0Cmm(4CWs2um*k%2;_8&m25c+J&OT06U|@AVgZq5n9srE`%Z>FH@e
zACmHFY9h)oT0eh64Q;F}hH)X!=ky*<$7B47i%E;*F-5C)s*?lJQ&JY|gHQKxfLT>Z
zLvwY(^Lh?zh+^@aFDUrtV`uG?p5w{!Y44A!Ozj_v_WIVIABT^xGuQoeoJ}^HEv^p(
zQFloE>y1;^h$Jxy5aEftTNs}|6Kimj1)L7i^A7mp@_9Ta>?b-mR7N?Y+_BFa7mD@=
zJsnNkXHol7*F5R=QL#8S`r5@Lr-x=l6Rvz^VX3dHt*x)GuOZ`Tqg2FDC_JMUT3c&(
z`Pe5eA`SdlXMl20q%4@45u!uFf~SLrhsW|U2w{Z*@_AlA3Ml2nE@|jObj6%)2gx`t
z_`Pq8eLtvWH+4VyX9*T3<?a?1OvLnS)D<>oR=vHPp2waV$`@@n+EHnyT3T94V{@~z
zqQR}L;k^lC%?NnHpE=*&gn=C9EExc&E2hG!Uh}>?mLr*9y2ujrX|D$^0g3ZBH#f!N
z&#OEZ!!`DusL;Z{DI-mAKvZ<p_y$V9eyNFwsEGj0v1}Y-rXPtgV+vEQX8z;^Bp<kX
zpk-ZD>w7zH5fLmlnM^`&inzEsDGLitPq~aVjppVS_Xj*epN)^?r8OPRw3ErEIy4DJ
z`m!@Z;_MW4t&V^8mM`b`6Ze$_1UR10^t7P}p<#AE(4F@XIM`VH4@Ju2FW{De3S3)y
zAk4r0{dp9b@u+e3c{>nbl&0pVT{r-p_iX6Gq^HoYu!=~EiU}jWe09o6Gc__QF!XCm
z4IcvWH5NGT?X6wkouKLZo^1MkgprcHfFnL>N<`9+joDem9!(hr5l-iml7ssCdwOT*
zB5ABn0l22FdP}SG$9sgJjJ_xQr0u#!DzTZ_SXg+J)WirKO=X$6_4z3Q9x*>V5|J9%
zq-Y={<fUx|AK!92$xY*@S4na~ZB`{gH&tjl?N)xZIT0?2py$(l1di`@eW#b#!}WBB
z=jtLSBY<|q{Wu(sPAW3+43zv~7f05BUx0q;hTv|K`$~bvM8d?xgvLpEP*G7KjqH~>
zJ45DitE<fi9HB4mj=BY13?|-PZItZ7!ssm1d3c_Ksi};y7w7)n5@x4q02@^AgZ*S*
z(b)&V4zDM>mywy7u<5zLIsew<i9fUTj&uZ?s{r8q>GJ7j(3NEK)M~RmWkk|nt{XJg
zBk6LhddYZsd5I>o7Up}|LqSeO+C7LqK@XIc>6prC7-+wZjLOQ%MIzeYq4GcK3f&0i
zp4jKWVX)!BV(*>IU4Bubs4@lZO+<%bTT{!9X*G8~T{gkbX4rM(7Vv%I3AZKsgp8g8
zLa4*UjMWo<s5KNn)Lz4oN`r@|I$)~OX?r`ICXt2HSA094txU%;4c5^7M8U_uJ5%TI
zNs7+$IBkWe%>({#c~@6ceFs3_ENibI<)i?T(4<SFiekE(1M7feii(+;y)CCAul8kc
zXlx{EP)?BWdHD3=<6P@#Yin1kd#b6iTDQe%ySI03t~CCQsG%XKRQk3V<}na7v^|w8
zMHol={rnF^HmRtc0o)q8U|Ane{HH#)?sRG@vVp$7{=6c}+>}0K@-KVSH<A+N$LY(<
zo<ReHrdTQ}Y|dzMGMODty8{7Do*!PwS8W70+x?><nyM2FQK&Mq3Cc|kXmVqjx-G45
zw?~7vsBE4<ld0WV@poceY!oa5Xi&<14?%!~Sb&ji;5hLw%sbT1SM(f@X61kO611i2
z%PsCLE!?T<N2T^x=t2`z&xL&y)KoZ)S)0Bg?HNoTpUOVa$MF~)e&S2AXs}3r!VjG3
ziIf%_y4WUAUGRB*ybT&37ti)t^W{ARgTInfQv+$X;-H0+?`Bhar%<0?lxP@`^U&S_
z%eikN(v?iP83}P3@Do2;$sCONu=|QLtMl=?w-ALLIzFSOyV;y@8+rP=Gjo0XJOKDO
z7m~iv3~DN=E9ht>WM{?4V&M>-?}II>7>)JJcEM=IOPD!X+UC|TTU#(RTqK?AAKJs0
zXG^=YmfdAG+N)Z+9W^!IJuQr!a>`5d_^3C=5D3yC@LlxWK>8kjD&n|I&R?+F|AtW%
zjDcXJBgt^C!C?qj_Vy*_B_&~q9^X?-NwdRLRm9f2*ETljxTrW7y4u@wEzK-2^lrea
z&ac_o#S|4+v#S6~d%eA`nQPwTTv1g@_u_Ia$Wry3@8$L?L=f?~zDZM6MGGi%KRy~4
z&Kn&@6ZiM_ipKHMR3ZrFLUr2NT}sfT;F|Z6W8~DRN;+6bIyh)KnKf6(OGrw(D{W2<
z9nG?`nkLz-g9@5DHj}kJ)UD2m=<WW{Nc@x$k`xtnITV8=_Vpr@%MQ$2=;={9;H>6<
zeuZX1L-lCpk{G7ZtN8k6V{+B7@^dbzC)01iP5dJld=Rg(!1Eosrlr;WVK`n;Yj|Dw
z(^X82?S@(^k&Puo^vzua0Q-ZNr=zPbvos4_va+eDE-$YvtDvEq7@ZIibA-~$sGKWw
zMn<ho1u&V4vnzsJEl&IA9gCsAZv;6x9_|G?e4u*4;5#~q^a#JZ7!((FRpmVpp5`kw
zm2>Z=9wxVX?x0$AonB3tdb^(zW(ubdf{Y?fYh;Y5xVW%{^g;)ksIv<a5^kXJ9#Fp_
zJmrTnH27@gf+`CI<TUOM``)|4)3Y}PJn!`^ch_2mj}xUjQ24#`StBe}8?$`g+ha0B
zyzVYM9`u~&qkyBT)K3jr;SBJH{x)&XU>_7S;Z}Ug=j6}9(tPAl7N{O8Q$r<7fqQdC
zkBR>YBF`^OGE(FhmNz{Op!^)K))p2_$21nseX-Laup-PbSR51;{|1*ZzrlqvVF(Fk
z@8yC2K>Cf354H*NO>Sicitb{@W5&mk8OSP!L}^QYLWb>KQq$Wt*nZtb2vhiB=VCnA
zZ4Z;q3pjnBZ(2Xz0>;Pp@%+Z)U`RHnniJ-3D_(o^;sC<vF+L513Q)EFo1U4N6_@fE
z6Z0JN(Ad(bNRpwX*wQ<6e6FG$Aa{b#t1unQn{2w4-f~@^`>Z!sz2BTn4;H{H&;2(@
z_4UOA!6BX+mJ#8z<QZCrmv(lcXsZExoAk)J;)Ej9JD7vr-F_*LJ-g;*!u<EucmWU?
z#+Ti34t2iWBE-C!385M7MYW0f0pdTDl_hP=&9z?uKF@2Rrly<#(JL*-gKL*x-Q)B+
zK{?XF;A(QRDR0b!G^5r^=lkVb6VY2=vF*cKen>LIG<~n4<hSQW;tk?wdJtC5C5WuM
zr>B2lu(yX_Y-D6;M0&D&i}3RoLVR=rBpZD<H?y4NwsIvMCBx03($xKilcp+YhX$9Y
zo{)7xU-J*hb%VzTep$w!5Z}mISVpQ>=0zyOg?egXo%z=dO{=xsANL=e^-0Je5eacg
zKNRBMY9t_|POfV0Vt`y8x@^eQ)Y$dJpFgERQpr`DzE2JhlLnyVNv3nHmO3Ykn!-Z1
z;n`7YdY*60?5w=h)j1_4CAeBZqr-jKoL1tBdHYX~PnGOMQFK}vC7TuxPZDEir~Eyf
zUVU>(dt;%sp2g7!972ZRiIuO<%k%KWcsj5Vug>7*<#o0=b<@@L6n3|<`I(a#gb2$q
zk-Gy)JJ5T1sr5Y7|2GTLkt0lB5G$lxWbQEc4?Jq<?*ukBBTBGJ2=dxSmavF|!s^^W
z|1c{lA0JtLO-XB^trel3<IB;3pkVXL+wIkOL<ri&MsuB$P5a5*oMc&S|K8JlCD2j#
z;_vS_@_FR;d3|+T9}p4|lbT$ipke&-ZHb2f;8E7Iu+-WCd)CW5_2rahh}niKyN9bg
zl*<Pc1O$X=nMsBcD>I-eovGH*{&ct>vOd`cz^$8It>1=ytx=B#S1;`}VbMq+BK{su
z%@JZvr%k!kw&w4G*7ipq1iUAYYFIznNRTlTL!x7gLG647`h|$(@B*aJYT_}kKZUAx
zu!vKCPqTY@Iq2Wb+`(7tUVQYdP_&PGUTpHO=xAzY;G3B<%HCc&pnXD%h?bL(8Xf8l
zrSAz%MJ+ta>xJTb(<ZVe`Wb{!LTk=7$HtK1?e#McV@HXFjKeYwpBFN$t>$TKH)P$n
z7ks{29OG(ZZ3W@e>1F~%=A4=VR#t7<cLx3$rOh7;5a<?yKssdXBq3!5Ha9#)SC6sy
z`P?&*`SQm#EF)}qQg8+r?K=v%qPHhjM&!4|>fFNoG9ADn<>2qi`A>OqJ9b=oX6n0f
zw*K-8zH{7@cXs#jDX{i9zHY9~vO8(W%uM#|$}SAJ^t!v;`D**ykRoIYwALQCv*!O#
zURT@``nS8gguaj2!KlA~Oj1~CWnzAOd}frXh=~a;;Sb#GbWN_d@2<x?<7h7_a*v~{
zoURw=AFj2CF;IXiG5IUyS8~$4AJ51LY+(rjQ1SKUJS#DPkiqF<kh_ZM7aeVO=+@uw
zUT2x!NJJ26T!VJeZ`Vk)rT)Sq$|~+B-CLmLi1I~}PH)dkYPyyepb*sB;$f~|*VWSU
zeYkIQSrFg_@N`pQ83hG{%*|=TfWn;6h7WP{7nh#AgaTzJ!nETrvKt#c3RhRdsV$$=
z$7M46W=H8bi90--T$`1iGm*S~-foB2(^Y+9#{K91A)xVN()LjdUS1;jgv&@@f}{@=
z-(b>fgdCA0f>V>SBENs#pC^tpAtdDP$4+qizJ!bvB{Mn-FY>lGL=OUI%jJ2ye}L~;
z{l+VSgc%Yhk&@v_F^ZGu>Vm6H7tdp5@tFWP<6@&f0<!FRAX;Bynfq&D3wP<Xj|-~U
z@%5)XsCKA!LICCkm{`Pw9SJPO;XO5xnhqmxcZ#ykcjJq}K<mNuK*hF`S4;5y_V{gG
z6MnPb`(28g=&50GAk7aKKK4Z%iX_a-&dy8LUdixdE(l4});H2N<>qqOoLl5a$ll;R
z-W*Qw#@*7O&(oj+6|oL~Q%Pv#2uJAn{5(O-X2(k(KHM63ax!auT}y|Xbz^l&{_o*2
zltHfUFA*!RpNgO6)a2lsrDdffW5STp5HGLoY8`>8j}+kY<QOX|F$XyQLbtac#^Vlx
zElfl~sqDyibcD!=0UXmd=fFRo!--4+RYn~?R~M7}xyPX?d0SH@C1(j0ub+SO<LEoW
z+FzOZyrd8CchSXt+-PKAL#R;0NanX8?-mV$ad!<vqXL9M!vi2`al5+_DQOb8Y(FLC
z-@q|*VZ5LBJ3SlKSL)(_oj0K2<p|EE?DMxPb)H{y*&FR%SC2jSXD6yjlVi~hP5*Rw
zF-a!J`P>e+Pd54NUUXxhkI&CU9a)h!OV*xSlfY%i8C<%SywKPZv}6Fb3g4r1dOCl}
zSec#eUjuzRbpB0Q*$VvNz=YP)e^Kc-&DEx=tj(5(cX^Ss*?L}*&eOMK$7eFG^E(=v
z?VTM1biG|Y5;8?3M9FcQvML*rOx-27I@ileg;29P;&#t#Ck{BY7=##@=Sn}cI3UgH
zhcKceY(&g2COkS$O>T9HO`NK*Ftf?&V&c3H-j&OKw|mgL*xJ4E1nBQN8a&>4ZH<kj
zGxNVUM}`5%E6uSy9S@m+fB**-4<BxHX4?vn2PH5hD#<HMGuQkY#a;Gvg9#o4Q9)iO
z=qf5`F3z#Du?V<cJ&(gP33_jQNQT^ZwfnxjzTblzMn|QPOl9R{qlrmQkIZc=su(9^
z5W_BOK4a<UG}gy<5A+NIf8dl9&pJ-;z%yfN;L@^GLQ?wI&rrGWfDq5f;PB*Z%>IGA
z8VCCqR*Znlt7(jpZysP5o2rdJ==#hOcz8hozeKora<lpUHoJhRb3F6n!uRnK+@C-A
zaK6^wV1M*Fb{n?PcyD<S0{1v&P&s~a|IlUe>lJQ7F1zwU1866z+&X3RZLDadAk>r=
zlakSPhk$qdt9p^=%!nB|e8{+2t5Xh7M;gI@u7c{5ZTLNaJ=Xd8;N(S?t*x#vVu-9h
z+SWdFvx-B_OZI&1i}^l^?S4mFM`o-Da->n-AE8?Hpu~NYH%uj*#*MR!Hy7l`;ql6-
z!fOX56GA^RK8!;>p&y~H$nfwdLrmgV63b6hP`!0^jT_tOK&W$louZy@lrswm--w$k
zdy)vWd(}8w8oIxaf%H6$f4dX}bo@yJO4P{!U&qeKjf>4Y2w$qF=Uo6;bTryz(Wd4g
z2u)z6ii+M@t*yQG0StFV)*FY2k+O1vmFM7SxiQ^9UTZns&bQb7n*%w3=i_~U*^_yq
zs=}0&o}DVjck$Ayv5H?NC0Vaz00nh6*TSua3;HSpV|Q7DULM_NpJjW4(bW+Ca*hq3
zCDUuz+`NSKEv@cn`)P%h6LYL833=1VaICg6QGiS~soyy0_O`vQsIxPy-%^#tXQ2Di
z6z^<wwFywG`q}~G9e8Erb#G5z$?^r<f=R)_r*%5!?Flc)UgZ98yxp>-*0p#1{yuzl
zUR6gaNT8|h&de-eBa14_QDX6HWMl+H##nZOkrbz(wYbj7(d2RUrS3G0Z4p(#*Tc#5
zMWEuYd(`9l@#?(id{TGI7dhQC1<_jM*+dQrYs}5-9r6kf*7)nZbwFSJ$-@Tm#1~;n
z1i#xY@JeC*EQMjf@Ao*2+a)eHE<2~s1SbezAh}T}2-4DHRDX#n%`Z@s^A*-q)!zUw
zk4THzUQgGv;Uuqb#Lw|s>&?w}&vV0BMR7B8-+3*6v#YCnW2&Oz*vk2Sbmw&Y2`{Qr
z!<#xTK0Z>yIglGgCWM8>h_9~=qf_1uHSgW7W%R~{ho==yWNqYL9UT=)r2_;eVt)76
zy{iCt-c^9uqs7-{_a$66lkoK7!p63$yqbP^Tq+91!I?dN+dzm}Y35s5t`DrxUxaK3
z*71Pu_{i6$Mb~<+zY}4#K&aZjc3B3QJ+T1B-CcbdH#OacFGQ)%CHgdOM7I_Xb;ra*
zL)KnKd~mp>Vbpc=Luk|6_hYurbdqGf!}|r?aCetjxLjM?*_zZi9<hsQ-wRcd5%=rn
zDm!&<&{fVRlF&7V&caeqU~MLYWY<`~l$L=KG}u4!=Tv=WXLeTMrnE%;3C`G9wE-1b
zCTp|(`j$UOJLC!x3|e(P_wuIY<@NoO(dk;!@#$}#(BROIk?jM_Yz=t@omGzSe2z!&
zFAwnWA!VEJo);T@Ek5qn<`!O7HFI(rai8FE9&i~^A@7+hD8%iD&F~ZmGrXY4XUdLU
zd}7gQVS$;YuXr-M>;3U2Ih)Cl@D$o=V-x6aJ73)%#cqIS>LT?Bc-i^!?D;j}snK*l
z0Ih8|#0P}0pe~cEs<^2q9l*__)WC3%#OKkVGWo(5(pp#^A!lcV)omgxD`YSF+uG4o
z_v7;M^mJx_eEbX^jhNp9xwfUD#oc&+ZTSiBaz#A&8NPK@^BCQ#Xb`rQD_ycaXZi4u
z7CTYFt^+a~f%`8IAE^`Up@Kwb<T#%;)S~hj_-5eWewsml>x8nHbq18{mbmP~OWwbv
zw}@^fMP{hO$Gm3WtwD-*IUaz)JQ*GMBp2o8*6Z!xInv03!1~Do00pJK_iZ+WT2(gd
zR)WUdl7!g8nl}8Z@!w1wHv0B%;EUCmv^1NDlhf_%NEukC$34}!G9Ummg0q_M)oCg6
z=SX7*8m}wKnK0(YTStfZLl4@@OEuU@8aqr4S~*dk`Fl-HNqc+#jAKLu9l?q|$<g`x
zVq1#8<Hc<G%YzMlc4|5wzy+RH{;l?x*v!0?>JK=NsyL_ERHU}f;rbfs(=VEnW9~<B
zQK|!##zqubMh0!q$0M{AcTbXR{^l-cXJ_nzkUxzpudgD4m_W4{SOFS)YdR8$izinH
zgJe-%z9c<!*rz_3Ih5@Dkb@V`UD}HzJY9$G{V^atJ~Bc_PghxDZF6ymN6gL5-t@1z
z&gbkI3<l4apCl(IPeR%VaC;b-0T`E#{6ffY_4@@teA9Df+3bguiP+_rM-(K7+RL6@
z7cTgx-z;~7CsRY8XC3;e2KonMV;x<YIcMducCq&igllPJwcKy_`h1Ki%bP#-27O<W
z4qU1*GsjEO=(IbTpG>`ce@||jB;jjqa^4-7Z-~H2o{-Mu+E7@TYqq!dAeT}|hzOZS
zu;_hdH4-=zY-{llV4$h|_ph_6fRY{5za%31(=R(DASx5P3Rh8KS}7h~DX#v<s5J3<
zPB(b}q$%s-;=@ny@1o%5=F=k{B<SU=$yV^gb(d;JH<10}0GgPMh=PuSH!RFu1OSC9
z05BWF#jxdwQBGn3@AvER@?<%es_LqVY&hon;@ZkQK2CNDf$sHj5z$`|-_==IBsF+6
zG<fhWzPZ?=$Q1h>mh4r;JwIo~vYIZqY;=5ZBfVViyx%W0%sWasZm}Mkmko`C-!ilO
z-5O_-bDI6FG7Vh5>ucbW6N6G)!u}LBX6afuaWNud(=rfI@Utx#VNN&Jx?CZlL`6dD
z)ACj~7qqu_wiI@_+FgQ{=Jsv@#$10PaEz*VEY?ru=Hr{1onPLVo08X5*N_L?e*~Dv
z#-=$;!x3O3!(!7MBB;bsJS<e8H$i#2S>*o9xBXWqzDZvd9xCd&!cBXInJq6ow6O#v
zBwJc6tZ{R*%M-Y7fXYPS>sKOHP1WvMNRIyqp`Yl|@IA#QCTzRCZdnOp*3p2c6)g79
zyrpIN0aHdM9toipgSqvxRvORma@ujaNE4}FZ|eOmFYojD^P>S(Jy-TeM^|CF#40O1
z*9Na%8AI=U6zoJ^>j}!Y|D@TZE3C#Ks%~jKi)V*^j;SiB7-{YwtyeyLSM>Jra^D?2
zfA{4srugIdkrNu11}EvDIPwd=-(+t;S!E7r(%#3!j8_6l4Hs)eL+kz1qoc5%iHXM6
z>$14he?w-1uB?s>3Sw|pl5l4GL6IWB?vUm3k{bpjLJcfp7oCs+G?@L%{7H7!C=jf^
zT$qoVFXa9l{_?C*9ucSHPsGj^Xrvh5s~!0}p`dUtagME_0f5ua%_Z&|?^W#FG;@7c
zg7=_mwjLOnC^WJ#xd>YlFD^0xV|~F&R$W|RZ*+G4GbZ4)vo~BjeRXveRy(~*9sJ_i
z_T!ta1)v530!L%xzvLoO5$_$@ROEl$I6Blbv#`v7{-Bw2-Y(S|hSZy+=+~1Fm<*A@
z7Ma6&Vm80>RaJ@xmFh=Fg8|b*?`sC3)fgK)t7AlR+A40~9=6`adOt6Oi<Od6J(A>!
z<qDjvT;&=tIXysk{F)^C-q*${RO)_oece)TT1*|x!)xh?f4q=PO|=>YIMLm?Qt*h+
z-;w94FRH8MR=C|f;ozPgThxwdX(Ev9@*zb{^^NkV$tXz!0`~j_>i~HCO%8BYZJDyN
z+Q4yP1}-Ao2s7^?p1iKH#o)8bbf)|FHv1dPYR9fXf5Py*I{DFIILd<k{bXg1IZjvP
zNVzcv-A*TOARw^PAEZ<)hkEDK0ECcnjHvrX;9E3OPC{9}>j__Ialu3840n%+Oiu3a
zkYHxUA=WIT0tu44>*CqYHWFR`K-3y{@E8`zL`Ff<q9mZTDCg%-$(r)cw6u~y0JK@u
z7+uwv6x>>uQBh!MMa;wr2|>+31fn7!piZt!<?b%>HFNrj-)$l!&}~B0Z9)wKUxr~)
z7#i+k0ys&CbYX9PZSBwLDC~*9fr((p(6pii#E4M$6^Rwvny{S=QoOd-Zd>Df-0}xv
zM#vJ(6wEM5i1<)PX#pj3_xv#OcV`6wMimY$@BP!$9Scu_j?fJMFCZ#D9H=GfQCb??
zl779L<@(K4NqyvS-L=gYXG_Q38Dn{(|FLwAVU@LQ7|ynB+qP}nnrz#gY}>Xb+it4K
zp2?G@`qq0KUw`{kd#}CMdhYwW&XZX|nc(J6&75tWzHwfT9cMB&#>uIPW%pNV^!vq3
zEx&f7;!i$bKPU*__imjldNF%f(o2_FcL)gpTA+~@A3qyEn|E#CzvFM<FHmRW*$DrO
zqyL!|u`|ib^ACyPytaO4;b&*};s$@I66jj5j%ptRgHiHSkvDxUlar18%^!RLULhYl
zPhVfVNAI8@X?a6KNf*F;Wfor8SR2uihy#s;gbq#*ADd3dBE~dI5nlLfNEqt)F|?(n
zqG0K+b%RJ~xNUminc~OM+v`&;pnnii<>cn{a4qUDE#{!-8()x6Em#`)wXr23uBR6q
zl^&+9YAC5IDJLfOQ(Re?WegL!Fgg^E?~awNRA&eoV}rZt_Vx)bCSFlVZf16lks;FR
z5OI#tA%AyQus@*x_VVJ-pKE(32V47^+J-s?W?G0zg@mLeg!}szc5PHtEHntz$cUKa
zL^OZC&Y&@Vsatv^g=>f=4|#|UT$vbI7};o<XqHNAh}&Q+Vr=ZV@w3N^p^n3rV-;>~
zctS{47f=9F3g5qU8v`U)ap8n?brsRSSyL;2EiP8Qq@@9Ivz(lay;O7d%$uFSKpD{i
z{gvwg@6W@7-}u_x>)Ol)Iyu6E>@Izc-R%M{?vKldFFLiQC0RV~w$GoYUAN!-U;o{`
z_J7+r0|Sb@|ADaM+cieZAiIa$h9^fy733i(?QCsql0^fJNI_j_ZErK1sz8u)8#lt7
z6iqDXu0LkJIS1H$eaz?A55jO^M^{gt>*(rucTLiG02sxU7Wi0rI=f5!Tz$Tto*uuR
z9{!&o?GbweTNkjfOQJ@ei4~V<B?b`QT_}`!09&KaA1rjZ=o1UA=`Jo&ZhDrPvEGr8
zK&Zbb;QeIpMq113mq4KN)%5h?;q~zpuo^>5!1R$FB5jb`8D0f~Nl<ibp<)IEv+;S6
zj>QLeTbh=?mAKYXyH{VrC05hE`wk_$D=BddmXuWYM^y&NNcbD5*;#2hin{3fKu%sE
zDl#(GJJi?LGtMa{6#b~Ht*&8cq@ibGn4FoGQI1JMLVWV->||g0F3~J=H*`HQE1|p_
z)KmzZW`cv$QgGe@&}PeDL<h)yJSz8%QOcn(^<*9ulhjzfAbWcYXCQG*!MQp&r=~5d
zrWPHSpHC>6n!ojn-+3oeTuN_ua(QZLgqebZjfs+%ytAvNrP%HEWpwN5iQj494a1yj
zPbetx`QPWq@3|-W+8KFk(Fg%9my*W*h7KA#v&VlslQylXEnQtG%&`f!J~!`?3kSuM
z@5l>Y4Mu{w<c(D|fHk3xjG2UHa%g^N7-kOxk(Lw}w+*t)8cGsnu&S*s7C0FKL6VM?
zG#WXPH=*U|*VqT;LL!GD^S;h!qWXcKAM_?}LBT2UkugML<CLQ#Lzjd^*qO<xg~kS2
zs)mM!`ughnnyR`+dU=JJx!HMW#E@#msR;uyu{_Y&Q^HwUAS~V8uMq%C@)#2X^SHd6
zvOb`M42|7YK9(N8w?}!tv3~dKHaG112eYwAy$`ybdvG7*u#35+rKw(8W@iK#erZcb
zWK9X+9nVdV2nm_~!B4@!T2Ip`F*n0cixLNs1c4f1YGwh-of8*jte`P5J2l0R!nF_J
zIoVK4-&>}qYjS`q@GUa(ttZDWcsfNbczUOArw+je51SaB==kc&%G#`&Y>14UayUw=
zg%~_x<ue49ONdM3PYKz?=M&B!RTZDmiKPF|a#0|KFoiJCQ6Sj(XW9k~={x=^Nu3^?
znJ1^C(A`}+=OXs^t!~Y1tTM7(?VeoJrIe#-PjlD5cl|>{$;?vFR$Ale=q|T?-<1mV
z^bC4G9_M;@8^3RUyu7WY`f)qi8|d*4wy|&n+MmFG5Z)FuaVufg))|$NNgI50ve6H2
zF3!!AreJ@(!V*3fnD+$wTYY|u0Wj?7thA;w7-D7&PY_LBPDD&0Axc_E%o5+Bp?OAz
z+6q(qqwB+qlT%0YA`+&dnZUziQzr4OyP=<RggoINw+C<Y#^jEXs4HsfEls6eqiL8r
zWBp_!XzDGlt`Bi?az*l%wyL6mj#|EI01Hi~YA`b{u0MOAB!vYUbFC3$hsM*9h*Xpn
z*Ai1vkewaf+(DBPzA^eX{Bh^7q$TI{bT4LXEaAN|=o|r{Wc$0^jGq7{PvwL}r00%K
zZVgN<t5FCZKD^js9?CI^(TFZy9hLY;4vtkQ$6{09(^>9W0SX!u`SK#6VZpK5hM=GT
zl54|JSXGr((wtvki(E9k<RUwD0h0F$IW{&{PU5en5n2n@_n9)>_b;ywAwI;-K*QU+
zD5*CrtUM$qmLo@8PA(Xm=$bVwR6W4-6Wc}+Bt4=E^r&P)DAEG~8Xg%QUk}I3+?;rX
z-xDLwfQ^EL9r|BzWbF2K%i(I<BnY)Ny8{q{Gc{5|VzSbbtJ%r9eA9yxGKC~m*Vos+
z`SGLaT!LpxJCx(>P1?Ewn|ZIx>t^f9>jvN=fBl^Uat${-n>vQzmZv*AkH?#vQwMtk
ziQ|{op__Fl@a*UxAL)NVWcJ_PT3C0)9gmRr5N-;EgPJ@n0|pj!^mCJPp>wp@$Z})a
z9$x^Q1;r{1SGErC5||p@TjXDWs5w<FORFlxrH6MYMsPi4jA?qn+~~Fb*XvjR&eopJ
z&o6ls_PqGm6r?or9kEzDhQom+)EL_At?mdIt{FKwd6C5_IcQ>g4I7={PGC!0-O-mv
z^W&5`jlf1pXC!*6rp5*zH#;i}FgW4(L`G1Sonc^Vu6MLOCNeWP?gf414xGkW^KUQ%
z0k+f5O?T&2^iv60*_c?^d*_xGHumM^6`Nj(@CnOf?9FVbH!9tIl$7s4VtZNCzQrZj
zhLMVvywckI=n@};hzPwfB`qg8KNnz50;9qZT}VKos0UY2AG&j`F!}<FNZA-TCKpzg
zhNfi<)$?*S_0-aU;-SY`(JvHIp;f%1l8W+*F}}!z2yh#ICK~1gtanxcf;w{wG}0kk
z$&)e5cEm+WAx8S;g{3J4{82?wqTBq<iwj#<QC(F<W+s|ObF**o(Y_)&8e;x-R-(GL
z9_rH8Uz3lI%hON!{4iX?13@29xG_Hsdiz@3v2=IvCrn!FSg3^_hL;Z|oSe$@L$kt3
za^licE#E<!tKQ+}KNg&fg#5hUr^mMf)e#wmh&YII&?Tcvtcy&G%E$Sjst7PC4Q#Ef
zjt()ttE_W3J;cQ;D9I}&-nXr;r=VG!$O!UiFh*|FQqva>`ujJ#Iekn6pV@7Ig|xiX
zTKYnvfuSx@*B3x`2--b4JwFFY%xMrftst)y9Rmvwc*oq@I@q9K6+$zSZg2zv%sF>q
zQyGqXP@Cu7-Sd-YM-z(&JZy~o91{%<z(R8(&dUM@<nRA@t#B=aZXT{Cyc~`74fXP}
zdA5WXclC^oRkM;&iLV_U8)nBRW<aT}b#Q=YO%)BzWSU`E@<2$7qKphyY;;<17Tz|b
zh&?c6fQtc`9<}({Ku-z^GE#bM0^HfkGR&1?5JZVGGk7o#4*veZt+kbXSq%-XsN35n
zxG||WwZ1y0pe7ANI4-*C_PI-zf!Pb=)KN`M#2)kruu7~CSOn*!qV6B1tN@Y!^!hyi
zQnN$#R@ZwuIr#gy))ccNu>R}o1WwT%jQz7iD=W)l^IIl*CZ^1TgY<QdmJZLqkI(Qi
z@k#RYlS~XW^|p4G1UQ8G1;)C@KX-ckyv{!R`Mo+F?d|KBn3?7l@^Z3*^EW>WI{rpZ
zm!z!*Gl9&d5)z)Ay6$J6oE)2)33NY?%pQFH$pmuEf?a-BhbOHcnu>}~m`h6y+wKhe
z4`slu1QZ#Ml@qru*~G$1+6{ijCM%~`^4LO~o0BuG9OCDejm!gF5i}ADk<u;yKv3J~
z@l+giXXnQJCuLK2qk^31$PW;k9tjhf0LH=kd}|wf4KX!4Uthke#bveB6m&CFrbmxw
z=Qb`@(8XiPmE^<Zrsh%~AIQ-Y5K<3UxM(FgdHKZqClBXG<Y>9+$r<sUG63~{WX<g0
z2$VUmU*oWq3k5c}bqpgO{Vf2TF2Idw`S;k>rGiYasA!5O;;MtAn#Cy%%pvrc6p6n!
zE%^N`D{q?+3<$);?7pv>DoKknE3w*QS`s>VFsl1`8UNb9wXq<jVict3=cfijV<a5H
z!~%M}TiF*E)l)IeB>7Pg(B8ehyjwX}SKlV@;TPejVB%n$-CSEn3`z9xu8o@k??-eD
z4ejKQRyoOuXt8GCc61LXKQ%q|4F^w8ulM~GB7$n1sv;zcgpps6lay=q*RQD^HDygB
zF$0M2bWB>lRD9)i!~d>Tusl^Q4c*-Qw22FgZnMtAS7-nAl}z{aWXunJ0(2$oc?QNt
zqn^Hjfeud>pNpM;*B1Z*nK}s>`N`wiy={F>8_P;UiYF<rAou)R-NH&58tUnh)zPt8
z#?Ht6+A%uB9I($38u)Vl_Aoqc@AN)7deMEcwH3prZ0spV7h6iQ4um+=$Tuwx0OaPB
zO^&|rI2Lw$VO|!Fqs$X>yDE0(u|y#cPafIU&!8_8H;1FU`TB2}kzaT&>fnjXY|SN$
zZ$7+)=;Rqxr+_pynM7!Gf|_cWmh(Go*vCizj!3puU1=%Z&;l^3{Q-JUhm2g<RaO(5
z+#e(&=BQ|HuIS>LQrMp9<?XKrj7eoRH4WXgt$*E3m6xA9)#7h780s49hy3=m2yW@_
zXlUU9*yvmwt3S1r_24AMm6es`5dmgpRu=HRpLKzIVN<ro(+yCa$ogGiWMgEeY;A2o
zxIircZk;A)n*w9Hru!`6&Tas>m>9YFKAowal&_SPmX(&47F8G9a<Vl&6BSxt6i5)U
zmo<nYI3gmXDMnmZcov8-ahtGo-{WMEpl^IINYeN4__UOqSgcVz9sXMwm{>VFI@|N?
z+>q6MY!p18&6k#zla_;qO-zV-esp4QZc$QBK@Vkzx|v{RX;PL5T<P*AmRR36IJlZ!
z{ysh;$Hd3W%gszpGgsGDeY>>3!Y9hl<KqM#R)E@_mzA&Y<?7~nOzKG3N57z<10y3M
zpmKoBX8rv9>t=2a=pat2Tg=F!S)uXKNBW_Ap`-GX`k$E#1oygKo~KXB-BR-fv6&49
zT+JWe+MnXilpvPa|G~vsyH*863{fRT*HuJBNZYH5P8@GVWPjd=+i;6Z;;M37X%mB0
zferfjf-Q!8vxfe}+tes7DJd(lmUO{Awe(UfVCm%WL`I5^O_Yt5RY+8hje{nordSmI
zfp4<1Eg^2KsSq3!6Ad{wKTaErg_5qO&gBYo8^>H#?NrUE5cAOa_%|^ce3OBpzM;nH
z&-Jyi58P;UdqVC0c2{2?4?jDntAA5xX*ZD>J2R&c&E|@cvL4#oRtR5GVsbL79lMB!
zx-TD;iwBaDLua(JFaelI5p6XnwwaZb3*dN-p|`uj$*rZo%Hr+meSL|FkdhjsrltyW
zE(A@^PAFmr4`%13WM$%Fqr(s|-Xl^{^2B<>%W)-R0HQl&p<sPL4-$u)Hi=+pY>b*j
ztZb#&7YrRB7GQT41y{9|g!U9vSJ$_83h#5exWv%z%gIG2#=t!O^#q=)m$fo5qvml9
zuA2r$&~sBV3MS{LsVmJb?0$!uu!EVf^Y;RZqMC;C{!*ux<557y1Z?+rW`Qr9yQNg>
zDCjp|z~+o!LnjBneB>YS`&615YP*&`^<-4C*qDwVI`)sV9E@%3fFCgF=@0n5JiP2K
zy>UNX{xtV(qp>mH7#GQ+NEi-UjdqF#)f&$VKwXpSGP=PpWDO4|Hb=C&fuG#DI7+#~
ziP`)$jQ5-Q%v^9HHZBxucl(&$9=;od!fv51rwG%`Gm+3diP@6p?tl_7AQS{25gREL
zD;*&d2M+^qY61rN_4RX)ZRwa}-MG#!xV)QN-au+OViXhDVGEL#JX}IkD-k#`GbA><
z{=JP;R+^h+1cvN24vvmDxB{$ftb$%p25#)Br4v!mJ$&0amvr*-_w1=DrQrR24v3aZ
zeG(Q;jYzSw81$=cre`MB){?9&D{(Ma-I3C^M?<Gblg}^!F;`OJ7~s0w_X+qPyU!6`
z?|%4$i;t9;nVu_zia$)Ir{v|OrJ-O$GwzCq{p;@+73*wYT+vd)I7I<K;V9us1J}+v
zQON}va91!I%G44~F)*H>_9Z?M5tPSktL};p_6B|XNzw8$!EZOgS`h&9j*nkA_x!4A
zMm}UZ9U3kO7@4l*R8mOO($ly^S6|}hZ1r@LCWOCWoOh|}sp<Y)+yp4z9Nzy%Wu5bR
z0>LQmi$nJQ7&&X}>E&G3exrwffLAmB`0YS99u@h97aJE!2>}UFqz>p^M#kX%oLgLw
zlXbiwP0rTG*PhZ_*+&x80dG#w=jBN*HZzf6U$2n67$`Du(tEjW3xzaM*U_3;on;iD
zN3Z!?fL9}{c-O9>nTle<&HWKx{O`tSXHbaS@Avd8JiB2~Lf3_ig1D6A+-Oni?y9eA
z;L&>hgf;uh@4Q|Ae|@1J{oo$~AALZ|$f17L{n5i>RAQ-3g9eLB>NeXIJ~kRKCgpld
z0R2F%wdbb<B#jNKcYS?mhzZI{>k-V>8bD!-Lc{0x1|1a%1w{0Hd$)h)Tz#vdk9`33
zNlc1HxNUP?R7IttD27Uo#T^5dvqO;QRD&SG!o=J;sd18`L#vDeawuOYxg3uQvvmew
zhlg@}6;^;!>n>aB^3=++!N}+nDES|#HoLgEMB8#5<`N<Y<6>e0qb!v3tCQ1H6LTwo
z!Ae0fOiNEm%QQLzU!%yyHF}X83Gt3Y*7QM`OM}7BJ(yM1*3!|@oDdhMtU_Uy6Y?@T
z5f1(S7V`FUT0&b~QB}`C<~uTKIp_&!LQ!R9O8a1AS#Vus2VgY-NG#4O5(;K^a#Egw
zfi99B9szFp*4AFiPR!A%z~ICIc-`g_6cGWt;hLspIV2?Selntqn-?Me^|f7%jC?aH
z=J6RcM>4oTU4MXa%wp6T@*f~Y-qYcGH+x)tPy@eE*gs)!OmrROA8@vQqG4sF=31o)
zTi~6w5@Ep+ub3B_f(G~P=eFNAow_=>eS7-}ME91ib}`!#fF>;1*%j#Zz8Ibzj_DbM
z;Cg;5N+%}~ABYg_M?c&6v*+`6U~(fGo}QnO3go5Y;2-r{Sy<QA)l)DJtgR@^imk28
zB;8!y9$;Z>dM7kBIKBRQ{6%_vbnjSC*FK5Z&f$lUq#7eXI;X@uS@S?tRGd>OE^TgZ
zE^er(sUi3~3@9~^N<stt4H*!hFd=Q7?{Gwtr)H<;LjVRcDq3b*24E&f!NL%!t<md_
ziZTaciZ>iD>NcXXw3gudem7NRk2`wMh>GTJ*w9|V^FO{fMZ=6{@=!sUD-oa);lUja
zWM<~J=J%J!3=C9+@<7LB<y8U58E$0mXvsPnDi!5Lf}!C^aT#aR=+KnN3@kHrxIuYZ
z8$3Kc-uIVqDe8&}D~lmI(C?or#$I01^yuh@ikOtVu&O$Q&SaYqvW9ZotMnYRnX(dw
zvJ0d0du#kGBph^1v_LG9yRxVYBlePmivwUSY9}b}%R*+=)i5wKGcwW5&P*#LCB-AP
zY|Kmni}r7I({YLG7>8$4Zf-!ErI}4b)0B%rH~^R`te>tut+|~oDCG(4Wp{p_z*|Xx
z9lAL=eQhNipfilBm>~*0(kKCRYh6ThbLqj!=(f=1<=B+Ga~x)QMMPXvB2PzJk;c7#
z|9{7O3GG|iQx||%tzb}U=bE|%NTQpXBQafE=jrvidf~sB3&3-?H$iW@d%Af#d$zE0
zv#qbFsHGp8no<>mPbJ0xtW1Euq_aj^T!LrP3T;4W$OurAB3MsPl>(ESWo>m|ea6bu
zG1oj2U^ouW7B_W_)pd1^Aeyq1QvgW8k$tIU5uHes8wSNUmC<2zl|WQeSX*6NTU%LH
zRZvF{MEvJl7EqK$nSBB@s9Z6%WsuyCJyly=$~7ds?bD3J#6L!XqM|Tdpe*KQ<|KTi
zJmR46V4Ln<9bQdrYa80Bn3j?caq=;+58}NVqxVE+4_}1h2&yQQN^+Ot_V;kIa+BY1
zaP$I4sP=Vnr*50?pC6rDxH#9ewbjxvu~AWituCWGcmxyL>Y4$(Gqs$7r0m4<`uf<)
zFJTCX`S7%Of+{^VElmKZQ$MFThuDsiz2A|RiHVJUYI$5XCKUzghhu&A<ki-(dMq_o
z6?^+|ACi_R*36QYZl0zk<nJBm1aIbMdop{x=`6kU7Ny)9m22qya`&);A2y*2fOn9Z
zr{Z`fb9i1Pq$@Gg($au`XTn?m%4Q1w!P!lQ$p7vB&q=B^vSY&nXebvOT<L>xaa5av
zf|R1{6f=(Q$_l^7!S;N=_N`!Gwyf+DCkrPR8<3+~T~g6Z#XdVgB_$^<59!WKO~9Y4
z#Kcfr=jRa;^6_;HG_^gLy{=9UDgK+&X8?Z#lQq)9<^~@d2dubjS<nb?vnpWhNJZ`m
z@G<cYZw~fN8tQ4N#lobK+eNmvx)*H%O<{F)F%ccW1ql%;DQQ(59Pk&KoH0<La?@6$
zHq(~E?Jn<py4Ujip>pghPBW0^{}>qsf{Ka))j9x4VQOkxTueG78WQ*^WJJWol*omZ
zA;ni?#|F?hmR(bZheQ9_Ac0Vie&mHDzG2%l5X4VyaoYp?eb|{vnyZ{_e(wl~i3*F8
z6HJWYjlvuhV$AcCLwoR%rr5r`v?>%~VPxz>l^>G|;<c3*XlVGU-zF$2tIM5iPtH%T
z&>`qFy)O%sQ?+$e)PQ-frn)|W<%Tz->SDH}EE=5+t3Q5BJKj8Z22vX4^))&3<I}Ny
z63EE1C|soIU`ePBW?-(j?-zHe{{;x^4Ri$DtnAuqJ8AD2tp@#wk0L;l#%}g(*NaF>
z!+8nE#uk_xKrR)fZx)+$P(Ikz&B4R+6gk%{#z45X76t)@?b5EFzIFyRb&vAjzZ*&a
zI1f)7_;6_%0nwtG$FCowz|+I?FA}np+uHIf7FA<aH3Nn4DDt9~+LJs~T3${@cIemy
zbtS&Ko?bV1*SnnvdHmd5ZEh~E^$qRQ%nBvX_6Z$d=!kKOigGKfvolg?g>p-j%m_%I
zE!?T#gJGtwq~6@p^5Wvik|Gj#Tugyz3-hD>Q*4Z6t>tB|W>0r#Pmi{yMb-6{&Ied{
zYl+8L60QRt;?D1F@jcaX-)!u3Z6|KiTKLlAD<YeLht$;G%Fd+5!XOcl9nMgE!ht=a
z0!OAIqsUhSaZ$CDC}T-YRVfLP@7PwdNTU%^pui1*N2d!Sd^9}zk)QLrv?a7hOF>C%
z?#J{tCrEhi4x0B41l;iK@#wjTGBvckxPybH4=t?=DX5Xmi>Tn_?4*pit=S1~PJxj|
z#R4-;qosvCWUfJosj6!50d=MI$>}jRW@dVt_K#YEovg#dlF*$xhRsOGZVCaOA1m{7
zI<&0-ij1L>hf&5@IT{&_luL_C%SunXlew1|h-$hYosM7n{OD9xj88;b<HR1n4#fQ0
zosjV%^!Isn>D7&mO@W$bd4PeRslwgd?0Jofke(PDn+SjH?a{rgu9<{^0nE{t1Kxl4
zkzO*ev6bRGJXSl78$W@!Sd<$Q7Pq}t-&Hf{SM>w1=6ic_$ojqSY;F_ebhAHm2A$M^
zu9mzK-11%W2kT(f@0Z!x?sUNB;&`(Y^mx403UIb|1_F<khgVmFTf+*yWGn=Vu5^LH
zr_bwamJp9jRJAPZ9V=?_(5Dd-k|)46&Vd^?AkeTtppnABho;U^meEm@otPcoLf#oZ
zM{zRd7Y7HI{%TS|+Hu;nfY`*y$XMg>a)Vc_XSl%;u5XAGr=tK)ns%n9-)?{f?CGC_
zgNuWUivv(EJ_5qu_6&*&2yL1g782gxt52K&WFLg<z?KpppWRGCPFnnxo{LKeREYHs
zdDG$u4MSUHk)zq|7D-udn!eG=*4Ck+nr=>3F&4?Wvy*d0Q(HR?3w#Zfn46nG+$<tP
zylvHY9MnZumonj`B(!9)eQkScYJ{7Hfq{+-P)7f!d8Te88Ek5TF^Y(Q%t8;1PaEwz
zpKKywHn!$RCtu5YTdqmzTRnEh*7Xq;QekdtE!M%s&0?%C_^<!&gUghtRLIBa;_BU1
z+ucLfZ%#~J*W`6;==|;Z_bwEis~r>-mS>=gi=-jEwf10B70wUjQt=N12YbXd%wtN3
zSKg)Ts`QikD{U^V%nHAEJp6ljw&&+ByiEa-2UQjypNil-A)i0nN6=r#1i>1tz!GXV
zkqnYHKO`n;p|YjZ8i8-kX*b~U<rRMv1!X7wxv^lkx7pvNVQhVGjGG0`A8Sh1_5v69
zgN3~9-~`NK;gIj1o?U_9Fvqe+TBeBl3d$n6k(mt>k*Eu+4<oyFW>I)vUP{T%XqgGM
zIXLv-EsfBqEZ&_`skO-oT3X6Fi-#wyEF=9Dj?l>weAJc=C|^6m9B`%vxJ^Z0$))||
zZN{w4Z0zf6>uTxPs0YcOt{tnI8KQM-UA)B=RI84arRC)nJfR6;(h@Qvp;=(+E5SWj
zX6j<9s`$;llamY%=a*N&V~t}ygN!2dW?Kg*lyhb(1}f@d7!oAGq?fr#5#{qEg53NR
z{kIDTN2@dqt#$5>_SWY|L^y<m=!6($1zFjd$=Rv-p{h%gZOZ+13d*r@$;fc1*RHOu
zEZZ7=i_GIQOX>(I@5{Jon4)gL)}X3jkAU#Vx|GReXu#`b<>_nZfBbT5;^b!?py()d
zye%Bmuy5|?&rcB=8j=mmNJCv}dy2D<ja!(LQh-B<d2Q=tUs4Z1Yv?9t=I7>(blY9-
z{sFXZ6?uJABL(~SPh;{*VuIUZ+RZ+J)LOqcs>}vK->!GRFAj>4!GN9s#@MvT_{ik+
zxL>t3y-oza%D;LZ_Lt(kh=l_}uBiQPj0A(c9bONs9qGN~3->1{0qI&=8*o^8;<pDV
z+IV)fw6gaqs^8g6arm$si^9VhK=RptSb4g*1e%Ezg@q)4Gtub+*+brxaDkPT|CSY!
zSD>Y}&dYXjmVh{|$``E&Zteyjtmx+l4J~aA4XqC}Y2e-9#RC)-DRo^~nMjqbf#2G)
ziV_iVOgJ^Y(qmx(s&(3ud=Q880aNvfoh@DxD)!Q{;@TjSqTY5yyEO^Zrs_H}YEU|D
zp#ow6aCmWwm64XKy|lBoIL%a1R`Jck`sg}w$jaS+S=(OB;?%SW_Fk5a<SV&Y^mCxW
zh$~W04=Y;|KuyXXp#IS-0cv6`%^^4Q)1xx@=w3c2|E6Dou{cRC`R26^-3%i_@4wWn
zR=-<ca)B%)C0`gBdD|?$mv^brN{UKKiHUGuP<uOCS=qSz`_k@iof^AFgT6ivZvN$M
zofKTm4WHZ0=v)$HjLh#v0RgG>y}%f<K`5~8*$<SQCiV66;`hwPsH~_``B7qG4Q^f@
zUvE#h&)GpMz?TYmmVh9*T>HCz((OpC%nxk2zE^E_y^NMwI8#zm4~Z64MSouu5k^+V
z=4U4tXT)@IVd66*qr+f_$t4Ijf|ZxA#v3MI9DaNIvzL)_FCi^1PW{y+L;6pg38LRu
zmj{xfTqB-<0Q~Ubp_V_fw;NSV(~ZtoNr)Gb(IMbJx-MW@bW?XjHzyAu1b5Kn#l=<i
zQCDXc)`v!C1a@(#ppNnSbTi!e^QF;w!nCBcp^7||0FG8xc4K*slSYWTvB%uo-v8QL
zTiZ|-FFLnDiz_lGR*vmZOzfY)j><L;9X`95{pFQ(1r~+|=W~I;-W(}uO_`G!M08G4
zQjoI*j{v+9gt9%I0`<Ne^e77@FRc(4ACmyE@PHO*wdw)38a~;yw9TXiL{zS!WPK#|
zU@7wuHOSK<Uom$}Q%k86QBZF^{CwMZ_;!F?zEthkm;1%(N2>f4pF0CX-r;@ho9EtA
zvaQdUWCZS=%a9`%6ciA&LK6!$$lIYwE8jX?ew>|+No<KtyIowQ_6thxg53*`wX;!i
zwf**f*ZmZQ{QN2V)8cveNcv|cGeb*?>i3lxYHcmVMCO8C|BpYr|7q)f<x5C){vGHG
zY!9&QDIeKgU*jafDPS5K9UmVb8z29Xh!l-5IaOTWot#(^3W3c{{sWX87|PL8V>8PD
z;jK$5Ceq@IwW5J6p{?bDvxdr>V{}y05a2PNqs?8xUZBJ**0-a>2-ViMd~L2^fCr>!
z)WSjoqb*(xKuych+2sJE8N3|38a%n!mXZ=SyKT~H7uKQqbuHf-HZwD@zB~gQc{v&>
zgnXUJz_IaRa)>9Y!zJ)0*np&N2o(FCZb<6Wla0Ue1pqI*t+TV3hf#3)*VeF_vZ9fZ
zTDWmA_OXEiic}rCtl=(ME1bL?-`n`OGN+uZJpI)<z8*htCBFlyWl7-D8>$?&*c?-q
z4T0K(y>kHwh^Qe01qDo6RHt~p&3CqU%?Agc^A+Q<!+p;3NMrM}Vhak&@`QvNyDM93
zOMts}ds)NSSU+1o3+v`;_upydJvj72XU98)j;cTj-SqhUP&F;(6Uc0YZ8fS<Mo*92
z@-UgdfPq0CL7mlUWu?^kdk>y^YJa}<Jc0jf?eQZs^qI%Muv9qwT<A*X-QKU0PJWDi
z?!p2`r$**y1QZli)mEw1zke0-^r091?_bs`Z&q*p9Nyl>Bc__6jOpc}MRLJI#l%e2
zsW~`!03y)F%<k^i(DJl|vZRt0f}*6P!UzQQ7Vl=)qQC!eN>N|yV|?_iBMzTXKg-5X
zP1MHHn`3MuTd5bq+_v~&g#R?pIef2@($uFIXIKX)hpAv1A;X1$vxW##CcUXCt1G-J
zxGA)6AlceP$<tHM-MJ`^ut-8qjf~8HhX6Qa`>HLo|9G;5TPE+CXo?x|1rrbBg2IRm
zGd2Jw;KOU2JfzH>6@HJ89HUkNs&;najj7oY0K+D)i-nk2pkAT~R*jEP5Hq4bz(7jY
zMbY}#=J|yi`Vk%)-Sl>3#^1jrp1$wU5#iy|QsWX6Kh7}yL#(;bgj$CJ3yhHd7Ok(c
z$;QY5#P{1<R}NKGH1y*WaAwT;K^C?pRrNLQHm;40HBC)Yv7-nd-RkP4fd)r<r@-})
zSJ&Hvp)e0WD=j5hO-}Zts-2y;g5sfuoSkc$|K55@SyEFWVBe2~L`C{IwO6p$F-|Z@
za+V{kcJOb(jWp{=W*d2ED%>UhyRu<l=fi8^@MRP<cgH%@<6~-yYD(*P#`B{hgHd0b
z&ok@z#wE&d6wC+M^4ofMb+uKHJiGJ;$zX7iiozi3iv45cW*gY1hPDcdd1XmiQAxR#
ziIhu|Tk$I>S9+Q|30LbSbfnV4!lQ>a)y4Vtdqh<30qJI0QLsxYY6KQW+7ig-V?wOL
z%oP1>6xp%_NY6g<;v!2CPuEL$ghYfSD1K(<8uwoWz#^j%kBD^J4xD>5zGGlXNeKYR
z#!AWRN!iat030nN5q)rx_Ny88Qt|r=`u)9~-#7@@gfCL_g^gW9DH%OI)9AatJ=-G6
z&uuB|j0{dLWMX1oH&54L6$4e-83dD+u@P(&b`B0QIyx*7b|NDemO=^1$OwqncW>Tq
zU3@@p2}rplqM&;G_;Bdx<lun3T&uZ4)CF#}3|}uE-qn>IJ$((`KCfD!maAM_X6@Pb
zOi*I(ZP<tN*H8{QdUS3L9n~L@Ttt9jwcF0y&1$68!v`2YZk3!}Slw=65dS{AcWPll
zL;uwHN~RtPB6SQDcxlnb!$`?9HeBKCX!E%G7`jOd5*GS7(Bcv}(4P>VmNCUYXzu@b
zeg6cQ0*wdW9yR;kYMZbtLR`MKhi7Aa2UXPR>HV~korsBzg@uKUiJh2{wW<C5=-t4<
z837RjC>BbE$;agE`1pL}DHaMws;VYu(_Lche8a^hQ6b*NHA8~dO4D;9jKYxkbv26p
zGFyxD{ap<G<)seK`)i~m<+vn!Sd%QmrxOh~0BxI`9Uh`5rLQ!#ceo-#K}E&HhE}sE
z%Iysc32BIp&k6?N#@@$r-h|yUDyk@>ARm6m#0R2_C<36zQJWT~2m9FSDvMlhz}k0i
zy2gf(0C*&}yQ!L2mP2~z2r~e?Hz4x9pNbSg*Na|SRN3650H@O4SQ2LC@^O4x#uPNY
zrNGU~-s0)%@%Dayg@lR<)`PaVi=K?Wy>0rwzb^u!pp32W_Kgt{y%Z=OMLP#ELsP4B
z%F>#u1T;01jzM>+r`e~cpJ=9QI_C*<^OFPmPpCAo({jjX<F9b(AAhD-Cb+M%vb)Dt
zR}}=!?;rG)l=AuZ@(O{n3V>{69%r5$iGX^-Xl>J&V*CmN0SN|?l@Qg?mN#_sF^X^3
z93LW{V);A+vh_puaPac;Otg+fIr_#yclfy1A0NyMof`}Jxwu!vWK`VT3wA_&oB)sM
z+ttv6*RRz+qyfM3AI5w3h5AIqG_>-o+{@gZ9bWFPo}ihjrD6R5ZX+fnF*df2COQq_
z<+w~E>x4sziAV@l)s~WxQ5_nH9X$fU`-Xz~?VLOtPEPuT@6j+wG!Wp_iphVG@VWI=
z<Ro<$c9!;bCpLZ&CnyK=Kn$@W+TlS--9o=mQed<tB-9%U?0$$c9$cMRIau2jAzTKL
z8i_FJBn$D58z-cM=7p=keBlTQvED<FY?c+9n^_%UCZ}q0x3xYXDa+DUIow?Q{$1rn
zGans;2w^ZRV`wC%mPOn|hlEf+yh*Kw77;maoteHC;_GJrwsUzh*PEY@r&a@y53xEr
z5}E$|0ru3OpCO`?m^e85XIH;Z{v4V)*_Kq6n_v^;6XRkW-k3UBH2{U7;W#TuT;SXV
zm`EcFLe>83qti4}G_ufBlT(s%(XB3Qt<hX;uf5*{jk`W01NOA`_OiNJ07PfAkCvRe
z;%;Vd*2K!qJia0(ua1@Cu43N;6vJ1v(y*~C#<rgRnqUZj;<3BRjOHRE$;>e^)t~eE
zeD2h98+*N@n%<oO5G<pd0wPEqa;(@Sx+^?k{-BGue!rwW|Id49B=f>Q#sdO^n<|9>
zc$A^00f2kjS(!RonId#|_w<yMHKFJM+RD7h@A2_D83hH|n0H)|Cd(`=ZLYA<i3(Hn
zjJ0)4GjlNy+>2Zu$Z&~kWFi%TQ?$jE#N_b&&`C{cZEO&Q?fv!r0!$p}B+x3t1aM(m
z`C=)tczRG+>m5i+z@4DubUd<$?%ow`*nhH!(v<)L5xLrSGFmp~?x87>RNb;@Kl~0G
z_m?SficHg3Z*6l$jE_-duB)l7t!1K}S3-b)a$#A4B*jT|AbXIesnP&xVS4eza6b^8
z(xqGsG_iNLvUT`)+dX6Mn2R_$UiFwmoU13eCfqRug2w{>{(=F0f;)owyZOHf7#S5G
z(>XZ;O36#bz(4#A31>MtMqj*rc)uHgt>#veSC*1^OoeEBYWdp9srg&zd~eLnPB?gJ
zPnZZQ;(xk0iThbgYir=&(!$pP8Z#Bam~S|DVrxsvRAC1sY5@cEHHkGVdrb6k85LC|
z@BCMG)qPMHd;k=rwTOwU5^L43iHr=#e!-Uki=N*1>(}4y<=NTI1Iw;x2a{c~j?r^-
zz0X90AKi9Hc^Uyt9iCQA148^-imGCY6O)s(J3GtE!=sxb#=ufYQcoevP(w;5FBYZX
zK}7jn+@8)34_CJrN=mx&G(9atJLB|t6!IJ=rxy}Z`W#)XMI1Jj??pLlYwJ~_%#wtQ
z(LRsxce*o(d(7126iqQS-{Zfd;7tvcjn$~%O3{k^@aW`*nm#f{B1PiybtqAwC}h=>
zGBV9@O}EW1urX5urm3Jq72#zqpQK#ybl<+QZXzH*xcrM%EV$VWH!oVOC*h&sg4Q#C
zOiEB-HjK<LSm>O6!LV3uL!6yu%)cfuFzg3(QvHH`{e1!f0)hkvK#8(W!DEf1UC@l2
zOdPB)V26NVb&V2e{Gr%~R!xa056LJhU8W%xXD2Wuj*mwMH`$t+@wfy$44oCycl!Ij
z{@WW{<=_I<#dW~{8cidMo{Md3Q^7{()WjtvGGbB!A{ACxs7pJmt1r$QD?zmOX7_jS
z#=l<TOAcdm2CAn{^0kdWRG*)Pg$8`Cmba?Wso(TkA87jATJfVQ77BlMJ?($CCJAE>
zi)XzZCD1>NFfvBSCMwnKfVjKL)zD4L(M`uLqwR>5%umUx&iB;R=#-^}<Jh;j0YmSZ
zsp<=T9Uh-332ACe3u{n2LVWCVJFAA9^D|=1;3#nkQG_lW2FMHCgMT?JAccUAqF`Vk
z1PvAxlz~TdISQWb@lm19IY&#(NK{jQ;m73a>gJ}5wz{FN6v3?#lP6EAi_HoAcUdJ-
zu~_=R%X3u&F)*@F;zKI(*f3=c39S)e`%6y4L&aHHRK&te4i1;wrGsl{Ln9L#oQBl<
zM}`~DU)ooscCsr}41HN1`RKI!X-2=(xc}4Dd1ziu0v2iR0$+dYC(kw?4?lk|-!|{&
z_U5KecFws?wZ4>uRAeL+#M@WU^#`Pmk#5HgeBt{}tCuDvgqN3B6bL9;SMUFSAidz3
zWS!wrC{WN2iH>t00*cG{W%K<8_d5N&err~12v)-#7+!To&asaF8sC&q){KWgrX?9G
z3BJr8l^B(<;Mw$^J#Y@C7hvGvVVV57GPS*@p>J64<oUXEmFl$mecmMXZ04i<QqRr`
zG=v{`c^ySzX{%$Bg$6vK;112e?Bf;O5muWj7N!nvew#R@eJ~fL-brWti1N0xJi<=R
z%1hSv?QDMjd|PkzG9C#0eEd7s+JAD9ebCU$$vO7wI6oYCaiK{_j{K)l5Q_J0igG(>
z;&kio@>0TDQPZv|4jW#OpLyZwC){Pvn-!H($kfx5peC)X(0m}O>c-;jT?{F3WU#mI
z<EEfUcb}WR-t`9$6FZn~7>w!<>rPBLWDLN^PZAMBP~adiKoAoE^9P|Oz%#QvI7aVb
zq6>WJ2<KVj%wiz5tT63?@U}KFIXON;N9*;_7t@mil<)?RP?H8cL*UW{zerBhP|1#e
zWKuU8ok@uf3bcmD?a9gvagWbVd3<E#^+hJPr?*mH`yc~J$5w9k746i15BcyU`0q-}
zUdeajks^A4k^K~lAUOwW%?~u!?ct~LuYUfBfOJ1qwdD;b8M*1H+A6y$+nR5-Hs5M4
zXsV|t_pnk^=5y`tklowbJ2-&osutQ=k!4YNaaozfG#)D2fq1tquCavO&CS`-#mTw7
zxqY3buF58Re}BMZzW48uyP4k+pGK6vj!LAm9_s3T%*MjTUikXrny|%JI}8ZUlWCzT
zp)xXyBYUI67Z<OCS-TR^{2JOm07bqMm>^}WKF236IN9G^3m6&a6n1a?Tv0RDQu$th
zf@({UoNWAyos0X~=H}(a53gp?QOMXZ|FW)n3eMA`AJ&h=Y0|DbhYu2J+<IemJ)=@u
zlHznVJGa#IXg_oxRU&CNFAuEq7_*%*FFycmL`;<7<m%?a!qTR!+*|)JGO`*d+po8O
zJKywf8UQ~Cd)o%;a&>tGd3|7^|N5@0s%&JsHT=uS81~`l`deK>zWfa(bYx!mgqfM0
z&t?(YKq$h$V`^B147+COoNq+?a)XIC7>EvqJ0FrDP_MR?S(%uhpbiA+8;So~9G>4=
zTbmnOS{heSHU?kkg6!Jd%sK~>q|EVD7}g_WW2^2ie`6GtrWl>hZHV*q^mhFJUW{D4
zj+t$UdEwgb;SZ;Dmi>{Lk=sk|rlktp1qz?0UVc6;^lWh91#jCmXxu(D7c`=960W3b
zGQr4VkO&HN#>!n*J0rV@;bk3GP;#-6u$mr*>R0&00|}><8_I>kMm=82IXN*A?~!de
zH3iiX5#=!r1+f@r0l>&}*iH?tx@sH0oA=A;&%SZR-@w3u4pV#-{Oqg(bqyV@mDSBX
zVGcGvuAN^S9-R#xZ6t!UtZbv>>%0RkP1QkWrlwa@wV8zj4qT{~Wu@tBQ;C<`ea>Fi
zibMnWC1}%cP+Cf$qRlb5TiHX&ue_MM;A(1{IxpT36ixT@({tohmE{hn*EiUxxhUxP
zsK?-o9LuX3-%&6RQrA{GJswKShkpDR9|rYAFYrta4v!AaD2PeUj!2J)h(QO3$0S^8
z4J6Hwlaqq{$A?b7vpPC9GB-8{#K)$GK`O&gppXny-ofmM#PX3F)9d>`3PFFJW80G<
zNl(#UWZ?q$ScyM0Rn<25IoY}TIk{OlHuSY1^3=}x&>?)$oFPjRbZ}^g2m3`heEjcH
zl$0lFYn|X+*w}xQgaZUc=?+NNYAb&F<r^Lf3JUfKO!xR9%?}pz1r4;evMvFhpwfye
z=cuH}oXA)V7n<PJA*j(KGt(kt^>#pS-PzgN-p<9%%B7OV#f7-gK=&<wXZzp#hh&rY
z{mJg#(4SMWpg|%`L`L?`#d>`<IJ)T?xfWNi@Yk)a13rB?HaIgeG6PM{C$Y^}pTCVK
zE6OOu-#q4+c(^!d*=w7c>T0UHzd2jjBeZO7!E7>2%P1wnx45<?Eil_%g4;V1^#y)B
zz4wS3BLSob<;HnfH<xv=kg}|{nu3A^KNA&qH6YyR?d++lc-E9g!AB)yShNdaO85(L
zvf^8?umw94ni85WUQO-HE*9oNCd+!~(_?9=^jHWfWvC$9=DR%PRyf&mFe*XGHyfR-
z+dkBT@1j*AlA^%V(U0NrApmPNHZ?UAX(L!tDm7g=!tVaE*vxvj$P)BA=3sg>h0e1S
zpz06pj26-e+Cplj^yAcl7ZZijsHM8J25t{GP!u9}vWKdLKvE(&E+NA5&oKr{2B4dO
z+a$;_(%bS6`QH8S_jj|3_K_*d`I(WGpY=_>54YD37qw@-N!ov&tt`%KrY7ZK7F9!>
zaiB(Jl09i`<Km)1Vrx!K&W>T|$GA?%$KUYO#v_-i%gY5z_4S<wFNTB$1%<qOx_Ma2
z6hWU!4F`SXwL}$l6=k(fJ6O2s@$KuNhzRW*>1nIajNnTC#hr-V&P#SdModsxS)5>C
zXr^guY;Xhhk2Q@<%+s?9O6iD5@7_z>S88C+fULm8ID~R}-D_VEux)HWbX8YB73c1`
zdWxEwrpDUT=6nwagAf;ef1kt*&@gca8>^yY;}YQSP1)ppJp)62(n(b$hPb%cZt>Dq
zvx*iFbx7shgMbcP<r&!7RUi?aR@j_x0t?ocXmrW_jww@k0Zc~1y3j>6^&giMNK7Ss
zF(~(tU)gXk9#B$LR9IG2SuH;X+$B1x#Msh7NGD<<5+i)m!;cRxkEo$7Hc(WrA`T#o
z!FW7;eXW2pbh7@kT5OHp_BNm1B_3U@+H$8vgWKKk82qG8DnblDsSpwtRYG=YzO{y!
zn3k-e{?Gl@>EWT;mDFFJhMzrm_y4pL8kmWH5ee<-7F<@>sh}TNm6B0WM0se7g*VZQ
z6@cU8;~(MS*8=XLn3(2dfVo-`+fvq(U#P63rfPdMxqVvew3)|TxYy6Kv#XnPbKw!z
zh>H%*+<2RiTf!|V84k&#i;IJ*sIw1ALRF-tp(k2*{f0dg!4!hm`S%GqNlrn22545z
zF$dEhx2&+Mp_w0%g#{Sy+9M(&{9B=$)`zOh$RrXDLlX)Lf9MS22LNHtj%EEdZ2ZGh
zOClO-l5>mWV_W<*96ZAd<h1R59_M?jhmkpSbX-DApsc*OnBY-O-_tVE6O<K{lmKUh
zl95?-Zf|*FO86)us1g&Gm8vQuzO@svsXKzZ3Ad;kNW?Exxqb`h849v(@~;!TRe?|}
zs8jJDt|=nPwmdzu^77(gEKV%O-3a?2*(3sEKg7iQUDt*z9Z&97N+%0dQ8@h>!Vf4!
z80t%*V1)rT8?e$~q~-MiGV{8+)jtnQhX0XBnN&z4*^-GVim8eDi=mJdJ!Eh3bwyE(
zT488)wj(MuG70;9Q72w~^kPH*{5hi@fQiX%vQ`L!=Yawb&W;fA+a*|dVq9b>EnQPX
zRYO%ZT{|tco07Q^`jDV-u`4fc`}1V%Ec5y6dSl}LZa3Gw3(m*3rS@k+FhmAZ)(`0e
zK;&|4Vr?2eVb&B4HAyiJFYNsm6g(-MF!%6)VeL1#nANp8y1LpHAHRB>7XEU6ek)=u
ztZdD%?ndZAzEae7e}5WMeR8s!No_o6$(ek&S{WwY+B#C7j+uRc^cTu24H3a1V0gG>
ze=$T`O;&ei@$vd_orsZ;s_W*5V~QH9^YDFczq+%pq@}*Jx~z+9Q)_E=PhD0P2{%5!
zAR>8bUqgFt93v}C4-4xp%mE)`xI^D}G07~kJbE1*n8rX*YO!hTV+9nWuGoWn44C4N
zDDUG<9331QZPmsm1%=thYXV|_ldiw)P-1*2XZQBed1w^>W*M$`!2E%_+#$Eq9vXVD
ziy=T>0H2p7xjdA~g&klc0vM!xL<5QCh%m-vr7QRJIl1pt+L_2g|EjVN9*-ZcHdJ6d
zU1}Oz)Ivds=@?U+7F&Qpn2U&0ViMx8JqL#d9gs-(9-kZ^T3{|Nt8_TsN7_<QX1?kY
z?)`dteB3Zxog9Ab&76qp&83$|9^cjzxQ)Jx2_`PCFgGy?t^8WWh&~l@=KnGGV^rW>
z80@%k{Pe;$qtsBv8z>8*5!}iu%gZWCG+i8B9axx~)fC&?A#H+sy7^lA+^k)2V~HCZ
z-8`>bTNnLtx9TblD@dzJP6j{=&KyPTvz%Cq+#Kw^Z2>ZpNii{q2Gka*SCP?m17YSW
zzM7VP*1$$ft|~4r8!AN+i3$n|%GTV(htOqdvB-3En0!<c?g@-18G951vZKrNqd+m5
zDJ_didQ!pI=9R4N%h~0&SWrxSLPYc<Ccw<h^Xl#{t`kGMv804Ni7^>Cl43PYjSi2`
zO#~TAC@2{GqcTyK0Z{0v5izJp_(T8lFp~8SP!7<+dJ`>e%*=nIVi4xXnz-3{yxxu^
z5w4$cJ0%v{J1{Ez)l8o{INU!#J34GuZFX&ecN4+IWkB&ZF&Gh{JhnJ7IkPggwnRrs
zQ(IbLZ*{x7LrR#Nr1_Rxu=N!niad4t^T=A6NEi@81~rzi6$XP0Sg$(YMxa7)laPmZ
zg71isjq0^Mth5F>^uBVi&+O4Nu#v%4yWyb&<YR;l#~xn2Y@2Vj)jGOln*>>Uy4!wk
zf9tz2hhEN<C-mdcQv(vpDQ!tRI&#>yxjX||tE+WsQIj)RPrPpaDl;-U2?fwnCBoe+
zgORC)?_wmgyL-aUIM@^5*fi3}!@4@NsAT|0JyUD5&`|$bxN$A6hVhrt$#M7n<hx|H
z{!whTDiA&c2}0NmYE!zfm!x35a6`$Qb>k5Qn)k#+cvY$X`x(uWx2X&0Z+;UCLfl0~
zM(=ZuXe6Gnpq)zc3zO4BQ*$#5%p@d}3kwqoIxu3&(s3}HsEMfmZ1=CsOwFC|@N{@L
zdtV}@Db6yuIiHm38HfY_p=MJT?g<GC`S*1Uux#mS)<%ttG1=Q#Vqs(hg!pt+eBy6G
z>e1lnC)*1oDMO<_dd5YPq~<34^p*7gV-5oMS}M-^CYP7J?b_Cd8C@<3@a5O2GwAo9
z_%q1F@yHw+`Xd;q1+pN*!M9{E*kTACd@e3a&FV^@?Y~dAre2q3RIHytzKU3?-0+C-
zun5l2u1*g3O)Tq5>lmsJO|bLS^tM;oyZgcsisuIomJUMaKH9hZ$PGOtC8t8xwQA^2
z3y4&CG0QC_9gRqNpMbqId=l5QaUdJpc=#NCIK?Q2`}MFG+gqX%sji2I3SA@3(64nZ
z<<E*>kR3Z%uQ9Y1dR$yx-dbAYF|i4dDHc#JCN=vM5FgQYS+TrtG&qxZC}ih-DA}J+
zp(hG2U!)#iO)e};4Th54Z-s;2NQw$|b;Nyv?<aQ)!o@$9$m?b%LAuZ3a`2_7tN_Ec
zrzg^X5vOyk>SS7!VT+M8Vt;9!E}TJ|Z+N=f+x+k05EE7y8yjAUjLaXCjs=0Q|324N
ztl#zN=~qexG0Q{NJ?DiET<*HN%QZPY=72n;7k&;Lc)Cs1?QO$>iBV}`76$d%elKlf
zrKQ=`;SnZAc3zJD?iOqN(_Lo={^)1cS#NHV7B;a$=zdL!95hKZ^wq#<8FpYKjIQX&
z$k1qsInTQ%^WEV0U5H=%?E3QB+Q`Jl#@>(nXD0`jhc*sYRz=kmq(0)iORPNQWnImF
zu0D5DQ8#Fxu0dYrrge>j<p5}T{pYHL=o}vjO=(4IEB)jgXKBgrz1y(%{M}M7>yi?Z
zvmc}+B2Bau6y?AeJySzX4anaWp#E{RsvxBto*NmLk(X9f1e!&&bu>;Erxvwf`x4Oh
z2cI=-ezak+Ns6~K3+Fb`vQxj@E0`_(VVNl^P`S`cVq!cn!O^p(jAv(ipeo0SgoM1G
z|Nax;I>8Pnx;@br5mNfDuDY~1+>f;1lQkf+njj-vWGum!6b7w!Q46MrXO-cp<R}yp
zvQ!<>-u^#|&Vf76Zi}K{8a1|^290f7jcwbuZQE93+cp~8wt1iX6Y^w?^PaQ!T610&
zMsD}0+s%ILzpKtX<pOVJtt>oqs!CW_c$nx3YFcVri_42kJp2weRt82^<_&o{y@=>=
ze+SR!kIsy^?5~v02w;YgSSrRZ>}4QouDIVjkljKMulyh8K)1KYjhnOi?e64@oUf|4
z&C_G#8mJR%7*_zSrG0)5#=zBA?83dTzZ**PI3A}OSBKl{>p+#D&(~Itjg3q*I(mqo
zG!zJ)SZQz4UVlh+_+jwp^Y-m2Ibi9ywxyPVg>6<jJRE*aOQ$qjgMctzYIbD>T5)8m
zE*m)AJ?#z87XznNTxyu?gf=8ZWTnPvs7XuBP4}{tv=(N6M}w>~Dx@NAZt9spSj$I8
z%b-q@0r3%T)*-O;o2#pvyZKI$_VW6ZMWtFJpiLO0bVi!#%YW}`Wl(6S(-rY_KO<Ul
z3A(TklPN}^>&p=<E!r0H#%7feM?72fikCV11>;7DfD;>M{{x<rjFt>rZvm|K^b7?P
z70&p_y6DmI)7B^9k{8U1m&1*lx4F4VYtvtn6*dxTqQbJGg8Zt=O4paIuCcoC@V@-%
zc>_l+C#S`A*_oM&+ts$9A{G|dD%{<-yP%@U`jX-9Rqdcj%sYy#Zto|j_kbzS%_enq
zFE<Q%=sOogqHa@?Ow5OO&ttx7%dh)Ovb&B6Ci-RvU~S{<=<H(O*iu(V4`37%JG`~y
zM3z_o@#WW+HG5l``+ToQ<eQQc=v>*_&`iQQyD+1g7Kyc<o=cgt2ZbCo!y=ff1&16i
zKTAu~+Ti1Me>hYZMux!D%l$AARG>8R>DHtyF{vgRlSp5sK$7Qe_IQh617F!Crm(<v
zfL1HaFHW3eU}{Jf=?Dl833SgViGI%%q(cV@W2wo@FZ`A<d5eW!co8Sn4I&|hfWYPq
z+Y5WdIpcaGFHLRE>H7Xb70V`9ov-Z!4wg0QM37RkL(G7^VjpA`3Yvq2^qc>vPiT0k
zm%m3a2|X7T_2lpr{=!69(8b;TeioQuxNetI4ZJ^|{c8vu>4;4^#{UD)oQf7ITvBw9
z^6y`>3qnlnG&MlcsG+T?p`MnOfo-%nM@~SozYo%5oP`=MD?8O(@oaq$9vm!2RRU0O
zGd8>)U+_<^UY|ElLs!GYcb@=12}nZ3l*|XQlMS9hX&p>Nby8s%D^6N=+<3m;)m$wg
zEssaEba&S!w-pzs2gm2<H&+w{95~x(P%;W3wDhiQWK}fpLL#_qeQ8v_G$n!AOr)yP
z<yz6wO~*X3vZ)@ClR<EnRYsbvhJXdK*Q?BM5tSDhzw}MsUCqsPEZm21!g5<_4T6x6
zf<lIdMU})9SNig+snw>2X6IK#1kvM~_?Od*vxPz33fOrFDgNvIh<Q+EE~5w!2K@kB
zKa`EZt!cfN+5*9QRBG(K;rbwkA>Xdh3+!%cy}kJZV4r6*e3lp>J?nfdZ4WPpsxMwL
zPv$lGd3^(Ok!6p|8faMJFBFKyzX#ip$BHle1|V%QSs}>Cuqnr9+T>=+I*aJ3c&Vw0
zX}cQp@;yD?<|^;`qLg#9wVxP(Z}_%4m$*4KmHe8%x|<X7@o{tT(ODnz^wd3<{`%T<
z*+niUHj~5W+1}FC_OP=h7mrE0=a!TuAS|ylGl;)(95*^TIN86qw&Y)4{wl`B6$<&z
zrD<u0b$7C(=WA-|E##gO_zMENAizI3Ff>r;zbhCrw`BX?&whT>4K9Hw!mk!Rl%Q;Y
zm#I);fo*{uad)S%C-{-|$7<4wdbrxAZw~9USo(8;NwdcHdW`P+eJpbzP)zFCbmVQ_
z!ZMPnpn!YI*cd!{s<X>La&LbMw4uRbZG?bVjnC~B8M-4YPhSt&pf6sOQ3D-)E7Jjb
z&BWyiSc|2gLsTftv%RcfVj*z_?_xo@%`j9OFf~Y&o#J3F=nV1q4fgSmgxn$vIwMz<
z=;wnP%^{A#axQxHi)JBzRz=X=9G(DRhqB+QzQYZ5fbO^49JJZX{rM0}@aOaS=s&8H
zWqNx#{Y4LZ&e-27eF}Vgf=YjBXOM~RccOa-dqsO9JcjCOT55V~N-G<xx;p`k8V6fT
ziJ_Cx?alqMt>(0BO)ii7otvYx^X}KnAit?J@Di|bSNHbx{a*P@uBsYHz25re@R2xk
zz0JF=v6l8%)mYD<q~ym@W;9-Bi48nHuYNwmnEL7v%T!nIqKwQWcPAeg69*&n%JSyc
z+?txEN&-r09@yj6Tpd0AZ7*JLU?1lTIT<=xd-EK+Ldi!DWM&u|)A4+gRaRCfE-tRs
z1u$6kBJM8`EV;VsiyxB!XVEq+q?)1ohdASF%DRmQT&bsHqMusWl9G+d!5}!!!Xq6g
zPS!ZVgvTj0#4wE59%5!@fP3pFx;>_BXgJJs77`-pfW%Bc9T{yUux+&cFV#pgEbOlC
z7Z}q{6s?u<0DoV*B>x}&X&R#PB8sR$S2R#GG*J79!0@D_A^x6_xIZ0t_h_w^h;TS4
zD8~p2-7D-ro0M*%5EBG?cG!o9jf_;4n;v9js4oS*b%bT&;@lqBSg3>KSm66%hzppB
zN%F!h(E5##wO&N@g6kLr-27fqFrHTqKHr~BOG``0LOkC!Devp+Bd{UfOq;hlKdXFR
zEUPX7PusHC`}+Dh)jf<|w&U|=ebGUj!OqOPsF-PL3qnr!rw7NcpWk0@Uaf812dB{Z
zP%uEO0B%7VMbp#tJFhpaHR<4@V0`%PD5g5*s(N~QI%cWEH51#yf)Xe{&Kqhg9n=&A
zsG`3(Gb{O#pmTcFFx2GFv3;>VJZ%ry5DzaDmvOYUxpVBC0<jUgp4zy$*6>nKIVA^T
zJx4FA!&lq#O<RKV%fzWE(%vI}F++EE89}|;#GEwDmZ<J3Z~nB-B4F#~V|YE-zjw5I
z{v0;N^9K_cCGCu%Br43#)xm^?Pn4Ni;t;MRp`z^`>IGzD8P(#2A`*aIp8R$r0YlA7
zV64wDSTU<LhFAL$G)f}Kf{nsX3(FkmuG<y@-O2cunMhK^S1xUM@CPdz9?a!gQ>7}s
zHnAZJ3?)^jC;5MwqrU-{)|kZ3vtj=CIN6qQb8OH(@{|;-J-uCDZfwXc3?<v~!@)z~
z>gp-bzR%yvS!yqc%GxXO={-7UEA6Rl_{@OxcE7(En|>NT>nApV^D#76Fi<nMmX^96
z9le-e+MVmD>EYY)xxa8T)nA!P1UN>~;qYnGnMbTKv^jl0SxPSoBHr3NF0%nVR@_u`
zN=iqxv-3Y=@YB^ge9Cd)rKu$%BqHYHwPTu>JtACK<BxUoO_BbM%=_sT8kmiFP_k$@
zLdMk+w<B#XqRb*9#I~Gwa&R!2P~z_o2@rU765NSu+@5Yfk%*TruFuW>PR_`N-#pYS
z9Ubl?DKazGGAk-MN77J2Skcm26Lh@?A?7~*utFx}Bpov^J6(N!vDpB8S*fYXafm1f
zA&OcU*-eDi149t%XR?G1L7NDT7i>mGui~|H0!BYcJ$J#spqvYRUk`o1qXIn-O_ea2
z3k*S6egCC*%cVgefIng=B>^n6&PZ7$HwPV&q0OAz+u|-ZjQso4(>4g`(H7ba-nfzb
zQ4NaS;HeKG4rmNeOd=)3LkB*$+WOkBlexm^N0#6IybQA{+KLKGYrOR@2bv=(x?7#@
z%{@)c&CGnBzI*t3Z54#HwD~2kHqTwB>BUv0w!Y_{Tpfe}F6dvlCx~Fc53h~CfBq<G
zL5KpkVO{|wdwUA?*J9G-f6h%nMN&B#%^1KfiGT;cs#C}#ZS9sGb4{yO>j<^Epn=2S
z;lZfMp)OkLutb~oL^FLw9-sCM31kfxktjI<3))FsTrakw;ziggYbz`1Z0&$wC<*g0
z6<l1RsxdLVpEk9~b#ME6mgX)NjWu0Wb@lW#G{f6{0>|h)pg1*U2?a3`%^{{56t%>P
zQWKsvdR)IcZ_NnLKw>ecnfsv#OlWlk1c2;i-+5=&-@gxyN%R7tp%#RNgZ%HWrQaf9
zfsmO8^glrm!PE|zS5*CY_}fBStF_u39{GF)1O`Nh{*OTD4Do?OOOw@;W}v5&rdpH~
z=?Hm(fu=;Sipi<!Fco(b1R{jq$0wsdZcckB(k$`>FXC<Rj$NB7A}RTJzeH@ntr^I$
zYfn_?<VGP0Y;Ev(IJ`WZoWNLoS(lGYLm)G$a56l|RF(m`#y-~d>S=0=n3$(#Wn`qB
z=829k<Y+0=j}IVPv-UPjz^%3J`FN-r>vOB^&BNpC+uF&CMhrNK`aQFQ!*c?(wpJGw
z2o8ko$4*z(U%^F0{_pB~ZCg!GPd}w7m#E9n={9-RL+|c*XHlMzlg)fPg0lw|+YT8S
zZQfjHxSo9flB#dJAM^`~h|38{iSbX*PL);C5Sm*2$Hz!HIJ`<h&qzze($QL%Z|Y%q
ze^?U{6;_=(Ack|V_)Ey!`u}xNthzdZ>XH)Zk3o_~+#dx$kP}4Fd7+94V>7hXSAAXe
zVP)WE>-09^Fi98{94r95F1m{w1F)P~nC;WIZC&#F@5RyYNcQ`dfKYK{NMvN7f5@N9
zz+PU?=M5ohB7+fx-pq~fJ1QW;KRnP3mJAf1V8=Z_7@mfzRjvjkH&!6XS88Sh7%q|j
zrYGyF%`35XbGy2=94zGst~b@4`B$UuZx0fL^6pwp`SbMJ(Z}cmx?tJT$f%I(9g<Gh
z`|a-W;NW~&_F4xh2f01=eco1AWE^#;r;E+>e6)`q!`5v){#&@rjy`N#eNQwT80f;2
zhD&x2*V!tj(bgVVfRS1U+~-7kf-e8EvwYoLYFUrYt4k?K-2+p@Q^F-6mkI-S+pmmT
zDY>Yqfc!cS4F>}t-39<dBV&W~9}j}@Cl9#ll$=7u;i#0HJfDSs?t7RsJv~i=j1H0(
zouVeGt+=@h6g05W0V@U20jYlal7|Aecp`9cT?;tpGd(%qHk6-JyGKVK2VH$Ycr-+E
z)PyiV8kx~UMdua=8Cmr0Ym8Kc1~d^!7~0ag3ZL!k=?Sog6J{zkGDl5X)uN?=pC!-A
z|0skq9r(#_5FYFwap(I98Af<(cf(Novu?KrSy!a(t_Mk(t4L&kob2ti)RGWys2`*a
zg@aUFs75D{U&q5c?5N2S7`#G-6**5$;c|ES8atls?z8nc{y663(-o?B-(B`Kyl)9u
z1kdcnEzH*;B`4T)_juWx8kqrrM?IeI9~ZZ4{R8FGXBkIdtEZ2Ju|2tOe4lr_{}x6%
z<aC`~9ISrUySGrXZEbc{fJ|f3P}_j8&U`heLhL+#-JFiM*0jVx8zlz&$H<SYuA<ap
zA!Wz?Secw059(-JNX&1vQZuWKO{}vYtkF=%D8Dj(y}ocb96IgspmnN)*xeXR3rmU!
z2#N6ruUnE9{I@vB!`RhWM$)?k%m9&uS;37DrM(xJa6+%?uu)|Be7Lu?z1@7h@*3`K
ztT}%6?gs>J()?>0{GFdf%!C11^EW-+SJM7;v-`B^u<*I`7^CA1^R%uOYDZE)&_IDv
zQh}1wf|IiqNCAYPrh|eMhDU<-3o|F>`h|lDaMOPHN{Gj4i}e0Q)`5lc7e`IKF4fih
zJ`6Sj!DC@UV}Pf;c`Z{VO74Bu9V#wHpKG^Q)WTYk7Gv8cL@YWuRBn7gn6&8@-teCo
zIXaC92ylVJL+eEI<Hz-K^5Vut)CtJFsk^bOyNx5iQzP^c8Q>QXiYLI~V)uEzowz2r
zU2X}DZBa3SfY|YyxL8Y6z2?<@NY3^4as0rggreTa#U|)so84U4Qc~7VKsK}1`8U77
z<lt*;d^|L^y6r;EzwdH)I?$)FE$7!1Q(b_`M@0qNlu?f&_)LQgO-2UvImk)K$pCv&
zXy}Wl=PEW9c8(75>-Y1cY*S`$x9r|7N+Qt6V4$yWu)B>6A3x>d3^rbVa(YHpPk##$
z8zd?D6-4RTL7wW`92=wC<8!~ax^=ZSQ0_UvQw1m2%Sz5dHo7^WA|{yu8k!asm5|}@
zFS0s6PX~1*sCZr}D?5#ZfCTpUm2^<hp&}y#Te6;Q2nwjQl#l&4HAsT`VpJQ68*i;Q
zaPU6v`?3AoOs%!IH$lEv2Vf&pQr;jqC@>QL5ROJcz{nLuLcyzpf~QdDml~LM)_!P?
z2ukaW`bpOlmt19RWT2MR(oxh}R!|+xp@*`P`4SaX@K${l{;v>4`114O4i67WOaP>f
zTD*+Djv@bcP;?R8-mdn>{-%!Jp5DH$*H?H*@Ev@=0;pc~RU(j^_Q<+}90S6N4PAG;
zo}Q*cLo);W{kg5k<?F3(@B25jpUf>wM+Cq>2L~VX<kZUC`Y$c*c*Nr^LWT9!ISvqw
zYkog_xW;%OPBre?&`h(0a&lr+=^UFFkd&ISxY{{7yGB6<&KL000z*UM9TRXqTQ*lI
z!_^^?1LT*5?`bO?u+6lhR#a5x#i)lr7gpSYt~LN%u~h`EF(xXCjcbh)GDvK=)a2+G
zO_i0|2_E>)G&MC<HPl-@d<+{4OKWP%8Y#KSS*Umi`i6zS2I%-B#Qq5Xk(87XC^ZM5
zw7PM+FobHJ5!6pMHmQTb!6e29#sYo!{gZ#QP;r#icF6pot%YwIpZDyLj<)%TOd@}e
z{{An89zDc63>LOgX>sv@WKfvh56y~~CrMY1KF%}V@3OSe_y`d_ex8}p5kZ;)FkDyv
zrV$Shhqg=T1ll)-@HxL9g6k+K-2YWwKBGU;cJ(exd5fvCB~hsn`iKnm4iEaH470n@
zUxw0*x!s6^57w=e{azlGP-K19!T05SAO1Tr_Ffv>d<>a^qX{W$YI?lPhHuTcwY8-I
zL~3%gG4b%Ot^s^&7f@$b&&tLl&`U&KnB}FX=WXe(`*xKM>&cj_0h%4;QbK~+aHxaA
zuWDGQm=CykSv!<tetB^_adEXfJ3If;0W2dbDwKia)X4bhFU@snHF0){5pu#`#rpr5
zBu0m7%4w;nOboA+bJlcsR8}tWtqfCf({mEB08TUj+}@sFSm<kZur+$4C##F$_E<Rq
zUEiQ+IMDy0RrT<YRJ}0!u?_Y@4@FLzzYH}0Vy0%QuCO(ALheE7niq)s7huMzEHgB&
zU7VWPfSRK+K#3k1e7iy1(?<d9C4KZLdEpTuA$JoqzfZtOgh>vR4w9H3oN7U`q5~6A
zBHrld6yg)(_YCt4_s7q^oDQ+!8Gn!xlNOd3?smBg>5ME*a}gJ|x0hGdm2>{$T-uh9
z5a-t!L9NF^#>LM}OH*H)UF2%82M(T`Y+`3JL{I#gvq4|Mt_Tk}H5;|7pb@^CJcJ;C
z7%12LUnetPq1yujAf5Ae`);8a5_!6_`5s%_JF!!g67&7uIe1vS_*`9GEx(<c^Ze|R
zdu%B$uWtYQmyn5pVREdX@xtbKXJ_zZc(`xfHmBzo>~ZF&>Am5qI?)s7e1hP`4w^9o
zON)b@z2o!E)8pg)?epD}lcQZT+uZy-D8a!2LBJtjmoJLfl@hmtqysee4uX0cJNV##
znJM^N4DN8*+C2Y!zEXJei5MizS69J@(3DxCFY&ws2YwYkhj@4(wRac4s;g7nBJG0M
zEO~f12r@USB5qa^QX4Hbx!%M~PnDnHYN~rf3x;B>W5w&2zb2DLJ6{4w*-L9{SDcDU
zNk^2#&ekxfa41CUl%K2u5RQ+>y0dot6+)5%(h@?_QWL$C<73lf0K^jN`R_tpVjN;X
zYpj~+`?2M+T)fo}6e+2ZK^iiWN<-sQluTvqe`{-tN(u3ZC_822Bc*zJ=0|=vr*-8N
ztHqDeT??@>x!+&4IJb_Q(YkW-att;7K8CO>Utq+4aGk9FP%GhDF{A3u*64p6%x!kO
z9h~fU*qU~b6XfuEGqcgJEN(E(^3n4$F-5X-WMJapot>Yaend|N6(J%_)JL?VgJs6T
zZ~3s%uz%aV7&-suA|I6z6BP}LjLykfUKt#o#;QNv-#<UR-oM=4y|6MYDKvJopLg~6
z+TO6~M+q2-8Y~JzO^WI*c7(c#lq|2nT=RSvEyYMyMLiS|TjP8O1CdHh$w<~r(^b;Z
zR$iE0bOHvvCC&AX>}+&Yq(nrFqw5o6T4FjfVTZ@MdUm2=vckfne~(X2P?FQtw^$i_
zJlvX_a?k<Gx5E1T>gocYhpm@^ftA&Pj<2t(rMtR*3_k6DC^*0l0*ae_94*eq5Cu^&
zPF`V7ZjP~@zQO($3JQ7~v5ScKzva$(Ik|*gL;YGRjY2Jfp%0!+?maeOC1vG>B6Y?3
z@aX&mDA$MH)-9o6KxJ($uFp`wc%>B#Jba9m&u>1iw#0<t-l$+ZWDySs@9*W|Xe^ZM
z@&^`3^w|BIf<`3MPI~kLvT}uG9WC^|?T=5-WyyW{G8{mT*Gs7!5#B9uGS=6*07v@U
z+xxpmN5_9DQ?5AYmXwv_5%+hD$o&J{f4s+`uU&*#33xc&p0!zJyK(u}v(2skJTNNC
zBOe><7Z%5*F0(Z>)-}00xB%1gM%Vf#dWL_hnD{|$o2O$#bqBtNtVrY=(yc)UM$C;5
z%yO98N|GY7%g8p<5mJ&863~w~jg3!saQ_FW{h1gYo2H?r{7p?u2~3tp$0o+aqh-UO
z5TNhun}D}M5)zWhFoc!C?tmy0w;(5|saQ|gK~h1;7o_9;oIt)g=_B6MW}%@W0y+i(
zfF+}@p`+n#<>Q#&RMk~PM4=4~hBT1=k8F)4Nw+#rf4`qYz=0B*6I&D=9v(kGQy~F*
z9H<I00w~JRVpPhwIvC3itxu@K0*oj>OfOh;d<J=S9!<@jAVI{N&GW0W$?)i>=4BL=
z)J0adX6IXYSXfZ2lEah~R;O6H8tzX!m(}<{uN2*xZf;+WWTIZ*Lu}|#_i8^|NHjPc
zaHFqfIbU>?=PNvd?Dn3zru&cmF#?Y$S{Q<`)%u3m*yWT`PYcTPOl)kN-b~o)|AU3k
zDk|>k_X7H}CX<p@<mha1rnG(|akDeG)wa36TtUX3O#$x3KL0<yIMy^2`YtwP9u|yf
zEO_2RhD?r3OfbJt483WT)BTLqxCFg)bH5o(?sLu9`f%KB!eEf~f1A%tl2Z~@ndlks
z?qTf^VB@3X?wwm$=U3XCpJ1UPVI;<7{lDmto}8Tx&&D-EIw&j(2LA5Z*1nQ{dR`&^
zvz{Ks{PGgJca0?sCwvqRH~V8?Z{J@L(9TCpk5#v?uk$f7bu~8D*R|Xq?40f{3=CXe
zUWPuKimqEkz|{X`@JkkigyOt8UPeT*oy}cfns2ZJ)FIpQi(nzZyG}`0QTvLFj$5b1
z5Ru7#pl^h~LoYEb3W!lE3JYsY3@<UY=QVeC-P>5Ydk6=0R5i~=Yg)X8uugA*faJ@q
z(sz{Q)w}DNcwC;2$YNx~g*nWRy}p-*dd4o{PrDv*a)~?YfRN#WADW_~;`>Y#T^zmT
z^xfXJH9c05({*QgJJO-n(?7osT}{smTQVf6Rs9VjP9Y^F9U1}<2kvd^r&wdR@$mxq
z%}Zy~ZN|mX*+N2!k$`n_+m~ElB<e>O-&$G*4Rqb|LNe0su6{A3eoR_XR8~PmMMOkI
zLFZrZ&nw5GzE1JLua0BE8^`lsgn7mWdWR_S2}%sL^$t%@2tT1<;NYJeo9h>qo0^_~
zFlcCbIcR7M7uTv;82s4C$3fmZhFW1>o?B?88J!j`ddI8{kFjF@#pL907a0~iR(1ZH
z7A9(Js>19F3qQxLwz0PT)y?&KY@x7JHuu7cPa`cG%c6#kda{17e^5Y7q$lKS!uKmG
z0?ty9p0Cuf$n@~w7%e_-d5NC6iJ6UQb~X-a-_W?UFt4=B{469i^yyr~O~Jwf0$(2q
z%i5CaIxVZceY$$-DB>Z^4nYb}KR(k!G-PR7=O^nvAaH=Gy!ydPfEQ4E``}vTOMV^m
z{M?*^LC}22wI=2G;qVAOuFQW-$1O-U2DG!aKNS<7Q(IVbJKydK#l9a8r>FPaEamO(
zjoppW1cmcjiyB*N^9bo6Ytz#Zv5@xkt*eYR)pXW2IJw!oTDzPd3e%sS31V1HOe6#F
zoScnqZ|oWv=H-~ewiS{T6qHqzRpJ#B?8~^=Kj;X7pbeSV#B>@+=7CZp^`w?vc6(h{
zsn~z0x==SR&UFm4a;d4a^8lVO;%8*Ew2XK_zrmP9I8eZr!(LuqnE2N>-!CqueB1mR
z5-J#TQo);kwpQTIPpWKx=Kv)KIWr}7=L#=bS8<tvo|B2Ir@5)g*XiTzGL(*7m(SPh
z`ROomD*EvDD&(zR34=|E*(om1QM)U|U(Ai8cf5bFkBZt!OdSK$i4Ld+s^Z}Ah}i4!
zqI<~DnhVikV+UnH^aF7!`8h{uom3?@Hh}I$OIcAtOE(b?^V5#;Ut9vR^89iGFm=0!
ziHVAoo}Qecs<gy9$<^lZx_eW2J-;|F1u!vJ)ipGHxVcz3_!rlbgviL9Ri;KKXz|Fo
zx+?#cwwRb%I9lG^-fyN5o_}U{^Lf0T?8;d?`^f7fDb<0A0|eZn;^JZwa-i-F@$%lT
zd3sV-Vw{w`><lNs+LHTiX7e&Ia=h;7sJ+{~Cd#<?@o}*TENtH+<8O7sLB6~{Bi|u`
zx!ebeWB$VJm?fCqISC#P&bPIQkRkc^=;%x9Nf{!69#ixp0C{qMb#Kbz@%|VHC@3`W
zdlml4_W$<h`+F-F$GSQuwppe4C{)AzECY`~)>cgPg8q(yp`IB#yGQ8opeegMsc5o4
zn6KHz?)cf!)?5Rdu8hxpsA;ZFk4Gox=JvK+M!JE|rRl9EMgB<|dk_f;J;D##>}YUF
z^U-q+caM-^;IABhdFQ|y-$vXuLT;tCJuD#%4T&*A$&E`3$O=hLeJ&~R@2+xHQ!p@5
z@$m2p3k^-q=`2F+iAqUH&(4gM)pK)lGVqXb(HGJ7JntQx-&>lKx~cX%pPDEf*o;1e
zL@*tOxPohJYGDg!+(KMtc6Nl1k`Sk$wmdUC$4Sr8(c0eh*Z$yxJ>2eG)6BlOpdO!`
zoB~!7<KsZ(M<yyV8oY(}H{tBU*y<l4^*KJ?mZGA3M>9JUcT>QQejTcFOu*N(qN#%~
z)i663kFvjO7z#5`-=lM)_-mYoT=%PL1+0aQ6fX5=Za_eWf8c(5Qcj?voPmssfQo`b
zT4_^v&K_PJj-b}$pAU_voa(PW|2`u9-CZPlWVpNM$43Xp<^~p~#U+J!RHVJ)WUr5x
zgF7#eNf<P6?eXz>I%eMCajNRyJ<Zleb`UF>BeF5u-QON>BZjdJ%d*QQCU0l=&<k3L
z72^%nAQ*5XV}3%RQ{+JXKS9BwgqDcNT!e+?A9y&_*HVT;!jB7sf(Wwil%-S`lw3rx
zX{A3}8*C*17XRRO1_b^p=<olr@wW<&g+y4S?W(LCXT8<U9WqEngtW-S_$XP4WvS&k
zCU#R-Yu&B02hgf_G<7#W=$Tjnrq!Ct!me@(+|2u!){@{vQ@uYXDmuo7o|fM$7nAeD
zTUYl8d@)DUTRl8(%xs(*$r)K0DbUpigKj%ky<IRj_O1X4jeaqnjTJt8hURyTEvQxX
z#bp=oCs8Kdv#P47Bu$g@fz8dW10xf?9AG)9eq`t1`i9H~{X7Tu9`}t#R$2zFRM~+-
zYAPdJMDz^g<aAWD6pIVPz5LP|T0qu1Jy~^P?cdY{A2&Pdn8{DQg&7R!_q7b{6Eg~l
z$Z$u62%c3=v8S%AY-zWA{k*NZ#yjZf7zY=rahhtIo@Kr-J+zm5jO%S*o_C>Mn1J%Y
z!?E(5kp2&n=ZA<4SX3)qF9Wd52R~_e7ep(`ij3BvkP`G|B~Vrr(El<Oe*E2IYn<$&
zsX{VM5$}LnF*?{mPEb$;t&`Bx6E;#)%L}cl@^6nyYu%x7R{mvaDogi0TQ>S~Fd4N`
za5fy$ycHjRdKfJh`~3Xm(n3&GO}mwgk4JEId1+>CUKTrOlA5$c@A~{RLWFwq>H-t9
zgRkMm%=S7I9<w`-V4H8VosU~7Hzy?}#)yfC2)-8!d1wFV)XZAHh{D(g4L?&yUTJ}W
zoxY*I=ldws%EzOwr=3&B5@6-fjFa~c|C!+zb7{-HdARr>P@efvHDKaF!--AGipmI&
zJP%1|YmxP`7cvwQ(NJmaNN;a%Ec=guoQmfcT311IaAsj@3!Q<&$~F+58<_exwlzQb
zM^{K)U=M-{((|nb#fE$oG~rDcMk>|L(y}yd^6acRzpgwu`jQ-y4zM<UNS}g#+;8@+
z-MPt1d#fnP%f!%=!PA03ZGcHh$<F+o0ks()x72(e975l^ygcvFR72diC@LfDr*IeB
zoMa#l!M+cW4r(UEqr%Be`};SfuBxH3qqH)!FxlU~{Xx3#eB%QensCSI{st~4%nyA1
zA|PR0GH%o9F;+%qYI<sFW{M{*J-w4{aeaAfX~UzXqFo~+LrhY1VtRpwg!flfS$lbh
zrQSo|XR+A(`v~A4em$NU>7Y{F$6LL<wTFVby{(&*mj?(|a>xC1W8>mN+6oI(q=dX&
zJ!RF_c6KI@J3E`J2>VkQ@0OMeu5igp*Bd*?Muz%%g{44!p$-1D2V&B<TK3yQFHAsO
z9Af3*2wk-S4tm<+g5ab|dIs8_RY9TMJv%Zp7zDl-d3^MAWqqBat$hHd`mU*=iIHh>
zPCl`V!Y5E&e6SFd11}gcUF_q0tgbpIF}qE~Ow`#@ar<C$;4qqegl;QW>#x-3rabJ+
z?a}Ria9wkA!b92)q0%32Zb3v)MTG^%ULOVg-F0Y5k0%g`@M64QhA2GBXk)zSl;Z|k
z3XE$hI`KpgW|){^IdVaw=xCsz9e%B8Q5Dtkby#lhQBKPL4s4+v@9XWww^V?;zXM1J
z6Eh_%1qEKOx`O(`%F4#pCcut$LLlMm^5((2oT8DAmdm5-K@9u|=}hPbK-p$qDxx5I
z4UT#jyMf75fq|*HUqMre4Q#SYrUbAlBLHY;aFE{>AN_}pC7r97B^8Rcy9fn}DiC-n
z>hH{0>g!v5EG#6bE_Z+a!mQ<3*QX`_<&&M785xuAA2E!#v??o0H{vVvRdsRn+LjMO
zOG|`Bf%Z#Jag+5oNvXSAYYQvOz_yB}hG<Y~I$Zv^5HU7x(ouz}o`Ja`46UUlm7^jG
zD4sL8y9APqO-|YHTR_rMYE8WBv7pDv#pLq3+WIzId2N2>@z%wB|IrtK@9FtKN6-G0
z$vrub#5h;{^p<X`<McRT4_hMx|7#6!2ySjS<CIiboM0toC~Z#93C_yO{ya4)D0WOy
zQB~URBI6o(T?R;d5x1H}ri6qG`RSsfpZ#O`x2TLtQY;+owz`6a2^NI<Kz)I?=^Yr*
zU%0=YxKMw87b!_aWqF2uj&sG@!rao#+!vo&0dz|D_CBbkqy$y;(KrmbY~$37O;VM%
zFR!pO{<E^d1Ck5_d#wE<-CQdkwe%ir3>07%Y9Ro;_r=}4m1|uS8_QBkVq?C=F2FhJ
zW22%Y5VQejCdc<}Zuc&;Wd<bkxx?#v14JL4oQn#m8j(t9J8y~^bphDG?Ma&ePqU&>
z=`dMANr90e(h8H^>r@r@XB%$;rKHmG@v2NYC6GGn1h(JgHTirTt18;6iX-AP{JK)A
z+R_q7&2c|d6+Om}tZa3qRRo1DMP?mc<iEAm6Ci2XS_-`N^bBmQ;qdRh-&~{t|Kw-K
zW^jD`QvE?KJ@!f@)C$-x850%Ej5Covhck^~s}O5TeO-AQ86Vx!`XA}nn7qz{{AeKC
zL=2)pi-tio4y}Bd&dv@XpKZ3|fe>%!FIsBq-l_2)#iN*m|Dpl^ROg3R;DBKvO2Pu7
zrhTN;1QjKve>Qa}i^Jfow2h95s3<Z5A4h3geMEj>s;ioyiHg0nB8HyhRo~e(k^}zT
zNXye_Lw4|Cc}&3`zi%ApkH}LXFM6V9XjM=^;SB6+S0?ASsF;b!I~vP-Y>(z5_ZP00
z^Ll)|9?wpv&+a~}F&XT6dEs4D$RHp%EvDzjc4PXs3cu^k?sL~Py=;v9Kp)2_PTBy#
z1NG;p;snn1(($jAPVaM0DkeM{QVP;?KVNwnLtlmZ!20H#ly2Ua{F3~9Vk%O?e(ThX
zcJH2+QZn+UYWQ|XqXsN52i;VR!)ya$he`o%7LK0oZbz^c?swKq;Ffej7X$Dh$U?#D
z_K*<~6G2(cPt(-Y+^b<CBq}Yixxfd9O_iBhx2h<pqi$JMRoi}*5gM8uV`CzVgm}P#
zLegdoh*|wEDlitUch^*qRM?AY4Ws8{qhiua%u!dG8XaF78`!2JA!g;|<=|nW!l+eu
z7&8%ZS65dzx7P;*Fdilv#C&vcsc8`r`PnV9Y6j?fDEe$jR`^|9uZdiddXDz)6%9q~
zgum(OdzaVO*9YeM=7#(Eg+$((LrThn1G`Mcy<AjIH@|#Fk5->OF#D=LZq7*c9Gy$Z
z&r;F|pGh-u6AeKx13_nYp6?E~r)+X^$x96O|5Fv0fw^;X7g9~FP0HGsWG5idw8lcx
zrzL~H)}Taoz`xE~E7__8j~i-k3g(m;7vJn8rL-YKVR%OLiQaz<ADd1Xd^u^`h9#dQ
zq@w!sBM~L?ykp1f{OIWGwj(j|x@%jvhgUN@>!f@-GHP*1@I<j635ivO)<-^`3m{ON
zRD;CFQ@8`q>ozER0hy3-=)I3S%3&89kgvH4v$CHZ;aZoH5O<!xD~G5Ef0Ix<X~)H8
zW`at_%gf6p*pHv32W;;jo)X|9p`)b&kpG<IXfsl9RlqL<@Pt%EH6$$@9K0m|{D%3(
zQ_~s|Q3q;-vLbx~_*0MZt1o$dzjhyFS3hpNT-}{ZS}GU^2mTFAObxA$O)pK(^Gn@M
zTT{4eODjrwddBvqMMdp}Y;~VL?(f?Y_zPk<y`65}-u6A+of(-9Itzf%y8M2Wl$Das
zNo?t&=iF@jImZ3YHnA`>bB?|14~;}Y`s>#Wjk6;YMo%80ud5UlAU@{xK^FzM2*euD
z=MUr4(_^pEho&=IebL(F<YJJcC}u0&jy?{xwRSZOe7v+!@RdXl`iRa_LMX?h4;vB9
z`Qc-2kJ;I!HGJPE`rT{o-+Hb2%w$VA`9?BO{n92btU5&D>(CY<!zwo2yYjaZ6hM!Q
zDE~@j&7s~PV0;|HCC7g&p6CyC7>{FExkFLbe=l8jqA{Q!Q{$6=WFcF!fRVBM?eEib
z&6SRJ56GYpVPPO7L7V|r-{6?{pOcEHhlYiNf!3ct!ouQZvA;l|8sdU7>gx*G9!}E<
zWv_o&P0!d~^mx6#Ud*g=Z)s}x@NKLhUY;GCnAuta7U9yGN=hoX&-S8-?&k31!oUt)
zHwOnFY18F{wfp^R@1X_R+^ue}Hzy!iZd1T?-%iiQrKFZuT9{AV#dddPX6tKQ@O^me
z8?X3HUJvC($GK4?BPb&_LgXc;JT*H$yfm&PrTIn1hl7KHM*+?e+-xE&@jf~mc)0ml
z*g}ZVqn7%P7LS?J#}WCQd5&UTd>gJmkUAw@3nph?cATrGrMAk!&eQduR6r`j+A15t
z;rhtEqmXrRxp^O396;Nty|;tePD++%gNRunCuC;kCZ=SZTps#2%n!x-i-HoHs}&L=
zXvDo$UvEdx0GYoEV-TGk8ZZrOc(~2YEzAQQz=5W8yKj<1X;L&EM^C_n_+L+6ZP`iM
z3RthHg@uNOhJ^*72^I9xauQZElFMsJ?O*{R3QbGOs7DH86GCBRgsIGE=L{`HN5|*!
zk0A0LKEeW2AD>_1_nTmjQi{J&5KAhlq$FYDnV?{#D9tT1*Vs8cUP1=R50sjnqiVQ4
zecos~pp@0OdOROL#u6`^LJ>yRB1LTM>g#HI`}nXa?~Y0m?`N)ct>|K4ufE@3AMTl~
zg0x6DXlOd}k}^W_i<_cJtx6G(O@SO<K@kb*;&Q}{Ef#irPjip!!|uhovFj$qUoFC8
z+HLN&v@^=sNCW~wRF=4^wc})u5S`ms_s8skg@wpkl9#Ive7vu_^${4DU)jb05P%H|
zh$_hSXJ{V8Wc>|^Z%dAB@l`W(Vo!2%a&DT3w1U2^EKB2PhX4y6@qGJqfWwG~>x)AX
z{+&d40%pa?59irSrbHWTX(j%1OgKpy){n{g5&i)IJ~k#gT2@j<#vf*gC@a+}<n28$
zYAr1wNJ>dTdTJDZDUOlR$Jp_HXKFo>&+z`?;q&&3)2M;t-(-LP<f5Dyz>|>K;{*pT
zR_bEQgX6#+fQ^Kfwz9Ly+UXVWyV$-zG|bp;cY8JW^mM)H`4n-;3a4d82d6__jg}DG
znsf4fdU<rd>p7j>zOMGHwjtVeD_{l%fsq&~DMe)owp@)?lvPkriA!wln40S46%&$@
zp+DWu{JqT0Q1`Qh=KF;`CWB<Lo|=@C>$AD-J*%6Uj)wkNDL!`k>PdrhKKoFxml89#
zx_VdzTrde{rh8OLLmr>Ai-YT?*Cr?FjY%?{CO5nS3XtdLD|&Y@J0Qfs!63ok06m(<
zNu@+&#GO6WDAt-M1R&NcDwZ_tqtUUm!iXqGi5En(f|fkEz}cvd&YB_VAIeATDXzA(
z(Ldfh1X8%z@M37dJ{M7yyFi(ck(-2mc6(%VN+%{DK@7LM+C@i)2t%+!?yrOW`N`)y
z-{H>rvg^z<usDrsZZyucv@|QH7?;>o=pvd9pC%z8EH9}vH99>wIK=><(JEdo=5{{5
z*IY<5%dT{~JX|ZQt7;kPSQcY#_Su=~ST@fg5jy7XVFC{bvMQ+%xgVadPC@t9gG0Z9
zkP}Ii9;~>%mWKvyBcN~Z9c$<1<r5N665}#NhmxFNr@6Iw+@3xb#zY3aJpxcSM3=m0
za`0(kmyZua-e4bydrrnm5rnX1WROnL4ySlf5D5AgpQciEWp8_?j_&TvWTjnn;%M{|
z0}?Xu4~Ur$j9yj-g8+`Q+u+59LOU(~lgS%^A>0cP+{kjcgJ{0;_mQsyoFT#|W^(y(
z5$609#Dd5Q36aIuBw>f|U~)sqkOUan0T(6h{`tY#m64^g{Bm~UZbl@3qX+KXoRmmv
z(*=BZb+)EmVp0qqoPH!gV`IO$;OF$!nVY|&!DZw5O%-1ns=>V5yWf9I0A6aB<t2is
zCKq&z?F2?ASm~MHuszO+7@-0??L`SC)!|JIg`v83e~c7#tfiMHmyX_Tp|<)SOMnD9
zu<6(EVdv$XP3s?;nw}gT^@~#_HgEH+Q+~gBEsU2X0A3kn2H;RIv;a~#>$@aCkpow5
zItmD-K?Ioz2MN0gcAuX9>)MBj)P$_j@&0moz5F<x+q07rkZ*ML{x!eq>;1GLy*$A~
z)>2VX<!fMLgBPLy^+M`??`95QqiE^a)?VBHg92wkgAl|D3<|;o!P;OJ=NFLvRRmyB
zy`_ReQ=>)pn*EbC{dCQ&91K)?(VUzR9R<sIh`E0lsD+RVTbLtiTj&UYV^BLeG52Ry
zL_m<asKDdr`0)A*^!Wqe^W7Uk^wH0*O@3iZWAo98Nif2Bz~ANKh!7R>u6fSI8B&s(
z;u6#2^V#6~^#EuZ#JDUg9e?5B84o=lmq4taTQqc%*l3Rw9%Hmtl@(iCT^{_rFi}!6
zFflj3ADy2ks{e3tdFlX-x_7)W2D(E&jrELtJlq>P$)kNx$V72P3$p-kmUX);&6SJ8
zy_uE!0jcic{^DZWUwV+7!?bT8up~GsDgeIr|4EQO=+z<;AU`uSfO0E2R&j-u35nHP
z$+k^ZfXAcRzO12!yRW((l*RI4_pmWFJH$lRQeT1A2i&_N`8fQ2x*8hUV~iBVgHQ)C
z*@NWd!wy`z=)?KdytL(|MO3unLUXe(r>#M8fWF;qT2hde@1ib!T`dp+yZwn2EF&nW
zK<u>#!yI3)DyNTzgMtS79TSmJou1v)kr)b$&wR!8+{`fdpy8n4VQ=nlA8s6KnOay6
zjXI4M{?QO}V)c=sf@y7e+uxOr1e%Hi5lB%ku8E0jzBJskvdW43c6Y_NFu}O*=6UeU
zZld_Osf3Q_l$2Q7I^K8d#p8z$P{0xTK6f|1v3O&rD)Ivd0p_puJU=T`W(J+he>qv)
zx;XeBKzW&r{$~3Z#t+deOB#422qM9FSTJ`0AnGJ8V0xnj*s3KS`|t0uA<0xzT5`Q#
z?Cxj^p=@S$6?;wOB@!Z2F#=v|Mqr*vqd>j(?kg(RA;<(QJa5h(O9@ufYjkyN=%}Nf
z7mtsJTE!)I4E1*P2e#l8$_zz<TlFr);eCR`MU>S1A_LPU)Pxr{R!8WVIVl)u7Uumi
zL18G{_7Hbac9C}X5s9CBv}yeUHJf)#IGs>YJ>aC>tqoBW$;nMkb@{IU1K_v4d3pT8
z{u?7B1FL=0Ya8Oai8<LK;*#o+{0Dny1nEgxiW<vXyzE___0MOr3o#3Hw%hmwR#nt|
zt;<{TDvTVw8=ftHsr$6=VtzuB(#=SNOVj+4f+Wd=!V&>*(oR&2)ye+QfBN}BWSYx6
zPz(d4;vMgq3cW$4!SR94K<&qWBFCfQSF+hUId4AP8aiGtU%<4UK=aQV`IQX68<L@w
z7p{UAH*x{Y7*o;9uMN3i8KHATU7Za^=7#3>_q&Of5ya_fK0XdLTyrX#$mjZcHwfR|
zOC5=}#^N4d10QF&#UbsW^Y`wrTI=Ke`^(qYx}3Lw4>b%Z3T|AlAT@BU4smHAF-Qj+
z#Loo~K?=ZPEUwO>#@;F%CCwAqZ)mWGysx;Rm@uz630^x($2Nd0=%1?l$h_kK&#oO6
z65{hnIkojF(Vmn6bf4QAssbY$GFwVZF<QBKc=Y@?`T*dfma4omkaN8ZiHgXn4hMuP
zvT9y}Ci2pj=e>*b<6D`0-XFSrT|S>)zK&R9CSNP!x?<KoK1t~-Gy*QfF7Wd1aMHi1
z#5`TE^TNVf8#^~5j{5T3x)6G@A+?K6YIN|fcs10uz1VqpIA^ysa*un*;qM7GEbPd|
zC1iXvA9>#GZj4;^J_x+)zhtv90{S8rt*u}UytIB4OrUjvVI**?vDvhjCMCCQcYK?D
zj&;~-!U(^bn%b1L6_Jb$Odepe7pcmsDC{X;1b`;qSz4??`r&N&eBCab#!}K=>k$0q
zbEBVEhP)`bx0c`*WJGS|fwhy6MPMmkU0Fpe=<dyokBd)$Dyvur6A3OgIYvuWR{FP;
zq`I7vdW3Fdd?Kg6x3hz+FBpurv8`gI|LbUrVNPy#)Qo&*tF^lpQC->_1qH@Z%u-Cu
zOdvaNqZ;qOg%y5PZJnbO?w>Zohl{WeQ&zZmU4jM%0tN8kAQ-8x+h0(bglJx_US6#Y
zb*=QkdO!zzdwE+$Hz5VPh}K8SFEK0pw!N_;qq_}|uA1tpx&3iaF|n5xdmruJvh`jL
z3%%d{*9Y>G<rw2iHZ~g0h2>xBa3xbMf2a&x)8DXFI{2Nqoa4iZY)=3MzJvV1r>y%^
zWtN<5#cx2Uo$mw$3X#$zEe*3ZLj&YgIT^1IfsFv~v&-%6Fk=)W7Jrk#jG8jyo{<q7
zz%3lvz2?`&S6j=;DfEG7#>Vz|efCLneSX}%UX4$F?oO|DZeW@!8wc&tZKV5YS&vN6
zxqZGl3+U*`xR8lbLZG{k#O(zA{phb~A5M9Sxyrf9sg42Gp=)<%A68s2luq2#R=?pt
z&gWf8GEPo<^1`kNyg0<DZ`o^_lNaRv&9VLP(@@jUP}k5%%f!aPIx8Ee2%lJ7-dHv|
zL<F_MPFv^Xa0e3JrANxlKt=n5Bhyru7r3%NnE6^d11j^pwqo|8s)l@GHri<kg%1ci
z3{V!h+@OT|nDFT6NK>HR=A>XED&Vdtw0yF$j~8d7^Bcm~<N4^7SA6E!l)Q8}<o%5^
zgVNFgz$~0#<=a4#f^$&RP1b0dBdRZqY(DxE4Te<uLbA%n6CJ;R!QjKgqpG&)p$wa@
zsHL5}v}5~>u_RkR<8!aMJ-t5QSoIU==Ga<o5Li)C$lS0pw!4144fKr*3H_pZ_v<YR
zSj%YkPcJ^qP9-npo5YRDz5LtjKXI0oWoBwj`kPH!MnoEPoo5Ac&HFzY0Rem$cytd9
zNmdpyK0e^Q1`bUrO~3=Gx~*p_HnQ0s5fQ*GWvSrB%xx7E2XQrIVm;{M#;m0D2X%Mz
za)P>cO;kr&abR|KaB>5;*W4WV<+n03Dl4uiaMLWQKJ8}2=t$!Zkj5~r=?xn_$hsRI
zzPb%A-Xs97@e4D#TVKN_QkM2=o?_l2GER+=L1jM)aF|#~5sVfVmxfnCpAyK7_*ro}
z#L!)ub-mgzEWoXJ*SA-+(tG$=czEZxx7}OnnfbJ`!u_G^q0o%OifEg82y+gAK*G#%
zD8zT4bk?_Uu1^HFF88KsZ(pz!LfpDL-BXdF-W(=2q>++xW9+o8bvOH~$}VnQ_siJ)
zoszA#zQEsxYMbd>-dexsMJ4CUfFH>BmKB=srKu_|x}UT2UOwJ#wQck)JhLjv*?5OV
zC6c1hj075-09=Okzml+%sdeOpgalXN;2`(5;-X3K0!AiistjyRPl)U2s6T&Xq@|@N
zV`AZ*ADNXg(2vFw6bYLxbg8|>;-Db6<!1-uakh}+pH^QBii>mp)@OtO{7=9H9uw0H
zu>7)$3jFo0zWHr~esbxd$iq0>Kf(S)ke#Hhs=3C^)^z(giq#<U^^}s~?eqm+n|;&6
z^Pj7?Im0CZJ0&4^{UqQ2?Pn7I;Lf5B8ob!6za!jf6ufGRl#&>u_*>n%&hues;{AN`
zTIp)L-Rb`7Wb5j9xZD3(UKj5P%5!-stsE=@RSm>K#U-Q}6%2mp4wklE1b%wlIXF6<
zy&M47gSTuD9;SH^9o#e=ued1#{e8Wi{wm>46P0c(H08_ZBYfMguO-uv!-8iq97hCE
zE=vc8LcB#5M*<oiOdN~Uc$WHSgs7RS3aisxEuAgT=fLr!*Rl1&>=8?Zkzvow38wjh
zizL+F0uC}lGrg0O)85*07crfk^(iSKF(rW6F0CX{(ayj|-CfAi_4?-IArKN~!qU?6
z9Ot}p!clSI7ta(88aOZS$$w&2trjqFFfc~^WoEz2R8KHl$-jRKI68ba4Gm2xeJ)9x
zOHhn))wd)mO$8FOFu(k~`Dq8mv0^)Fj)|?d($VJj8X7cMf~Kt80>|gp`nb0|wYO~n
z`|`H?n0Xx9;b}MUwAfYs7V?o-AMpXeAIaJG`-jHGXT+&UD2fgAY)oQTn2@uR(&AMW
z6gC%E`PhAY&D{+xJv}WAoy~W5CkNTJ3KrMrHk4GA(=w1Ngkc1wC3h6Xp`aw}o@Kw-
z`=4BV&F!xUaO}PoR)w!F);a=LHewNf`%BH&=yXvY=wT(u>#VUp+}r{MM2T!~UZ3VJ
zW*&}Nt(+WugW>`$ZWj8DO(l{_Jrj%*f=q4oxeczm#-N{b-QH^MA?)rxjdk=q%p0q6
zSqaEiq+~LpB7m23W^#DiQCmw(Qdt(5GEc7!_y5t>oFQdqZ_7KfaeSVA8GRT?j*cFA
zm(At%^!fNWu`~5Hw0ALTY@qESjDUqh1HHsvq!ADs;P2`eB>zoAlJ?!ww{n__(IJ~s
znsJpv#uX$&QfgAnUTe6A1Yk%K5ff|c!^g{Uur+|Gm>YOd$Y9X{G3$X$4G-7r8(t;U
zV*~)m^zmwKX=`eJ(KGPMt7_+@LL6sy!$}W=xwCWZU!Y~I&TIid_R)Xwc)Yv=i46=A
z81L>RD{wS5J0L}`r2k0I0Q0w)*cjNS$0w&oRyMXJr4;lcF|iJZco0|MV3hnLDi}5K
z@%Zt9us!;2YH2Ana$NeY<APEG*|7)gvDks8pdIjnf`)!$K_$ZB`hK{(TN3C!Vhf-?
zk>}<0ZEj%ZVOdd#&p|S%%v0j#`Oiu<C!xNrkWR0m;DZ*Jk4`mQ6P)$<!mns$Vc}nu
z(Md``)uXlv2#81tjr0yeOqR5^MkO?-q!$NvRW+qIr{oBUJ4p&SFKkZx*VVn>SDyP#
zk%x-;O_f4=`rV}OdR{h(fHRP!mHqdJ`44lHrP*)Q>e+@niOtq{*SEuu*uzuT5n22i
z9y1GC8HX5H*+0{xb^E>jLu4dG;H#KSm1Uh7NCDE<ezmhFgPrve9iIye=QA?hA7N9=
zgkqs0W5uC~D1nzOEb991?&k8{oNsI|ZEYNBSSMKJD<GK}!^5mHIbUC4+VEKJZKTSs
z>+2owp`oIsrY1z0cAi4IwyK&Fo5N@04!tI6FywIHq@)ZCSXlVHM6_HE0#CNvqoK!^
znV($8|Np{jiHbL)C0$;yv(+F7Za~QIj0WSGL>Fg=Z$e7*zs%TeAIFrvdjOgL2wC{t
zejfQhlFl(8()Vq{o43ujH@i05Ha6R~ZFA$~4V$&uc5Sw8TkrFG|MRs^)jTuzeO>2y
z9H`0Q6GeqdJRn@_(OGmgIY8Q2z&a+4=RJs(_ORi*neYGdv;$kA46MhS7WT;dUvc5!
zrWI!uA?ima=!q%Fi;PSR5e`Qod|d8bbV+BE;H<U0y)NV?*7dc#-}bKdSEuy1xIRaK
zRdoPZj(*lrd7E~Y%_OCys6tHq)Wk$-@ui7H9*vjokv#?K6u+P6t%<X<X=`;ge;+F;
z?@Cf66b78*mXx%#&_J(?2x5(8Tn)%DU+Fp{bih^D*f?5&--q)x+v*>Y{cxH)BVz7_
zZM8ieUlwl5qH|LPFWV0`>X}7paq;wc5M1qIPL|#kaHI>&X{jv7%94tUQWzN@rmgx@
zYH4F<e|mOya&dfdabjg}ZP~f1sI9B3mX!uV-9Ik@SNmsp9}$usfb6{Eo(Ue2%TH))
zBUk+ajB`X;r@6+T<)_>q-A~*~1_zOORD5-_eNX|9gqIn6(}vIKqpx2>Q{#g}L05GV
z3!uc%y-oG7(v*_2Gb?N@E-kON7qwC{v>h6Ldz*A0V<;igBP6oxi*ai%Z>!~{<sQ`y
z55<TpX05Hcy@8dYp*~)2ZiX2sDJs-F;^7G`M#ofbx`Rhjn5e9>yX^9K+&;Dcm6hY`
zQCr`^IV-TFk$_1=KtPC&y0?F3Wu9MI;c$zoOt^pMUa)Jw$-AkynbonlsRjZJ^fnP;
zQK9ij_!Kzg2pDYSd>siDnfaY9!L(Tu@R3n66BFe&1h`%`?>F}&?k9isyVHE?nz}k_
z+gUhx*g3!O3MmDds}^<zNB#LKfCU(4$RG&#$l35f>FveEwJFJMZ3>DW8ZJK4(q?u_
znwF-nx^lh*?N&YUnI~nVH%Yy3?RSNHlKwJqK%NJ1V;Bh=>G0C=9*l*;c5N)j5Am!z
zKgxe}oKX}MJ2^48zup%#Li&X?bB6bu94xxYS5<etL1)_Q5mYeJ$s)MB&0&><g)Eg{
z)kqXkQVfW-l~ZZAyuONk-#`4>gcx|YeecfqvTCkCR82oV9`n%9sES1q9>V!Y5s0g?
zFf-LV=yx$tl;j(pVB=>csqF1noFF4-{nFN4p5bBPLud*Cs2MKQ$S$yJ$E%AlaP`R$
za$*2WyT{Lukl`UNwRLo-snDEZXI1}ve0gm5cW~uEO2&3v<IHzw1~+tBaE~v6*aF3d
zMn;BvY09&UO@cKz;7hWjqk!)DB1ead^UcBSq4IY`vH~M;@>*Td($4|qW?)~OTb7QF
z#5vvE*DWApw)PD5jE+J!ER|AO{P86J^~+VxHanZ|EeKde?*MvumRrEADjhvGx@`r}
zt_p;kC8;@R`Dp1Gc*n=Iq)~IT5+Xvr#v_L#<DIU|9oxI|?$LW7>5aF<`7`Ezcw<G6
z3mU@VKOF@!Ao^W%c?L{0G}za8LUU^9>j0w>i)vbFSj0y4?SsfkS^3ClCpDEi$H)74
z$?>sD8yo<!dUwL33o_5uCm__TTUOW3Ld8AF6P6Q`0Cvm0qvTW`BJ#R@b8P*L%w03{
zx;-NToFqW@1BdgjG@N!-dpK-HAboqbsrq5D#N0dcW=Dk-yd#(|yYf8dE~V%~axzDk
zYEb`UT3?{utF^14hLdM)MJdr_VmL4?Hd+L7-k$_CE-QQH<34u>tmpG`kW5(FDBB7<
z%dLIxM|#}DM!MP|JpVByO=xzTxjUP>sfR?D#Q$E9+dlQls-Tmt3IDpcqN<ZbBi%}o
zAm<-KDB~lorLJdZ=%^{>X=zDqQs111JYr^L<l+%hoxMbWYD8*8>I3eh;{#6@Q+q2=
z0S6Jd+;+IS3a6X<S-Hg9;euF_c1p<jmQx9`mNYTb(!A{$C^GlAr`RCGx0#%fMRI3j
z|7AYl;hiBJ6*1InDrMJrl8IRr_+jX{ylg7xt1@fN*vVJq^>Y6{eKGmcd-k*>C?Vpj
z=@wHR--3=n&PPB7fyYxFF-&jD$ESVyC%rvNHIipRuhwz7NDe_)B-#14d^J40nm_9!
zmKf=8^rhQROmnYOCsrdsyR2(lA&c;fym^V}P3x%*ALZ5MZO_2l($24<t2F<+^cM^S
znCLH0GAuyR%!>k=T^>yDV-?tk9xTXDO15QWW#s5D&#>HWO&^R^muyCG2nB!}O-Phm
z%Q)B9qdj`9YM(~UDhIFI(z|}|uYz-|XJ%#XC6fTSsYcv})Rt_>jw@W=&(Bcdz*~c|
z*yO)duj!%gS@xK$46vh=ii(d!K)P~iQvUrt{Cqm(>4_6E9b23`ZD1lAd>E+ox0$!C
zMz6<z5}Y4wt~RJ*mE;Zo+IxH1SU&D}JWP8vVc2s9(pf7y>4bzAt=hU7x#&k*c_Zd_
zI6FW~<HV$_%yRnx3z-m<ss4oxl=dLt+nn|BzOEiW8~<e@RwBB7H#m5GLTw&OYP+iH
z#b<8r$DOQfh0Yr(N1+-*EI#-SY80+m%-uTK%uMvj$|}qtVFjIl*Uim9iG5o4=GobJ
zyt}$;@iXU&Hs0|u)n+2+yV}d~PqBOjMkFEuy(~~Ru2pr}HM3w(Z%Db2BsEp((I0Hh
zjFzhCsM=`Sqhst9;8soi&`)Vvc$hjj=N>aof8N3Ud{3+Amp426$cX6XMp(%}$DfXq
z+q}5B;nGCI!_YIYBXJuyXX^(huWm-MHC<X-Dk&LxjV&gM&gN1<cdo<B_a4*>XzF*9
zleTPh#evj>IKar4R@Tw6G4ZJB$}IudcNAnKU?^aO{D?dKao1<|GLGiCz}V@<<8ZtC
zY*{~W;+7dJZR@Ci?<^`caXaM@3luZS;3neh)d*`maglQ{+WR)=;Esky4ejsm&nN*X
z_8`=_@D_<bYnJx*&Hy-L=duK&{(G%AT+i@O+LSv7Ce~#<lB;{u9440ez{~Oy71PYW
zf6R3OvXYWII_iD>{nW(N4T91GgY3j49MuIaCFU+(*VBU+fZRgc;OhSAX}WK_jUEbx
zeL;NXrj7$OF2V3y9SVdarkmHzi-WbRDKOEpi(n@wKzAc+R{b0xGuYYR=^`ha@D`Dm
zSzQ{PM)^(`NNgx2H$g*JZF7Q`tFh+!et$~DJ91p&ewib%tfjA?*@dJQa&hn4sH%2Y
z7z(3tx{)~h3*%tlFkC$uQ$tSL2^CyS22&jcN>@X`)$#g&uDZC`=x{A{>X8v3lMMvc
zloC+@E2W)X<H3s7TR*2F3p^GY3=CSf;pf}l9g_R)-dI}`;}-L=;FNx!o&3tui^O-z
z!acP|7dg8x?F^wEQ&R%%JQ~@cbo{f{RUO@g9Nc~5%3=nG^;tk{1=wvQl=P<8mRFI0
z+_{qK;yiy{&F9{3Q7o6(jxRLbBEO(B^j`fsJ-w?b*RoW;yf_6%sioy{hK45Blc?Q#
z>f#SpXV}PC*DlkoW5Nt2Ev-$iADq`;`ZE>ud|xhzFT#NZR&lHMDNA-1hJBQjnF6n0
z;2Lp+tU(@+-}{S$x9PTF8$3M$J3}5yvoz;G;F%HdJ|Z?pTU1QhP5!6I@}sHA{T31a
zYitz6h>MV=rLD95W&h5`b+p3O)h&ABTW*ez*ZbM>1@QjqeYZ4Vh4J=Uy<EUhJs5oU
zC?CT<p^AcYyslv(4VJ@IR_1-HxD7|r5H<Px177yrCVSnt{XJN?H$PPkz&P5_W$6T+
zx<kCR>tx%||AmCydeGJpq+s7*gC3-$^v7%Qf4(}|uV0^UfLVX{hh?9V$Rh9|RoP+v
zX4Tq8xsW69$!5UA=MBUA(sv!%Bfr%Y#WGXiTd6i50?Eghokdp>3$Kcf5t|L+O9DEE
z0>&6*(cW#BA60?Jv(dW42k(x<W_$*$%yY}bd(eFJ>rkL3ds>SOP#Yx05Eqa-@e(!r
z^=r-*9$ubbXMKa;=l$8cgtdf7fRIkk?NQZyrR~pJ3z;5M>&x-{fM(A#bphP{DX1wN
z&l-v7FYU~Xfic<+Dk@5%h@tS3se<q~j_jIsRkbwKBz1KT@kvwY5OHDlTN&vxkoPMk
zmU~>B-=ejz+s*a-ELr!#PH*sW<Va%vMrYi?NzzUXCz3vaCK=hjcCXG_Ma&&mBr+JY
z(#`Q2KByV!OC+XrWJiZr$NMW<c!-(+6*^$V-fUC=M3{qugWI!g&t=)fL}3k9N%{HN
z*=ZOc`YwnjD9-YIf!xmQdu+<9uRlVYr=OM40TwP%ZmPBpjPPWo1fxI}F(ovA=f<jT
z4#6p&g?&W@on&m(P5ojUy%4#*wY{NPML7i!{xaG*I>*CJ{*|7it+n}&uc7e;{h5j}
zRV*jh=f5b7t*xJziA`R4QB@-^BNut^qPR#(_P1Kp)L?BzS!HQJ&pb20L87NT&_hYg
zUtL$$;%?&N<>%{uxQx^ol9ki3l7-jl-o(VMGgQ}HQ+C<2yZ$&Ve-dr`UX2(}SUIVY
zZeSDyBOfCoFD)u9CM+)m%Xq~~&5VPBle;B{2<u92i>9rOrQrXW@Rh12QAI;TX>nnN
zqw~t*bZY<vh#mbuZk~7B78!GaCS)}OUsgs2HUaL%shzcbS?TbY9HQf2wHa0AWK=Yh
zeIql$N%Svoj*cKhE>Rg(d2yAY@$tc)2>>x5z(mFQ12_hQ+i{7>MtFF8w=RLeeni4<
zV^gyeV&Y;h#74r3g5TXEnOj%q3T!TC>F3%IeaQ5KN)G2!?6!#oCPrzgZI1}?^jG-3
z9(Kr?ka<p#h~ki3*KJGb$0lTAVSy&bul=npW_G53Dv7CW<cfdm3U~L;3Ggw9ax>Kw
zHRtC9_&VI4uA8K<mk*n!a_p*keK<X<n~3rkGIKErb}#eXWwPRMbJU%#uQr>>s`Csj
zjL$KR4k^kGQ3*4ZHB?qt1lS)8JWsbq?29JsF-kTr8Dirf)q&f~&Q20?O&MgkOS?da
z1_S`P*&XX>Xb?lPqJy{Lj1`uYmlc+h2UBL!;!F~jkpr&vLWtQsDG9#{QcF`(ez#RC
zC~CNXOU^qxN7Le+XtiF-P0{grwR<~2R`tDSpHIw-C4m1Y<-LErbNkEAu9mi6{9WSt
z=olk>jCunFXkVBHpjrGvFWmbss-fW>aap9e^+LdAOF-t#qfPmr^Gg4-JD@vH@TzZf
zadBuCNL$TF3PnO7A*3OrVd23LV8DrCqo}_3*aSVk?N5JvTmUCC3+Llw{a!o2WewM_
zG2av<r>JS@%5Ck5va<Y}YucGO1bDbPm*%zf^)%B{exV;9ZW&MwMMsZO(mG1;0j_%F
z$@YxpW|8x>=DnEqot>!Ez`*1AY%InNzjr6MhyC4fj;Y6mMNG4yL1=HSRorr!+nX7q
z;2_;t49@017DqT4TprJ%{Y5EiF0%MG>+hFqi5%Bav6FPx7H9ZC9YA{(KwF$bgX}XS
zr@~KJS$$($G=*IH3l$BM6C!4pJoZn+r*ic>`FS<G=a%Wi!$N~aL?OesM~10NE%FJO
z$<SEg;8@XsB`X0M1{V$+O8lO!8lN-V)?5dKFzK!l+H8IOH)%k2sNMSVI%IZukfy%4
zu%Mm>NYF17<YG7Qj!sW6ENpGd%FAfLh^QB)R#pmHX!z99;!|=W39DF&h{?e0gY!vl
zDz;4gXtu(Fg2JjION%Ol>!ZtgoCN#FX4mKEfz{)n>M0@{4#U?UwE%F8xmpPm!^Zzb
zPUE$1`{2I(_xm}J5=yRzK)Cmh)j9GxPpq_eF#*3bA#cbg2u4G?WUQp0q+cV#0grnM
zn)oUpL5T*%uY>P*yz2hreQYeZ+nEB67U@yY1W!asN^ERvYwl(euDJ^C0D(x4=)9_W
zifqY7q$UG|iFR~pR@Of#BsbPQ48Gh>{kx#d`oQAwf|7*V`~V9h8)%7tS;`8r={=X;
z%w6RUwh1~^O+b^D5tbE~6_%9lH?(Pg*q$8%_%8Toc8qTKQojuicTu+zQIZptlN6^F
zXQpRZS-{vcGBj|ov5yUZLUEDAhlCVYwQwa(L@cHE|E(B*+bJ6jJDBYJNX!6Yr}O{8
zk5Y<4Tb4(tm$)F8ZLG^A>TobD>`dp?Gg6BCCI<T*MkuJk^7F58lxHjs0@KplgIcR1
zVUy(IH<w%-YwQ2AETj^be0d-^2{OzxPQ*mF?dbZN?O$>T1T;;YjSXLf6huz-$u=PE
zhWhA#{Gi}sg~3#yIo0O&et{0KJ+iX5Dx+o`ACZoPgS&HOVo^l@?(Xy~LLf0UzPv0z
zM?t|%PTQ4NQC!+$f49Bzve2`=J>B#1@vzeS{%Y({?Iq)@t7a%KttDI225M-<=5we3
zZgCOwVKiR2#q3p8dS*eqG>Cq%uv{4Km%{q3&9$Fz&#y#rZ8`Y%d_GKbnp)^kg!E8c
zZ+Ls0AuqGq-rCmDw@BPl!_|h{JG*2d%hZ3UN`b6wy2euTQnROrher#SW<DwuJvmfm
zL_$(=WNkxocpH(!iPH7RvBRdLrKzs5w)W4<t*fIapr$|9|Fm?}(bLnJ6W7?7THM-t
z5>>F1HP_rNh&AyNcHOfuS;oY_gaQA$Dk&B5^~wrw(x1M?ZG?I=>E}<jA58T%5T1#@
zlj}P=qJv{&i(2v<<4CdCDHv!dC@5$UN7Yb1Ge16B`s$PQ<0X-cny0FB`PbKVLJ56q
z%1;=R-~wNp42ibTP%@HofS!%2hO(Zfny!kringYnY8GHGM<&8NI<u?%P2n7@b%{h7
zet5`yf+%m-gQA#3N?B4<(fVRH)cy1Xq{Mn>fR@{PBnlPT#+r`4u9j9pB0dJemYHdh
zGbke}D>X4RR7Ox$RatXvuD@rwk5y4@FDy<*QQ1gO%~|I1=<J<5A+-Ii#|EG7vBRUi
zhG{`bDcb}rNYbI_n$gKh_=0$|^xB&YC+p}BB&UNuB{j}mw|GdijZXXGvzRErfD#ph
zg!JT0*E}kv=4$>vcYi-|uDjJ@Dk>@~40t-+^!yw>)qH(boUOejek$1O>+9PqxSM-R
zSUVf@dCZTFMc=a4C;fisTb}@LBBTeVd<13jdpm{1zrO?BSF-PegHO765OgJc@aP!H
zYQQtZ%*4jd%+AKj!7(?xsGjWRZYm)p))5pK7CuCNj)k1|b9u?de*ZbT8Y>)o82x>J
z`(YO#Dm@=xfAkDy%~$(Fu`6s{D}*J>C~Ejv=~$@)0A4*iL>-v)?3~PB_*evlN0%1{
zR{8XOwEYg&mq@XRl;&I~2bgva_!Ru)w5-)N6@_&db`lbgTmP;)yhZvTI&^Jq<y=$L
z$V0cv2Y`56tJd++uoDEDc;E2oD4EY;Tu@^M-_;>W4++PGB*-JAs2F{ru@P{Jc+}iH
z9o>V71Ok(>cw}T$)*D=@_0DwYDu4qNlT>j5aUU6*JtG5oTU2N$SPTU-wT>_xshl_v
zE7B86)aEEM+27mWH?iA9!Pq)5GA}GJ-~0J*h9yvD(+6Bw1Yqi+eaTvOz;TE2kUKp&
z!NbMF1!ZOeR>~9WGTN~*8Mxcq`k5UxQV70@N{ovx58pcvTVJaRS}twe+KD)9$oQ8-
zNulTHv$MUoznx0rLgM1eLQ0x)Vp4LN^6Fz7tc_(g75}CMg`QIrLFIsJ(?nQYNzV3g
z_-17~d<+V%glMB{ZB<88*Mo_RZDA1zBKbUE)q=Jfd@yj%ad9zIut7OV|9S0lQj@X(
zmK_c%?iSDmH!mv5r=uV39c=M_ctxG0ZeA{i#;qdk5lXBbDW%Tff_fe>HC0n<kaMW@
zLaSkHNKxA-e}-B<mXcBu>YQZ2<aU~QLoY=C`vdR;1?|*1;Zi*0=mjcWqg<@rd^;fA
zwzL#$sI-MZL)vy)Xu9-ohXZm;9`?Szja?y-j6?!NL`YaXc&s(~CLwPz72Q%hTgYgM
z2?;@eP)j|#>A!{x?5VQ3y4>Hp04Nx8y9nT{r8vv9p{zW^R$uG*a0Q3>EgJk;QCdq&
zU0zQ~NlMdG6KAboS5GN$X-HQ`H6bl6IWaXA8x50i%dV;v(Ot^N*Z0cB-R^G_Pi}6&
zFJvSnyfjlRCDe|iM{xI3&D4Ud)RyF2|8)O=E^P}{9WzsJ|DW!cf<L{rb<J9HQ?ipK
z1RX47rR6m>jUPL_Z+U=LlJE1)^Xw|t>nq4Q`jJRB776LGapC9TbM7bGQpkOG8jv~Y
z*;bl{tqEo!AiSfX{5}Yr2%bDWIXN|ss7j^boR}O5vOfJ#;GSX;#8+M#FN6Y792K{?
zOKS28+shh@J8Mgy?PP$cFT}8kO!Q4as1)E}y?1tOm`h1H%+D+M!c<d#8$B`%&fehz
z-e+v2+nn+Rgi;zX!TufOJ#;DX!3By|d3U{U*-+;2e1>{@_H0?wOh2L?9*zuI%24`u
z#q0>{KScpkosjS+B&a>Ju@fw5Vzrml$42%q{5b09XzM{^BZFRNU|@b?Ei-KCG0t+!
z^H+8hnH@vmvlFMl^DFROo|u^m9L^6et$vpher;<M;PtJ0cWA9=)kY3!4|!TjhYzPr
zyMV&Uz&D|ywanmxff9#?d}<XFA2M5Td2oMpbw_AqpD#Il%HUr0e3A$qC_Yg8#ql>j
zhS%rqY*|}F!`Jz3Z)7(mRMSJ6du>(ur!MlxVht$b)y?avcbuAv_d7Q`38EcDOnh`~
z%r}Ia`&)<FT9(=QBqhvkMMa!fJgCIvTTc-zN-_?j+^s+9h5d7PXBE6u_PRRC%3)9C
z%}k5}JY?i-V1|bHvJ-zzAfZYlMyRN<HJUv`$Wzo1&e}zU1Ewb&JF5yzjtNqLs_x<f
zKNA-W7L5N(@<5M%T)x7kwFS-BpDJh_p05v;Akv^k0Mqx!@=w)!OjKBKuvCx)07Vj)
z5|fLzphH2%NLHSk`SGKvwyCL!84!=9q@wKani%9Aq$a7e{{7O@nkJyLf`fsT`|DR`
zVn%W@C|+k!S1}<M6s<9wospB7ne_iEr}JH#d{g6SpDuyy_9g9{%#)E$S2!#z7=+)1
z%vg~X4?%ggB`PxFGK-^RoZQ^3ScRGs*}5Gfzh@uK31ufHW$*6Y*i4$6J-wiNRA$%O
zqXs7@dyYdxCE@{PT@!n1>Y*8>ggDG=TkDF|H<={3sZZPv!eRN{dI>^#J^t<@QBiR*
zVE7dRBSJ5OM9HHf;_Ir(EaWz@z8+oi!6FqdKu3@jW0R%p+ef;)lcdZt!%{EQ{0)5J
zEo(ex{O<2uVc}DH#IS+C0;4%CnJYrZ>77eqA^MMBcXaLT1$DS92X-Xaku61H&nHcD
za}~ZuEMTDX^I#RYXb_COg8$mO@5}Mg^~}tjpo)rKVP|4cSy*vcX3!jgBcUBMMG&pU
z9}SJ~9uY<C=nl|1i7BzkpJ5>(z|E&L8?PoV(2tPtfdUtItFN|pb{g*6hy@OwCRekU
zXP^lm9SsFPKQ$YIPn1nJWs+1s_r+d+NOStp@V`7_eGc!d*Gt}X9ueu!tlZ8GZT*~c
zX{nNa@!7?$r45I;vqOef1|Nyp-d;XV629Nf#kKhz_9ix7j;^-0&fey?(+4|i?;{(d
zHy-i8G_U#BSxnH)%S)T?yRR`CtHYkHi;YE1b$MGyLv3vxC;f!~%^BnFEQ<R>MtOEe
zw0%Iez?$X$<>C46g_XU%Wm!of9W9mX&|On~_t++Mu6QkQt4plR#*?)--c3SP3801a
zFETAG{z7N`8<;qN`}nM9+W=pks^5!3G_S5Bz7A7aSS&w34Pdw+*!UVdJ4>Hto}d@8
z{iy8t&B_{evdZ%X1TYXcKcy0UZnhn)9UZ}IG*OLh^UaMcZGmoXC7Hi=LJAlZ6b1wg
z%(u>jBnWmxV^|)T$9qs+9j>_BLk>x;l#~=~Vj|e&ftl6}sZP6%%bjfRx0RK_FY-UX
zP}*Qe#mPv@N(GfS8$u$k(j_OOA`6%G2!U-}T*Rr1hgl^>rk$@`RsU>LP^WlpRhBw(
zb4TGg+7k|^ijk3(U7uMdXX38R`%_W-+t=Z(r*EK=aw=ZG!}s&z{PvK?`xHrHNV~qn
zC%D&0If?Z)TBaN~6SSfY$QxT*SGH@kMO1WMH8uUT91<=CQUm;tb-v=Xw=8kDdc3?s
zLPLeXygYe(dbcd`Xn>Ar%O$^UcA9>ii#M>)(wdX;@Nj%4Tt%dZ0Pol<Y}Of+Wpt0H
zgo&*$_Vyg++SV%cYCsf;-3JIOJJDEqvHR&cdh+@5Y^JwoMTNCeaN)SpTjyFBsGh9w
zKo?_Tapd~GT(_)^jI@<#!@(u{%DG1y0d!M25)eh^iF6ZW#*$wvfG`A(m0!r&hN&$r
zERHj{mOMl3Mn|l$SC>7*x{<$=kj`u_kIU-5KqE22K|plWB(*ly7FC9WngG_3q=_uN
z2`f$_UeH(k9y2Fl9bpp}4F_V6P2RIggqZmv)Tv3o<R`ECt|pfCja<p`ntEq9w|rBG
zz6l5UYfxEn6+>XHCDd~Y0>L?iF>nL4C;Y;`+3x-La6f&q@e-VPy@0PkgxpR^ZjS!z
zm)blBThm|HUZ8B>ac^gAtZNHvz{)iKx>r4L@O*43g;MiN-tHo2@<MM?ev<v5crff_
zMwtT&znG#^%?JF^XQ{h;VjXaG_EB<v=jCQcoCc-;N>5KmCPKp_K*7a6I^91xFtD{M
zsHPyN8x)EOl@Ns75%6LM`_PsS6PFh%4aJaKC(vEoZ*a9~|2>Ps?`z;?d3+tsXnrWL
z68N%zdm239Ic%n47}L;DS&oEG*VMT9vo$i_6#)tY4KF?bx!Hy416qe0juIw!m>?lm
zyR{XH(gX_wfa01D!Ekfom2b58WkdA;q2o|Rcb%vpIMd||*oKFNiw0c15eflBR9rYd
zRLG%21ES)hq0moI9&JlJni=KRBOYW32T*jm`W+jZnfR6*OG0i=x_3Q|Y;}4+6@R!~
z-NwoaedmS%&PodgjgR{U(g1Mry*xN&etDyJEiW%3WN9yEt-W_9YP2lVs$UIwDI>b>
z)g_6X6a1W%SNK$RL)+NhN2N3;bC!|ep@m~5Q_<B$*do@|F`MeDRYQ7)(+>u>eP3U1
zIM?a$g$Neu`)y=wWN2(8>*68`S;N@rr&ooDm^#?%b;44xcE;HZ>G6bR^KDIuo!t>u
zuDsNe$hHDSWnr=DI!anbZ0}e_My4%-dFb-@^Zk3<VOtFzaFom^9-SHGq2nj#Vji7Z
z+&G)`e+!8U3k{`fBZF)_!T~%y<ir$}#by?lyI9$3o=vrtEyXk(3yV|gKjmeAfl?xK
zvgBnYrDlf*dwXUlMivFAIO#}PD7Y~@9j?E~P*D?MpkQKRZ(Sa2pBR`M<&jeod`;<Q
zC?NIlyWQU#Sm<4|SRWiY4h6w*G$tkm$w_Okj*|W0<S#F5Y;16Mx%)V|xY(cW4c&jg
zJG1aMG-#d^;HBecV5aATD>f7hjWBF#Z?6a%KO1j8O8-()*nHcSt`HuN2YIiMyB_`c
zpbY%U0TY+0<?gG&=h>S#c<$8$$0pm|6%rx~3xLXcgi5q>(D2|i;$xD;eDej=zWBCu
z6>|4;bA|m&wIekS4qrfp337fPtE1wBlO)F}7zFR{?;L8e@V2~Uv&wMg+S;#RAa8p=
z{7ZkY+Y<-x`;Yg;s@9h`N$2`McLg^$NoyfbU*O8h1$2A*2M5WC!5Ih^;*XAS(w999
znoIKycaDgF3)$v85AVNetwa>U1FHg3M~Q^!jL^8OxR>Jgu-eF$*yQMv5+ofAB1~LD
z6co=y!k~BzeB`t9!|fA8V=I#~YAoa{jQrHVUq!;jdqg>Q6_XD?+P&SQd;%4w9&0Ud
zLeyeo@ZSr5E5p%Tvb%~XB@RhUeVC~uV)y;@mMIr0@)PPo0a$2KmN>*{W0RvnQl`>I
zHma&7f5Ou`)~~^YaW5JB55$lz>whO|a42A4ut9l3Nm*OxhKHM{eY{>ep*%&)(Wg!Z
zf`NIlBg$WNetZa_q*>2{fxtR9E(ojK4v0mRloGpoV#9-j<pS^*^Nsg+gZbCFILj;Q
zO1i4`btaaE7syE28uD79YFgUcA0LKnfC}=Bfw!sKgPysqu3lk_r=+x!si~%(PJ1=P
z{nRHO0zx}fNSAqXcKG27{cy30pn;E{vHjGQfw{J+7q)@Q^CSTnqL;W=0t@VjH4dIO
zC+BL5=QA*~;e=X}51?o!CEJ$4!ao9bqB|!Rw$=s}6uU%ULLn2PUl<?~;uYANC|<4f
zJNVoFhI@0~{U!Y-E{@o#lvw(VAs4GF5-@T8`!Lsl@%?fTG&QAvIX)Ge@&pq;Aog95
zdJ-UI+Jwa58=!F(4hsq}daqJWO@7oWGkhZK$Q=cC636b1%=S@A=rj1tA1}L4)+Y`P
z2+42o2VUbAo3U5v>FI4K`Vi!IU7YV8L)TNYLWtO6SW1DB2+M{*!kzv6ooBke-%)B|
zaD<$$s4@2s6U|k7y}y5wjE;+|x~`?j-pbST@*FAoZnkM?>XC?EPGR%(Pw7Y`Q&SAR
z1(5Wy86JzS6?=zz$7KkTGeSicP$XI2+sA07uP!n@K*i2d{I|5q!Os3~F#(HU*S3h7
zjI6hBP+CMtOrC_ex&Syw*q$Hl0FUG;)>j*I2T4f_3rR@_<g0^DJ^q|3hQ?IDKCYD%
zoCcn(?}z1^)w#01jBVG+aZ^rMiAjPLURYdI<n7>t?{I8e`EHCvR7KS8>HWeX|8?!8
z>D3!<_gM%GY>RrQ-0;hnfG<*_LaMeAQ2BOFR?^>;t7vIP1^x}q&kWif5dlxwW`NvR
zk~;f?Q&VkP77O9lVtY2Go<-k*?&$%J@7&$<YhT@Dnp?bqk(XC<TT3(NvNi~WcVzWv
zB<j{tmm^PTXt2L$sE_iyxJ8TedcyQfBe)&!@0z(G1?92vxgIi3ev*>*+EVkKMFjTE
zW6#gG?WZs46XCnN!Ic;oI6Z@d)EL=)zsc4C3tHx9q#K}CfWdP7g}7XpZ*F3=zXws8
z5Y*V%B4eQFqh~8|cqQqtuVUyE6Cc}HafYC$?q<eK<HSO!61i%XDQ;%gh=>SiX*M?a
zJN^7Vz&<`c{5ttJ^ez}C<=Fw#p%xAI$!!h9#ogk%Oxou0kh#JF*2`!V5<^)}-%m>q
zD0CNF+m5~@ROh^f9)O$Kdr%*rn_#SIZk{HR#pLDnda%{wpq%M0C~4tg;^G3IwI(=@
z5enQY+cb}l*LdEe_MU*pdtmNtdA~D$b3)Xgb&I#{Yl-}nOoi<FHkW>SaARv=Xl!M6
zc1H(b0!T>-EzOUMYwbM;ahT5Ev6=p1o@TxhY=_O_2H+MjulGD<G~#icD27s&ejn~G
z;}ZmY;Kl)_rS?boApQ0l&}I%s5Kpi>umLxd5ckfM9#ejI`Kv<19VRaBZEao8<R{b;
z78n~HjpV-Cm%aWMUUuAO4IG@~JG!gOcs2yMQQasW9(S9zwzZS7k*}@m-u?g-=W;q=
z6B&t&t*e*apHsbynHaA;$Ir^vU0>T?J#f5kTwc=1II{dBRYFAgcA_>Z&rmKI@pO1U
z))88J(D)Ip_61i%mZSfdEIz?InTlca^183RnWyRD{^qfR&Nz10QpV}U*V{WF^2oI0
z;6?_&Vq*{7o@DN)NkpIgU$AbEKQCn-ucg>8J`71vm?I-6545;jU&O@$T%ecNij_3W
z%uZ62G&^*eR$YP1pLFbQyP$yNkdUl6;N~W)F5fpkJw{74H=rcFI<wY8ModG|P}5la
zzVY_9+msdw>=#juPTuB0C2b%OEfOUROq&(lH`I1lm*gls02!%OPP6`DkB;u5s)Mid
zbSTJXZN)8)X@<CQx;Rjj;_6DD_5S5Ml&LA({rtRGDay8<I`@s!4mdtO9WbFm|K1e+
zjrR5q9z(6c<!*u=7_0&MEMOC6OJGAlS6Lw!8~c~7uo55BpEwFic5_hHUIAfefPnD5
z>noT2`rHpkN7$$lNyf6U-3frF^r)BXFF|rPHhr)s+JGlHWH1bO<{D64T~d-(ADfeL
zJl&Ozc;)YSeN4yIGfK|M`GbamVq;ob1uqYF8<<q8{!B<gNmNy;{Wq_qg8W-ZVo2=k
zvoO1*rl#kB$=(lHg7$WZ;B10IS2}upJ_u6M+31rmAZMf|eSde*;q&35{eOGMO5QA7
zpvOi_BYpR8L7t}S@{G`evD)SJIL-QB(dQrq9~mv&Avq{DVdB?Y(#%O~*~!jd$?oE+
zpfx!#L^nuKVbizh6Q`JaQ?>gB_}KAtIve~mn{z;meRfuPMn^vmsMyu^Y%2&qy1_cU
zy_=a=7xf_!c1QM}K6`gt$x4lmcV4{N7aul!hN!cAJwGhG$_6L;mM6xBuprTenEqTj
zxYpGEVCMTEV*kt?0N;XzTyB1PeGVTI9UP=w($p-o!rPcu1z>oyEcFddtPRt%sQ@f>
zr)Nkc`~-{%@%wMHJaepOPZ_<jf4GHD2gOZaK=OKl+uM;`KphqW7~fP+cD1bIee3P;
zeXy|y^f!K9g(Xd;ER<Lm&v6sf<<QOhhvn}>3KrNJ*v%eYwIlt5qvXVNJ~HxZ`cpF_
zi<ETyWRxX&REz?A6inR%sw(Q@F+_C$wN@%hUr|GKbv<J{FTXgi$TF|Q-pI<z&d|ol
z%%sdduR5Rf@@V~Lm*?iXufDQnJAcK~!+cKFuXrahVd1ZXGhE!nI8~M9`6+>aO=IUL
zAN$nQ#$|QI-4G~qm4~|}D54kkt){k#t+BH773THE-@grZiYhK?BAcM&9m0^02|DCr
zJAXSrFyF7!ZZfX%V6YYUTR{Q-iJ9o0#?n(nKypM#5CC;MeYw}ZvGQsSqj-UK|4Tnk
z0y4bLASajWP*EwD*j%3Q@_M-*NTvh?OKQUg66VI5TGBP4jczVR;zCM7^3pV?YO3g}
zvRRu;g@y*(TU!{ISZT@&EbMiT57&rMQ3~=>a&nR}h&NY%Syhu$F@yQDbHc)s;HP@3
zfM2T98yqTGZmYPxq97?MGpsJGH8ZRL=o(mSPrd(+Hy4-_e|<Y1xVY&THOGRd`ds|%
zEjma}o2kFK`WibmNmFTkdYPNPy2R=6O2FPz{^(=<Y8YG_85mep+Y*}65}J{d6Q_Am
zU+@37>Ysj(T~1amFD=t_6BJmIyMdyhpn;&GVqR`jQ(Jv-Y-L7cRB;S;bwF@zWDPR<
zjaZG8ERaqg>mMNZP*IjwS5gyGdkdPlO8@oNe$u$T{k(2}ij?E`_H?s#{qO>8rqD#z
z-7nSm28Uh&0k}jzMKQ2r2njd*hzW~}iwupi9-%5dw#-;+ZiW=K-%M4RWn*n{zQ0F|
ziinGji$sJ&x^Zz~npJQ2l}N`Lp}^pZY_@Q-bT#eZAtVgmvNgp}fe=BHsn1IoE=&*X
z1hjth*^9aUJ_7vyel1<>e5=V#UC!(;xt~IU<W!6$=BLLvsR_xtT8jX&o9pvvdb{m1
z*Q>+3u8BP>X^XC$xVo&^!f+?0quEDkP2d@Lu86|3!Uwz#8WHt!_=SYPdPo8Tg@7+q
z{u~BGb@jo)G8&dePfuI?d;2xPo}mtd<X=%yIXHx5(jz0(rDaqy7MjGqUOHBOgkL!&
z4%|0<c@#dMt_ON1cVmlSfGv}ECaC-tb+^NnUbb&HDLE+_RYc_4{{xBu1Me|Ot~nqz
z7No6s7Z(x~))|`7Q4VbEJxo+xTwF9n^Gbp{G8$(HBJq5>OJ-+<*+a$PZpu$j+OH$9
zJ^EAT;qPPR=;VS$L}pN5!zhY57LjuO_}}ySnM|C0-HIvwv1*=)J|m}yN$IPtcaL$r
zddvh2oNuq*-J_99E)gG6B~+5|O))U$Fw|sY`RWd_<R=05`a2e1r@wJqB<DLP4q-!W
zUA?Q@b--?A4k2Nc{G{7LaTqlB4Jzu}!gk=t!b=p((vrp!)7JNpccHnz<Ky^m!UY9Q
zcAKrPB7OKv6JHEClIvK;GGAWIIP|jKI(B)3QN3YS@f=*tZuAtiZFQxrR6~+e+i2H*
zq2O(snq18?{=ue7=ft}I(oMk!2g8_qWorrS@X)la&5`^!w-i0fz9qrCdpkS-3G=<>
z=HTIBCFr%AQ8dNe!&+!YLt}>9oK9eEc)X5}n4qP%JUS!D%3Rgp@$nC`!TA6XW^X4W
zzhRtx8?56eb*pqpjM0@6X2IN8e-PGaM%REqAYcwwW`6&uzxCvC>*u^m>tKz<c;b%b
z+Ft*O+V^~E&7r_Z&ia^+zArandj`COtgLPAOiljemwl(UHc$ISfN^e^&p<yG8Wjsg
zCIl`_s_fw;)i*piGC@X6OzfdM-#>>!^VUycT8IfqqSpb*-o^VSU*v2uNBDm!YsR(Q
zX7}pq%6vdi#{O?gm>xN29TM8Zb7}e01#oFCg@l+S18Ks<SP4Z*9bnQt)W0&YJjTdL
z{QU=Hqd{vkaO?nTNSi1q7y-fJU)dwCuT<*l;J)oqQ?-PUW6UGq`?U8dvy6?M<h_jE
z46;X{EBIkQ`M$iJ7~F2JNdgMbQe<ul@{)x1q(=G~yHufE{)U<s*Sl>Vn_jc$-9;Xm
z_uwviR{^ef-|J`pr8j>=q3IfCE<5Uz6WpU<8ErKcF)eYSp4yhGeBNb&xgHJ88$=>Z
z3V_lKhKNGQTp$*a6c(45n2~~@BOMkNXXl5KKMiYH%0+%3yS`f<4nySsd9?-ca(Clk
z?rjUkV0!+a%88Cj65-ZiUL6h=2@dh*#<f;W@#*;+fPV%qBaoo+m@}V(02TszG;J*V
zO=7A-Ld>1R!+j&Tf2xa$ztGWuJimdlsqmAFvQB&9ub6RsG8!vFM;tXa5gx|Ne<2k+
zGp!3ffu#fIm52T_KfR!x@+t9dqx&im5GWTN9gjTihDT0UyuHG{o0z7}H6S3!(%ah;
z`M-Sh?2fE*yjmyk1|OOqnt$r^Hv4<C2VRTz4H|Wp{;4b~0XUT9zl*BAgB5tD4HkzL
z%v~8^8Iwn9>nt5%FL^YJLOwZ+5dRu0Ha0O5s-ZTw+1t9n!o*EZ&q>wRTKvb?=~VN1
z(Ii$syjwO^jYvecl!bqBZfpN%oKX_d{rX=@YyiRoA^#-16N`Ypn8?smtQ<Ec1tPx^
z3biLaLU(bz{g<5z^102;)%nTEUO|XDYPzo+hO9FrOZ`L9Qj^kC)5S#x7-{NCtbgxs
z5M_oLs7q}L&R}fph(1Tq(PB7|2<dsVTD7(P8A5_5y2%Rj{@5OGqhuvys3|Y<|KMzR
z^LTw4dt82dd6-DPpN{Og{fyswgIk(#hM)tqhrBFK;)wi0iFhnd+{OG#jyMCF&!r@U
zb_XkU1v^2iic$zjL~l^W^2*Jw+0Z11^0ZYYw)=$0n5a0pnMrDjdX8A4S*L)Or?bHQ
zW&1sv5=1+OR5COe=EcLESr)~@vin9yhtV#$L4dh+VrNe0cWaIgd|vKlkSEERG4z0p
z>Tn0e8}0n^^Ob5kevtMr0s_9?UPT!xsh46V0U{1OU~0y)(NE%_05~kVq!gz7RpfQo
z{|(O4{@^cf2C#fg9qskECkn!yvp@<gaNUP#Iy3S9o>Ewu!jG9tQy0(uG4E-7+{l0f
zrbOM%O)n?wz1yyn&*ulvx~GfRi-65XaGk3Hm1u-QgaZ65K7ZsY4Ya(UU!u~sQV-#S
zn-@(|P*6L3b8~vL2k=BYxH8pPE20Nvf$QwqXsuwz=>?J`I#Q3|v<!%;xxW^ds6Xg;
zenhOnxqIDQPt5iWoys6xD8wPc-vMzgbquq?f#;UvqYYUZ`DnOXXQ$ekHotdsWIMe&
zDQS5*q_iKB(p0BfTFp=4LqkP{fMstW?De%}ITN`53=eN~k_?aa4GfNlEPauXmkuyT
z%fL=19q#wg6_%12`!_hjN5$TeSJP^m=WpeCIrSnvrLfV#<9B1>XW3l;Cjc%xCPwWF
zXh#-@mTMc>c!{GB`#5;n`hQ9g1Z>gru4{QLarygw{PzbzeZcL<heRpxOpjDi)sUVY
zo?MuoU7gqfMAr9lOhg=LWDpQ2+}tD#6ew#pa-yQ}&!QD5#j1)w9Ip`JAtSwvwA6+C
zJZ;AWH~ZfXes>&J>veg)pFBM$XWz%}hpUj01$UgEPu#1eh-JX$=jVhe&pePrEmJ4@
z#Z4Zpy!mwH6&M*A?C8{ubOWbm8nWMZCia(TiCNj%X}O@}MC9$uOEX)GJQ79{61VKM
z=;YwgM3mYYjDC=)S0aj1tx*MhFN?Gm_uv8p!-rDo^K**(s~2V3<HP3ri0#wc%S3(0
zeakDE?z0%FiKr-k@65NTO!di0ziH}HsQG}2jQij|B!MSX{mo9k6+I2?qi4oZ-;b!4
ze+;;Em1u(Zge=??gbY_UuC8)&u`#iK(NzmWJUF>BGMYVqSUA=)qiFR%N%Es$k>p22
z#Knf^x=W(h*eZsU{4IO7o9bB3cy5pjVL0ZNoCH?W@Q)9!4Q%WSshH>{6d|78%N84*
zv;Q=-GI4e<k1Pr%A(lk@M2C6@2YSdzDZp%c$q}6Dx*b}e2ZC#ATZ;=SnCK~nH|Lf0
z71RzE=>Mn>41UwY<;Jz@ra<AZQZn$63?YUqPbjQo7(NG613qk8FcKzGC>1_T-fmCB
zu^4kND)@D<yR<dvq~*kgMoE8Hl>NRu+QUo9O45f~%3Ak`LNEK=Nb|UTIJ(~1=?I(s
zG`uBp_T}H~5hm{zM`xs#{G;jVDORL*cLxu&Q||wwqhCf`1*xXX3kn7!qQL?39wh2-
zf-atkUv)VCx?RJ_6ZDwLJBlF~I9phm8QShnFFYI!4xY?F7_b4!Xl@~B9ToMj%Xc?_
z)!UrgT8is<X-5}(rZq$YKGUo%u#c7;UV^WJ<iH$(<K3{Cu)L<FtD2{!kkv2$JWx?5
zKkySfM7QQF<Q@tfYW{q{4Q&yDOctI{7?mGa+K`-V@1ZO&@2O&sWN^Fn9?vS=eNg^;
zy`kl`PdD@#b?<v&2)<L<H?IT4IDQnV5l=OGh~WD8xSUUm*;%abAY=E>F?s4wD^Kp`
z*bV+aU-u%YB>z}wXg&c3oxll2)s(arYKne13`xy7wrt;FW(NlY7+(Hf7gSP4oo~wI
ztd#as-8DeOZB7>1DRn`Wz4755=vz(!-UL=QJ}!1n-hb<WJW1oHl2R5Zhmhz5VMn9(
zXc!PKWxi?nQ%Z=i`Ss8){$u{<$go@(WV4~F_^;vN4qk!L)&hXKl~oT%A$)VF{Wq(Y
ziVCrbO^GKtbBto64DjO(@jPE3A^+6YL=4lMo`SIx_zI)d)k)*Ewhg5{l7P%NC2r4V
zSAjLk>KM{R{9km;vVQ;~Em?7x2Dkt$dxw&LKT!Sg2xzYOy&Z3U|Jj;9Em@6*d&Jf2
zc+JI~5um`}7T8=J=pF1MAtogyqbMr)ZN9ySg@V%NsiGsR5s(WIxdX$rMn_pV$#asi
zAmDbS0-`0p7=78=07$p6S5L0Cx@*3@q@<{*Gc0vCQPN{H)+cz{+^ycPFE6hzUaj0K
z+L<STDhwl2Q_``KNY^#2Gsy|Zr!9-VP5c52Lz5eVN_T^d7EBwWvi``y_Q8P&HPqF4
z*1P9uDQbYpb#ZY)JsX6K{#9EJgWPTndCSaPh%WDUQ8A!HC-3j8b#ijNS2Zw0PE=x^
zVg2vy3@=L8cYKDeyR!M};3$7P0Z})VyV=3()%s~+Y39|;)g_44|IGz`FGd#kfPDeb
z7dRf1yT87e5q9`oPc*%<(0DxGI9MC{Rb1bL{(D@0?#%V|^bCX-lCW#A);T%eTwPz^
zIMmcJG5t$Wal-cS9N3>r#XK?EGT1g2R{9E#uOsXOuA@W8YeQ#h4EW86Lv}2Mt<3EF
zgd8==_v-U&j~R@540K&hEe)0Q)UB+9MI8dt>I1V-&CPyJIhgC(y8S9?XsD{F`8T!r
zkBM2RJ<`I5vZ%n^bQde_=fC=ghuF!|(-T6%lM`T|c8}!1GCP;lM*n?$YGe?8zwF53
z&mXE0sR-ul&<Ptl{7a^qwFITvSq_OBoQ%w0KbKcnemp*1x7F8QM*r;c|2%n4ejh5o
zO-_c0U4Dl4`6_4d?Hefs9;L+Q(lCH*%-J}WV2tbXd`#%L&D|vE6ZN-iwlm)Kzq#}O
z2W3Ph;(~8v18#&$%JR($m}#lYBQg-$*)jYPkd}}Fy2XdbD7i`i4m~6;63nBYydT;n
zX#8t9HqqO6L!-kZ6l6jaf?Q~)d){F)F)=kc`ZfRMr6t9m+S<BG&{zw_MHC_7A<bHN
zqa(HZ?yjzn>Wd~4-pd-N!%<)L0q<mYw|I?|B;=BbF$BM^($vBb2SrI^y|qP6{cj2m
ze&TMNkz!;bRb}JC@KAT@KR-jmX^qTmjTw8!i785rDy;2bVk`tX;W1XV!VldE{Y#*r
zuFLf|JG|fDwnipbdiPB9Rn)5jzhDue@nOIsWK{hQ)fUu{wUY96zq~sbOB3+u1CYf)
z%Uc86Rzr{blc?=EzC}>0B|J7XT24|hAYPHOq}bHN09+h49ns6mN*Py+I{e?izcXQ-
zllh_~hMcaEh=)P2%-4=JHO#fwNB0$USsmcPq(G`88OU@v-+YS#q%SBx0lq1-4kHlj
zOT;I_z`)%)Gqa@|8Zy>h(Et)VIytB(R(8eI^rTUdK|rOVhk^u_oR5|^H$4lOT(+5;
zn5kLwTpiP=XioF<KMY!(%<Kd$dICwMbnIgb5)it{_b1Ljsuh_p6f1Wwi$y<N;1g`Z
z28Ya3Hf+H!o<Q6il3G*p0v*s67rYxftpeOD^9ebYJ~Bt#lssq%Y~+<yIc*A}7Djrm
z5{LaO*Vm8JZ!aJ7)4+Fgc>UuEdz1VpCDsd!r;A_-r67DXa(qYvK+5`+l@%2fmH7=@
z*6EwFvNFG(@6^$sip+)1z|xk6SVgaj@+A!oV#}ey?tz}3?g3HL>Dead#|QYxh^R;f
zX}PK4@ySr_wJqGHaoJ{bYBp+Sb_SLo-J4?@y*k<#t-owk0g<Dno|RKbT5M-$UEvi1
zI3!3zl0A~zB0aq&w5agMxbC_z&;_^B&a}3MQ|aa9wS`wzE$WASYSGBR#y+yl<D}u@
zqDCRX#Ds!{hz)_JO%AA_S^InbZ3#XyR*JTw`ZQBR+xOwV?T{;XgV+1P#oyc7*YIFN
zQbNussiiLFFE$b$0U9|uLTr(~fufPRsrBm7X#L@4Bs<W%_wjhP`5ale3C`%roR9si
z1%0OTzQ4h}9V0?ZhDSI!Mn(u_!h?n4T72*C{|>pwqTC2p3Sj*Cj71)?*qabHzkkor
z>Fe(Q(gMd$1K7_a&>CFsZTWP3MS6Qtc9*Fm#56N-a2%3ZvS#AqzQV%aT{}3{G0!Y0
zA}@|ljloMs#79QM-#Y(L`<aHhi$*La1jA1N2h&4=g2P5emX;6_l9}Jpp<rU=CuFJV
zXXqsxP+#BD*#0I*Vy723hEGr<B`zEx7NZ~{CvBF(NbdO_S69Vf17Zl6I2!Ih8y#Kn
zh68HvzFmKxPmZTI9$r>v01jkM@k}~444E8&7yx5u_wtgaVW{2;7@pf1EDmgW4`$pn
zyWP7j0VoEK4}|n`@{cKxj~@!Yw?t|pL1~<X(3t#~C@3T-Ke9~<3nPg7`$a>3BsEn+
zB+oeE^1xh9Fr4$Q_+t>+2gC(N1;@n&hDC;j0+zM%N^7hAi){jQLg*z~X>ouf<2(y|
zC!!e{lWun+>m!+W7l$<l<=M$A(bUvZCmQB=#uek@vh0BK&Jl0)_xA=#Ekl8_f`En;
z-qP~3Xb}c_YRUmtp_mA}D{w+u+X~+K6Ch`$;Z6x*gSv$_qm+QE{YysbW|S7s0tCk1
z@dd;@k}$FT+%mLDOPcNL=k4P$Vzw!0ttlH)ADLPFhCrxJfhq0eWcHb`RdbhA+!lQM
z+4ZmiPJH5W{^_^*_{sa}?3R*g5(Y@)k*UQ{AR&KU{O<)Vq=-_BEGmYAp^e;A#b#)>
z@%k~bHMqQfxXhPRZ@$=K6AG3wrQ@pq_~`W%Z)3OhesMoLUo@b7YtD#oosIo_@mPP@
zo^)0iDYRdR*K`0SqT-)xT`kF`VYKAT+PFYbMYHYJ(cE%0#|1r~UzdCVo$KR+#tN(L
zhG9vuWww8qFswUJBLpyGp)_{OEsDLBUz8ljMn*;@W#r@|z9AvqxVk$t0jXvu%gb}B
zsra~<FyQ}!2_44MI6@s|V`c*F%H2ybSAm9^sys9IugSp`HbQD*jFw@9b~pm=`tC2=
z^z!d2Iv96wSXkJb>+9=)pC~+FWZjg5WAuV&k|T;shBlT6%ka@M<C0VKmNsVupcaSI
z`KjtivgC~pkH3F?E*Iv@(@GQw3C~OA<ziu-Tv--ZtMaHAdZ&iW(FxL0bmyl%O%5(P
zI0PQ=e=7pOk#`?g96gfkEZ#Y%ckT}0&G*2zNR7Ah=U1A$0`zmO0W%eEA)11Txv2=I
z@Gfjc#R;NYB2G%mdEf5rtaDRpTF(DbbXHMSv|$*fkp}7RlI}W$ASF^FE!|yG(%lUb
zhwkp~?(XjH?)c|-apPKYGc(8Y&HFyj-XDL^KbN!SfDmecOB010CMN~RMJ6QtnKEm|
z|Ni}}|I^;`my1YnMOaQ-Kumt~#9mEK4{;wtNV>K)uz3$$7Es2{%M-^-O7h<5h2+k9
zr-{nUEPSoEYPnZmYJ8IHAD}IuqUnWk<y!_H^)w{L{PVA|BctEn+uq&OrOpOM#sMx*
ze6sK_xwUsbqz{OnK1E5($&b*Nms|6>9M6KXc}26`aoDm$e?+f$csw0;t+nt}Xt#4Z
z{C(Y2u#o;{>nW;GIpd@CrPy9yl%n;NJd2*s`?5=Ep+Y#n4CeKn9DOK*XClK7zNv~;
z*x`D%Yk3bo<IwXaqhiuWP*5ix8z=E!0=Uzs+h7VpjxHVo&Fhl)GR-Ec#o?EVtn9*J
z$jw2;x<~Ev-#5wgpl8nLK}fj2PUnz5U2Ii$5dF8awVaQFeDuJ7<ox{XqZ=zDeM6)A
z8~3fN1<ovKAi>30)m<B7bL-p&F=b_GiQm72I|qA_-Ci!$;s?k3259Mu3N!N!ERj8Q
zffTWAbVo~D(^LD}F@Y^)UJ~mlmur)*O<Y{Co~lYL&KB<GPGRv{het(TvR^@mj@mDM
z4Gq97Bku7K)1$PYy3w}sI66eN987(*HgXX4?|ik<?r!=id1xm`aP5wdJS!rg>dMn8
zFhxU?N*o3jcF*vqeW<wwKib6Tsz;4n*6TN&KOS!_CMCeHt|xV{yX{|2oyVF~90AvA
z=d)*ww7jN<Af?jRsntofjph6{zZmSWZe6vj($Y<MoG{58>Tq|DIK<<Vzo;3lwp+_@
z1@h}LUen&9-$WQVPnllJ(umz(#kwgBvJEiN!=l2%Lc)>JP;PH+o$9#f=D3n6mDYvT
zA+W`4#9d?8wTZ1zuwBIgI64MoyG?RZa*<`VZ)zfL{BbqA=G?<68+U`Vos$D_uBvC_
z;#@5&FGYrGZVV=?-ison>VpB1j8$nV%l(ed$dJ(}76AsIv*T+MJe=(0TwEoYrKS0f
znO?82XSDLdWG_p?k_OYuEe9oNxHeiH_D1)syU8I_KJ$Qs>-4mJcy-j)nS(g(?E15Q
z_A03LKKUtOPxg&gPFvme!OlQG#XR@U*(Rfmk$GLa(f+FY_G&6?{#141$njY?*`)i-
zNnS(KJ!e|!#{4)1AUoGNWhVLT820IX;?>0iJ(71!jB#*Rl(!#T7KP!Kvj}-SzmtCE
zb{VMqKG!caxY{?jLJOh+!l(4i>BGi<EPs8owKer_@XLuvE`Rso`~0-Cqj_K)dG{+J
z_wZtRttcxSV$uJFsw3-3_Oh9*8aV5J3LciSnVOtpW3O?vw|8`~v#Vw2;#@3)bT*d~
zX^>tM8S3hi(-prdDf}Y!3F*>)co4^OO3=3Ro&)^kJ+{B@bCs+aMFKoosXQ9O-eU=Q
zD@ZrdV?!Z5&`f2@2u=7Nj`->r-eYUt&Su&e)^b6q*~i8EJ|UP6BNrQQhVce(OtxT|
z&WG^{?bLK$mqM<aK8NOw*Mn}p*U$2NlHUyXxaS(2QIR9U!y`y!6-0BUMoqb~P=ori
zs~GXZLz6RfL=_zjE@FTZ9M8Xuj>ju5n`{2Nu2I?5HGK+@;OVM+>zk-=cMk=HkGOwO
zAS~STvm5_X@)DkzI4mVgs45z>PBLhAHFYnmRZCr34hlw22-1_;m_`Bz3ukyz)Pqot
z+3?<@q<Pue1CxV8h5-plDW|Q)sfb~OK`I0x>{Hk8xFE1!Se%Gq4{K3zk<YNWe@5b9
zOq-_LhmeITX-0JLV|@H*Yiw+B|9E894lq;pyfuES0WpN!ZnZ4PC&v7`=?*xW8Hge!
zIV>!i_(X^=IQ>&2b<@NGSZGo)GmTI5Rr~|0xEd>LAp7Uz<D7?IV^%4FtIN&+w5rwl
zX1}fpX~sl8^8Q{KMd6Uc{^L}7Zzr!X)Bkn5`P|1(vR_^<L&*94waMY&i^Uy&6*4ak
zi1O3<=#SqkOn$yfp@b>Vk?BqDPxD`t7as=1v0XjxTLYWCbVbcPJgQpi;#x{7Dk{80
zbah3%J1U}rTEa>a5~j|zs-jGbmJ4VbtTTkCXEb9n=_o1bnW-o`Cr0{uz8Ws}hKpJg
zQa*DNt+tB#>a%NNHCUW4*GS6i$jhs0S_q_GMPuV)<M<1(HZ}1s@-EroA%|UR%Q{jc
zC@OkxO0KahqdX)F01@-RJ_<JsfQOa>b_=8#&(KkGf8K79XDzSrc)h$|Iv#%0TqxIS
zaydU;QrZcUM04W$7f&mh3SwJU(TK&;wW+lkP*GQxhV&%24qM%hE#6O0pBgGrC2fBK
zMby4uy_F1v$vESbk4~fuyIuEAb<O8@lTQ-}=6^VN-ZXmYx;QDj0X4&-5G7m|rr%9Y
zC+}r$Jh;}QB;V^Q6;}JZzoDzF6y=)`;zesL!z`wzf?IALdxA1*_0fMZp&s&!2N?P2
z*I(GWxfBBV@wS|ru&^+WRE2s@PWCG%&t}A#TE}lucXw-U4zv=11l9KhpO6qPuY1n<
zXax=$HoCtPS0V(MEG{-R!an+c%cI7sw^ULB1f`P-8~LS$bPV)g<cMkax3{--X+I;B
zc6LGI7L-$=KntSLZuzuE-b1=MJAXtU`uo?GzPdLWw3oS=y1V~9?=S0{15|$?kJ{?%
z%k#38&K0esWRT<Q<6>5qPkH`uYIxz`R7_X>_Vg}U0rZP=3DEsQLPE4PH#)%mH&<8Z
zThX1|1UwWvo{um`o=>}1*J~%0(fq=Wf42{}{D|iq&7240x%j~!@x%`g2qVlkR>Zu2
zE%nWf&xh~84S=B90khFN3yT3sT^5c8b&L3zfWMynou2v^cg3m)u(^+7!T4EWb;dK}
z5Q04P#m4eTaF&=rPakFRkB=q4z|xY&1rPTnlZIB-5tsLa%hl$4!VGlKam^h{Kmd&E
z6Y$zRHr{{rFqVmz{Ukd`gL|o#u{1k9sQ_*H<tujp5Z3b}j_S$AN4cxz#5U~p2WW>)
zS0&dijt?tMO)v10w7mt>i<TGo1j5`NPy1yr4D#t9kN4ZDFNQbA31PS<H1gJ!>M?1U
zI9z`pb%FW+&*&Y`IIS;;_ObfzuTbXEW6$;V?L7rF2j@cWH`i+eb#*||ROoN5yUkYr
zE81e|_ZG?Q$+!KBn?$N(qj!Xg!@<$#@vJQa6XxHI_B-#>h^?D9&rdTZBRnh_$prr!
zeTUT>HB1eOiQ<3GFV1@XxgJh%W04Y0I1aQJ4aAB^b?NKdQ*Nk34VTphc{SINvC#Ld
z4fgUbu21ndwYf#U_IwF{J>R;%E25O-52fsRa%qAvB=g1OQ@etJGv>r33DWE9n)>^H
zyH4n<o}wK+A1o}jZs>LObnG^T?d_+fCe&gwZYYc(1HEmwg}Gl!u^716+dKPuU^!rP
zQ)}mVj~E&pCY!H~Q)F#=LQKRDV)L-RKaL>eu~}<wvOOElLpmrJPvvuU2QvH$Hj?rl
z0RFDk!a&kl(@IZUKXV2WGwlrVdOBOw*Zp@ptU5Jz#2pZTlB5~eYH~EOb9LO?@_T8>
z`ZXjDvA^3pHMQk4zU;f2dw|6c?wAmvuW6TP`rF6J&eBls_W0O4n|HEsQQrD~{zf26
z_r5a{q*{?qcy?aGJUmj#>V$|Y=iT*uxC_)URfUxUB%bNDHOy52=~IAXTAJ9v__%g^
z-R<R&#bTm%fn_P*i(=5`PL3pxN&kQw!}d-t?-l|U#<+;yr$X7wRFbjbP#;|Wn2~;W
zC|^;E?a#Ieb-DhHg~4>w^SfW&X#_+tqxy2VIZlABhz<N+dlD<DFs|Ed@j6M`TYWu=
zXV%nINRcgB$Nx(1x|))U$(Wo0dHFPO6NKustZcfFqr2tl;Glw+mz$=T7Pb`o8x#W|
zW4cxXco=80;m##rpllc!dnd}^5|Mu?bJyS95`+HQoBwsP2Eu#8dto)+){k^Kl7Y{f
z0>{IcpZ_jM-ManjSg`YrzwiZHxHwrUZ(N2XI{=4!oD6rsK>h?-&#)n=-DYQfYU`#f
zmlc^8rekYw=ixD-2f!=98D|n9r);*!GBQkNKsHOz&ied10-hz^Gt-Ln<Ca4|)dJ9Q
zBnvv47YYf=5)R?%fk`8bx>;?E`&nx;rxZ5e0KXwHI3pnuf`o)5?~PVN{Z7Uk0A)*4
zxm~G-oD*K#G&OGZ<@%?7wkVnNo~>pFZ%Mh0)xjny5e^C9Gzctx1D-BxNW(i6<S3#*
z$|nN@$tWTc!9SOqA^@MyP07Jd-BYyEPwcy%-dAlEeL%7pQ8jgb7A=bb{5_@@xZ~5q
zp@H-Bk?nqzlmn3&yspQ$MVPdaQN(=g{2-UYj+&;dEY`V+7leRoBgeH40`9GH#$o&5
zC>wimRmqPc2i1LRA(!Xdvwk~-v-yu8G_>+`K9Ah2QmKhmCRQ@Oj{16w+tGxlyo?r%
zdTuHc-A#hzWbOIc1?Sz~(K!oel6IG;qnmC7MCF$c_`aFt8WU%h3_gcKKH3#17bz%`
z%#d!~DbxP3RS+HejH1h;l<20v>Xz%13&u{C{Sbm59|nn57rvlGYF*P1v#gO(G(HqJ
zpDS<P*X_^MJ)?``Q^GLuV*mFp1D?c<l<OQ(n9i)u(rou#ZEexVcORUbo$4Ea6SVT)
z!9JB_)5^-OVSWKsKTOaQZ_3HVS{9Ukb5ii9Psg6^N9s@1)XH~`5msq}Yl1-9A3i9s
zi|3NpV~yC#%CWAgFPR*+&yc+>==P=MJa^#hJ7hApR#^`wheM)`kjwpPkcpt-=j7X~
znVF}Vf}mxY;d_ln_$S)^g;}Qv5$=sQ$`h<%@6?bi&0oe6t`0gMF-iv&qiY(jPl#qy
z6+QO{^6bApul{^HJqJ$MG5=aYlHSw|g`-t2$Vf=gGsfCNSd;_-l07f>vtgI13f>`!
zQE1mg&=Wq<ptydTK>QYbD<hlSf~tgm8eudr$b}8&oSUuc;R*>gGF(P(e2|%rj=7?^
z#KzLhA_sLB4OxWq1wuLP63#?R*-XybyfUmtN#nbQ#CLbo!iJmxpZ0qv0&r{U`Z^ic
zU`1hZg$>jn=LbqtR5Vhe-0G#JX$58NR2=PSq=Rq(d$oZ*tw*4CNP?@px-4M-Ji7<x
zNlb5ZYmm!2qkKxGYir^GNS&JMZ9VgXWUS?x#mzgDM*uv)S$Kw)I<M$dcoQQnL3wF<
zL-_CUcAdpTMyqQ}dyHdQ9KA5V53NllAK$Wy+GbCr*eWT>n6I(Eo|I*w-nSZW;cfH*
z>D*?yO@Su#BDlh(PSlD%KbOb>A1LC!UVo=Wo5BWzmT4Sy1Vs#TUbF}=2qCBN$n>H%
zNnKr+ANv0f?VUUo&BTqc*`qg*O9RZuWbaTM=dh`%U5lizwyae!VunJl5MsKt+nH5p
z`1uJsZHCD#?FldB#|B5fc#rI#5XQg*(RB+eD;s#>I?nlpS)2nJTFDnm)zHJgQXLC6
zB*Mm@QxX;y-TvI}=7Aq@Gg{R@AO&_&HlAOX?~cTXnNsH0$+Hxb6R?^5XpK!SJRYKs
z7y|V3tjv#y!Es7+{H(T?_5iBD@8DuxsfoJ6>q48S_z&XK&Wwq3MXI1%V@)pA?`UlH
zKx2U6tiN*#;t(M03N{k0x2mF`K>60|21S$AVpyOetI!SEjv1O9Viwo$DVUR{p}B{(
zIaH7dut9uyA%yy?k07B1BuOheE0dCX<HM1UMF6Y1qb!Q!jG?kJ^=i6`hRV+*aB?yM
zF8Z$ic}z4GAu$Qb;m*FXg?VOKS-mpJy1Cz=%up}2iSYpz7H*=la@Rm%Nl8f=KmrRy
zQ_}dInvqQOS<gAJwY};~)cF3zW$IAK`jC-PS&-b1(cf)vws(7O!%?bb3SJ-Y?{7;x
zT5ad|+F!S-=mCke$Ib!Es^=RA0;9N7VnTwByS26BN$2JiN22w*hG*UT6GAo(Sa|tJ
z)brzUsEt8MNwQ^lIJ?i*6d5N#l!G0gn~OBL{f`;B5eFt*6EZTbT%pV7C3Fc4FN6Vw
z%!%Gih;d|~I0@J6Hme+OxSLD%jqKC`qh(97nYX}9_uzD!7!Lyj4DpcJoplf!JAHkP
zc&vqSZ0y)b#Y@l4J-g7?H%rYY#P)@qb8!Gjhm6`r<?nNgtK)wY@XydxBjcw>Ff4a%
z0??^OM%a7aC+v+-Ef7n`X(Xh?hnor?9v8mA<rw5%_!%qsQ)Xm2P(D4W$==y$Z*Cw1
z>FciZ1FlKb-R<8+7ykfBW1#hRA2sp2@g=mns@HYrtn*^mNmJvgZ*O0vj+lrDoZ9B<
z@HF;Zp;CN7A}qdm%FGZJ-&><Q>CF)+OM`;46IYXn`#Cuo&knCq409s1ph`NIeii+4
z@E1K?RG(h5dXhS~#rdjDE8yW%SBylAfgr`jJt2FAVbPggHn})GCdR@b!OTd3T4bc7
z`@+QFr_d!^Xq4wY*1B4n8onFfxX9`yc>ryVFm%O+@wKbHyuRM}#mU0VS}8UGa!wf3
zdVm`tB_}&NI6je69Rm8UE^Wu=627`x8~zxqYx1(}b)fWwdrBUWtPW$eFn347C*W$P
zhcJ66yb<|wd$|R`vA^<IbWBb@&c41L11h|t0NRfv*%%hf6$^_U(hNzXo724&XO;C>
zuK-#0r<S<^=Y#Qd!DTIN5~d+v$hvzPi9G-D_pG=X)qNX5bL(D92_HlvncmNZ<(N}V
zz_A4*h;p0Fg|k(5px2+PzJYUYX0gem1S*vqC(uvoHPv7HnBj1nS<B6WC!=#Sc(M0!
zw>G@=lxUM5DJ(S18=DL_nVlncCRV@u4Z7_NO%2Z^pNgt403ODLS4|D?Vhs|OptGl&
z<g@S~tvkie=bzK;95pvLU4CRyKcf>f;()&GXF_89(+k~$+X{95%e&q`q>=}@+xPWb
zAvYYV7p3ig-+Cf)gbg2u;sR=NC}aMuZ*?IQEj8^iiP6f9GXdK^R|ayX{5T0^lu|2b
zGH{un_gGWQL;CCU_fUD3L{)2@^i<HamNo|Mg#SRuadS)JtP`=2`|Ij!-Al>Ex>InD
z+N8G#7Agk(izQi-pKWAMPF3mXp{%9l{5khO;6|F#jYx;cNCkfi`xI(>RgLj?zA$1r
zXj!5kD9w1jcVSFjh0q`2lj)5Pjg3r9j6jbw({fN!GO>|=`2tL5N4C66C~ZrN%n&f%
zJ*~On?@umNfMt4o!apc%9NoB#v^5$K1tT*Xz<^~SbQuOc;_<0BEzu(k*=><;X){O0
zdoiSVedRVm7W3dJ7U2K-)x!=FYjz{XGhKH0#)M~rm@n1rh=c$KoRX%lw&L*TboETN
z;v*|gyTHoa;)FCYY*y63q++$@!}3hk9ue`VrzQ`+fjN!Op|PZu;%`uRR*Zp^goas9
z=cJy(u8!B`>kPlqP>K&mpReCSknN`o&Ymp<QzFD3Ut?Y4Xj^+kJGPqH1r;UOcUjTj
zzeGf&yo11rNCF~h^02usu0*VkPPeGRpF)BoWq!!X1%SEPIXE~rjbh?=bNvq&4=c%>
zCEXlaj<1hHw@*u{I`d2JJPouq!+m)E#lrl5Ilyr<i!5|h6knLR$@yTJJI4nHrQ~I#
zzXwM}AfVhi+5LHT-b?mcb9a#25GE_jFL}8<lBwar&G>mi{|W;0j7Ja;ao+%>2bu9P
z`f{;F_owXwn>Ou&_KoqbD2;-LsI)ZTdFiVVlFW6MPyA;+p3cXytgb>*rzGK(VWFn+
zS5IjoD+d!72L~sk-AmrnbR^tZw99Oqv<tyA%%Fc;?UIp~hKAf^09_S{&@avWi{@@0
z@aJ3BJ8~-cB;P%^{zZCS=(*k+bsZA23xn-S8lw2mCMXMr{WAFz7$Ga>9a1P#?uB@y
z#C#;Q#y*zv^-ZfRJmUUTVXazRTjHnhFbytkOG1W@0)UkGt^XYnTXxe)>F3Yw9DP4%
z!MD^@Dc~LGg9yCEy`}i%=;2`y2OQ@Ub=;pHWzHH+CalMa2urxGQ4zxBhsM7Yn)10^
z_O6N@3))PhnP*K2{=2_#XIolIVEP0O3uEzW!*hExy?XENn<<dw|30FBHz#}F<X=#r
zGXFq?pWg1W^W3v=`IVN(t0fsWLR7D?JkA(G*_a!P1Fo-g&;m0t9&gvZ^M|U86*!xd
zNC5|D7jtuOi|YIMs%E}68SF=mnxG7l+W|yIXXPNk0c!juh!2qf#lj9;F3CVx_$N0F
zHBFcW=h|9MRb1?Raafo}jq{ZTO(k&z|33%_Z2q#Ia!#^5Hc_3MmzRZ$jS+jNS5>y9
z!mN{H{S*n;ITc80V;g!tBvn=7Wp9216IyM5Kc<{BaJfDV+MjOcpRTUHx*ec*9LA59
z`c^lWmrvC!lncJ!=J4pafy)ifw@(S<k`>oy7u^0_A8${e=$KuWRdl%3yC2-YHeu2R
zYKDd8{Bcepx(xmy!(wqtOvvYPw4bJ&WE6dFwOor|7m^$RtF19GiHs6~&@(!EcA%uH
z6ODdxVQO5Q1E*h68|)u^s4}+JUrxTI#};BYL{BX!c#yaS->Pd~w=q98wZ_9r#mV^D
zS~&_Dj^{2gC=kZ=rA0t3rH^X99)*PH)P{~_A`}79wvLr^R%N3YVih2)7qYfmjP{M^
zTbi4koF1Lv;t{|-)JTepOZW%)!?^u*U0fy+s%P60H@R_Mp(dV)kB`0I%ECOT06x{H
zlzX_dbAuL9=_1^2IcM&^6qwcQH(?B50=KBKA1ol(8$YGHh7$RmJEpZ&_neuT?*xB=
zfqlBpGZ*&|sc@@Co7YYMUd_$`JopAl)cGWd$QDI@g3kJo&wY1vuf;i|oIIxq$``Dz
zmNXUq;|GKS)|{?ix=~!S#Q9WA%=vO^(x8ZdfdMfW?<{>m)yQJc1T7UnW5Q6`1wbQx
zPfuI}k-`9qylHuKcD8?LZDfT9y<8a$8i(NX=iQ5wvm<>Yw@$wH+DzBO!KtgPbigmM
zm<fUF0Mv3;8U{zCmF_x4$~$}d6Hdz-&=k&h_xE-V4oK0_H_^=LY~UpYR)+g6Zm@<s
z%w7*!hG=4oCGlZ%3w}AFMy0mf8f@X_-F4}7XsN3w@i~=NOs|dzfXJDcDk`({>+8JS
z-JhSQ{R(V^ODoFSyxxwNuGdy%o4LzL-Z7+$VC#s}g5<{5y)O4nL<!F-=GR*xFC5O6
z`#2;cZ|6)7;4Ds(!OfES`M5l{Bz*41=j(5YvlAg1&X_6qQ%^vo*ictrziW%lokD{E
zpyZcmJ~y`zgei6R2$nrS2Jd2Hag7n5uDx~lZ2JUFFwj?&`ojw+?CtGg_r0m^AF$x;
zg7MXt`FLC0AS&J4+C1Drt%ARa0A|LI2LX6$Y@7yEV$uxWX(d%KAujr+WxI35Ja9w<
z&L4osoBZonPi<!Id+p)j?<RxVVoHEYMbga#7hY0R2KS(G|EQ>k>*nSX_RdC@=i{d(
zg-#P5X2$I8@O_L}0rP6>)g>u8h0Uk$o(<RN)k~UYM_c$fu#1evg=JPp!~)zNR(3~2
zU^JksO9qy4w&ucHZfb%5Mq%kh%<t%GcZ3@q<n?kyYx#UO%faD*CNJyfd2^Y}@PMnM
zxRERmA@K)!kWJn0NBEC$#>~&#xXKIcBc<gQ7bl12jM4~bH?`cXvnndl%D*HRk&!}V
zM~25)=qsQs=YOfH#3$e+-i=OdG{%B0%=FI<QQXsk7Fa_=MMh#vA~>$CEuhN>nz?JJ
zkD5sgb3mTxsHkit3Jn>?^7tcO)~R0TI!96v5)eU_odRWjqEn*ZmZNK_JDM~T#MZ6+
zl354fjuo??4-BysrG6aM#mkZsaue%KZ-;9v&$81c@Mz_7Q4x1@$t|uh{rR*e2R&O?
z_wPPcHHpj{jUT#3MtfatEe+*b&1yv^d;27K$w{fIYx6>Xwx>OIZx0Was5*f1)ZKc-
zh{FL5DvGm8e!lC`X$`9bg0u`%@kO8|Gt*SP$iY4vM|QFz9??G$s!9i7k;7m)vvzSz
zlJpPgs;B}CeSFN#3(NclRfiELE)OJ4G<gVP4Q)GdBP%5fNjFtzc>wXHDI;TKCF>!x
zC-TuqS#ZznVIU&|Fu)|;1OzMyciLLG=9~%f1s?kj_PA~%A|j&xsHhqbJU;OeP0r2y
ziUD@D-Wra+zEA+t`rEj+A<`!Q-cd+s?QZyRZTQyK`pQFjnt)?<hvob7fa5fOK)TKQ
zcyMG=8Q0)hv4EuH`0sY-ho@zh_Nx|J=X33Jkb7<$`}piKEd{fXU_oJPYjIXx-NR&+
zK>_euwO{_b-NkPIG$byfxt>Iuj8=BgSCyxKe53ton>2&cydd=TYHnu$&043$<?6Jm
zt80Gx5ypavl2G%ZGk4c_xjbfSMwNt7iRUa<758Jjw>x~m*9L~0S&rnZ8NJb&htoVs
z7D7leA3pvN+gFnF`4^}2<#vy#$Yehq!(aAJ(sqspnr;sOmhNziQZkA}(EV_8Qp7?D
z0Kk9McD?rU00LXUB96WU;#$hgj!g&>!EBE>@Wm38!#+Kt`TPP86isDja@^fd(GGnP
zWmLW+PC;X$ZyxOI_tnTL2~s+O9Ny-_a7)6R%f}|t1i0rle`tKXM*ZRTQvIP*P<o^;
z3Bldsy#ZtSZV4;^wWW3!7<g>P(n;{o=;W#!98e-*yQ(v5YqRUy%ky$7E+!WrLqdQV
z7b&R#J7~GW;NTdCC;>e~5t$k%-}<-Lvjgov!@{3W&j1T2%_1>BpH`x|<=DQ5lCd`2
z@=OpK^Ycxy0BS^Pdv)t;`ZAAN!6(*C{A5V50%ZE&7z;T?Mf1vH?>ZA18R*Lw8W4K?
z01bbNMsW)ok?nPqto#T|NeOTi#RG9V0SKm=nS*gzdHHmHK2Jl_!nWe(FD0V!PhcBe
zt$;pqaAi{?47IpX!^ISrBl7p)33?k#OEbEOA=yuM&NZtAZ5A&$h08x?6nFQGdp`dw
z`e4{K=6^aXksOh6F4t+Y*V8x66(lkDk3OoK6ppd<%|IriWUndVM<cgvf6j|;ufMl{
z>K_X$K#lkl-^aJu6eux}Yq*~n|7(_$yT1P67Byme5d@e1q(|(w$wLknuX7a4iCd@;
z)PCV(|62WYwHF7EcCOt4@;HZyCmBXU+o*8t9PbxoWdqRp9*^jTH_&yalriFX3XE!;
zsL!%;sMelriUDW*H2wD^U%zevBI+#QtY81)$fewH1RRP{!{uZ~SZoR{3aVX?XOoML
zfC0gfk_ine8p)}7ap`ao`pXA*4eL+0pS&u(P6M>eS($+MbRP?k6n+7Tdm-^)m&*Td
zqbB~@yb5ez2i5dSt~QLGIExbOc%e>>v%CuFMvLps_Ucm{Wl+kDsoM0?YZ^Im>#DE<
za+>c<%@=a8L)gQ{Yd5aL*_yLFZiRM6GB59}29D8=={X_JzvvV#1+|}wT3QQ}%hOYH
zD;qqllM5RwD^v5?RtP_*3v>N%eTR#k3LT%KcCH2wr=M3ECK4}J)f+($$G1~m_4A>e
zUc!QN&~o=AkZe`z*k$ltFU*3Em28Lc6N7{Pj6M3)l^B4tEFc$a?*5bws6E<0++I03
zRIhjFsESGJ4M5@^bSBmM`VI$1a=WNoZJ&;wo+g~|;NV#Q&gcLMaJg<@Dmb_)=N)f!
z=)qWKZ>eK$rVaMdQhY(+5-J0Uifsd|)KH}A&vD%z#KdT)bJIT+;{zo{YXymZ^YW>)
z?_pXUa6SPM28M_8jV69)z5Uxo5qaf<z+i4*>t`)gF%F>r@=fBMi9ml4rw%@rTBC2@
z_iFaQiTmS`cXx9K;wj*QML4)`w7Cbn0JSDTSs94$&Mk0pb8>NUbIs1rDxX&UafY{~
z$=~}IKl=bwPFMdv)r|ZU0zpq4c6TQv4_#e}t=%~W*p)Nix5%EIdH7Q1Ov@0yz(r0l
zGf%zJ1hf|V==*MKdCP9@x;#FL0~czp?%|9F7B-?TpeSbi+-lmqm<AQnv&!r#Awf3H
z?=5Es*s!#?pUt1Wi~tj-C>8I-cBj4RzAMU{H7+xkdD$PMql~78ipYdMVgE-wNpeeQ
zoYG0YPK8`ahg9ipwKM-yd2uQ!p&ybC4MCvf;$L;_v^IHI;_!5T*&Xt8Td0`O0XZKd
z$6wQ><tebN&$vl-2p0=$bKM|H%g|eq5P<mHY>rHvIm?uU+WtNsp4Z)Q6i75T7uP_A
zhqFAiG{X1i=H?sW;Nm8BE{XH9Yinz0AX01I_@XxQ!AsEe78v2;_zb!q&#wA8U%X?C
zMX{)mu4^T=xO>{`8`f4dRdaImj@tiPo1I!>;N@qht|%`!S!{A^*qHVYl**-$K%cWS
z1(8fhcqh(1iRWTt|8hQ^o|@rdot<0D%caV)G}S#I#7<7pnOdCWvvt{hOb$CZuwfDY
zd%HdM5|uG8)b953I`ozoFcN1HdAAS{_!%EEg-o$?`_nfH0iF!+%J|q=0N0upQ6jIa
zpitS7*ie%YQdORhXbax1^ysDSr0wh*>hmELdfXlZV$F4EfZjzD_*(0qlSv$xPbU)K
zpH|mS`12CwBKnch5xbBZO<IxiH_$LQk(-zZ#O7vmH8vry?)kUv+Qo0IxE8`;M+Q2b
z8L|oiUwvsQAfV4^4?@;|EH*Z~ySsH&mqVVXlg74Gyl>81R>7(xAWbQSHf!8IcJLyj
z45ES0*%hvmZ+cBzJB9=hXGrz*4$TWt(a_{o*4La|KD{*PP!@Py)-dVo8jBhvhq!>S
zer|4IqQ|Hx<W?2gWY#!@RWGVQcN!ahGuIY3pfq&Qx4(aVEz6r5s910RxV)Mfa3<9j
z)cOr$DJRP9$BU;xCNBcLioxyr6p))xZ+e)rxZFr?3FqR*r?~V>V$mP|2=sf^{kLVQ
znAij`XQ_NY>RACY4;LGnN${5GK&L=xQCTVBk4f72zVL!5MNGP29iZCz@x}ZYehcVe
zWfz^r@I+lOG5>~=KM-+{5zmeayl1Cw=w!nB);7Dk+WJay2$Bg63%kC#ahRTt{S1wq
zM)cObv-7hC5pjf|1&vh5&0}vUh}1-9H;PnSs1<$^gtodL<I^=h{JQ$>A$(VP3_5ar
zojgWyD0$D;_Tt$}0~+x-fb~^}6D~qLXHjo>XsEA;<qJJ|gSgR(6N)SoHkXkQ2|lq5
zQdH$`ZtL}P<o$ch&W;JoZ*a%W<&*P;bjC=te8mQ++1b_8xV58dDmf+wBT8)N(v&W8
zv~P@ojDosG+#sqdCZH^?rY0<>tgLA&T~Ol-A|ku(0T`kKJqjZAtA3AG<Dav6KlqXo
zG*ZU(c26T~r~T8VnH@>g`v;Z%1J2n06Ia$Y<uUhe;<N(?-j}YAt7C*Lp4?*3m+rvc
z`ss#Np5(l|Vj{v;Dm>s~;~a|!J3T%=T`p~6Y;5R%ce9jiL|7CmPnGj6f*3H&EVstT
z<Mq6{9~-cd&S2?R96Yhn0iI%yv*XjInSudHcme+7P>yNQ(&c7)IEnH4_O2<#A@#jG
zM-N)#1683|Q)1fhdgRbZh|t62+@S1h03kue$jn5^P>@+`R01mSj(+wuDd=n*4UYwq
z(CcD5aVE^88%;IeTa2#XDC(nF691Kt5fPqRu>$Wwh7wtmFmxg#kk>Heb_h#l$1P4r
zga8#a8B74iJ2X9m;A$?Vs%{Ae;6FhT5n*x42bWVyGl|Sv&FnnRN8Nm#dm#n`k;o6u
zf94avNkl{+T6#j>T!;MlK3HsOO`6{7d3H3x`nt7q1K)5^kuL19J1F9yZf5SSXbe{>
zx<Huv_9nWsjTt+$`H3pk>xZngTsTq~GHP{w<@Kk?5b5#35r*>86H~&JM%%6VoC~2c
z#SwV+qaLti*n`dZ#JF4<3B0Kj7k9$mH}RG;IBWjZ!TBL3P8w#mw!-ZCo59fla0NZ#
zHMC(U7bW6=uR$M$C?ZiRsFh3{3j-T75gq%0@{846&Fxj>52nEi^HTzTUZ>;N(S((e
z5f<TCujlIDFXwmDbx5?d&ocFv20+t75zhr1;h63k0U>ONuDH<jbhWHTQq^REnTg8?
zTO1z&L6N+WW}*jDpC6472UloufrsDok*YT2%3uIB3K<3EPs7|i7PWZb2N*2rCC)9K
zdw2J{Bl<D7bi2R5eJ9bF)crB2g8pa>oFK5kter|kN^)F0G!b??%jcE;EYDMR3WDmU
z%--4F!TgK~{OB8GQ;PWk`+VXESwLb-fjMn&|37`~SRg1eDg)fn@%-3#a?$Q~b4*P)
zVFL_nj#iU72BJv#XBXDh6l1`fgr>?O>a<!b21kde=2_o#yhtk`N^Yq(_E#PXZ>~D8
zm_yjvbrnkotu2%O*muPSlbTaqRfiUpfE!`qdW{nP%{DwlME*!^<7}yX+`STDm%V%r
zIzryNyPhj5x=Nol<i?_VH`8~_?B3qO#7c-wQ2M#lt|hA_>)0}k!{<tGSA5Ti#>0aK
zPbk0;GpMw&I6XH%x5VN7$@dmO$~yn4omIubGJcek1<qCn`ut}ls=Gk*Bvo;7dJ%2$
z6`vkvn4xoj4(Ss(4G3pWowqP+e_MAx%Wq3_Q^1QDqq<~b=7y`pKit_it=?D?{=&{C
z$OC*zs*AEL4j+eZR4;(E`}=-NgN?S3S9A5FAei!vIC^XmqT}spQ;!9IQT^|8-#3~U
zSXb8oO`}{_?lm2ag2`Ds9C5WIMP5!w_0Wi5=c~&rq)(qdT_a`tb2{Pi!TUyQ|NOZz
z@8$AG|9Co&P(~imU2j2-nTQADhApuCkgF}Awy)An-lA{;RkM@u>VH*~HdCiIQl2|A
zUr}zbQjSeX4E%x|ys`_&#V-(v)Uz==Jv~1+!^g_%g8tnV`S$*gQ$6=DY%J>MQ~{Z+
zfm@d7Kd~pR6x*29*Cizak_GuTuRB?L&S+mlJnihwUlrt?mFzUkqn}7ptZ8!dmd4jc
zSm-zzDZWrpP=Gk8csm!ydWNhs*0lvLDgoRjBb~dV&f2W2?d9TbUde*>T1Q9ipNIQ1
zLRFK330b*tVnX86Bdd~%!4Y}XdWXd-DB;$o<b)MZK5EoPT|5{Y3P{OL49A=adCI#<
zbvR=j92I2LCL8H*w=s=b0y{L@2~HRFH^HCehe}E<kAP3x?d|C6Yg&S8#k^;%p%SE)
zm*d5B_fgMS*^4^ByTVG4rTD#pfJmWeCymeN>Iw_o33W3&dPO}*NKcp_a!%GxP=u&w
z%F3!*3#-32W@lHYr&m{3XBQPTmDE$gsaU^S?*|&kI<(te*91Y#<QyHft?eI=y#aX(
z@e`^`(L@(x$Aain6C@dUM;4alqoJYp>q;+vT}|>VgelOef`YBD?r*Q4HULu&z+l2(
zS4aif?9mXzLr3KNzP44jH|6BmJU$+AaNwGlu#9Q9+FBpaUWHUmWo5OO@6V^izV_y_
z^7MGreY%Z_{Ru;al$`)!yVMwkYIy<iC+#eaF`RKQ5DHl!CIQ-f(wj3T%^=SEScnq7
z1DM;^m6dtj_FfgqAR)=fZ?t_Z;p?yin^*y7<_rR&ax6W)-cB(`qE|I^Cz5EYPAVKW
zMGQUiMVo^yiEq}6!9={A+I&U1rLEb;&4|N3zm&UA&hi4plar?)J=d{{;|gk?Ccsuw
z?tiTRn%NnxTxP}Hpslx4PYqJVE$Ei>dF^!{U5N$#B|I^|-u7^RU=aMRQxMJFI>|4!
zQ@&>;Nu#E@qLzHY!!~?)D#kD5fw~TuxDe>^flf>wu*sFR((>!+k?fC@|M7$9|CeI^
zKc<-lIW>9Z#m&65Y@D-ey<K|Pp!4r^lz|8%qTUG9+jwUE{c>cL=QC$+cl+WI5F~!x
zo3^JeBAA2%)oiGKMxPhBc>t=6{2((RdH}iX&JH;^@Ypa5e_S3VrY?emMtH`fBAol#
zvXWvfq)JOOWEi!DsFWdwpsGFnz)0ppVrSGK$S5&3I74hK9Bg2*3q>OnigaUd&#n|Z
zt=}zZRa)*_u|eCs@k+6ejzyaI^QVT&n$zWE(No`o&EPL9u|)^3yX&p9k{jF!B2s)}
z)8g{ckedg=%-V05<1{wCLnrEdiU{-nROa((`X!Qy+o<SxS1e8r@R7|QM_;qAtIY?E
z4>~6=V+?i%vWN)@iG?^9SC#-xhL&<PF)7KB-l=5=vNqa7wpx-}bPs6?JMP#g2>k5y
zuFe({mJ=7n(M_h{&MAzgt8Y*OQkeM3cCiAeNsR#_+$V(m@KNbP2%)!{XgZ~Dt+}5b
zS1wfk;f_a<9?1dU?|~x-F#$xMQoX;4<dbm*(~$n&KumP4?zv0HV+>q^Kc2%%`1ccc
z5NGee(ByxQAiP_$26@Z$(4UScYQ}LM8g8zd!phS28n@fi*R{Sxsj7D1V0l6t7RJLY
zE1Sm8zdAGXGfp#!$ke8VGNxK?Dd_<2Q-vZl-qX|>0GWw1#YVbq9xu0kk14t;T5|0Z
z-?PnZr~)4Dk`^zBcr-s~Anu|C5O434sbOJ{LbA%w;eRpfP$=c+JF~J^>1I|VLn`iW
zZ$qVu>}<nrfuTpN1-Lxg{1E&^cY+y9VTc$YbG;x6J3i91zE1Q{3xKG(I*Oa}4koKO
z3Rr#zw8?&cN-P&CYjg4RdOw}*Dozu?SFqiNmM;s^eTs7bO+pouXYOu&IOp@rPhE+L
zUXX#7wjnb!lT}z)n1zRdQjm$ChJSL#_!`E3DM=g213^>xgqR>M8hWwR%={Ej$nI);
ztPhw^3A^4OZnY6QIB)<7HZ-(9TwKanw0Ztb#{`ILv>%nD1!SU2QaowR2Jp$oen?EJ
zP_3^}ITUfzHAvSo-x;#dEyO$wD3xW=XHo0!6uz?x3()g@nRMt#mcW$4_Ql6fQpkie
zfeoRu)dqoD-B}x<#Adnq_*{Z}(^9NVM)0_E)D+Yjqmg>mplqEtJVz=l4|Pv)lT%a_
z)~1);O!bdX^8#KTGTbGf0$N-*XFOikh9i>01_W|;cob>(Y-@i&<suLT$5K$_1ha+|
z(${R;;ej}&Rs`6{skxYd1|SFFx~05~oK$cK>L;hFrbzeNJ7Ku-j!cqR9R(@(@7C7R
z;#RUs3zt<nak%>x+B%I+PuD=qx}ZOb2(-8|ub`ctK}4`^OjE)uL#+C78YX0tK5ItK
zt~`k;^xy}L<EgjBCT+H){uDqht{`7ooln5$S^;6Ep(y>;+Su6MT`DQ+4U(yhad=wn
zWQ;Y{;A@ic&b|ni?h~wkfcUp8pxT3Ybxi?g4KB(-K{+-h!bA+9)s1eVf`X$h(mOrG
z!%O@he6h}EyW4v^yGJM!CcmNR*<}8HdjvEyROL_-69L~sroyZqA5}S}hOSgfSmB`3
z-En3lMXSvz78W`>HYRRHbbKldOFeD>z&CL?w-(+P9r67-^3*@v9sV1+FadD=1$%o~
zi3{`Gj>sg!PWP{?tFLz_4ywizX+n;#mt?v%?X4gddd5|&4V<U2+7URyc84@yqWkCt
zp5vFh2qWk=Xs7k8tSRXuz9ny2x?T;ffWzOS;$1)eWnJPZsJb_X6jTMg&bkC0aA;^a
zamtBl?7MHow1qsQugGmfI|J09K&`8msi(cSVki*;$w^tpj0A`jTXv=@wS~aTfXPQv
z_~`a>y^}(|y!_Z2uyDQiG^o3pAX@g+aC5qtuA2!Ows=e;OZ~--AZ!?yR;&_a>Mlww
z&PmXBwn>VPkGS+hPCDP58Q35OJ-6_=tY;UEmcEh8@99j~#LBz51QZw<;{N-kGS6Lm
z=R`^XPU3alzrBjv0sc8;5}*aAURt`suqMf0LAm8gKbrWOM&l=b0-iKBmmVZcb-KJl
z36uUVKQ>A~$nxb2J^k1IL-gd4(c18M|D+^VFCHF?8ZB;a!_ek_V+qFK5*Jh`Tw1By
zM-es(#xKm|^i0q{zKj0&oum^T733F|hPO7gPSD~ZfP{pDMRSRW!66WIE2m_#(CL4A
zIvqGZ?k6cfmfB)(;ri4kIm~h>(4~rgG<QALbR$WqNyCVjoUG1@moj{SMxZ*$ok}AT
z2OF_&ak71kk4Hp+LxPPBTRmDhSV<;KihHvB7cu$A6D8dGN44cox{#rFyCJhBSR?9$
zy1Iz5vNQ!%FI(Np26&R5x!L$#Bk_SCe!o-&E3+q_+B^DPJvX<G=tX}RZ%-#{V0vI}
zN509<LJMzRK+_)t5BuV>xCA~A(a_TV`QpS8T#TmzWw{NJF@)BMg`M~>QTf-;_3T!0
zK=7b~Xsx@m1sM>M=AbNX9T|m=gp`8d_jL>J@p0EVrKKr=YJdM94?ypaNNWdLKx=ae
ziB#7tI!y)98$!*lCimaGy!Hy<;An6fO_6dxZ8~)NasESj?M5AltAtTu{B<gkGs&3E
zQGh#*9Ko0h)H?tJojc$~^KJbN0MSoWix{FmL|z!qZC$SisXt%FDJlH=jXIZg0=P8@
zQV3FxPl}62kdSKFKlk{$6U#bVt~?zAIRHthmmtlBw>Rh>{q0yKfI2U76b(*8@syL7
zkqr-t2t~epaIWEDn~VId<5}s!0ZoYnmklBR*X8L6#=n;;&oJRv{2Zs#`Q&<0URJwR
zSZS(1T?IN1uHuhHE=qFd)de-_@vq<jBg~TEOBG@U`KU=M|FQEd0~2Ew?GAwL1=g9%
zrS5QRb#b$P*7bTDS(q`2NKz9CfR)ct7|ch7!kAL*MYsFLIQ!Jkt|zvILjE~mRVTs9
zT;IxK$JEHcB4%Ut?H1##)c2dojSPt<6xbdGN%s55$S{2%;!JS3jkKMaqMo+4ipFpI
z_>O{zva0;n?O_|f^Guq|UBY$iE>AtSs;Mh8Gl0KaRAj40&qhweNU^%Gur$;^*uPC@
zB*=StfvmPD&^<Li2n!?Lo432$V7V~8T4rIYTRWj!vCfQQgbj<2!6u|_EmEl}5?v7B
zY4SjD)a9qoO@C$8Jg=RuH{|MyJtipFvon}FaA3sQVR(_j%%lw#;#XX_TkDx4R7Vc~
zVQQ>UwWD^ara}Z4hP4mFh!X(Ij7>egc4ub5O3;3tE-2)9J*C|H5gRSkN6Vfz#-fFy
zIQ}<Ck}B5-m?GjPOl>mKf1zg_92%062@gZQt*m07{uir5^C7YCvvzs+=@uy>6n4+j
z++4%_uQ{S2hY&vvFV*D4Qr~#*^!6b?HQA#kx{@L<uT@tc%4&Y5cO_mb+;Y2^jLC(N
zm_d%m^D}?SmldpD@hvE9Zf^HzFYlT%PdA2u>rFj!x$i%f7lv;*z(JAF+%}9t9{1-9
z!Xs!C=j%F21VYnOZ-1Y*M45MJkmKuo#;8;l&wHz&77*Th5#ON#aEK4{s~Q6R1Lg(_
zXwpaH%t+#{CG(QK^tczc@Q1$ITvYbP_okLo6tba&Ciu3du8!XB<~B}7>k9J_8qB1*
zkqW;uS;sYRBf7-X!a9|ce8qUrv<!~=ze5)h5fU2u3E}qsy0*S*_D22hkE~kv7iT!*
zZ&iMu3T9mZOFeKqvFk0@%F7B&EUm4KOiT>)>~t&Y>x;8%bCb|{&;$rGN=ka#^^fs?
z2xqjGrli*;s=5rrft3<j*4!_*`+{^n7y)wLqpqIQwyEmLN<q~5??WqRUBj;&nQCgb
zbjS>JwYHT)-ROAuQ$I$zWoGZR29ueqol;u2IEo~{o_LM2J?kvlQ0SZt4Fy;FKN{{f
zLYs>n80P2E()NA}3UGaDS|m7|wol1^%}-}{jc@{q0$=DPCOg}Em{?c@p8>cx0l{ai
z!wX<qWoQ)}&lyFu`f;|>!Im{iry>Uh507hUffy1RJYv06?-BIw1HI|d_WJq;5=>)?
z2zM$Op$|d2y1J>v%*(y&FI1wXvd|N!X7U)MxdiXYMvnn8U4ast_2_q6?nD)v)QluN
zQ#Ft0$MLzHIB32zEjDl!9vo*NtaTuCcs68Wq3>t*5Q3_OXjN!?W*IlL9#yhyd9PWY
zNu31QX$hY5e`1C5hVG#FWH}ibS=sMW;US192)534)vE<*=}|DH@*Pvuac1x%77f=m
zWmdmi*FdkWAi*^)t<=-e?w%c$BKRAs85_K$<f_YiDj&@A=RI6>4BSMOUvsNjZk_Y<
zYr>2G{hk{H8l3CzH!Y|R^z~;2bU86;9)>vydvx`(t_40^!AH`Z+_d9b$sG^7Yai&-
z^rY#+znkoyMvvY@E#%YJGK3xKJMgAG^D77Ci2J&05%QXpX7dYd;1IUsxsJ2dG^WG^
zEXZcc>1M`>fZ^IwQlz`IP2;oww|=TT5l*0oUT7Hz_qg1mPGGiY@-|;j?7B1iiLblm
zAJ}C7cz=KE?CflBZ|nHj(3y+^bj5bYhW45Uc^@U>GypBiPbw@-=ii%$MFxJcvRs4i
z?lIWj?xyrzg#fqAHVjFBy1KHf*-?+09zU0sqtI0L9Nq`+<p&BFjbyzQWcRH5)Ll~m
zY@G%9Vv&T8j=DuPt>9=x4w$VlTH4n+eigwR9<BC=;C1gjA8^Lq1{Hw4hTiuBp=E;~
zJ|Ra%h63u?u&79&=8b%F?bN`*v*6hA3M-23st3qk`d4OF)&yx=&atc>zQljlcx91*
zlfc56K%{kR+We<Ot|*PL#AM#$jK9>_1TS7d?FXWy<RI^z=^0kA2&xVT9QMMrK1#>r
zXRw=J>a1R@DJ{?{B1opQLXt}s&f6Yq?}cYAE;3kHHroH}-*y#WnM~kRqzMZAetMlF
zUCqy}d5SXiy>!d(?ORz8rlO;o+}PlmoayRX?k3~Ax=K`g6q$?onlBQ~sGlaf@+6TD
z^S&W_c})d5e^^;ZPxs0E5521qlc1K8q)ta+ZFYCcb8~2DYwo0iDu<R97pye7o~Jbl
z#Q<{INCjm<c{@M?T%)97qb(@K(7Rdgo<4D${+QhV`)~?rcr$7{mIWB}bOfB=ZSRtm
zEaHV})4a4gLUv`ThPz@ODR|r@0YB3T^m!5fjRR>+Sd317Oz7wr#dg)(0NeGBj|Q9M
zsc<!wT#2AES#oj=1blpPWh*f;hK9{ef8XWh@%Q)0`{UI{H61qt11oHGMK(_%R5@<q
zWdp*&VzYBW-JN|Ltc(QZ>B%K7klp)p#9qUPSoB-%{hHG8eUjK+TFC@%g<Kk;Rch+8
z%hBZ0tNd4oi2HBlJ;e@t%R>cGbhUP)cPv#9so(CB;xCSJ1r43JZNa8QhH)r-7@x6x
zQ<AE`lYJ*#`70rjn*emHfYbxgG2Mg|k~6nJX3iHDW}s@{(=+xL_21|Tm9sb#6Eue=
z&q8Noc=+~n<apN30j@R3{o#ZK`+6X%B7>26Ed|z+yS^OM?(F!yYN}-Nl5t1>dh#s0
z+^q2>Q@%p36qE(XZ}F(#Kes2pHbrM9{D6J>=<5s@-74g<{hA<Wq+}hI5?K|Jruxmr
zT;1a2vg#@(CK3^dOg1g0pCNw!+}#RFg}FzXm0y%qQ5xwas>DYJ$0+_<SchC}t*X3!
zS1rbT)Oowyn%n8?1J@MDlbWCYt+qc{ZgL1BZ04uW6>i+j2cE9BYZTNXa-zt#m_pC<
zu+#hx_ph%(9kKL8ryHznJFG5Hgi<`NE}P--QapRR30(K58#Wij#A)htORl@K$vZo5
zj!jEb>GS{GxZ-njzXiCuxLz$wL7y7LX3wLFA-Op>co){*b}!f8`|Ws-&7pN@^8rKy
zx2MDRH$q(bGy>~FO|2&9yVKpR{d82sfa?PPn~GGMpQdjz!TbEKR$>p&BjJ?OoB57f
z^THEea_>A+JnEIapw@{I6i0slZ{PZiu&^2cv9j+^I)46~>@p9-?b8rUctRxm9rrU!
zWM|8S7z~Wv-Ge<UfGX`b!LM$-Fz)dWH64g=(bGT8F_l3Z9K1_%OWUG!_p~@yXz{vk
z>uQa^?X{@V&_;P1Cj5AJz!CG>Bl&!{dT_J<iz+kD>#Bb2LNDW+jH%b9H{{2|iflM9
zR)p-aX=;*xX>9CqWSg<EoTv9#_5OZV&OlW7-NN2M|I6~q`AQZe0|PnL;K-N{6H5S^
zMrotc%HZ(SNDm7q8(TqkRnf)aZ1){-iJINa&)&ikqexfVxr80`^)vGiySBSecZ>Xh
z*ooJljM(vgFA+_MSklLb4i5I}&8gCF$BQ&lJbfa~2#c#lXp6TIk;9Bu)+D?j&p)LV
zBv;^i34sJ7L+VFZ7}v$cFd03`*6&UY^)Y!h1&PAC94*;JMJATd&vyy(9gh@WLpvHO
zv_b044kyQ>y}i1!Ti0)dHE{(&CmJmaLtb+HN0y#luQ>a)!(J~dG{(pz1Bf<JKHq}@
zL+tM#8rJ{ybd~{8bZ;A{Ta=cR?(SA#DP<9)B&9=kVd;_(>5xV`RzN@ySQ>+drKLMX
zx<QeC&-4HAex7A!IXiRaocq46-?eKf0mt_6K->H4n!`b%sja=CKd0j1BU5@dIF*ba
zp%sfo5YwK8x$orZ+XZcO$p@b&FU<gjG*D%FweRBdz@wme=veRcNPgu~YmKlJV9*&E
zBd(SzPkXiR>o-d2-R20e%VxhCc4hq(thXF=br0K;B4Lp76yU3fV>O<ldCOtr6SEFZ
z+j}%rNjav5CesU33nqFQS#+yTaJwdoY92w}j^55b7Qt}&teg$)u%Wi2jEvOK9RMVz
z_^?UcdPQ}petWif+MAH>DrD9w?zgVtV|){DYBU_5aGowHbsHd61*VsTvmEB4#+!WT
za<%YB0%<I{G$<yS2#=-=$K<};SzKkM`3-Bwe<7~@pFa<LCK9u@!Cv6!KdVpuz0Mwv
zgL5Gx6Foyk{-jSiATlYfmdjF1l2fMf8_EuGy|%Y#^!QO0nOoGKbD{hSd9!bRb_dtd
ztE*F?*Yu4*xumdQ@a8}?Q@JYqhj%aGv#KT6A2$(%;jFNK&>$r;5htDtf!Fgs2a6!u
zX@{ORDI@chj)|^;p>84>J<XQ2wv8S{2W(LpyITl8zjhX=4AhtWWs_3-Y#<x&eeUDn
ztL_oDh=r0@0q1MSL}-yJGnwF%pM`%z*XU0@9Msh3Prg_bO)Gm!TK&j89V&rl7f_OQ
za0)$cEhue@t3$?=^tfQ_$;tV&Mn(OrtH=rM=*anY_V1^#P$YIq3tfRW4X}W(uUc&~
zpLH-9m1niEqzyIA6b&NRF7rO>jZ5VvD&Ama7bQFb{q(?U-^d2CFCw)CU%&tGw=I(R
z^P9MTvseifJ4~c8bJK$zEN$C#&W)8ajWAi<c>MhA{+Q1J>7H56_jjypHYs}JV`5_z
zDK?#Nu5<YB#jnJO(-N{^f>d}`%tH*JtdVk;dFNF~{C4y<KrvSS&rR^-=72`=?<dfx
z`q2Wq4IK-EgWH|ozfVSYto(UPL8-sseajz68vUO03~ImZ66(>-TvF@d?$*f%OBQ|l
zblzucC$r7M|H(^FPczZ#qJQWuoySH}yVxz4at%CBpJBK1wDoqXvUjynyo)q#*c0(M
zJ0c>8jfXxR8RCKODacBC{F?O`8!_B2@&WP-la>IF)t$ZBzT<cBN>!_uta(o?*_6N2
zhwl1aX8xXDf?(C8I8cBTAff@H*DNbiWJ8vIRA9HIrnW)Kgn5f7m1Y3|5*AKT_O9OU
z;f;{D?;Cmyah-VF$XMDqxsssdJmxUCH$(OL5dnsm{|kR@ZBT)4U#0LkKWr_54Q>P~
z^58Bng_7U2FNR<6)sAy%GaXb_4SC?{pva?fSSj^vd+B#_uYwF?z$_W&3!X|+sBi1r
zV2WS&XVz&bDN|m|;LV6jq7XQ+2-WUxF3xtjPO|p)5U8o%&EnjS>F;9Z?9fDLD5dDA
ztyP(`{pP{yBdpoMMN1F2<DtvVl<C9A;unhpTp>gBMw<?wxU}Our>8b$$fAD2$!BJw
z_aKtP3YVLY&$p)U`0L5QzA(e(i=IXz)SeR0DkV1imBxQ`WBAvGx0%h~9iBjZVb<=V
z-^3VbXxD%JdhP7e;5tGI-I>y};>~9GOCVQE<4rr$+>9Tgrp{IJ8<dfxJpaULn}2OM
zc`GS>890)Bb|65o6${7#W-ZczCtEdze`CsvzPDMS+z{0sK;YCoOOS(uJa~ssSq@>^
zP9T>?)?VQI4@<=CaH{o;z)lDVh@YW(oSn8AF*sxwWHX4mp8)lOwepREJcEE%+#l~!
z_%g51J)?30R*_tTWQc<G0&1jxa#DbwS5#4g544O*itF!Y2Ajht8<%e|_(h{px3}G=
zlij9`G+zdXweo2nF&$J6j1Z@XBxlPbNMa&mvtuJ;-=)0E{geUG3uC+Ck>>)VWKyDc
z+mK0!idMIlwbX;W2%6W1V-q_V-IW#%#(fLDzFvr12U|c_2d>?l%K#rIn4WHO8ad6f
zWlE`f8b)!QW44U+1s+7L>r==%&?J9$ek|<<R_p!!yAtHl4ISa%Zjb+rNAjJ!SbX)q
zxSk#7>Q%oC$a)5xUbD@9m>;gMvD&-<^8iDB)_Ar#CsC4ryKz~#xc1_c(D=0GGR)rk
z5;L0>`66cCXJ53=-3t?DZ?^$@B^$t3)En`yMRtB~dU_e4T`IUwu_cXt*cK9b;=fkp
z?0o~AxwRK4(UTay-Ca4ngy%V}H77@ZE;r*+&W?Y5?i~mj+MV7I)XG(qP!#<+Z<3c~
zJ%Y`#go}d{hNIdxvH(PyU`0jhFqg;^4NB~A&(Kc{sJ@d-s1lj36Ngu>0;jiyg_Y(k
zM|YY56;-hec#zuj-v8aW^7O3JZ-ga%NT;NrAfqgp+P21UV;9h$cd*%{rlh7$NlnVr
zdueFCI3XkNdA(5oIrh0lpszY>3Q!>h-|Ss{ES?9V#?0K@OnDJS$+6|R7rFG*CGGdx
za2}cKn`xOrw6ydee1Wa5vG1@g-8>h)P;xjW-pF2w-n<gYMp}=VivKwqGRMODg?hHT
zV`4&2?;L{~`}IzN5jJ#I4^pbBC~Y~qRaL|P7w9QNP$60;>wh!D#K#AU$t$H{brTiW
z$^9`cB?rUrfWdN;`ar?L@9YfxZVBm!%iq5vF8cQ_YV|&Gz5h>LF)>Na*%Cm^Mltk4
zbfQ>!47HYw41I&OV7BM)f1f8fUF5%MKyWckF**UWI=ZLrGc1Qe{u+ry^_$?~86FfC
z_Td8KJvR2D`8}#xW4CrD$p+3AlQuZe+<>xv6hS*&e}MtgA-Fzj+2dqw{d$+`0VQpA
zPEMw&j){rE^4Oe=u>V=t;P20;#El0FKfHd;U0?qu-Ygl(lT~zs*_Jj|eg9G?F7VPO
zGNd4*s3<2Cbs}jHzyG?Nm*^>qyaQPvXl*n7s^nU8Lk6s4M5L3l8?N;wkMn0!m&%<i
zEeU7&D-L%+Jkw6O&`3XC(D)Q-bu-{z-(X7;hCoFPq+_kEVS8KD4=HIsB<Em;%G%Zz
zdmzrXy3UF}8@Vn;z${vcW^yv|v`_!dpmm<Rn!+{R+)J|}LO@5msNy<Zpuc=41ZwA}
z+E(&Vi;f`R(Y5gpBzT`$W|9VFhzW}omcrbtRV3|F>q+iaDzLGN_Rj;vIg^6)ghg(4
z_Cvr)gcp7MQdq&wM?Au(8umnYsIz-G#-o6fpkN~ySvxQ{)GNi#D<UF6;qt!hOO@;P
z*1nwYS=ajd*<kqT=E#WF^LIPfUB@*5s_^4rBfTYgZ_g3mi563YN2a-QzP`?TcWZxi
za@25I-yk)ajBEwO7>~U&L!L{u%E~MCIMudu=C!pC4+&w-EY!H>$NT657~^>o8`pCN
z#W8b0zJIV~Z&&Zym^EkU2kMHzWx%2oq_{FUbF^nj4@FBn)r@`{AL;PK*Nh*L1E3RB
z5|e+R@Jhx&e08<n9xhH!Z5^YIcm}$?-9snm@^Zo9s5mzx?C$2Kg>->=AHat{kdl&+
zl9+X_HnsVTst6-^EX4J-km<&3i;pinkzbIe%M;B>`rOjt*9HYy(p<Tnqvbv=Z5r;Z
zJmzdgA5a$~B&DX8%gW0ENQHxim7kj(-8(Qaq}gS4Nyha}n~~tJsE_9faE?bk>q8Im
za0?23E{DS$U&9YUO0zTp9I>_XB>0sp2>JDZt14Nk#kE#3wH8FBE>KI<=U!f&o60mv
ze{GgFF+Q9gADiRl6J+o2gsw0YOe?=K&LpiO848hQ41Wtlp(vVt!^4XkLf(w`v&oCs
z*TEfqVS6j>QzvI}+>fLi%Zib#LToHNq_dR3Q?<IrY?+BKg`>%xAA((9Tj%}f{{2`y
zUB(F&j&8d&iAeyIhe9!a{(V0@{QhslRQg8AB><cwb0#JnU$Ifp27z2nKPmwM5MgdA
z)w;4${qu>CD;EfU6tFWEVbKk885Vd3Zo!5`ZI=9tJg6iqS3+W9YVzgM_w)m+)onZG
zWynkgdNA(TLs(*R{Kaeuvw$FG!Wga-%vu;bs-K*7l4t>FAk%7}J8n5h4)8g@-l1d3
z7N~^7AAs*OH3e93bLDFb6B8OEH=JV~$PRMT#{HSM)!U2@De34Sb{<@o6qJx0`4jLZ
zct!j4N16!_s)|sWE9+#G$vQJ%K09xaGo&UO&5w>QFOTZ#W#lkyI61?RAAfj#&PmOX
zwoGXl&dH^UzYO|xf3K}dc1F7C>PkggPt1cD1bOxk6z*13VlF$sPJC5f&byKqeijym
zcuvgYXQ9L+BGbM9)ti2<sRb9p5pu2-^PUh<j}rem$IHgYJ~%M+{lk*VB@r|QaJ*w9
z_<W;bdms|Z+Pxh7&HU9r08liT6c?YGpmgX_!*6=|kk0Y53wT#Pz)yRy_w^Lv?%{6P
z-8~(&5cH;Q2e!GrO+%agFh4Ji*huq3YPx~Gew#t~Z#$0ewi9A^6qrfbl+EM^4gOt(
zLyFkf^~Jr;vt%zXA)GYp>FHFPwp?K?ei^$?+`JmmCxjjz`uf+KQvc0iR=Z1GarSDp
z)*#|XhUU>D4QUDSKm2An*vN7BQzD>}9Q&mlssKOV-G0qG0GzC`Z($S%@f#a!?A2?X
ztSgyo2@%0nvUBsk7ZL0bPR>sbwj00MeAA!s#u6pvelMdfBTTX)10(?Z`3szX;i|>O
zlnwjh!gZe5OR}vc<;9iFEwVx)!f3a<19-V8dB-(Y&WWkwPxg<XMkp~=n;DIp@Rm<I
zIs|HALAG6)WfCBeV~&N?^T5dV3mN+PK<MhGrNyKlC?Tzp`jXAfv%a%OT|d#!ClI%R
zUl8rH!#((rKTR_eb!U5K7!E*v<3?D$h77&#SlFvOEBd#EMq_|}8P&lEY=_>Y2{)4c
zx1mveL*tY_4Ld%r9OKNrav@zS5mF0Wnf|%p%Vt@y{(%jUWM@j*R6j&>a!2^$bgeg*
z9f&s6xSuA3&1+Fmd<^|A&p3GIbFlD*n~x3iCnb3ZF{ruBM#HomMs6Ts*wPIS+q05P
zK}qd3$C`aknZ~m+%@_J$8X5i%7x^^qJqht2_j*I1FAvhwQZv!@`cRluul~~awbQeK
zmBQ77;hlx8hpwh7&_9)^Q0tCw3^0-E#%k^J>{lse&M3>8m!*43%+(%lC$So?v&bL4
zGhI{NT*BP!;?grCoui{;jtLPZG2iOyq)SJw7;#>E3bK+_##a<x7FL|lMSUH4Wc1R%
z=?WLprQXZ-LA(}K`vBXrgoC52TOG&$Le3<{&Heb4h$t#*pr5;}Jz<NHHcfYFNkrCd
z?Z{DG_4Vth)1ZBYr|#sep>O0Dp5DJ5-(>-B^toZE2&#GoAx)RP0HV;q+q@+}i=V;F
zY*ArhAqNH>BJpu9gXyJ`M>dAx{KMoaP~)m57rvOFcYBPa*a+JtPSSQ^!en_np|Hur
z!&5c^4<{rXT~%to&3oSv5GK?9>xd23@g4sv4*m@zn`&RbX5{VV-X8aT4|9ck|6(4j
zY^?HrWLy}Zy*7#Sw2z1;yziqz5fuU@wFrX_DYS4>|D}gzW$urU>Kp2&rYDA_q!DB@
z!1iFi`W(^M6y2`m26;h>9ZNmqkJ-gpB?Vc?zGx`}f@)MkLNp2Ky)%^0f<PO{1m@u8
z=4NH#`l@Q)8?__FCnrmqpOcfZRW;QA{-o~b{AXSv4qo;yE)D+qmn6>}PCwUp35bi~
z3C80DrKG%zHPTQv(>7MINoWu9@ZjTn_Dqi=5StNdfXiVF40kLm5`e?h+|)FKfQYkI
zHeRGWYe7G{!UvIJ3K)5-NeI4sbu(M&s3YcJp+{UQb{yW4q=JfqN-Utl?AKgLkZrL_
zR#rSD(AoPu{?X%^#B7>f8@Odb4fKUca(;exu+a8nGft2I_n|S_Rm72D4*|AFv#Z4{
zx`fS@{jcTDx3=jYf<)Z?rDhd#RV70cWe5SXZ=iDs&;{66j<=3py$y#L(?`X7937ny
zft1qwgwZ4<q{K(($0s$5uHSIiv2_koB8{GCXlT7)BJzFrW?W2MzO1_Chx69amZK2s
zU#D8v<@c2+)LIADn`<+NyUzOiV0PNh&^CT$V`XKJr^Gn&6i}@ZC&UDr=ziYvQs>wE
z7$s#TE%4ZHbzx21-y$&4>l?NXHa4A>x^b<coS9*RlaIgf37|aO{vwXu-Ot^;YZsjh
zdOC3|2w@>mLEEy=)lGHC(3tcu(b1Iw2*)?xntnFwu0B4_s^0c-Rh2cP+IBKBZe&Wj
z+Ae`(bm11Cg6+K1qiMkmNWSv^^~%t{@a}H*-;|9o1H1+UT_s?^)`Gkwi11)?5!5D?
zJo4tI*8f-aPec?ckdPDiMIo=eLe3N6pPZ6?v@aFMO-V$2ijU^ZFNlf?i%VW>VD!H_
zpKrm(?JfCDr9T0jAybqkB@kcZL$SFsRv{rwQSBfXtZ-$A)7_J7+kST9n2P{OGFwP@
zaS*zsBDGX_%pKqH#cbDVW@cyK`m2ajifB}g=4#(|R>W#jnUkQ)lxwTqlS197Tk-|z
zL9VdsvZAMUV#3_A9}B9H4K;;@Ey4m4WAjtK`F|yG{WL{@!ISCzpM*1}v1z-Id|`27
zx>%K`UXrDUm@AYI$Ws!N)05JYlG1Tj84{!8m@upQ`r5T^?YaxX!-KpSa<v#E?jQz-
z7O%Jj1a9+Pe=L4;qF9(9z2@{KV;-nh<*+LZIbXuY-&?@OW=#<ViP-~BpAn0#t%WYE
z2$NgtJtg@EwfLJEd-mpZ*FA@MPmnkkDI7(_wZITX(ApVJ%ZjvagQ#L;U;)djyxC6&
zRP9?)g4k}Coo(|wDv^g{o87K;;fU1nl)J;boB0h_+EHl+Iu*#wI>iGJji#%=SW@qh
zAKv^<-SP=U+5fenwu`s7$s6CMgp}r63xNmYEZLx8T0>~-uXUI8jnlnCOrkp!5Aovp
zB$>2~RTppv(>!=kP@HLI#=wxM6~#&Sork0xer=MeUFaf)+@~)|oSVO+hj>On<G97~
zwvF6W(rh&~ZPx><qQN@HNaqPe%ia1Z;Ge(H%4lu<9N))e4n>zVB}QR9%KiaNMZtE2
zT>nHQy5o8*6BWtRpn`%;_{2&SRw?HJl7xv+N{^X4U*{YMl4o9L`OD{Dt+#*o?IWQ4
zFDWVKi%>j7v-(EUQ_HS4`)gp|@rxA;i#a<$Tq&1yhVsGM=GY_`m<Ndja>9X707I3C
z?`>}UJ8T!v)wL4ZxZlhf9`36%Gf@@NSj;J-8>i**ca^{GZ_bw`;r2j-cb-B}0b>AL
z-B9bXF{1gpy1x%iWn}#?Bg0g?d$`y+x_TgymjO-lS+tJMpW)%Km?(l{H{O0AdgiqW
zz`^Ur>X2m}jR6Y1$R!F9(k;Q+=sj2kY!Aa+oU}89nz~8l0-lU#>+U@q?0PHLiI<Hd
zsm&A=#6l?J%UNXOxVmz1KtoPOMgJi&@c}&<_1fX~x~&tk(I#?-+Su4vRWswmhj&+s
zxkFWB6>wc{c~We7y7y?jQ*B8M?mZN?1K};Ct#)-3hk-8Ey6Y&V)W4%uQ>W?sFW2Qa
zS1OWzxHyoa_1^|{e?jSUb7PZ+8n~Y`Qd3hOFw$)uuG-qck*&|5=Eh1UYRXzK^%E0l
zMkK-0_*qM?FVzCf;}bu9y&3W}m~YVp((-(y2{x*QfDJQ=)~Ww9?kcxrakz6?)hYtN
zO<Jae;GKBW(;7ElhKKiZeEQ^21UyF&5N+BrmzjAuU#sGEMeWDq)K&uYIrpU;?t_0w
zv{a8f_a!w6Usi6^YS=vu-V||hLL5VFai)Qe7%OY5IZaa;jZ5hL<;g$GZE#WHngX5t
zS;{m+{e>US%Zkt1>>t{SDX>XMi12pxPESrv3_ekJ&MpT}ni<KG?8fTKL*#kl4>fTX
z$HlohEol<G&KL)5#BJM4<C=&3q>(*hg^;evRfgYmb~aoacj-fVdUt<@IMvj`pbUE~
z$3z6tecXJ``w|jfM})Dl&j)zWBO`rit@otIf881+XRAI{enBF+Bdd9Ogn-Ll7Zf1)
zB&6BD5#u_nxV@Cm`%}AmjNoN@r&3d05cX;K=aPRs<U+uRed<6U@YF{Qk1o4H;|CAB
zAc$S=Z0i`~5SCQ<SWwY|LW)0rtROfz-#glY$bZkNf0de)NKQdTy-BmOu@(o)XH>mj
z{l+3BmiTnHwQnC=X4Jf-q~JZn^y>J~Fm)r9!x9>nel<T77dIFJ6@Q<WhHl56Nu6(i
z&ZB##*!VfBs!@gY&1DUB;&Lp51M}^JZHNyoF-T-ZT~kp;>4R2+M?zd8Z-+Og<2Ge<
zDe=NNS8AmB`Iu6l_%e{a>->mtq)ZRbWU=<M@#=Q%$<tb0?5fV(k*e`+<E&z~)bpAb
zWHWUhIVuXhE-%?gFKJ0e?G=HxySiB5JM*3X5GW6zSddwf1t}?NuPf7od!W(cRem0s
zx>${+@#sU6tf<a49cg}I(xI?Xl)vx&jZEiO5B>PAt9_}#pRP#EY+tOS>`?1Os7-)e
z{#M)xs)VUj(8xSDpZwt7^@c?tyuR|}L^OFV%IqEYeSDe#ad3rM48KF3z$9I{m%_dz
zVtC=!J%yPytPS54#Lay~w|!~|m-zl2B2F>WpbT#rC$<xZ7CA{tgKGThy%yQjd)2P8
zvYw8y1-@a>`t$cd#~}1+-5T>EC1qH)xeOn8moMVVRk&fix&QTR3qEXbk1fW(CA~EH
z08xu4ntl;*%^5v*BNZ{EHOLM2;MILYT+B~x#vco|e)-`FvtFBNpGrr?alZ<KR>EUY
zs26M2)<@o-2p-{c$$f9VNc*5t=f!s)V0!Ukm9S3YD?BDFb|-VTlb(^*MHZji+-TbB
z=-WZg*3v!6H1nRsp>K1Sw>H4<^ayk?2BOaX)I2Wu^r;xhUE2->JQ!T~>W{&2$gYNQ
zB{@fZFpF%B#Fd2Kzm$a!-khWD+s|3<q<%HV(Sx11+wn;>x|I7+994TB-&a|-OD|W`
zUXswbc&pHo)lVcUnv4k5*U-s`&5vwT0&8?10SIma<Vw3_QjvYfMf~K@Adp1~*R|bM
zr$8H!rPkM1sgmcAMP;t=-?T}(7Nd%9*16GA^s#!K@(S=cpWRXwTvtNf(l&Nx=C)3?
zu1Cn_=XX0FWu36~!@4BKdZ;{2P#0G{BYml)O=Q_UoZJ)5emESIzbCzhhRi}Kh>3Pu
zF7f^63&YGn&|v-O7jwYBXb<mX)nO#bE1@`!^=#E_3?@9?O@%It3X55-j8eFZcHJY_
zHcm6w8Dry>_})}fSW{SD%B(Oq($}XI-1{CLGnRZ5`bn7bdVRyLyLN0-YWr_hzfG%^
zwPl-dErzrcEC$^VpSOcqZ&IXX8R{D>>%1bIJ@avwod2rgoJ}4NRRXA83vCyMEM<oj
zmpfMZAt^DK+DGH+hlc!lZ9VOMeC#}BrG<^tgEGRhvI33OrQA{qRDy47MP@%17FICh
zR{6f5=|Omqo0(~V)}H5;(ZtK$R43oZxtKU!iLNN}S(&DP-CgS|FJRA%f?JQ8x{8Xz
zN=q$;)WyVXt>SWUDucUv2ZjdXdH71Mpe;Agcq=4`{Ni7QWRi7<sjjZn;mgT!RTUJ3
zb^P7`8dm|jL)a?HDk|4E3XB3I_s$*5xd#T?iob;Fw?FsRUYq41T67)Te}%<`5u1N!
zs>V-D6sda6X{q;8Be}n%HswPwLc_5-zcun*_m9A@5)CeCDQYI!=oh3Gg1|!})3RJN
z|Dn;#ckLo+Y_guPyCbfn4O16OP7Yt{aefqVm1Yeq5_<&DNZr3L#pPfs_E90Au7M|%
z*POEKUBL<$jht>!uJZIm$$TsOYLUBLZDu&_yB^l}DQG;Z4OP3Mv<aV`LkW@E>bg2%
z38|^&kIgCoA8)A4V9~wu>({T<wRPLx$eTzZx5C;Bhekm)HG6R}Y87**uJ-OeHb7jd
zECq0dfP`BMZ0x}A3UZSMfc;j?uEf|i!Z+C2-P;YY-!Xw2g}c<_`>&iBvokUu8tWq9
zB$&Ls?#C}?Cnn}9oeNwEW+$d}7E8GK?wMv|DPx&|>aW?}-rmgbyDd`k+@aQxa8Xug
zqB1P0J%&9qfJ#Naa5rrzEq8J{m?<nS147BrZ*e#|bCfH;HrMgLq~$(gpSg}4pa!d&
z@%c}7&*<&N>7W$XIQ6npLRBGAO?7qOIt)wyHG9Q|@-u+sgfXSJ!z1l|18TNx)$-Sn
z{|#0HJF-G?W)S0$gav`BtpPmq(-Y#Dn5buHjXv~~_UB*&Mh0oi{s0;xDJf~OAw9i1
zXj`K1|2-@`xz4GYz9R4XIWc>@O49~MxVYJQ`FWqxNB`PXt=pBBk(MDuP)TAFl2H`?
zcY6(xWIoHYwzgKXlG6V+D^oD@3FGb@Mnp)YEV(*|?ILL?sck4v@waxqxE7q9F?W}e
zp3|P%L?<#dKT+EPT%b4Mp^%VS6>cLFXdBg#5jYN>v7-*-71`7qgE=zMai}zjEW*f$
z9Twj$*=T)*xkubV?(PUT1V#ekOt+=TYH-9IUGC81z?Nq1_(3avM-sG5VZlBA=|U4x
zv_SKN=I5p7eNcAyl@PsdYZ1re08h#7zpgwJ(^hZZ+ghvDtO-|C4`|-oi((R3C+`n(
zul_aL6jf2-NJ^Py>=-`Gxp-@i2t_l+bck3L$TRX`@<bP4%9c5j8%O7~<*#An@XyUr
zispiW*zGGKdei<EX(nQ2FHilZ)28q}tHE|keEE6b)2`JTn2to8W`N!C$nmR>wHHQ+
z?A?i1k1AeQ7gRf<IfGOVQ#8h}Y<pJ;r74rbXY)=7bq`Da8!*4zAKDa_%z6h3Gw~gk
z8N$+N&fSDr+wN84nhGs$>Z`k>p$SjPyQe`ZoIWH%?T-m4Xu94h=loGOsf(f$AdOZ1
z$nGCd`qg?1HnzX)a{r(=O621zgZ#e;m^{V-`89^EwXkGx`5h6sPc6OlU%Va)?Lm$@
z%3nuxe_Y+G(SV?dqW>F%RFRJm3=9k-O^A}dwCSh6k?F+neV@Y7htv!d=}IQ7tmX7-
zH(vkER-Ix$i^=ijpp-=6_8rKd<j7U4KxcwF+y5QgqcCVDP0}k$G{U3)AX#u7AFzCj
zxVpnUlWVBtz;?O<myq{Ved(#<3WwXdcw#VX!mS+am>uj~?A)z9?QEH?{g_qtbePp0
zT|GQKY}}m?p3K~~cHT}lb_xgt+}+BDhX^TJ%L&dy_TPD)>Zqy<sJOyh-8~RiHg*^y
w4{;EA;2`b)AJnsgBVbN04g&U8HlE;P7$UwRJs&quz=tq2Rka~slr2O555+{jfB*mh

diff --git a/doc/tutorials/02-charged_system/scripts/nacl.py b/doc/tutorials/02-charged_system/scripts/nacl.py
deleted file mode 100644
index 38c840bc26f..00000000000
--- a/doc/tutorials/02-charged_system/scripts/nacl.py
+++ /dev/null
@@ -1,158 +0,0 @@
-#
-# Copyright (C) 2010-2019 The ESPResSo project
-# Copyright (C) 2002,2003,2004,2005,2006,2007,2008,2009,2010
-#   Max-Planck-Institute for Polymer Research, Theory Group
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-#
-import espressomd
-from espressomd import assert_features, electrostatics
-from espressomd.observables import RDF
-from espressomd.accumulators import MeanVarianceCalculator
-import numpy
-
-assert_features(["ELECTROSTATICS", "WCA"])
-
-print("\n--->Setup system")
-
-# System parameters
-n_part = 200
-n_ionpairs = n_part / 2
-density = 0.5
-time_step = 0.01
-temp = 1.0
-gamma = 1.0
-l_bjerrum = 7.0
-
-num_steps_equilibration = 1000
-num_configs = 100
-integ_steps_per_config = 1000
-
-# Particle parameters
-types = {"Anion": 0, "Cation": 1}
-numbers = {"Anion": n_ionpairs, "Cation": n_ionpairs}
-charges = {"Anion": -1.0, "Cation": 1.0}
-wca_sigmas = {"Anion": 1.0, "Cation": 1.0}
-wca_epsilons = {"Anion": 1.0, "Cation": 1.0}
-
-# Setup System
-box_l = (n_part / density)**(1. / 3.)
-system = espressomd.System(box_l=[box_l] * 3)
-system.periodicity = [True, True, True]
-system.time_step = time_step
-system.cell_system.skin = 0.3
-
-# Place particles
-for i in range(int(n_ionpairs)):
-    system.part.add(id=len(system.part), type=types["Anion"],
-                    pos=numpy.random.random(3) * box_l, q=charges["Anion"])
-for i in range(int(n_ionpairs)):
-    system.part.add(id=len(system.part), type=types["Cation"],
-                    pos=numpy.random.random(3) * box_l, q=charges["Cation"])
-
-
-def combination_rule_epsilon(rule, eps1, eps2):
-    if rule == "Lorentz":
-        return (eps1 * eps2)**0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-def combination_rule_sigma(rule, sig1, sig2):
-    if rule == "Berthelot":
-        return (sig1 + sig2) * 0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-# Lennard-Jones interactions parameters
-for s in [["Anion", "Cation"], ["Anion", "Anion"], ["Cation", "Cation"]]:
-    wca_sig = combination_rule_sigma(
-        "Berthelot", wca_sigmas[s[0]], wca_sigmas[s[1]])
-    wca_eps = combination_rule_epsilon(
-        "Lorentz", wca_epsilons[s[0]], wca_epsilons[s[1]])
-
-    system.non_bonded_inter[types[s[0]], types[s[1]]].wca.set_params(
-        epsilon=wca_eps, sigma=wca_sig)
-
-
-print("\n--->WCA Equilibration")
-min_sigma = min(wca_sigmas.values())
-max_sigma = max(wca_sigmas.values())
-min_dist = 0.0
-
-system.integrator.set_steepest_descent(f_max=0, gamma=10,
-                                       max_displacement=min_sigma * 0.01)
-
-while min_dist < max_sigma:
-    min_dist = system.analysis.min_dist()
-    system.integrator.run(10)
-
-system.integrator.set_vv()
-
-# Set thermostat
-system.thermostat.set_langevin(kT=temp, gamma=gamma, seed=42)
-
-print("\n--->Tuning Electrostatics")
-p3m = electrostatics.P3M(prefactor=l_bjerrum, accuracy=1e-3)
-system.actors.add(p3m)
-
-print("\n--->Temperature Equilibration")
-system.time = 0.0
-for i in range(int(num_steps_equilibration / 100)):
-    temp_measured = system.analysis.energy()['kinetic'] / ((3. / 2.) * n_part)
-    print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-          .format(system.time, system.analysis.energy()['total'],
-                  system.analysis.energy()['coulomb'], temp_measured))
-    system.integrator.run(100)
-
-print("\n--->Analysis setup")
-# Calculate the averaged rdfs
-rdf_bins = 100
-r_min = 0.0
-r_max = system.box_l[0] / 2.0
-pids_anion = system.part.select(type=types["Anion"]).id
-pids_cation = system.part.select(type=types["Cation"]).id
-rdf_00_obs = RDF(ids1=pids_anion, ids2=pids_anion, min_r=r_min, max_r=r_max,
-                 n_r_bins=rdf_bins)
-rdf_01_obs = RDF(ids1=pids_anion, ids2=pids_cation, min_r=r_min, max_r=r_max,
-                 n_r_bins=rdf_bins)
-rdf_00_acc = MeanVarianceCalculator(
-    obs=rdf_00_obs, delta_N=integ_steps_per_config)
-rdf_01_acc = MeanVarianceCalculator(
-    obs=rdf_01_obs, delta_N=integ_steps_per_config)
-system.auto_update_accumulators.add(rdf_00_acc)
-system.auto_update_accumulators.add(rdf_01_acc)
-
-print("\n--->Integration")
-system.time = 0.0
-temp_measured = []
-for i in range(num_configs):
-    temp_measured.append(system.analysis.energy()['kinetic']
-                         / ((3.0 / 2.0) * n_part))
-    print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-          .format(system.time, system.analysis.energy()['total'],
-                  system.analysis.energy()['coulomb'], temp_measured[-1]))
-    system.integrator.run(integ_steps_per_config)
-
-print("\n--->Output")
-r = rdf_00_obs.bin_centers()
-rdf_00 = rdf_00_acc.get_mean()
-rdf_01 = rdf_01_acc.get_mean()
-# Write out the data
-numpy.savetxt('rdf.data', numpy.c_[r, rdf_00, rdf_01])
-print("\n--->Written rdf.data")
-print("\n--->Done")
diff --git a/doc/tutorials/02-charged_system/scripts/nacl_units.py b/doc/tutorials/02-charged_system/scripts/nacl_units.py
deleted file mode 100644
index 30090430761..00000000000
--- a/doc/tutorials/02-charged_system/scripts/nacl_units.py
+++ /dev/null
@@ -1,172 +0,0 @@
-#
-# Copyright (C) 2010-2019 The ESPResSo project
-# Copyright (C) 2002,2003,2004,2005,2006,2007,2008,2009,2010
-#   Max-Planck-Institute for Polymer Research, Theory Group
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-#
-import espressomd
-from espressomd import assert_features, electrostatics
-from espressomd.observables import RDF
-from espressomd.accumulators import MeanVarianceCalculator
-import numpy
-
-assert_features(["ELECTROSTATICS", "MASS", "LENNARD_JONES"])
-
-system = espressomd.System(box_l=[1.0, 1.0, 1.0])
-numpy.random.seed(seed=42)
-
-print("\n--->Setup system")
-
-# System parameters
-n_ppside = 10
-n_part = int(n_ppside**3)
-n_ionpairs = n_part / 2
-density = 1.5736
-time_step = 0.001823
-temp = 298.0
-gamma = 4.55917
-k_B = 1.380649e-23  # units of [J/K]
-q_e = 1.602176634e-19  # units of [C]
-epsilon_0 = 8.8541878128e-12  # units of [C^2/J/m]
-coulomb_prefactor = q_e**2 / (4 * numpy.pi * epsilon_0) * 1e10
-l_bjerrum = 0.885**2 * coulomb_prefactor / (k_B * temp)
-
-num_steps_equilibration = 9000
-num_configs = 50
-integ_steps_per_config = 500
-
-# Particle parameters
-types = {"Cl": 0, "Na": 1}
-numbers = {"Cl": n_ionpairs, "Na": n_ionpairs}
-charges = {"Cl": -1.0, "Na": 1.0}
-lj_sigmas = {"Cl": 3.85, "Na": 2.52}
-lj_epsilons = {"Cl": 192.45, "Na": 17.44}
-
-lj_cuts = {"Cl": 3.0 * lj_sigmas["Cl"],
-           "Na": 3.0 * lj_sigmas["Na"]}
-
-masses = {"Cl": 35.453, "Na": 22.99}
-
-# Setup System
-box_l = (n_ionpairs * sum(masses.values()) / density)**(1. / 3.)
-system.box_l = [box_l, box_l, box_l]
-system.periodicity = [True, True, True]
-system.time_step = time_step
-system.cell_system.skin = 0.3
-system.thermostat.set_langevin(kT=temp, gamma=gamma, seed=42)
-
-# Place particles on a face-centered cubic lattice
-q = 1
-l = box_l / n_ppside
-for i in range(n_ppside):
-    for j in range(n_ppside):
-        for k in range(n_ppside):
-            p = numpy.array([i, j, k]) * l
-            if q < 0:
-                system.part.add(id=len(
-                    system.part), type=types["Cl"], pos=p, q=charges["Cl"], mass=masses["Cl"])
-            else:
-                system.part.add(id=len(
-                    system.part), type=types["Na"], pos=p, q=charges["Na"], mass=masses["Na"])
-
-            q *= -1
-        q *= -1
-    q *= -1
-
-
-def combination_rule_epsilon(rule, eps1, eps2):
-    if rule == "Lorentz":
-        return (eps1 * eps2)**0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-def combination_rule_sigma(rule, sig1, sig2):
-    if rule == "Berthelot":
-        return (sig1 + sig2) * 0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-# Lennard-Jones interactions parameters
-for s in [["Cl", "Na"], ["Cl", "Cl"], ["Na", "Na"]]:
-    lj_sig = combination_rule_sigma(
-        "Berthelot", lj_sigmas[s[0]], lj_sigmas[s[1]])
-    lj_cut = combination_rule_sigma("Berthelot", lj_cuts[s[0]], lj_cuts[s[1]])
-    lj_eps = combination_rule_epsilon(
-        "Lorentz", lj_epsilons[s[0]], lj_epsilons[s[1]])
-
-    system.non_bonded_inter[types[s[0]], types[s[1]]].lennard_jones.set_params(
-        epsilon=lj_eps, sigma=lj_sig, cutoff=lj_cut, shift="auto")
-
-
-print("\n--->Tuning Electrostatics")
-p3m = electrostatics.P3M(prefactor=l_bjerrum, accuracy=1e-2)
-system.actors.add(p3m)
-
-print("\n--->Temperature Equilibration")
-system.time = 0.0
-for i in range(int(num_steps_equilibration / 100)):
-    energy = system.analysis.energy()
-    temp_measured = energy['kinetic'] / ((3.0 / 2.0) * n_part)
-    print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-          .format(system.time, energy['total'], energy['coulomb'],
-                  temp_measured))
-    system.integrator.run(100)
-
-print("\n--->Analysis setup")
-# Calculate the averaged rdfs
-rdf_bins = 500
-r_min = 0.0
-r_max = system.box_l[0] / 2.0
-pids_Cl = system.part.select(type=types["Cl"]).id
-pids_Na = system.part.select(type=types["Na"]).id
-rdf_00_obs = RDF(ids1=pids_Cl, ids2=pids_Cl, min_r=r_min, max_r=r_max,
-                 n_r_bins=rdf_bins)
-rdf_01_obs = RDF(ids1=pids_Cl, ids2=pids_Na, min_r=r_min, max_r=r_max,
-                 n_r_bins=rdf_bins)
-rdf_11_obs = RDF(ids1=pids_Na, ids2=pids_Na, min_r=r_min, max_r=r_max,
-                 n_r_bins=rdf_bins)
-rdf_00_acc = MeanVarianceCalculator(
-    obs=rdf_00_obs, delta_N=integ_steps_per_config)
-rdf_01_acc = MeanVarianceCalculator(
-    obs=rdf_01_obs, delta_N=integ_steps_per_config)
-rdf_11_acc = MeanVarianceCalculator(
-    obs=rdf_11_obs, delta_N=integ_steps_per_config)
-system.auto_update_accumulators.add(rdf_00_acc)
-system.auto_update_accumulators.add(rdf_01_acc)
-system.auto_update_accumulators.add(rdf_11_acc)
-
-print("\n--->Integration")
-system.time = 0.0
-for i in range(num_configs):
-    energy = system.analysis.energy()
-    temp_measured = energy['kinetic'] / ((3.0 / 2.0) * n_part)
-    print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-          .format(system.time, energy['total'], energy['coulomb'],
-                  temp_measured))
-    system.integrator.run(integ_steps_per_config)
-
-print("\n--->Output")
-r = rdf_00_obs.bin_centers()
-rdf_00 = rdf_00_acc.get_mean()
-rdf_01 = rdf_01_acc.get_mean()
-rdf_11 = rdf_11_acc.get_mean()
-# Write out the data
-numpy.savetxt('rdf.data', numpy.c_[r, rdf_00, rdf_01, rdf_11])
-print("\n--->Written rdf.data")
-print("\n--->Done")
diff --git a/doc/tutorials/02-charged_system/scripts/nacl_units_confined.py b/doc/tutorials/02-charged_system/scripts/nacl_units_confined.py
deleted file mode 100644
index 46e06ec522d..00000000000
--- a/doc/tutorials/02-charged_system/scripts/nacl_units_confined.py
+++ /dev/null
@@ -1,183 +0,0 @@
-#
-# Copyright (C) 2010-2019 The ESPResSo project
-# Copyright (C) 2002,2003,2004,2005,2006,2007,2008,2009,2010
-#   Max-Planck-Institute for Polymer Research, Theory Group
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-#
-import espressomd
-from espressomd import electrostatics, electrostatic_extensions, assert_features
-from espressomd.shapes import Wall
-import numpy
-
-assert_features(["ELECTROSTATICS", "MASS", "LENNARD_JONES"])
-
-system = espressomd.System(box_l=[1.0, 1.0, 1.0])
-numpy.random.seed(seed=42)
-
-print("\n--->Setup system")
-
-# System parameters
-n_part = 500
-n_ionpairs = n_part / 2
-density = 1.1138
-time_step = 0.001823
-temp = 1198.3
-gamma = 50
-#l_bjerrum = 0.885^2 * e^2/(4*pi*epsilon_0*k_B*T)
-l_bjerrum = 130878.0 / temp
-
-num_steps_equilibration = 3000
-num_configs = 500
-integ_steps_per_config = 100
-
-# Particle parameters
-types = {"Cl": 0, "Na": 1, "Electrode": 2}
-numbers = {"Cl": n_ionpairs, "Na": n_ionpairs}
-charges = {"Cl": -1.0, "Na": 1.0}
-lj_sigmas = {"Cl": 3.85, "Na": 2.52, "Electrode": 3.37}
-lj_epsilons = {"Cl": 192.45, "Na": 17.44, "Electrode": 24.72}
-
-lj_cuts = {"Cl": 3.0 * lj_sigmas["Cl"],
-           "Na": 3.0 * lj_sigmas["Na"],
-           "Electrode": 3.0 * lj_sigmas["Electrode"]}
-
-masses = {"Cl": 35.453, "Na": 22.99, "Electrode": 12.01}
-
-# Setup System
-box_l = (n_ionpairs * sum(masses.values()) / density)**(1. / 3.)
-box_z = box_l + 2.0 * (lj_sigmas["Electrode"])
-box_volume = box_l * box_l * box_z
-elc_gap = box_z * 0.15
-system.box_l = [box_l, box_l, box_z + elc_gap]
-system.periodicity = [True, True, True]
-system.time_step = time_step
-system.cell_system.skin = 0.3
-
-# Uniform electric field between two parallel plates
-# E = V/d in units of V/m
-# E = V/d/k_b*e in units of eV/m
-Ez = 15 / (8.61733e-5 * box_z)  # in units of eV/m
-
-# Walls
-system.constraints.add(shape=Wall(dist=0, normal=[0, 0, 1]),
-                       particle_type=types["Electrode"])
-system.constraints.add(shape=Wall(dist=-box_z, normal=[0, 0, -1]),
-                       particle_type=types["Electrode"])
-
-# Place particles
-for i in range(int(n_ionpairs)):
-    p = numpy.random.random(3) * box_l
-    p[2] += lj_sigmas["Electrode"]
-    system.part.add(id=len(system.part), type=types["Cl"],
-                    pos=p, q=charges["Cl"], mass=masses["Cl"])
-for i in range(int(n_ionpairs)):
-    p = numpy.random.random(3) * box_l
-    p[2] += lj_sigmas["Electrode"]
-    system.part.add(id=len(system.part), type=types["Na"],
-                    pos=p, q=charges["Na"], mass=masses["Na"])
-
-# Lennard-Jones interactions parameters
-
-
-def combination_rule_epsilon(rule, eps1, eps2):
-    if rule == "Lorentz":
-        return (eps1 * eps2)**0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-def combination_rule_sigma(rule, sig1, sig2):
-    if rule == "Berthelot":
-        return (sig1 + sig2) * 0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-for s in [["Cl", "Na"], ["Cl", "Cl"], ["Na", "Na"],
-          ["Na", "Electrode"], ["Cl", "Electrode"]]:
-    lj_sig = combination_rule_sigma(
-        "Berthelot", lj_sigmas[s[0]], lj_sigmas[s[1]])
-    lj_cut = combination_rule_sigma("Berthelot", lj_cuts[s[0]], lj_cuts[s[1]])
-    lj_eps = combination_rule_epsilon(
-        "Lorentz", lj_epsilons[s[0]], lj_epsilons[s[1]])
-
-    system.non_bonded_inter[types[s[0]], types[s[1]]].lennard_jones.set_params(
-        epsilon=lj_eps, sigma=lj_sig, cutoff=lj_cut, shift="auto")
-
-
-energy = system.analysis.energy()
-print("Before Minimization: E_total=", energy['total'])
-system.integrator.set_steepest_descent(f_max=10, gamma=50.0,
-                                       max_displacement=0.2)
-system.integrator.run(1000)
-system.integrator.set_vv()
-energy = system.analysis.energy()
-print("After Minimization: E_total=", energy['total'])
-
-system.thermostat.set_langevin(kT=temp, gamma=gamma, seed=42)
-
-print("\n--->Tuning Electrostatics")
-p3m = electrostatics.P3M(prefactor=l_bjerrum, accuracy=1e-2)
-system.actors.add(p3m)
-elc = electrostatic_extensions.ELC(gap_size=elc_gap, maxPWerror=1e-3)
-system.actors.add(elc)
-
-for p in system.part:
-    p.ext_force = [0, 0, p.q * Ez]
-
-print("\n--->Temperature Equilibration")
-system.time = 0.0
-for i in range(int(num_steps_equilibration / 100)):
-    energy = system.analysis.energy()
-    temp_measured = energy['kinetic'] / ((3.0 / 2.0) * n_part)
-    print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-          .format(system.time, energy['total'], energy['coulomb'],
-                  temp_measured))
-    system.integrator.run(100)
-
-
-print("\n--->Integration")
-bins = 100
-z_dens_na = numpy.zeros(bins)
-z_dens_cl = numpy.zeros(bins)
-system.time = 0.0
-cnt = 0
-
-for i in range(num_configs):
-    temp_measured = system.analysis.energy()['kinetic'] / ((3. / 2.) * n_part)
-    print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-          .format(system.time, system.analysis.energy()['total'],
-                  system.analysis.energy()['coulomb'], temp_measured))
-    system.integrator.run(integ_steps_per_config)
-
-    for p in system.part:
-        bz = int(p.pos[2] / box_z * bins)
-        if p.type == types["Na"]:
-            z_dens_na[bz] += 1.0
-        elif p.type == types["Cl"]:
-            z_dens_cl[bz] += 1.0
-    cnt += 1
-
-print("\n--->Analysis")
-# Average / Normalize with Volume
-z_dens_na /= (cnt * box_volume / bins)
-z_dens_cl /= (cnt * box_volume / bins)
-z_values = numpy.linspace(0, box_l, num=bins)
-res = numpy.column_stack((z_values, z_dens_na, z_dens_cl))
-numpy.savetxt("z_density.data", res, header="#z rho_na(z) rho_cl(z)")
-print("\n--->Written z_density.data")
-print("\n--->Done")
diff --git a/doc/tutorials/02-charged_system/scripts/nacl_units_confined_vis.py b/doc/tutorials/02-charged_system/scripts/nacl_units_confined_vis.py
deleted file mode 100644
index 27bb9ec7ed3..00000000000
--- a/doc/tutorials/02-charged_system/scripts/nacl_units_confined_vis.py
+++ /dev/null
@@ -1,179 +0,0 @@
-#
-# Copyright (C) 2010-2019 The ESPResSo project
-# Copyright (C) 2002,2003,2004,2005,2006,2007,2008,2009,2010
-#   Max-Planck-Institute for Polymer Research, Theory Group
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-#
-import espressomd
-from espressomd import assert_features, electrostatics, electrostatic_extensions
-from espressomd.shapes import Wall
-from espressomd import visualization_opengl
-import numpy
-from threading import Thread
-
-assert_features(["ELECTROSTATICS", "MASS", "LENNARD_JONES"])
-
-system = espressomd.System(box_l=[1.0, 1.0, 1.0])
-numpy.random.seed(seed=42)
-
-print("\n--->Setup system")
-
-# System parameters
-n_part = 1000
-n_ionpairs = n_part / 2
-density = 1.1138
-time_step = 0.001823
-temp = 1198.3
-gamma = 50
-#l_bjerrum = 0.885^2 * e^2/(4*pi*epsilon_0*k_B*T)
-l_bjerrum = 130878.0 / temp
-Vz = 0  # potential difference between the electrodes
-Vz_to_Ez = 364.5  # conversion from potential to electrical field
-
-# Particle parameters
-types = {"Cl": 0, "Na": 1, "Electrode": 2}
-numbers = {"Cl": n_ionpairs, "Na": n_ionpairs}
-charges = {"Cl": -1.0, "Na": 1.0}
-lj_sigmas = {"Cl": 3.85, "Na": 2.52, "Electrode": 3.37}
-lj_epsilons = {"Cl": 192.45, "Na": 17.44, "Electrode": 24.72}
-
-lj_cuts = {"Cl": 3.0 * lj_sigmas["Cl"],
-           "Na": 3.0 * lj_sigmas["Na"],
-           "Electrode": 3.0 * lj_sigmas["Electrode"]}
-
-masses = {"Cl": 35.453, "Na": 22.99, "Electrode": 12.01}
-
-# Setup System
-box_l = (n_ionpairs * sum(masses.values()) / density)**(1. / 3.)
-box_z = box_l + 2.0 * (lj_sigmas["Electrode"])
-box_volume = box_l * box_l * box_z
-elc_gap = box_z * 0.15
-system.box_l = [box_l, box_l, box_z + elc_gap]
-system.periodicity = [True, True, True]
-system.time_step = time_step
-system.cell_system.skin = 0.3
-
-# Visualizer
-visualizer = visualization_opengl.openGLLive(
-    system,
-    camera_position=[-3 * box_l, box_l * 0.5, box_l * 0.5],
-    camera_right=[0, 0, 1],
-    drag_force=5 * 298,
-    background_color=[1, 1, 1],
-    light_pos=[30, 30, 30],
-    ext_force_arrows_type_scale=[0.0001],
-    ext_force_arrows=False)
-
-# Walls
-system.constraints.add(shape=Wall(
-    dist=0, normal=[0, 0, 1]), particle_type=types["Electrode"])
-system.constraints.add(shape=Wall(
-    dist=-box_z, normal=[0, 0, -1]), particle_type=types["Electrode"])
-
-# Place particles
-for i in range(int(n_ionpairs)):
-    p = numpy.random.random(3) * box_l
-    p[2] += lj_sigmas["Electrode"]
-    system.part.add(id=len(system.part), type=types["Cl"],
-                    pos=p, q=charges["Cl"], mass=masses["Cl"])
-for i in range(int(n_ionpairs)):
-    p = numpy.random.random(3) * box_l
-    p[2] += lj_sigmas["Electrode"]
-    system.part.add(id=len(system.part), type=types["Na"],
-                    pos=p, q=charges["Na"], mass=masses["Na"])
-
-# Lennard-Jones interactions parameters
-
-
-def combination_rule_epsilon(rule, eps1, eps2):
-    if rule == "Lorentz":
-        return (eps1 * eps2)**0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-def combination_rule_sigma(rule, sig1, sig2):
-    if rule == "Berthelot":
-        return (sig1 + sig2) * 0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-for s in [["Cl", "Na"], ["Cl", "Cl"], ["Na", "Na"],
-          ["Na", "Electrode"], ["Cl", "Electrode"]]:
-    lj_sig = combination_rule_sigma(
-        "Berthelot", lj_sigmas[s[0]], lj_sigmas[s[1]])
-    lj_cut = combination_rule_sigma("Berthelot", lj_cuts[s[0]], lj_cuts[s[1]])
-    lj_eps = combination_rule_epsilon(
-        "Lorentz", lj_epsilons[s[0]], lj_epsilons[s[1]])
-
-    system.non_bonded_inter[types[s[0]], types[s[1]]].lennard_jones.set_params(
-        epsilon=lj_eps, sigma=lj_sig, cutoff=lj_cut, shift="auto")
-
-system.integrator.set_steepest_descent(f_max=10, gamma=10,
-                                       max_displacement=0.1)
-system.integrator.run(2000)
-system.integrator.set_vv()
-
-system.thermostat.set_langevin(kT=temp, gamma=gamma, seed=42)
-
-print("\n--->Tuning Electrostatics")
-p3m = electrostatics.P3M(prefactor=l_bjerrum, accuracy=1e-2)
-system.actors.add(p3m)
-elc = electrostatic_extensions.ELC(gap_size=elc_gap, maxPWerror=1e-3)
-system.actors.add(elc)
-
-
-def increaseElectricField():
-    global Vz
-    Vz += 3
-    for p in system.part:
-        p.ext_force = [0, 0, p.q * Vz * Vz_to_Ez]
-    print('Potential difference: {:.0f}'.format(Vz))
-
-
-def decreaseElectricField():
-    global Vz
-    Vz -= 3
-    for p in system.part:
-        p.ext_force = [0, 0, p.q * Vz * Vz_to_Ez]
-    print('Potential difference: {:.0f}'.format(Vz))
-
-
-# Register buttons
-visualizer.keyboard_manager.register_button(visualization_opengl.KeyboardButtonEvent(
-    'u', visualization_opengl.KeyboardFireEvent.Hold, increaseElectricField))
-visualizer.keyboard_manager.register_button(visualization_opengl.KeyboardButtonEvent(
-    'j', visualization_opengl.KeyboardFireEvent.Hold, decreaseElectricField))
-
-
-def main():
-    print("\n--->Integration")
-    system.time = 0.0
-
-    while True:
-        system.integrator.run(1)
-        visualizer.update()
-
-
-# Start simulation in separate thread
-t = Thread(target=main)
-t.daemon = True
-t.start()
-
-# Start blocking visualizer
-visualizer.start()
diff --git a/doc/tutorials/02-charged_system/scripts/nacl_units_vis.py b/doc/tutorials/02-charged_system/scripts/nacl_units_vis.py
deleted file mode 100644
index d81062d7e28..00000000000
--- a/doc/tutorials/02-charged_system/scripts/nacl_units_vis.py
+++ /dev/null
@@ -1,182 +0,0 @@
-#
-# Copyright (C) 2010-2019 The ESPResSo project
-# Copyright (C) 2002,2003,2004,2005,2006,2007,2008,2009,2010
-#   Max-Planck-Institute for Polymer Research, Theory Group
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-#
-import espressomd
-from espressomd import assert_features, electrostatics
-from espressomd import visualization_opengl
-import numpy
-from threading import Thread
-
-assert_features(["ELECTROSTATICS", "MASS", "LENNARD_JONES"])
-
-system = espressomd.System(box_l=[1.0, 1.0, 1.0])
-numpy.random.seed(seed=42)
-
-visualizer = visualization_opengl.openGLLive(
-    system,
-    drag_force=5 * 298,
-    background_color=[1, 1, 1],
-    light_pos=[30, 30, 30])
-
-# Callbacks to control temperature
-temperature = 298.0
-
-
-def increaseTemp():
-    global temperature
-    temperature += 10
-    system.thermostat.set_langevin(kT=temperature, gamma=1.0)
-    print("T = {:.0f} K".format(temperature))
-
-
-def decreaseTemp():
-    global temperature
-    temperature -= 10
-
-    if temperature > 0:
-        system.thermostat.set_langevin(kT=temperature, gamma=1.0)
-    else:
-        temperature = 0
-        system.thermostat.turn_off()
-    print("T = {:.0f} K".format(temperature))
-
-
-# Register buttons
-visualizer.keyboard_manager.register_button(visualization_opengl.KeyboardButtonEvent(
-    't', visualization_opengl.KeyboardFireEvent.Hold, increaseTemp))
-visualizer.keyboard_manager.register_button(visualization_opengl.KeyboardButtonEvent(
-    'g', visualization_opengl.KeyboardFireEvent.Hold, decreaseTemp))
-
-
-print("\n--->Setup system")
-
-# System parameters
-n_ppside = 10
-n_part = int(n_ppside**3)
-n_ionpairs = n_part / 2
-density = 1.5736
-time_step = 0.001823
-temp = 298.0
-gamma = 20.0
-k_B = 1.380649e-23  # units of [J/K]
-q_e = 1.602176634e-19  # units of [C]
-epsilon_0 = 8.8541878128e-12  # units of [C^2/J/m]
-coulomb_prefactor = q_e**2 / (4 * numpy.pi * epsilon_0) * 1e10
-l_bjerrum = 0.885**2 * coulomb_prefactor / (k_B * temp)
-
-num_steps_equilibration = 30
-
-# Particle parameters
-types = {"Cl": 0, "Na": 1}
-numbers = {"Cl": n_ionpairs, "Na": n_ionpairs}
-charges = {"Cl": -1.0, "Na": 1.0}
-lj_sigmas = {"Cl": 3.85, "Na": 2.52}
-lj_epsilons = {"Cl": 192.45, "Na": 17.44}
-
-lj_cuts = {"Cl": 3.0 * lj_sigmas["Cl"],
-           "Na": 3.0 * lj_sigmas["Na"]}
-
-masses = {"Cl": 35.453, "Na": 22.99}
-
-# Setup System
-box_l = (n_ionpairs * sum(masses.values()) / density)**(1. / 3.)
-system.box_l = [box_l, box_l, box_l]
-system.periodicity = [True, True, True]
-system.time_step = time_step
-system.cell_system.skin = 0.3
-system.thermostat.set_langevin(kT=temp, gamma=gamma, seed=42)
-
-# Place particles on a face-centered cubic lattice
-q = 1
-l = box_l / n_ppside
-for i in range(n_ppside):
-    for j in range(n_ppside):
-        for k in range(n_ppside):
-            p = numpy.array([i, j, k]) * l
-            if q < 0:
-                system.part.add(id=len(
-                    system.part), type=types["Cl"], pos=p, q=charges["Cl"], mass=masses["Cl"])
-            else:
-                system.part.add(id=len(
-                    system.part), type=types["Na"], pos=p, q=charges["Na"], mass=masses["Na"])
-
-            q *= -1
-        q *= -1
-    q *= -1
-
-
-def combination_rule_epsilon(rule, eps1, eps2):
-    if rule == "Lorentz":
-        return (eps1 * eps2)**0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-def combination_rule_sigma(rule, sig1, sig2):
-    if rule == "Berthelot":
-        return (sig1 + sig2) * 0.5
-    else:
-        return ValueError("No combination rule defined")
-
-
-# Lennard-Jones interactions parameters
-for s in [["Cl", "Na"], ["Cl", "Cl"], ["Na", "Na"]]:
-    lj_sig = combination_rule_sigma(
-        "Berthelot", lj_sigmas[s[0]], lj_sigmas[s[1]])
-    lj_cut = combination_rule_sigma(
-        "Berthelot", lj_cuts[s[0]], lj_cuts[s[1]])
-    lj_eps = combination_rule_epsilon(
-        "Lorentz", lj_epsilons[s[0]], lj_epsilons[s[1]])
-
-    system.non_bonded_inter[types[s[0]], types[s[1]]].lennard_jones.set_params(
-        epsilon=lj_eps, sigma=lj_sig, cutoff=lj_cut, shift="auto")
-
-print("\n--->Tuning Electrostatics")
-p3m = electrostatics.P3M(prefactor=l_bjerrum, accuracy=1e-2)
-system.actors.add(p3m)
-
-
-def main():
-
-    print("\n--->Temperature Equilibration")
-    system.time = 0.0
-    for _ in range(num_steps_equilibration):
-        energy = system.analysis.energy()
-        temp_measured = energy['kinetic'] / ((3.0 / 2.0) * n_part)
-        print("t={0:.1f}, E_total={1:.2f}, E_coulomb={2:.2f}, T_cur={3:.4f}"
-              .format(system.time, energy['total'], energy['coulomb'],
-                      temp_measured))
-        system.integrator.run(100)
-        visualizer.update()
-
-    print("\n--->Integration")
-    system.time = 0.0
-    while True:
-        system.integrator.run(1)
-        visualizer.update()
-
-
-# Start simulation in separate thread
-t = Thread(target=main)
-t.daemon = True
-t.start()
-
-# Start blocking visualizer
-visualizer.start()
diff --git a/doc/tutorials/Readme.rst b/doc/tutorials/Readme.rst
index 2b98c867a2d..8b595998759 100644
--- a/doc/tutorials/Readme.rst
+++ b/doc/tutorials/Readme.rst
@@ -8,7 +8,7 @@ This folder contains tutorials that introduce the use of ESPResSo for different
 physical systems. Currently, the following tutorials are available:
 
 * ``01-lennard_jones``: Modelling of a single-component and a two-component Lennard-Jones liquid
-* ``02-charged_system``: Modelling of charged systems such as ionic crystals
+* ``02-charged_system``: Modelling of ion condensation around a charged rod
 * ``04-lattice_boltzmann``: Simulations including hydrodynamic interactions using the lattice-Boltzmann method
 * ``05-raspberry_electrophoresis``: Extended objects in a lattice-Boltzmann fluid, raspberry particles
 * ``06-active_matter``: Modelling of self-propelling particles
diff --git a/testsuite/scripts/tutorials/CMakeLists.txt b/testsuite/scripts/tutorials/CMakeLists.txt
index 8de86fb184a..c9843de5929 100644
--- a/testsuite/scripts/tutorials/CMakeLists.txt
+++ b/testsuite/scripts/tutorials/CMakeLists.txt
@@ -27,12 +27,6 @@ add_custom_target(
 
 tutorial_test(FILE test_01-lennard_jones.py)
 tutorial_test(FILE test_02-charged_system-1.py)
-tutorial_test(FILE test_02-charged_system-2.py)
-tutorial_test(FILE test_02-charged_system__scripts__nacl.py)
-tutorial_test(FILE test_02-charged_system__scripts__nacl_units_confined.py)
-tutorial_test(FILE test_02-charged_system__scripts__nacl_units_confined_vis.py)
-tutorial_test(FILE test_02-charged_system__scripts__nacl_units.py)
-tutorial_test(FILE test_02-charged_system__scripts__nacl_units_vis.py)
 tutorial_test(FILE test_04-lattice_boltzmann_part2.py)
 tutorial_test(FILE test_04-lattice_boltzmann_part3.py SUFFIX rouse)
 tutorial_test(FILE test_04-lattice_boltzmann_part3.py SUFFIX zimm LABELS "gpu")
diff --git a/testsuite/scripts/tutorials/test_02-charged_system-2.py b/testsuite/scripts/tutorials/test_02-charged_system-2.py
deleted file mode 100644
index 44d1e036d9f..00000000000
--- a/testsuite/scripts/tutorials/test_02-charged_system-2.py
+++ /dev/null
@@ -1,43 +0,0 @@
-# Copyright (C) 2019 The ESPResSo project
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-import unittest as ut
-import importlib_wrapper
-import numpy as np
-
-tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/02-charged_system-2.py",
-    num_steps_equilibration=200, num_configs=5, integ_steps_per_config=60)
-
-
-@skipIfMissingFeatures
-class Tutorial(ut.TestCase):
-    system = tutorial.system
-
-    def test_distribution(self):
-        """
-        checks if the particle distribution is within the box
-        """
-        for i in range(1, 3):
-            pos = np.flatnonzero(tutorial.res[:, i] > 0)
-            self.assertGreater(tutorial.res[pos[0], 0], tutorial.wall_margin)
-            self.assertLess(tutorial.res[pos[-1], 0],
-                            tutorial.box_z - tutorial.wall_margin)
-
-
-if __name__ == "__main__":
-    ut.main()
diff --git a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl.py b/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl.py
deleted file mode 100644
index c8493fa752d..00000000000
--- a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl.py
+++ /dev/null
@@ -1,37 +0,0 @@
-# Copyright (C) 2019 The ESPResSo project
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-import unittest as ut
-import importlib_wrapper
-import numpy as np
-
-tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/scripts/nacl.py",
-    num_steps_equilibration=100, num_configs=50, integ_steps_per_config=100)
-
-
-@skipIfMissingFeatures
-class Tutorial(ut.TestCase):
-    system = tutorial.system
-
-    def test_distance_Na_Cl(self):
-        d_Na_Cl = tutorial.r[np.argmax(tutorial.rdf_01)]
-        self.assertLess(abs(d_Na_Cl - 1.05), 0.1)
-
-
-if __name__ == "__main__":
-    ut.main()
diff --git a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units.py b/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units.py
deleted file mode 100644
index ae4a0136fba..00000000000
--- a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units.py
+++ /dev/null
@@ -1,42 +0,0 @@
-# Copyright (C) 2019 The ESPResSo project
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-import unittest as ut
-import importlib_wrapper
-import numpy as np
-
-tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/scripts/nacl_units.py",
-    num_steps_equilibration=100, num_configs=20, integ_steps_per_config=80)
-
-
-@skipIfMissingFeatures
-class Tutorial(ut.TestCase):
-    system = tutorial.system
-
-    def test_crystal(self):
-        lattice_constant = 2.63
-        d_Na_Cl = tutorial.r[np.argmax(tutorial.rdf_01)]
-        d_Na_Na = tutorial.r[np.argmax(tutorial.rdf_11)]
-        d_Cl_Cl = tutorial.r[np.argmax(tutorial.rdf_00)]
-        self.assertLess(abs(d_Na_Cl - lattice_constant), 0.1)
-        self.assertLess(abs(d_Na_Na - d_Cl_Cl), 0.1)
-        self.assertLess(abs(d_Na_Cl - d_Cl_Cl / 2**0.5), 0.1)
-
-
-if __name__ == "__main__":
-    ut.main()
diff --git a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined.py b/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined.py
deleted file mode 100644
index bc687831737..00000000000
--- a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined.py
+++ /dev/null
@@ -1,40 +0,0 @@
-# Copyright (C) 2019 The ESPResSo project
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-import unittest as ut
-import importlib_wrapper
-import numpy as np
-
-tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/scripts/nacl_units_confined.py",
-    num_steps_equilibration=1000, num_configs=40, integ_steps_per_config=60,
-    l_bjerrum=130878 / 2.)
-
-
-@skipIfMissingFeatures
-class Tutorial(ut.TestCase):
-    system = tutorial.system
-
-    def test_distance_Na_Cl(self):
-        d_Na_Electrode = np.argmax(tutorial.z_dens_na)
-        d_Cl_Electrode = np.argmax(tutorial.z_dens_cl)
-        self.assertGreaterEqual(d_Na_Electrode, 88)
-        self.assertLessEqual(d_Cl_Electrode, 12)
-
-
-if __name__ == "__main__":
-    ut.main()
diff --git a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined_vis.py b/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined_vis.py
deleted file mode 100644
index 65a6b8be8ba..00000000000
--- a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_confined_vis.py
+++ /dev/null
@@ -1,43 +0,0 @@
-# Copyright (C) 2019 The ESPResSo project
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-import unittest as ut
-import importlib_wrapper
-
-
-def disable_visualizer_GUI(code):
-    breakpoint = "while True:"
-    assert breakpoint in code
-    code = code.replace(breakpoint, "for _ in range(5):", 1)
-    breakpoint = "t = Thread(target=main)"
-    assert breakpoint in code
-    code = code.split(breakpoint, 1)[0] + "main()"
-    return code
-
-
-tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/scripts/nacl_units_confined_vis.py",
-    substitutions=disable_visualizer_GUI)
-
-
-@skipIfMissingFeatures
-class Tutorial(ut.TestCase):
-    system = tutorial.system
-
-
-if __name__ == "__main__":
-    ut.main()
diff --git a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_vis.py b/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_vis.py
deleted file mode 100644
index 0155681d3b9..00000000000
--- a/testsuite/scripts/tutorials/test_02-charged_system__scripts__nacl_units_vis.py
+++ /dev/null
@@ -1,43 +0,0 @@
-# Copyright (C) 2019 The ESPResSo project
-#
-# This file is part of ESPResSo.
-#
-# ESPResSo is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# ESPResSo is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-
-import unittest as ut
-import importlib_wrapper
-
-
-def disable_visualizer_GUI(code):
-    breakpoint = "while True:"
-    assert breakpoint in code
-    code = code.replace(breakpoint, "for _ in range(5):", 1)
-    breakpoint = "t = Thread(target=main)"
-    assert breakpoint in code
-    code = code.split(breakpoint, 1)[0] + "main()"
-    return code
-
-
-tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/scripts/nacl_units_vis.py",
-    substitutions=disable_visualizer_GUI, num_steps_equilibration=10)
-
-
-@skipIfMissingFeatures
-class Tutorial(ut.TestCase):
-    system = tutorial.system
-
-
-if __name__ == "__main__":
-    ut.main()

From 23f0cbce2dcd680f5755a22ff5eb2c03a2d51f63 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Thu, 12 Nov 2020 15:13:05 +0100
Subject: [PATCH 02/14] maintainer: Simplify html_runner.py

---
 doc/tutorials/html_runner.py | 34 +++++++++++++++-------------------
 1 file changed, 15 insertions(+), 19 deletions(-)

diff --git a/doc/tutorials/html_runner.py b/doc/tutorials/html_runner.py
index cbaf3b95403..420f41d59eb 100644
--- a/doc/tutorials/html_runner.py
+++ b/doc/tutorials/html_runner.py
@@ -89,6 +89,13 @@ def add_cell_from_script(nb, filepath):
     nb['cells'].append(cell_code)
 
 
+def remove_empty_cells(nb):
+    for i in range(len(nb['cells']) - 1, 0, -1):
+        cell = nb['cells'][i]
+        if cell['source'].strip() == '':
+            nb['cells'].pop(i)
+
+
 def disable_plot_interactivity(nb):
     """
     Replace all occurrences of the magic command ``%matplotlib notebook``
@@ -133,32 +140,20 @@ def split_matplotlib_cells(nb):
 
 def convert_exercise2_to_code(nb):
     """
-    Walk through the notebook cells and remove metadata associated with
-    the ``exercise2`` plugin from the contributed nbextensions. Solution
-    Markdown cells containing python code are converted to code cells.
+    Walk through the notebook cells and convert exercise2 Markdown cells
+    containing fenced python code to exercise2 code cells.
     """
-    for i in range(len(nb['cells']) - 1, 0, -1):
-        cell = nb['cells'][i]
-        cell_above = nb['cells'][i - 1]
-        # remove empty code cells after a solution cell
-        if cell['cell_type'] == 'code' and cell['source'].strip() == '' \
-                and 'solution2' in cell_above['metadata'] \
-                and 'solution2_first' not in cell_above['metadata'] \
-                and 'solution2' not in cell['metadata']:
-            nb['cells'].pop(i)
-            continue
+    for i, cell in enumerate(nb['cells']):
+        if 'solution2' in cell['metadata']:
+            cell['metadata']['solution2'] = 'shown'
         # convert solution markdown cells into code cells
         if cell['cell_type'] == 'markdown' and 'solution2' in cell['metadata'] \
                 and 'solution2_first' not in cell['metadata']:
             lines = cell['source'].strip().split('\n')
-            if lines[0].startswith(
-                    '```python') and lines[-1].startswith('```'):
+            if lines[0].strip() == '```python' and lines[-1].strip() == '```':
                 source = '\n'.join(lines[1:-1]).strip()
                 nb['cells'][i] = nbformat.v4.new_code_cell(source=source)
-        # remove exercise2 metadata
-        for key in ('solution2', 'solution2_first'):
-            if key in cell['metadata']:
-                del cell['metadata'][key]
+                nb['cells'][i]['metadata']['solution2'] = 'shown'
 
 
 def execute_notebook(nb, src, cell_separator):
@@ -199,6 +194,7 @@ def execute_notebook(nb, src, cell_separator):
 # convert solution cells to code cells
 if args.exercise2:
     convert_exercise2_to_code(nb)
+    remove_empty_cells(nb)
 
 # disable plot interactivity
 disable_plot_interactivity(nb)

From c2ecd5bdd7850fff64377d137987106978b092e9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Thu, 12 Nov 2020 19:01:26 +0100
Subject: [PATCH 03/14] maintainer: Make html_runner.py modular

Move parser to the end of the script and wrap the main logic
into __main__, so that the script can be imported as a module.
The subprocess module is then no longer needed in the testsuite.
---
 doc/tutorials/CMakeLists.txt                  |  11 +-
 doc/tutorials/html_runner.py                  | 130 ++++++++++--------
 .../scripts/tutorials/test_html_runner.py     |  41 +++---
 3 files changed, 104 insertions(+), 78 deletions(-)

diff --git a/doc/tutorials/CMakeLists.txt b/doc/tutorials/CMakeLists.txt
index 831b78ea6f2..2a91354f648 100644
--- a/doc/tutorials/CMakeLists.txt
+++ b/doc/tutorials/CMakeLists.txt
@@ -60,9 +60,10 @@ function(NB_EXPORT)
         "${NB_FILE};${NB_EXPORT_ADD_SCRIPTS};${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py;${CMAKE_BINARY_DIR}/testsuite/scripts/importlib_wrapper.py"
       COMMAND
         ${CMAKE_BINARY_DIR}/pypresso
-        ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py --execute --exercise2
-        --input ${NB_FILE} --output ${NB_FILE_RUN} --substitutions
-        ${NB_EXPORT_VAR_SUBST} --scripts ${NB_EXPORT_ADD_SCRIPTS})
+        ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py ci --execute
+        --exercise2 --remove-empty-cells --input ${NB_FILE} --output
+        ${NB_FILE_RUN} --substitutions ${NB_EXPORT_VAR_SUBST} --scripts
+        ${NB_EXPORT_ADD_SCRIPTS})
   else()
     set(NB_FILE_RUN ${NB_FILE})
   endif()
@@ -72,7 +73,7 @@ function(NB_EXPORT)
     DEPENDS ${NB_FILE_RUN};${NB_EXPORT_ADD_SCRIPTS}
     COMMAND
       ${CMAKE_BINARY_DIR}/pypresso
-      ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py --exercise2 --input
+      ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py ci --exercise2 --input
       ${NB_FILE_RUN} --output ${NB_FILE_RUN}~
     COMMAND ${IPYTHON_EXECUTABLE} nbconvert --to "html" --output ${HTML_FILE}
             ${NB_FILE_RUN}~)
@@ -82,7 +83,7 @@ function(NB_EXPORT)
     DEPENDS ${NB_FILE}
     COMMAND
       ${CMAKE_BINARY_DIR}/pypresso
-      ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py --exercise2 --input
+      ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py ci --exercise2 --input
       ${NB_FILE} --output ${NB_FILE}~
     COMMAND ${IPYTHON_EXECUTABLE} nbconvert --to "python" --output ${PY_FILE}
             ${NB_FILE}~)
diff --git a/doc/tutorials/html_runner.py b/doc/tutorials/html_runner.py
index 420f41d59eb..8f8caa42786 100644
--- a/doc/tutorials/html_runner.py
+++ b/doc/tutorials/html_runner.py
@@ -26,23 +26,6 @@
 """
 
 import argparse
-
-parser = argparse.ArgumentParser(description='Process Jupyter notebooks.',
-                                 epilog=__doc__)
-parser.add_argument('--input', type=str, nargs=1, required=True,
-                    help='Path to the original Jupyter notebook')
-parser.add_argument('--output', type=str, nargs=1,
-                    help='Path to the processed Jupyter notebook')
-parser.add_argument('--substitutions', nargs='*',
-                    help='Variables to substitute')
-parser.add_argument('--scripts', nargs='*',
-                    help='Scripts to insert in new cells')
-parser.add_argument('--exercise2', action='store_true',
-                    help='Convert exercise2 solutions into code cells')
-parser.add_argument('--execute', action='store_true',
-                    help='Run the script')
-args = parser.parse_args()
-
 import nbformat
 import re
 import os
@@ -156,7 +139,7 @@ def convert_exercise2_to_code(nb):
                 nb['cells'][i]['metadata']['solution2'] = 'shown'
 
 
-def execute_notebook(nb, src, cell_separator):
+def execute_notebook(nb, src, cell_separator, notebook_filepath):
     """
     Run the notebook in a python3 kernel. The ESPResSo visualizers are
     disabled to prevent the kernel from crashing and to allow running
@@ -176,44 +159,77 @@ def execute_notebook(nb, src, cell_separator):
     set_code_cells(nb, src.split(cell_separator))
 
 
-notebook_filepath = args.input[0]
-if args.output:
-    notebook_filepath_edited = args.output[0]
-else:
-    notebook_filepath_edited = notebook_filepath + '~'
-
-# parse original notebook
-with open(notebook_filepath, encoding='utf-8') as f:
-    nb = nbformat.read(f, as_version=4)
-
-# add new cells containing the solutions
-if args.scripts:
-    for filepath in args.scripts:
-        add_cell_from_script(nb, filepath)
-
-# convert solution cells to code cells
-if args.exercise2:
-    convert_exercise2_to_code(nb)
-    remove_empty_cells(nb)
-
-# disable plot interactivity
-disable_plot_interactivity(nb)
-
-# guard against a jupyter bug involving matplotlib
-split_matplotlib_cells(nb)
-
-if args.substitutions or args.execute:
-    # substitute global variables
-    cell_separator = '\n##{}\n'.format(uuid.uuid4().hex)
-    src = cell_separator.join(get_code_cells(nb))
-    new_values = args.substitutions or []
-    parameters = dict(x.split('=', 1) for x in new_values)
-    src = iw.substitute_variable_values(src, strings_as_is=True,
-                                        keep_original=False, **parameters)
-    set_code_cells(nb, src.split(cell_separator))
+def handle_ci_case(args):
+    notebook_filepath = args.input
+    if args.output:
+        notebook_filepath_edited = args.output
+    else:
+        notebook_filepath_edited = notebook_filepath + '~'
+
+    # parse original notebook
+    with open(notebook_filepath, encoding='utf-8') as f:
+        nb = nbformat.read(f, as_version=4)
+
+    # add new cells containing the solutions
+    if args.scripts:
+        for filepath in args.scripts:
+            add_cell_from_script(nb, filepath)
+
+    # convert solution cells to code cells
+    if args.exercise2:
+        convert_exercise2_to_code(nb)
+
+    # remove empty cells (e.g. those below exercise2 cells)
+    if args.remove_empty_cells:
+        remove_empty_cells(nb)
+
+    # disable plot interactivity
+    disable_plot_interactivity(nb)
+
+    # guard against a jupyter bug involving matplotlib
+    split_matplotlib_cells(nb)
+
+    if args.substitutions or args.execute:
+        # substitute global variables
+        cell_separator = '\n##{}\n'.format(uuid.uuid4().hex)
+        src = cell_separator.join(get_code_cells(nb))
+        new_values = args.substitutions or []
+        parameters = dict(x.split('=', 1) for x in new_values)
+        src = iw.substitute_variable_values(src, strings_as_is=True,
+                                            keep_original=False, **parameters)
+        set_code_cells(nb, src.split(cell_separator))
+
     if args.execute:
-        execute_notebook(nb, src, cell_separator)
+        execute_notebook(nb, src, cell_separator, args.input)
 
-# write edited notebook
-with open(notebook_filepath_edited, 'w', encoding='utf-8') as f:
-    nbformat.write(nb, f)
+    # write edited notebook
+    with open(notebook_filepath_edited, 'w', encoding='utf-8') as f:
+        nbformat.write(nb, f)
+
+
+parser = argparse.ArgumentParser(description='Process Jupyter notebooks.',
+                                 epilog=__doc__)
+subparsers = parser.add_subparsers(help='Submodules')
+# CI module
+parser_ci = subparsers.add_parser(
+    'ci', help='module for CI (variable substitution, code execution, etc.)')
+parser_ci.add_argument('--input', type=str, required=True,
+                       help='path to the original Jupyter notebook')
+parser_ci.add_argument('--output', type=str,
+                       help='path to the processed Jupyter notebook')
+parser_ci.add_argument('--substitutions', nargs='*',
+                       help='variables to substitute')
+parser_ci.add_argument('--scripts', nargs='*',
+                       help='scripts to insert in new cells')
+parser_ci.add_argument('--exercise2', action='store_true',
+                       help='convert exercise2 solutions into code cells')
+parser_ci.add_argument('--remove-empty-cells', action='store_true',
+                       help='remove empty cells')
+parser_ci.add_argument('--execute', action='store_true',
+                       help='run the notebook')
+parser_ci.set_defaults(callback=handle_ci_case)
+
+
+if __name__ == "__main__":
+    args = parser.parse_args()
+    args.callback(args)
diff --git a/testsuite/scripts/tutorials/test_html_runner.py b/testsuite/scripts/tutorials/test_html_runner.py
index 8d8221675e9..5fdcc8b251f 100644
--- a/testsuite/scripts/tutorials/test_html_runner.py
+++ b/testsuite/scripts/tutorials/test_html_runner.py
@@ -18,8 +18,11 @@
 import unittest as ut
 import os
 import sys
-import subprocess
 import nbformat
+import traceback
+
+sys.path.insert(0, '@CMAKE_BINARY_DIR@/doc/tutorials')
+import html_runner
 
 
 class HtmlRunner(ut.TestCase):
@@ -69,6 +72,12 @@ class HtmlRunner(ut.TestCase):
             "version": ".".join(map(str, sys.version_info[:3]))}
     }
 
+    def failed_to_run(self, cmd):
+        traceback.print_exc()
+        self.fail('Could not run @CMAKE_BINARY_DIR@/pypresso '
+                  '@CMAKE_BINARY_DIR@/doc/tutorials/html_runner.py ' +
+                  ' '.join(cmd))
+
     def test_html_wrapper(self):
         f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_notebook.ipynb'
         f_output = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_notebook.run.ipynb'
@@ -85,18 +94,18 @@ def test_html_wrapper(self):
             cell_code = nbformat.v4.new_code_cell(source=self.cell_py_src)
             nb['cells'].append(cell_code)
             nbformat.write(nb, f)
-        # run command
-        cmd = ['@CMAKE_BINARY_DIR@/pypresso',
-               '@CMAKE_BINARY_DIR@/doc/tutorials/html_runner.py',
+        # run command and check for errors
+        cmd = ['ci',
                '--input', f_input,
                '--output', f_output,
                '--scripts', f_script,
                '--substitutions', 'global_var=20',
                '--execute']
-        print('Running command ' + ' '.join(cmd))
-        completedProc = subprocess.run(cmd)
-        # check the command ran without any error
-        self.assertEqual(completedProc.returncode, 0, 'non-zero return code')
+        try:
+            args = html_runner.parser.parse_args(cmd)
+            args.callback(args)
+        except BaseException:
+            self.failed_to_run(cmd)
         self.assertTrue(os.path.isfile(f_output), f_output + ' not created')
         # read processed notebook
         with open(f_output, encoding='utf-8') as f:
@@ -164,17 +173,17 @@ def test_exercise2_plugin(self):
             cell_code = nbformat.v4.new_code_cell(source='3')
             nb['cells'].append(cell_code)
             nbformat.write(nb, f)
-        # run command
-        cmd = ['@CMAKE_BINARY_DIR@/pypresso',
-               '@CMAKE_BINARY_DIR@/doc/tutorials/html_runner.py',
+        # run command and check for errors
+        cmd = ['ci',
                '--input', f_input,
                '--output', f_output,
                '--substitutions', 'global_var=20',
-               '--exercise2']
-        print('Running command ' + ' '.join(cmd))
-        completedProc = subprocess.run(cmd)
-        # check the command ran without any error
-        self.assertEqual(completedProc.returncode, 0, 'non-zero return code')
+               '--exercise2', '--remove-empty-cells']
+        try:
+            args = html_runner.parser.parse_args(cmd)
+            args.callback(args)
+        except BaseException:
+            self.failed_to_run(cmd)
         self.assertTrue(os.path.isfile(f_output), f_output + ' not created')
         # read processed notebook
         with open(f_output, encoding='utf-8') as f:

From f025153695d4d9018da24fd54e17ca61af33983d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Thu, 12 Nov 2020 20:13:40 +0100
Subject: [PATCH 04/14] maintainer: Add exercise2 converter

Use the html_runner.py to convert exercise2 cells from Markdown to
Python and back, while preserving metadata. This is helpful when
editing notebooks, to avoid having to manually copy-paste the
solutions to the empty code cells (to be able to run the notebook)
and then clear these cells.
---
 doc/tutorials/html_runner.py                  | 43 +++++++++++++
 .../scripts/tutorials/test_html_runner.py     | 61 +++++++++++++++++++
 2 files changed, 104 insertions(+)

diff --git a/doc/tutorials/html_runner.py b/doc/tutorials/html_runner.py
index 8f8caa42786..8c3b3a826aa 100644
--- a/doc/tutorials/html_runner.py
+++ b/doc/tutorials/html_runner.py
@@ -136,9 +136,26 @@ def convert_exercise2_to_code(nb):
             if lines[0].strip() == '```python' and lines[-1].strip() == '```':
                 source = '\n'.join(lines[1:-1]).strip()
                 nb['cells'][i] = nbformat.v4.new_code_cell(source=source)
+                nb['cells'][i]['metadata'] = cell['metadata']
                 nb['cells'][i]['metadata']['solution2'] = 'shown'
 
 
+def convert_exercise2_to_markdown(nb):
+    """
+    Walk through the notebook cells and convert exercise2 Python cells
+    to exercise2 Markdown cells using a fenced code block.
+    """
+    for i, cell in enumerate(nb['cells']):
+        if 'solution2' in cell['metadata']:
+            cell['metadata']['solution2'] = 'hidden'
+        # convert solution code cells into markdown cells
+        if cell['cell_type'] == 'code' and 'solution2' in cell['metadata']:
+            content = '```python\n' + cell['source'] + '\n```'
+            nb['cells'][i] = nbformat.v4.new_markdown_cell(source=content)
+            nb['cells'][i]['metadata'] = cell['metadata']
+            nb['cells'][i]['metadata']['solution2'] = 'hidden'
+
+
 def execute_notebook(nb, src, cell_separator, notebook_filepath):
     """
     Run the notebook in a python3 kernel. The ESPResSo visualizers are
@@ -207,6 +224,21 @@ def handle_ci_case(args):
         nbformat.write(nb, f)
 
 
+def handle_exercise2_case(args):
+    # parse original notebook
+    with open(args.input, encoding='utf-8') as f:
+        nb = nbformat.read(f, as_version=4)
+
+    if args.to_md:
+        convert_exercise2_to_markdown(nb)
+    else:
+        convert_exercise2_to_code(nb)
+
+    # write edited notebook
+    with open(args.input, 'w', encoding='utf-8') as f:
+        nbformat.write(nb, f)
+
+
 parser = argparse.ArgumentParser(description='Process Jupyter notebooks.',
                                  epilog=__doc__)
 subparsers = parser.add_subparsers(help='Submodules')
@@ -228,6 +260,17 @@ def handle_ci_case(args):
 parser_ci.add_argument('--execute', action='store_true',
                        help='run the notebook')
 parser_ci.set_defaults(callback=handle_ci_case)
+# exercise2 module
+parser_exercise2 = subparsers.add_parser(
+    'exercise2', help='module for exercise2 conversion (Markdown <-> Python)')
+parser_exercise2.add_argument('input', type=str, help='path to the Jupyter '
+                              'notebook (in-place conversion)')
+group_exercise2 = parser_exercise2.add_mutually_exclusive_group(required=True)
+group_exercise2.add_argument('--to-md', action='store_true',
+                             help='convert solution cells to Markdown')
+group_exercise2.add_argument('--to-py', action='store_true',
+                             help='convert solution cells to Python')
+parser_exercise2.set_defaults(callback=handle_exercise2_case)
 
 
 if __name__ == "__main__":
diff --git a/testsuite/scripts/tutorials/test_html_runner.py b/testsuite/scripts/tutorials/test_html_runner.py
index 5fdcc8b251f..40dd10624cb 100644
--- a/testsuite/scripts/tutorials/test_html_runner.py
+++ b/testsuite/scripts/tutorials/test_html_runner.py
@@ -155,6 +155,7 @@ def test_exercise2_plugin(self):
             code = '```python\n1\n```'
             cell_md = nbformat.v4.new_markdown_cell(source=code)
             cell_md['metadata']['solution2'] = 'shown'
+            cell_md['metadata']['key'] = 'value'
             nb['cells'].append(cell_md)
             cell_md = nbformat.v4.new_markdown_cell(source='1b')
             cell_md['metadata']['solution2'] = 'shown'
@@ -196,6 +197,7 @@ def test_exercise2_plugin(self):
         cell = next(cells)
         self.assertEqual(cell['cell_type'], 'code')
         self.assertEqual(cell['source'], '1')
+        self.assertEqual(cell['metadata']['key'], 'value')
         cell = next(cells)
         self.assertEqual(cell['cell_type'], 'markdown')
         self.assertEqual(cell['source'], '1b')
@@ -213,6 +215,65 @@ def test_exercise2_plugin(self):
         self.assertEqual(cell['source'], '3')
         self.assertEqual(next(cells, 'EOF'), 'EOF')
 
+    def test_exercise2_conversion(self):
+        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_exercise2_conversion.ipynb'
+        # setup
+        with open(f_input, 'w', encoding='utf-8') as f:
+            nb = nbformat.v4.new_notebook(metadata=self.nb_metadata)
+            # question and code answer
+            cell_md = nbformat.v4.new_markdown_cell(source='Question 1')
+            cell_md['metadata']['solution2_first'] = True
+            cell_md['metadata']['solution2'] = 'hidden'
+            nb['cells'].append(cell_md)
+            code = '```python\n1\n```'
+            cell_md = nbformat.v4.new_markdown_cell(source=code)
+            cell_md['metadata']['solution2'] = 'hidden'
+            cell_md['metadata']['key'] = 'value'
+            nb['cells'].append(cell_md)
+            nbformat.write(nb, f)
+        # run command and check for errors
+        cmd = ['exercise2', '--to-py', f_input]
+        try:
+            args = html_runner.parser.parse_args(cmd)
+            args.callback(args)
+        except BaseException:
+            self.failed_to_run(cmd)
+        # read processed notebook
+        with open(f_input, encoding='utf-8') as f:
+            nb_output = nbformat.read(f, as_version=4)
+        # check cells
+        cells = iter(nb_output['cells'])
+        cell = next(cells)
+        self.assertEqual(cell['cell_type'], 'markdown')
+        self.assertEqual(cell['source'], 'Question 1')
+        cell = next(cells)
+        self.assertEqual(cell['cell_type'], 'code')
+        self.assertEqual(cell['source'], '1')
+        self.assertEqual(cell['metadata']['solution2'], 'shown')
+        self.assertEqual(cell['metadata']['key'], 'value')
+        self.assertEqual(next(cells, 'EOF'), 'EOF')
+        # run command and check for errors
+        cmd = ['exercise2', '--to-md', f_input]
+        try:
+            args = html_runner.parser.parse_args(cmd)
+            args.callback(args)
+        except BaseException:
+            self.failed_to_run(cmd)
+        # read processed notebook
+        with open(f_input, encoding='utf-8') as f:
+            nb_output = nbformat.read(f, as_version=4)
+        # check cells
+        cells = iter(nb_output['cells'])
+        cell = next(cells)
+        self.assertEqual(cell['cell_type'], 'markdown')
+        self.assertEqual(cell['source'], 'Question 1')
+        cell = next(cells)
+        self.assertEqual(cell['cell_type'], 'markdown')
+        self.assertEqual(cell['source'], '```python\n1\n```')
+        self.assertEqual(cell['metadata']['solution2'], 'hidden')
+        self.assertEqual(cell['metadata']['key'], 'value')
+        self.assertEqual(next(cells, 'EOF'), 'EOF')
+
 
 if __name__ == "__main__":
     ut.main()

From f93a5df0d9042e9dbc0eb59453ad1129c5f12502 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 01:40:34 +0100
Subject: [PATCH 05/14] maintainer: Add autopep8 tool for tutorials

---
 doc/tutorials/html_runner.py                  | 45 +++++++++++++++-
 .../scripts/tutorials/test_html_runner.py     | 52 +++++++++++++++++++
 2 files changed, 96 insertions(+), 1 deletion(-)

diff --git a/doc/tutorials/html_runner.py b/doc/tutorials/html_runner.py
index 8c3b3a826aa..b714a3c216e 100644
--- a/doc/tutorials/html_runner.py
+++ b/doc/tutorials/html_runner.py
@@ -156,6 +156,43 @@ def convert_exercise2_to_markdown(nb):
             nb['cells'][i]['metadata']['solution2'] = 'hidden'
 
 
+def apply_autopep8(nb):
+    import yaml
+    import autopep8
+
+    def get_autopep8_options():
+        options = {'aggressive': 0, 'ignore': [], 'max_line_length': 120}
+        with open('@CMAKE_SOURCE_DIR@/.pre-commit-config.yaml') as f:
+            pre_config = yaml.safe_load(f)
+        for repo in pre_config['repos']:
+            for hook in repo['hooks']:
+                if hook['id'] == 'autopep8':
+                    for arg in hook['args']:
+                        if arg == '--aggressive':
+                            options['aggressive'] += 1
+                        elif arg.startswith('--ignore='):
+                            options['ignore'] = arg.split('=', 1)[0].split(',')
+                    return options
+        return options
+
+    pep8_opts = get_autopep8_options()
+    for cell in nb['cells']:
+        source = None
+        header = ''
+        footer = ''
+        if cell['cell_type'] == 'code':
+            source = cell['source']
+        elif cell['cell_type'] == 'markdown' and 'solution2' in cell['metadata']:
+            lines = cell['source'].strip().split('\n')
+            if lines[0].strip() == '```python' and lines[-1].strip() == '```':
+                source = '\n'.join(lines[1:-1])
+                header = lines[0] + '\n'
+                footer = '\n' + lines[-1]
+        if source is not None:
+            source = autopep8.fix_code(source, options=pep8_opts).strip()
+            cell['source'] = header + source + footer
+
+
 def execute_notebook(nb, src, cell_separator, notebook_filepath):
     """
     Run the notebook in a python3 kernel. The ESPResSo visualizers are
@@ -231,8 +268,12 @@ def handle_exercise2_case(args):
 
     if args.to_md:
         convert_exercise2_to_markdown(nb)
-    else:
+    elif args.to_py:
         convert_exercise2_to_code(nb)
+    elif args.pep8:
+        convert_exercise2_to_code(nb)
+        apply_autopep8(nb)
+        convert_exercise2_to_markdown(nb)
 
     # write edited notebook
     with open(args.input, 'w', encoding='utf-8') as f:
@@ -270,6 +311,8 @@ def handle_exercise2_case(args):
                              help='convert solution cells to Markdown')
 group_exercise2.add_argument('--to-py', action='store_true',
                              help='convert solution cells to Python')
+group_exercise2.add_argument('--pep8', action='store_true',
+                             help='apply autopep8 formatting')
 parser_exercise2.set_defaults(callback=handle_exercise2_case)
 
 
diff --git a/testsuite/scripts/tutorials/test_html_runner.py b/testsuite/scripts/tutorials/test_html_runner.py
index 40dd10624cb..fae50040d41 100644
--- a/testsuite/scripts/tutorials/test_html_runner.py
+++ b/testsuite/scripts/tutorials/test_html_runner.py
@@ -25,6 +25,19 @@
 import html_runner
 
 
+def skipIfMissingModules(x): return x
+
+
+try:
+    import yaml  # pylint: disable=unused-import
+    import autopep8  # pylint: disable=unused-import
+except ImportError:
+    skipIfMissingModules = ut.skip(
+        "Python modules 'yaml' or 'autopep8' not available, skipping test!")
+else:
+    def skipIfMissingModules(x): return x
+
+
 class HtmlRunner(ut.TestCase):
     """
     Test the :file:`doc/tutorials/html_runner.py` script. A new Jupyter
@@ -274,6 +287,45 @@ def test_exercise2_conversion(self):
         self.assertEqual(cell['metadata']['key'], 'value')
         self.assertEqual(next(cells, 'EOF'), 'EOF')
 
+    @skipIfMissingModules
+    def test_exercise2_autopep8(self):
+        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_exercise2_autopep8.ipynb'
+        # setup
+        with open(f_input, 'w', encoding='utf-8') as f:
+            nb = nbformat.v4.new_notebook(metadata=self.nb_metadata)
+            # question and code answer
+            cell_md = nbformat.v4.new_markdown_cell(source='Question 1')
+            cell_md['metadata']['solution2_first'] = True
+            cell_md['metadata']['solution2'] = 'hidden'
+            nb['cells'].append(cell_md)
+            code = '```python\n\nif 1: #comment\n  print( [5+1,4])\n\n```'
+            cell_md = nbformat.v4.new_markdown_cell(source=code)
+            cell_md['metadata']['solution2'] = 'hidden'
+            nb['cells'].append(cell_md)
+            nbformat.write(nb, f)
+        # run command and check for errors
+        cmd = ['exercise2', '--pep8', f_input]
+        try:
+            args = html_runner.parser.parse_args(cmd)
+            args.callback(args)
+        except BaseException:
+            self.failed_to_run(cmd)
+        # read processed notebook
+        with open(f_input, encoding='utf-8') as f:
+            nb_output = nbformat.read(f, as_version=4)
+        # check cells
+        cells = iter(nb_output['cells'])
+        cell = next(cells)
+        self.assertEqual(cell['cell_type'], 'markdown')
+        self.assertEqual(cell['source'], 'Question 1')
+        cell = next(cells)
+        self.assertEqual(cell['cell_type'], 'markdown')
+        self.assertEqual(
+            cell['source'],
+            '```python\nif 1:  # comment\n    print([5 + 1, 4])\n```')
+        self.assertEqual(cell['metadata']['solution2'], 'hidden')
+        self.assertEqual(next(cells, 'EOF'), 'EOF')
+
 
 if __name__ == "__main__":
     ut.main()

From 28dd7a82e650abdc29d5d7fc56d74cbcbe13cb39 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 01:51:17 +0100
Subject: [PATCH 06/14] testsuite: Fix edge case in non-deterministic test

---
 testsuite/python/virtual_sites_tracers_common.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/testsuite/python/virtual_sites_tracers_common.py b/testsuite/python/virtual_sites_tracers_common.py
index 9328e7cf179..73006492d78 100644
--- a/testsuite/python/virtual_sites_tracers_common.py
+++ b/testsuite/python/virtual_sites_tracers_common.py
@@ -104,7 +104,10 @@ def compute_angle(self):
         n1 = n1 / norm1
         n2 = n2 / norm2
 
-        alpha = np.arccos(np.dot(n1, n2))
+        cos_alpha = np.dot(n1, n2)
+        if cos_alpha > 1:
+            cos_alpha = 1
+        alpha = np.arccos(cos_alpha)
         return alpha
 
     def test_tribend(self):

From c28b24f3f0c0cf597643da4bb2fe8c8a2b488e52 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 15:24:55 +0100
Subject: [PATCH 07/14] python: Add pylint check W0199 (assert-on-tuple)

The python `assert` keyword does not behave like a function. Adding
round brackets can lead to subtle bugs: `assert(a == b, "message")`
actually evaluates a tuple and prints "SyntaxWarning: assertion is
always true, perhaps remove parentheses?" without halting the flow
of the program. Warnings cannot be caught by a try/except, instead
one has to rely on the warnings module to convert them to exceptions.
---
 .pylintrc                                            |  1 +
 .../01-lennard_jones/01-lennard_jones.ipynb          |  8 ++++----
 .../02-charged_system/02-charged_system-1.ipynb      | 12 ++++++------
 testsuite/python/observables.py                      |  2 +-
 4 files changed, 12 insertions(+), 11 deletions(-)

diff --git a/.pylintrc b/.pylintrc
index 40862e285bc..9932b4f2f97 100644
--- a/.pylintrc
+++ b/.pylintrc
@@ -68,6 +68,7 @@ disable=all
 # it should appear only once). See also the "--disable" option for examples.
 enable=dangerous-default-value, # W0102
        wildcard-import, # W0401
+       assert-on-tuple, # W0199
        unused-import, # W0611
        unused-variable, # W0612
        unused-argument, # W0613
diff --git a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
index f861a34eb33..fe64179b41e 100644
--- a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
+++ b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
@@ -220,7 +220,7 @@
    "outputs": [],
    "source": [
     "# Test solution of Exercise 1\n",
-    "assert(isinstance(system, espressomd.System))"
+    "assert isinstance(system, espressomd.System)"
    ]
   },
   {
@@ -296,7 +296,7 @@
    "outputs": [],
    "source": [
     "# Test that now we have indeed N_PART particles in the system\n",
-    "assert(len(system.part) == N_PART)"
+    "assert len(system.part) == N_PART"
    ]
   },
   {
@@ -378,7 +378,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "assert((BOX_L-2*SKIN > LJ_CUT).all())"
+    "assert (BOX_L-2*SKIN > LJ_CUT).all()"
    ]
   },
   {
@@ -506,7 +506,7 @@
    "outputs": [],
    "source": [
     "# check that after the exercise the total energy is negative\n",
-    "assert(system.analysis.energy()['total'] < 0)\n",
+    "assert system.analysis.energy()['total'] < 0\n",
     "# reset clock\n",
     "system.time = 0."
    ]
diff --git a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb b/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
index c183fb556aa..22ac716fe15 100644
--- a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
+++ b/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
@@ -219,8 +219,8 @@
     "                          ROD_CHARGE_DENS, N_rod_beads, ROD_TYPE)\n",
     "\n",
     "# check that the particle setup was done correctly\n",
-    "assert(abs(sum(system.part[:].q)) < 1e-10)\n",
-    "assert(np.all(system.part.select(type=ROD_TYPE).fix))"
+    "assert abs(sum(system.part[:].q)) < 1e-10\n",
+    "assert np.all(system.part.select(type=ROD_TYPE).fix)"
    ]
   },
   {
@@ -481,9 +481,9 @@
     "N_RADIAL_BINS = 200\n",
     "radial_profile_accs, bin_edges = setup_profile_calculation(\n",
     "    system, STEPS_PER_SAMPLE, [COUNTERION_TYPE], r_min, N_RADIAL_BINS)\n",
-    "assert(isinstance(\n",
-    "    radial_profile_accs[COUNTERION_TYPE], accumulators.MeanVarianceCalculator))\n",
-    "assert(len(bin_edges) == N_RADIAL_BINS+1)"
+    "assert isinstance(\n",
+    "    radial_profile_accs[COUNTERION_TYPE], accumulators.MeanVarianceCalculator)\n",
+    "assert len(bin_edges) == N_RADIAL_BINS+1"
    ]
   },
   {
@@ -835,7 +835,7 @@
     "    system, COUNTERION_VALENCY, COUNTERION_TYPE,\n",
     "    ROD_CHARGE_DENS, N_rod_beads, ROD_TYPE)\n",
     "anions, cations = add_salt(system, ANION_PARAMS, CATION_PARAMS)\n",
-    "assert(abs(sum(anions.q)+sum(cations.q)) < 1e-10)\n",
+    "assert abs(sum(anions.q)+sum(cations.q)) < 1e-10\n",
     "\n",
     "p3m.tune()\n",
     "remove_overlap(system, STEEPEST_DESCENT_PARAMS)\n",
diff --git a/testsuite/python/observables.py b/testsuite/python/observables.py
index 0763f30cde0..81f5ffb43b8 100644
--- a/testsuite/python/observables.py
+++ b/testsuite/python/observables.py
@@ -89,7 +89,7 @@ def func(self):
                         self.N_PART * .9),
                     replace=False))
             for id in id_list:
-                assert(self.system.part.exists(id))
+                self.assertTrue(self.system.part.exists(id))
 
             # Get data from particles
             if pprop_name == "f":

From e140f8e5b5ee5e4fb7b3f9808452d0a2c87a9361 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 15:35:25 +0100
Subject: [PATCH 08/14] tutorials: Standardize plots, reduce verbosity

---
 .../01-lennard_jones/01-lennard_jones.ipynb   | 16 ++++++------
 .../02-charged_system-1.ipynb                 | 25 +++++++++++--------
 2 files changed, 24 insertions(+), 17 deletions(-)

diff --git a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
index fe64179b41e..f5e60871100 100644
--- a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
+++ b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
@@ -155,7 +155,8 @@
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
     "from scipy import optimize\n",
-    "np.random.seed(42)"
+    "np.random.seed(42)\n",
+    "plt.rcParams.update({'font.size': 22})"
    ]
   },
   {
@@ -466,7 +467,6 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "code_folding": [],
     "solution2": "hidden"
    },
    "source": [
@@ -642,12 +642,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "fig = plt.figure()\n",
+    "plt.figure(figsize=(10, 6))\n",
     "plt.plot(times, T_inst, label='$T_{inst}$')\n",
     "plt.plot(times, [TEMPERATURE]*len(times), label='$T$ set by thermostat')\n",
     "plt.legend()\n",
     "plt.xlabel('t')\n",
-    "plt.ylabel('T')"
+    "plt.ylabel('T')\n",
+    "plt.show()"
    ]
   },
   {
@@ -762,7 +763,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "fig = plt.figure()\n",
+    "plt.figure(figsize=(10, 6))\n",
     "plt.plot(times, e_total_autocor, label='data')\n",
     "plt.plot(times, np.exp(-times/corr_time), label='exponential fit')\n",
     "plt.plot(2*[steps_per_uncorrelated_sample*system.time_step],\n",
@@ -770,7 +771,8 @@
     "plt.xlim(left=-2, right=50)\n",
     "plt.legend()\n",
     "plt.xlabel('t')\n",
-    "plt.ylabel('total energy autocorrelation')"
+    "plt.ylabel('total energy autocorrelation')\n",
+    "plt.show()"
    ]
   },
   {
@@ -972,7 +974,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "fig, ax = plt.subplots()\n",
+    "fig, ax = plt.subplots(figsize=(10, 7))\n",
     "ax.plot(rs, rdf, label='simulated')\n",
     "plt.legend()\n",
     "plt.xlabel('r')\n",
diff --git a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb b/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
index 22ac716fe15..3e8e6e6a8f7 100644
--- a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
+++ b/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
@@ -43,7 +43,8 @@
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "np.random.seed(41)"
+    "np.random.seed(41)\n",
+    "plt.rcParams.update({'font.size': 22})"
    ]
   },
   {
@@ -306,14 +307,15 @@
     "    while i < sd_params['max_steps']//sd_params['emstep']:\n",
     "        prev_maxforce = maxforce\n",
     "        prev_energy = energy\n",
-    "        print(prev_energy)\n",
     "        system.integrator.run(sd_params['emstep'])\n",
     "        maxforce = np.max(np.linalg.norm(system.part[:].f, axis=1))\n",
     "        relforce = np.abs((maxforce-prev_maxforce)/prev_maxforce)\n",
     "        energy = system.analysis.energy()['total']\n",
     "        relener = np.abs((energy-prev_energy)/prev_energy)\n",
-    "        print(\"minimization step: {:4.0f}\\tmax. rel. force change:{:+3.3e}\\trel. energy change:{:+3.3e}\".format(\n",
-    "            (i+1)*sd_params['emstep'], relforce, relener))\n",
+    "        if i > 1 and (i + 1) % 4 == 0:\n",
+    "            print(f\"minimization step: {(i+1)*sd_params['emstep']:4.0f}\"\n",
+    "                  f\"    max. rel. force change:{relforce:+3.3e}\"\n",
+    "                  f\"    rel. energy change:{relener:+3.3e}\")\n",
     "        if relforce < sd_params['f_tol'] or relener < sd_params['e_tol']:\n",
     "            break\n",
     "        i += 1\n",
@@ -387,10 +389,11 @@
    "source": [
     "# plot time in time_steps so we can judge the number of warmup steps\n",
     "ts = np.arange(0, N_SAMPLES_FIRST_RUN)*STEPS_PER_SAMPLE_FIRST_RUN\n",
-    "fig1 = plt.figure()\n",
+    "plt.figure(figsize=(10, 7))\n",
     "plt.plot(ts, energies)\n",
     "plt.xlabel('time steps')\n",
-    "plt.ylabel('system total energy')"
+    "plt.ylabel('system total energy')\n",
+    "plt.show()"
    ]
   },
   {
@@ -668,7 +671,7 @@
     "# we only use the right side of the bin edges for plotting\n",
     "rs = bin_edges[1:, 0, 0, 0]\n",
     "\n",
-    "fig, ax = plt.subplots()\n",
+    "fig, ax = plt.subplots(figsize=(10, 7))\n",
     "for run in runs:\n",
     "    hist = np.array(run['histogram'][:, 0, 0])\n",
     "    # The CylindricalDensityProfile normalizes the bin values by the bin size.\n",
@@ -683,7 +686,8 @@
     "ax.set_xscale('log')\n",
     "ax.legend()\n",
     "plt.xlabel('r')\n",
-    "plt.ylabel('P(r)')"
+    "plt.ylabel('P(r)')\n",
+    "plt.show()"
    ]
   },
   {
@@ -909,11 +913,12 @@
    "outputs": [],
    "source": [
     "charge_hist /= charge_hist[-1]\n",
-    "fig2, ax2 = plt.subplots()\n",
+    "fig2, ax2 = plt.subplots(figsize=(10, 7))\n",
     "ax2.plot(rs, charge_hist)\n",
     "ax2.set_xscale('linear')\n",
     "plt.xlabel('r')\n",
-    "plt.ylabel('P(r)')"
+    "plt.ylabel('P(r)')\n",
+    "plt.show()"
    ]
   },
   {

From 6d50bc3790e2fabb1b6474424d2e47d8793951b2 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 15:57:29 +0100
Subject: [PATCH 09/14] tutorials: Formatting with autopep8

---
 .../01-lennard_jones/01-lennard_jones.ipynb   | 45 +++++-----
 .../02-charged_system-1.ipynb                 | 90 +++++++++----------
 .../04-lattice_boltzmann_part2.ipynb          |  3 +
 .../04-lattice_boltzmann_part3.ipynb          | 34 ++++---
 .../04-lattice_boltzmann_part4.ipynb          |  4 +-
 .../05-raspberry_electrophoresis.ipynb        | 20 ++---
 .../07-electrokinetics.ipynb                  | 24 ++---
 .../11-ferrofluid/11-ferrofluid_part1.ipynb   | 54 ++++++-----
 .../11-ferrofluid/11-ferrofluid_part2.ipynb   | 88 +++++++++---------
 .../11-ferrofluid/11-ferrofluid_part3.ipynb   | 38 ++++----
 .../12-constant_pH/12-constant_pH.ipynb       | 73 +++++++--------
 11 files changed, 249 insertions(+), 224 deletions(-)

diff --git a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
index f5e60871100..0889e41cfe7 100644
--- a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
+++ b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
@@ -279,7 +279,7 @@
    },
    "source": [
     "```python\n",
-    "system.part.add(type=[0]*N_PART, pos=np.random.random((N_PART,3)) * system.box_l)\n",
+    "system.part.add(type=[0] * N_PART, pos=np.random.random((N_PART, 3)) * system.box_l)\n",
     "```"
    ]
   },
@@ -379,7 +379,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "assert (BOX_L-2*SKIN > LJ_CUT).all()"
+    "assert (BOX_L - 2 * SKIN > LJ_CUT).all()"
    ]
   },
   {
@@ -472,7 +472,7 @@
    "source": [
     "```python\n",
     "# Set up steepest descent integration\n",
-    "system.integrator.set_steepest_descent(f_max=0, # use a relative convergence criterion only\n",
+    "system.integrator.set_steepest_descent(f_max=0,  # use a relative convergence criterion only\n",
     "                                       gamma=DAMPING,\n",
     "                                       max_displacement=MAX_DISPLACEMENT)\n",
     "\n",
@@ -481,10 +481,10 @@
     "old_force = np.max(np.linalg.norm(system.part[:].f, axis=1))\n",
     "\n",
     "\n",
-    "while system.time/system.time_step < MAX_STEPS:\n",
+    "while system.time / system.time_step < MAX_STEPS:\n",
     "    system.integrator.run(EM_STEP)\n",
     "    force = np.max(np.linalg.norm(system.part[:].f, axis=1))\n",
-    "    rel_force = np.abs((force-old_force)/old_force)\n",
+    "    rel_force = np.abs((force - old_force) / old_force)\n",
     "    print(f'rel. force change:{rel_force:.2e}')\n",
     "    if rel_force < F_TOL:\n",
     "        break\n",
@@ -546,7 +546,7 @@
     "* Use <tt>system.integrator.set_vv()</tt> to use a Velocity Verlet integration scheme and\n",
     "  <tt>system.thermostat.set_langevin()</tt> to turn on the Langevin thermostat.\n",
     "\n",
-    "  Set the temperature to <tt>TEMPERATURE</tt> and damping coefficient to <tt>GAMMA</tt>.\n",
+    "  Set the temperature to ``TEMPERATURE`` and damping coefficient to ``GAMMA``.\n",
     "\n",
     "For details see the [online documentation](http://espressomd.org/html/doc/espressomd.html#module-espressomd.thermostat)."
    ]
@@ -609,7 +609,7 @@
     "* Integrate the system and measure the total and kinetic energy. Take ``N_SAMPLES`` measurements every ``STEPS_PER_SAMPLE`` integration steps.\n",
     "* Calculate the total and kinetic energies using the analysis method [<tt>system.analysis.energy()</tt>](http://espressomd.org/html/doc/espressomd.html#module-espressomd.analyze).\n",
     "* Use the containers ``times``, ``e_total`` and ``e_kin`` from the cell above to store the time series.\n",
-    "* From the simulation results, calculate the instantaneous temperature $T_{inst} = 2/3 \\times E_\\mathrm{kin}$/<tt>N_PART</tt>."
+    "* From the simulation results, calculate the instantaneous temperature $T_{\\mathrm{inst}} = 2/3 \\times E_\\mathrm{kin}$/<tt>N_PART</tt>."
    ]
   },
   {
@@ -625,7 +625,7 @@
     "    e_total[i] = energy['total']\n",
     "    e_kin[i] = energy['kinetic']\n",
     "    system.integrator.run(STEPS_PER_SAMPLE)\n",
-    "T_inst = 2./3. * e_kin / N_PART\n",
+    "T_inst = 2. / 3. * e_kin / N_PART\n",
     "```"
    ]
   },
@@ -643,8 +643,8 @@
    "outputs": [],
    "source": [
     "plt.figure(figsize=(10, 6))\n",
-    "plt.plot(times, T_inst, label='$T_{inst}$')\n",
-    "plt.plot(times, [TEMPERATURE]*len(times), label='$T$ set by thermostat')\n",
+    "plt.plot(times, T_inst, label='$T_{\\\\mathrm{inst}}$')\n",
+    "plt.plot(times, [TEMPERATURE] * len(times), label='$T$ set by thermostat')\n",
     "plt.legend()\n",
     "plt.xlabel('t')\n",
     "plt.ylabel('T')\n",
@@ -692,8 +692,8 @@
     "    x = np.asarray(x)\n",
     "    mean = x.mean()\n",
     "    var = np.var(x)\n",
-    "    xp = x-mean\n",
-    "    corr = np.correlate(xp, xp, 'full')[len(x)-1:]/var/len(x)\n",
+    "    xp = x - mean\n",
+    "    corr = np.correlate(xp, xp, 'full')[len(x) - 1:] / var / len(x)\n",
     "    return corr\n",
     "\n",
     "\n",
@@ -701,7 +701,7 @@
     "    data = np.asarray(data)\n",
     "    data /= data[0]\n",
     "\n",
-    "    def fitfn(t, t_corr): return np.exp(-t/t_corr)\n",
+    "    def fitfn(t, t_corr): return np.exp(-t / t_corr)\n",
     "    popt, pcov = optimize.curve_fit(fitfn, ts, data)\n",
     "    return popt[0]"
    ]
@@ -729,8 +729,7 @@
     "```python\n",
     "e_total_autocor = autocor(e_total)\n",
     "corr_time = fit_correlation_time(e_total_autocor, times)\n",
-    "steps_per_uncorrelated_sample = int(np.ceil(3*corr_time/system.time_step))\n",
-    "\n",
+    "steps_per_uncorrelated_sample = int(np.ceil(3 * corr_time / system.time_step))\n",
     "```"
    ]
   },
@@ -765,8 +764,8 @@
    "source": [
     "plt.figure(figsize=(10, 6))\n",
     "plt.plot(times, e_total_autocor, label='data')\n",
-    "plt.plot(times, np.exp(-times/corr_time), label='exponential fit')\n",
-    "plt.plot(2*[steps_per_uncorrelated_sample*system.time_step],\n",
+    "plt.plot(times, np.exp(-times / corr_time), label='exponential fit')\n",
+    "plt.plot(2 * [steps_per_uncorrelated_sample * system.time_step],\n",
     "         [min(e_total_autocor), 1], label='sampling interval')\n",
     "plt.xlim(left=-2, right=50)\n",
     "plt.legend()\n",
@@ -803,10 +802,10 @@
    },
    "source": [
     "```python\n",
-    "uncorrelated_sample_step = int(np.ceil(steps_per_uncorrelated_sample/STEPS_PER_SAMPLE))\n",
-    "pot_energies = (e_total-e_kin)[::uncorrelated_sample_step]/N_PART \n",
+    "uncorrelated_sample_step = int(np.ceil(steps_per_uncorrelated_sample / STEPS_PER_SAMPLE))\n",
+    "pot_energies = (e_total - e_kin)[::uncorrelated_sample_step] / N_PART\n",
     "mean_pot_energy = np.mean(pot_energies)\n",
-    "SEM_pot_energy = np.std(pot_energies)/np.sqrt(len(pot_energies))\n",
+    "SEM_pot_energy = np.std(pot_energies) / np.sqrt(len(pot_energies))\n",
     "```"
    ]
   },
@@ -844,8 +843,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "tail_energy_per_particle = 8./3.*np.pi*DENSITY*LJ_EPS * \\\n",
-    "    LJ_SIG**3*(1./3.*(LJ_SIG/LJ_CUT)**9-(LJ_SIG/LJ_CUT)**3)\n",
+    "tail_energy_per_particle = 8. / 3. * np.pi * DENSITY * LJ_EPS * \\\n",
+    "    LJ_SIG**3 * (1. / 3. * (LJ_SIG / LJ_CUT)**9 - (LJ_SIG / LJ_CUT)**3)\n",
     "mean_pot_energy_corrected = mean_pot_energy + tail_energy_per_particle\n",
     "print(f'corrected mean potential energy = {mean_pot_energy_corrected:.2f}')"
    ]
@@ -934,7 +933,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "system.integrator.run(N_SAMPLES*steps_per_uncorrelated_sample)"
+    "system.integrator.run(N_SAMPLES * steps_per_uncorrelated_sample)"
    ]
   },
   {
diff --git a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb b/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
index 3e8e6e6a8f7..da927f3a64f 100644
--- a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
+++ b/doc/tutorials/02-charged_system/02-charged_system-1.ipynb
@@ -67,7 +67,7 @@
     "BJERRUM_LENGTH = 1.0\n",
     "\n",
     "# we assume a unit system where the elementary charge and the thermal energy are both 1\n",
-    "system = System(box_l=3*[ROD_LENGTH])\n",
+    "system = System(box_l=3 * [ROD_LENGTH])\n",
     "KT = 1.\n",
     "Q_E = 1.\n",
     "\n",
@@ -120,13 +120,13 @@
    },
    "source": [
     "```python\n",
-    "#ion-ion interaction\n",
-    "system.non_bonded_inter[COUNTERION_TYPE,COUNTERION_TYPE].wca.set_params(\n",
-    "      epsilon=WCA_EPSILON, sigma=ION_DIAMETER)\n",
+    "# ion-ion interaction\n",
+    "system.non_bonded_inter[COUNTERION_TYPE, COUNTERION_TYPE].wca.set_params(\n",
+    "    epsilon=WCA_EPSILON, sigma=ION_DIAMETER)\n",
     "\n",
     "# ion-rod interaction\n",
-    "system.non_bonded_inter[COUNTERION_TYPE,ROD_TYPE].wca.set_params(\n",
-    "      epsilon=WCA_EPSILON, sigma=ION_DIAMETER/2. + ROD_RADIUS)\n",
+    "system.non_bonded_inter[COUNTERION_TYPE, ROD_TYPE].wca.set_params(\n",
+    "    epsilon=WCA_EPSILON, sigma=ION_DIAMETER / 2. + ROD_RADIUS)\n",
     "```"
    ]
   },
@@ -173,25 +173,25 @@
     "\n",
     "    # calculate charge of the single rod beads\n",
     "    rod_length = system.box_l[2]\n",
-    "    total_rod_charge = rod_charge_dens*rod_length\n",
-    "    rod_charge_per_bead = total_rod_charge/N_rod_beads\n",
+    "    total_rod_charge = rod_charge_dens * rod_length\n",
+    "    rod_charge_per_bead = total_rod_charge / N_rod_beads\n",
     "\n",
     "    # number of counterions\n",
-    "    N_ions = int(total_rod_charge/ion_valency)\n",
+    "    N_ions = int(total_rod_charge / ion_valency)\n",
     "\n",
     "    rod_zs = np.linspace(0, rod_length, num=N_rod_beads, endpoint=False)\n",
-    "    rod_positions = np.column_stack(([system.box_l[0]/2.]*N_rod_beads,\n",
-    "                                     [system.box_l[1]/2.]*N_rod_beads,\n",
+    "    rod_positions = np.column_stack(([system.box_l[0] / 2.] * N_rod_beads,\n",
+    "                                     [system.box_l[1] / 2.] * N_rod_beads,\n",
     "                                     rod_zs))\n",
     "\n",
-    "    system.part.add(pos=rod_positions, type=[rod_type]*N_rod_beads,\n",
-    "                    q=[rod_charge_per_bead]*N_rod_beads,\n",
-    "                    fix=[3*[True]]*N_rod_beads)\n",
+    "    system.part.add(pos=rod_positions, type=[rod_type] * N_rod_beads,\n",
+    "                    q=[rod_charge_per_bead] * N_rod_beads,\n",
+    "                    fix=[3 * [True]] * N_rod_beads)\n",
     "\n",
     "    ion_positions = np.random.random((N_ions, 3)) * system.box_l\n",
     "\n",
     "    counter_ions = system.part.add(pos=ion_positions, type=[\n",
-    "                                   counterion_type]*N_ions, q=[-ion_valency]*N_ions)\n",
+    "                                   counterion_type] * N_ions, q=[-ion_valency] * N_ions)\n",
     "\n",
     "    return counter_ions\n",
     "```"
@@ -214,7 +214,7 @@
     "ROD_CHARGE_DENS = 2\n",
     "\n",
     "# number of beads that make up the rod\n",
-    "N_rod_beads = int(ROD_LENGTH/ROD_RADIUS)\n",
+    "N_rod_beads = int(ROD_LENGTH / ROD_RADIUS)\n",
     "\n",
     "setup_rod_and_counterions(system, COUNTERION_VALENCY, COUNTERION_TYPE,\n",
     "                          ROD_CHARGE_DENS, N_rod_beads, ROD_TYPE)\n",
@@ -237,7 +237,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "p3m_params = {'prefactor': KT*BJERRUM_LENGTH*Q_E**2,\n",
+    "p3m_params = {'prefactor': KT * BJERRUM_LENGTH * Q_E**2,\n",
     "              'accuracy': 1e-3}"
    ]
   },
@@ -304,14 +304,14 @@
     "    energy = system.analysis.energy()['total']\n",
     "\n",
     "    i = 0\n",
-    "    while i < sd_params['max_steps']//sd_params['emstep']:\n",
+    "    while i < sd_params['max_steps'] // sd_params['emstep']:\n",
     "        prev_maxforce = maxforce\n",
     "        prev_energy = energy\n",
     "        system.integrator.run(sd_params['emstep'])\n",
     "        maxforce = np.max(np.linalg.norm(system.part[:].f, axis=1))\n",
-    "        relforce = np.abs((maxforce-prev_maxforce)/prev_maxforce)\n",
+    "        relforce = np.abs((maxforce - prev_maxforce) / prev_maxforce)\n",
     "        energy = system.analysis.energy()['total']\n",
-    "        relener = np.abs((energy-prev_energy)/prev_energy)\n",
+    "        relener = np.abs((energy - prev_energy) / prev_energy)\n",
     "        if i > 1 and (i + 1) % 4 == 0:\n",
     "            print(f\"minimization step: {(i+1)*sd_params['emstep']:4.0f}\"\n",
     "                  f\"    max. rel. force change:{relforce:+3.3e}\"\n",
@@ -329,7 +329,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "STEEPEST_DESCENT_PARAMS= {'f_tol': 1e-2,\n",
+    "STEEPEST_DESCENT_PARAMS = {'f_tol': 1e-2,\n",
     "                           'e_tol': 1e-5,\n",
     "                           'damping': 30,\n",
     "                           'max_steps': 10000,\n",
@@ -388,7 +388,7 @@
    "outputs": [],
    "source": [
     "# plot time in time_steps so we can judge the number of warmup steps\n",
-    "ts = np.arange(0, N_SAMPLES_FIRST_RUN)*STEPS_PER_SAMPLE_FIRST_RUN\n",
+    "ts = np.arange(0, N_SAMPLES_FIRST_RUN) * STEPS_PER_SAMPLE_FIRST_RUN\n",
     "plt.figure(figsize=(10, 7))\n",
     "plt.plot(ts, energies)\n",
     "plt.xlabel('time steps')\n",
@@ -442,17 +442,17 @@
     "        ion_ids = system.part.select(type=ion_type).id\n",
     "        radial_profile_obs = observables.CylindricalDensityProfile(\n",
     "            ids=ion_ids,\n",
-    "            center=np.array(system.box_l)/2.,\n",
+    "            center=np.array(system.box_l) / 2.,\n",
     "            axis=[0, 0, 1, ],\n",
     "            n_r_bins=n_radial_bins,\n",
     "            n_phi_bins=1,\n",
     "            n_z_bins=1,\n",
     "            min_r=r_min,\n",
     "            min_phi=-np.pi,\n",
-    "            min_z=-system.box_l[2]/2.,\n",
-    "            max_r=system.box_l[0]/2.,\n",
+    "            min_z=-system.box_l[2] / 2.,\n",
+    "            max_r=system.box_l[0] / 2.,\n",
     "            max_phi=np.pi,\n",
-    "            max_z=system.box_l[2]/2.)\n",
+    "            max_z=system.box_l[2] / 2.)\n",
     "\n",
     "        bin_edges = radial_profile_obs.bin_edges()\n",
     "\n",
@@ -479,14 +479,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "r_min = ROD_RADIUS + ION_DIAMETER/2.\n",
-    "r_max = system.box_l[0]/2.\n",
+    "r_min = ROD_RADIUS + ION_DIAMETER / 2.\n",
+    "r_max = system.box_l[0] / 2.\n",
     "N_RADIAL_BINS = 200\n",
     "radial_profile_accs, bin_edges = setup_profile_calculation(\n",
     "    system, STEPS_PER_SAMPLE, [COUNTERION_TYPE], r_min, N_RADIAL_BINS)\n",
     "assert isinstance(\n",
     "    radial_profile_accs[COUNTERION_TYPE], accumulators.MeanVarianceCalculator)\n",
-    "assert len(bin_edges) == N_RADIAL_BINS+1"
+    "assert len(bin_edges) == N_RADIAL_BINS + 1"
    ]
   },
   {
@@ -579,7 +579,7 @@
    "source": [
     "def integrate_system(system, n_steps):\n",
     "    for i in range(100):\n",
-    "        system.integrator.run(int(n_steps/100))\n",
+    "        system.integrator.run(int(n_steps / 100))\n",
     "        print(f'progress={i}%', end='\\r')\n",
     "    print('progress=100%')"
    ]
@@ -620,7 +620,7 @@
     "    radial_profile_accs, bin_edges = setup_profile_calculation(\n",
     "        system, STEPS_PER_SAMPLE, [COUNTERION_TYPE], r_min, N_RADIAL_BINS)\n",
     "    print('starting simulation')\n",
-    "    integrate_system(system, N_SAMPLES*STEPS_PER_SAMPLE)\n",
+    "    integrate_system(system, N_SAMPLES * STEPS_PER_SAMPLE)\n",
     "\n",
     "    run['histogram'] = radial_profile_accs[COUNTERION_TYPE].get_mean()\n",
     "    print('simulation for parameters {} done\\n'.format(run['params']))\n",
@@ -705,17 +705,17 @@
    "source": [
     "def eq_to_solve_for_gamma(gamma, manning_parameter, rod_radius, max_radius):\n",
     "    # eq 7 - eq 6 from 10.1021/ma990897o\n",
-    "    return gamma*np.log(max_radius/rod_radius) - np.arctan(1/gamma) + np.arctan((1-manning_parameter)/gamma)\n",
+    "    return gamma * np.log(max_radius / rod_radius) - np.arctan(1 / gamma) + np.arctan((1 - manning_parameter) / gamma)\n",
     "\n",
     "\n",
     "def calc_manning_radius(gamma, max_radius):\n",
     "    # eq 7 from 10.1021/ma990897o\n",
-    "    return max_radius*np.exp(-np.arctan(1./gamma)/gamma)\n",
+    "    return max_radius * np.exp(-np.arctan(1. / gamma) / gamma)\n",
     "\n",
     "\n",
     "def calc_PB_probability(r, manning_parameter, gamma, manning_radius):\n",
     "    # eq 8 and 9 from 10.1021/ma990897o\n",
-    "    return 1./manning_parameter + gamma/manning_parameter * np.tan(gamma*np.log(r/manning_radius))"
+    "    return 1. / manning_parameter + gamma / manning_parameter * np.tan(gamma * np.log(r / manning_radius))"
    ]
   },
   {
@@ -733,7 +733,7 @@
    "source": [
     "rod_charge_density = runs[0]['params']['rod_charge_dens']\n",
     "ion_valency = runs[0]['params']['counterion_valency']\n",
-    "manning_parameter_times_valency = BJERRUM_LENGTH*rod_charge_density*ion_valency\n",
+    "manning_parameter_times_valency = BJERRUM_LENGTH * rod_charge_density * ion_valency\n",
     "\n",
     "gamma = optimize.fsolve(eq_to_solve_for_gamma, 1, args=(\n",
     "    manning_parameter_times_valency, r_min, r_max))\n",
@@ -780,10 +780,10 @@
     "    anion_positions = np.random.random((N_anions, 3)) * system.box_l\n",
     "    cation_positions = np.random.random((N_cations, 3)) * system.box_l\n",
     "\n",
-    "    anions = system.part.add(pos=anion_positions, type=[anion_params['type']]*N_anions,\n",
-    "                             q=[-anion_params['valency']]*N_anions)\n",
-    "    cations = system.part.add(pos=cation_positions, type=[cation_params['type']]*N_cations,\n",
-    "                              q=[cation_params['valency']]*N_cations)\n",
+    "    anions = system.part.add(pos=anion_positions, type=[anion_params['type']] * N_anions,\n",
+    "                             q=[-anion_params['valency']] * N_anions)\n",
+    "    cations = system.part.add(pos=cation_positions, type=[cation_params['type']] * N_cations,\n",
+    "                              q=[cation_params['valency']] * N_cations)\n",
     "\n",
     "    return anions, cations"
    ]
@@ -801,7 +801,7 @@
     "                 'valency': 2,\n",
     "                 'number': 150}\n",
     "ROD_LENGTH = 10\n",
-    "N_rod_beads = int(ROD_LENGTH/ROD_RADIUS)\n",
+    "N_rod_beads = int(ROD_LENGTH / ROD_RADIUS)\n",
     "ROD_CHARGE_DENS = 1\n",
     "COUNTERION_VALENCY = 1\n",
     "\n",
@@ -821,7 +821,7 @@
     "# set interactions of salt with the rod and all ions\n",
     "for salt_type in [ANION_PARAMS['type'], CATION_PARAMS['type']]:\n",
     "    system.non_bonded_inter[salt_type, ROD_TYPE].wca.set_params(\n",
-    "        epsilon=WCA_EPSILON, sigma=ION_DIAMETER/2. + ROD_RADIUS)\n",
+    "        epsilon=WCA_EPSILON, sigma=ION_DIAMETER / 2. + ROD_RADIUS)\n",
     "    for ion_type in all_ion_types:\n",
     "        system.non_bonded_inter[salt_type, ion_type].wca.set_params(\n",
     "            epsilon=WCA_EPSILON, sigma=ION_DIAMETER)"
@@ -834,12 +834,12 @@
    "outputs": [],
    "source": [
     "clear_system(system)\n",
-    "system.box_l = 3*[ROD_LENGTH]\n",
+    "system.box_l = 3 * [ROD_LENGTH]\n",
     "counterions = setup_rod_and_counterions(\n",
     "    system, COUNTERION_VALENCY, COUNTERION_TYPE,\n",
     "    ROD_CHARGE_DENS, N_rod_beads, ROD_TYPE)\n",
     "anions, cations = add_salt(system, ANION_PARAMS, CATION_PARAMS)\n",
-    "assert abs(sum(anions.q)+sum(cations.q)) < 1e-10\n",
+    "assert abs(sum(anions.q) + sum(cations.q)) < 1e-10\n",
     "\n",
     "p3m.tune()\n",
     "remove_overlap(system, STEEPEST_DESCENT_PARAMS)\n",
@@ -849,7 +849,7 @@
     "radial_profile_accs, bin_edges = setup_profile_calculation(\n",
     "    system, STEPS_PER_SAMPLE_SALT, all_ion_types, r_min, N_RADIAL_BINS)\n",
     "print('starting simulation')\n",
-    "integrate_system(system, N_SAMPLES_SALT*STEPS_PER_SAMPLE_SALT)\n",
+    "integrate_system(system, N_SAMPLES_SALT * STEPS_PER_SAMPLE_SALT)\n",
     "print('simulation done')"
    ]
   },
@@ -893,7 +893,7 @@
     "counterion_charge = sum(counterions.q)\n",
     "anion_charge = sum(anions.q)\n",
     "cation_charge = sum(cations.q)\n",
-    "charge_hist = counterion_charge*cum_hists[COUNTERION_TYPE] + \\\n",
+    "charge_hist = counterion_charge * cum_hists[COUNTERION_TYPE] + \\\n",
     "    anion_charge * cum_hists[ANION_PARAMS['type']] + \\\n",
     "    cation_charge * cum_hists[CATION_PARAMS['type']]\n",
     "```"
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb
index d23a2e6484f..f12244d636f 100644
--- a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb
+++ b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb
@@ -257,9 +257,11 @@
    "source": [
     "import scipy.optimize\n",
     "\n",
+    "\n",
     "def quadratic(x, a, b, c):\n",
     "    return a * x**2 + b * x + c\n",
     "\n",
+    "\n",
     "# cutoffs for the ballistic regime (different for each gamma value)\n",
     "tau_p_values = [14, 12, 10, 7]\n",
     "\n",
@@ -303,6 +305,7 @@
     "def linear(x, a, b):\n",
     "    return a * x + b\n",
     "\n",
+    "\n",
     "# cutoffs for the diffusive regime (different for each gamma value)\n",
     "tau_f_values = [24, 22, 20, 17]\n",
     "# cutoff for the data series (larger lag times have larger variance due to undersampling)\n",
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
index 7209f8a5f99..8f9ea782ba2 100644
--- a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
+++ b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
@@ -133,6 +133,7 @@
     "        corr_operation=\"square_distance_componentwise\", compress1=\"discard1\")\n",
     "    return com_pos_cor\n",
     "\n",
+    "\n",
     "def correlator_gk(pids_monomers, tau_max):\n",
     "    com_vel = espressomd.observables.ComVelocity(ids=pids_monomers)\n",
     "    com_vel_cor = espressomd.accumulators.Correlator(\n",
@@ -169,6 +170,7 @@
     "    '''\n",
     "    system.thermostat.set_langevin(kT=kT, gamma=gamma, seed=42)\n",
     "\n",
+    "\n",
     "def solvent_lbm(system, kT, gamma):\n",
     "    '''\n",
     "    Lattice-based solvation model based on the LBM (Zimm model).\n",
@@ -221,7 +223,7 @@
     "    import espressomd.lb\n",
     "\n",
     "# System setup\n",
-    "system = espressomd.System(box_l=3*[BOX_L])\n",
+    "system = espressomd.System(box_l=3 * [BOX_L])\n",
     "system.cell_system.skin = 0.4\n",
     "\n",
     "# Lennard-Jones interaction\n",
@@ -321,9 +323,9 @@
     "rf_results = np.array(rf_results)\n",
     "rg_results = np.array(rg_results)\n",
     "com_pos_tau_results = np.array(com_pos_tau_results)\n",
-    "com_pos_msd_results = np.reshape(com_pos_msd_results, [len(N_MONOMERS),-1])\n",
+    "com_pos_msd_results = np.reshape(com_pos_msd_results, [len(N_MONOMERS), -1])\n",
     "com_vel_tau_results = np.array(com_vel_tau_results)\n",
-    "com_vel_acf_results = np.reshape(com_vel_acf_results, [len(N_MONOMERS),-1])"
+    "com_vel_acf_results = np.reshape(com_vel_acf_results, [len(N_MONOMERS), -1])"
    ]
   },
   {
@@ -357,6 +359,7 @@
     "import scipy.signal\n",
     "import scipy.optimize\n",
     "\n",
+    "\n",
     "def autocorrelation(time_series):\n",
     "    '''\n",
     "    Normalized autocorrelation function with zero-padding. This is a\n",
@@ -371,6 +374,7 @@
     "    acf_normalized = acf / (n - np.arange(n))  # rescale by bin sizes\n",
     "    return acf_normalized\n",
     "\n",
+    "\n",
     "def standard_error_mean_autocorrelation(time_series, variable_label):\n",
     "    '''\n",
     "    Calculate the mean and the correlation-corrected standard error\n",
@@ -385,7 +389,7 @@
     "    for signal, N in zip(time_series, N_MONOMERS):\n",
     "        acf = autocorrelation(signal - np.mean(signal))\n",
     "        # the acf cannot be integrated beyond tau=N/2\n",
-    "        integral = np.array([acf[0] + 2 * np.sum(acf[1:j]) for j in np.arange(1, len(acf)//2)])\n",
+    "        integral = np.array([acf[0] + 2 * np.sum(acf[1:j]) for j in np.arange(1, len(acf) // 2)])\n",
     "        # remove the noisy part of the integral\n",
     "        negative_number_list = np.nonzero(integral < 0)\n",
     "        if negative_number_list[0].size:\n",
@@ -408,6 +412,7 @@
     "    plt.show()\n",
     "    return np.array(summary)\n",
     "\n",
+    "\n",
     "def fitting_polymer_theory(polymer_model, n_monomers, diffusion, rh_exponent):\n",
     "    '''\n",
     "    Fit the appropriate polymer diffusion coefficient equation (Rouse or\n",
@@ -471,15 +476,15 @@
    "outputs": [],
    "source": [
     "rf_summary = standard_error_mean_autocorrelation(rf_results, r'\\operatorname{acf}(R_F)')\n",
-    "rf_exponent, rf_prefactor = np.polyfit(np.log(N_MONOMERS), np.log(rf_summary[:,0]), 1)\n",
+    "rf_exponent, rf_prefactor = np.polyfit(np.log(N_MONOMERS), np.log(rf_summary[:, 0]), 1)\n",
     "rf_prefactor = np.exp(rf_prefactor)\n",
     "\n",
     "fig = plt.figure(figsize=(10, 6))\n",
     "x = np.linspace(min(N_MONOMERS) - 0.5, max(N_MONOMERS) + 0.5, 20)\n",
     "plt.plot(x, rf_prefactor * x**rf_exponent, '-',\n",
     "         label=rf'$R_F^{{\\mathrm{{fit}}}} = {rf_prefactor:.2f} N^{{{rf_exponent:.2f}}}$')\n",
-    "plt.errorbar(N_MONOMERS, rf_summary[:,0],\n",
-    "             yerr=rf_summary[:,1],\n",
+    "plt.errorbar(N_MONOMERS, rf_summary[:, 0],\n",
+    "             yerr=rf_summary[:, 1],\n",
     "             ls='', marker='o', capsize=5, capthick=1,\n",
     "             label=r'$R_F^{\\mathrm{simulation}}$')\n",
     "plt.xlabel('Number of monomers $N$')\n",
@@ -509,15 +514,15 @@
    "outputs": [],
    "source": [
     "rg_summary = standard_error_mean_autocorrelation(rg_results, r'\\operatorname{acf}(R_g)')\n",
-    "rg_exponent, rg_prefactor = np.polyfit(np.log(N_MONOMERS), np.log(rg_summary[:,0]), 1)\n",
+    "rg_exponent, rg_prefactor = np.polyfit(np.log(N_MONOMERS), np.log(rg_summary[:, 0]), 1)\n",
     "rg_prefactor = np.exp(rg_prefactor)\n",
     "\n",
     "fig = plt.figure(figsize=(10, 6))\n",
     "x = np.linspace(min(N_MONOMERS) - 0.5, max(N_MONOMERS) + 0.5, 20)\n",
     "plt.plot(x, rg_prefactor * x**rg_exponent, '-',\n",
     "         label=rf'$R_g^{{\\mathrm{{fit}}}} = {rg_prefactor:.2f} N^{{{rg_exponent:.2f}}}$')\n",
-    "plt.errorbar(N_MONOMERS, rg_summary[:,0],\n",
-    "             yerr=rg_summary[:,1],\n",
+    "plt.errorbar(N_MONOMERS, rg_summary[:, 0],\n",
+    "             yerr=rg_summary[:, 1],\n",
     "             ls='', marker='o', capsize=5, capthick=1,\n",
     "             label=r'$R_g^{\\mathrm{simulation}}$')\n",
     "plt.xlabel('Number of monomers $N$')\n",
@@ -570,15 +575,15 @@
    "outputs": [],
    "source": [
     "rh_summary = standard_error_mean_autocorrelation(rh_results, r'\\operatorname{acf}(R_h)')\n",
-    "rh_exponent, rh_prefactor = np.polyfit(np.log(N_MONOMERS), np.log(rh_summary[:,0]), 1)\n",
+    "rh_exponent, rh_prefactor = np.polyfit(np.log(N_MONOMERS), np.log(rh_summary[:, 0]), 1)\n",
     "rh_prefactor = np.exp(rh_prefactor)\n",
     "\n",
     "fig = plt.figure(figsize=(10, 6))\n",
     "x = np.linspace(min(N_MONOMERS) - 0.5, max(N_MONOMERS) + 0.5, 20)\n",
     "plt.plot(x, rh_prefactor * x**rh_exponent, '-',\n",
     "         label=rf'$R_h^{{\\mathrm{{fit}}}} = {rh_prefactor:.2f} N^{{{rh_exponent:.2f}}}$')\n",
-    "plt.errorbar(N_MONOMERS, rh_summary[:,0],\n",
-    "             yerr=rh_summary[:,1],\n",
+    "plt.errorbar(N_MONOMERS, rh_summary[:, 0],\n",
+    "             yerr=rh_summary[:, 1],\n",
     "             ls='', marker='o', capsize=5, capthick=1,\n",
     "             label=r'$R_h^{\\mathrm{simulation}}$')\n",
     "plt.xlabel('Number of monomers $N$')\n",
@@ -709,10 +714,11 @@
     "def exponential(x, a, b):\n",
     "    return a * np.exp(-b * x)\n",
     "\n",
+    "\n",
     "fig = plt.figure(figsize=(10, 8))\n",
     "for N, tau, acf in zip(N_MONOMERS, com_vel_tau_results, com_vel_acf_results):\n",
     "    popt, _ = scipy.optimize.curve_fit(exponential, tau[:20], acf[:20])\n",
-    "    x = np.linspace(tau[0], tau[20-1], 100)\n",
+    "    x = np.linspace(tau[0], tau[20 - 1], 100)\n",
     "    p = plt.plot(x, exponential(x, *popt), '-')\n",
     "    plt.plot(tau[:20], acf[:20], 'o',\n",
     "             color=p[0].get_color(), label=rf'$R(\\tau)$ for N = {N}')\n",
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb
index 6ec60707b67..8fe9c5be63e 100644
--- a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb
+++ b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb
@@ -73,7 +73,7 @@
     "BOX_L = 16.0\n",
     "TIME_STEP = 0.01\n",
     "\n",
-    "system = espressomd.System(box_l=[BOX_L]*3)\n",
+    "system = espressomd.System(box_l=[BOX_L] * 3)\n",
     "system.time_step = TIME_STEP\n",
     "system.cell_system.skin = 0.4"
    ]
@@ -218,9 +218,11 @@
     "    fluid_velocities[x] = np.average(v)\n",
     "    fluid_positions[x] = (x + 0.5) * AGRID\n",
     "\n",
+    "\n",
     "def poiseuille_flow(x, force_density, dynamic_viscosity, height):\n",
     "    return force_density / (2 * dynamic_viscosity) * (height**2 / 4 - x**2)\n",
     "\n",
+    "\n",
     "# Note that the LB viscosity is not the dynamic viscosity but the\n",
     "# kinematic viscosity (mu=LB_viscosity * density)\n",
     "x_values = np.linspace(0.0, BOX_L, lbf.shape[0])\n",
diff --git a/doc/tutorials/05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb b/doc/tutorials/05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb
index a4035b00950..848d3676b34 100644
--- a/doc/tutorials/05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb
+++ b/doc/tutorials/05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb
@@ -198,7 +198,7 @@
     "system.thermostat.set_langevin(kT=0.00001, gamma=40., seed=42)\n",
     "\n",
     "print(\"# Creating raspberry\")\n",
-    "center = system.box_l / 2 \n",
+    "center = system.box_l / 2\n",
     "colPos = center\n",
     "\n",
     "# Charge of the colloid\n",
@@ -206,7 +206,7 @@
     "# Number of particles making up the raspberry (surface particles + the central particle).\n",
     "n_col_part = int(4 * np.pi * np.power(radius_col, 2) + 1)\n",
     "\n",
-    "# Place the central particle \n",
+    "# Place the central particle\n",
     "system.part.add(id=0, pos=colPos, type=0, q=q_col, fix=(True, True, True),\n",
     "                rotation=(1, 1, 1))  # Create central particle\n",
     "\n",
@@ -482,7 +482,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "E = 0.1 # an electric field of 0.1 is the upper limit of the linear response regime for this model\n",
+    "E = 0.1  # an electric field of 0.1 is the upper limit of the linear response regime for this model\n",
     "Efield = np.array([E, 0, 0])\n",
     "for p in system.part:\n",
     "    p.ext_force = p.q * Efield"
@@ -610,7 +610,7 @@
     "%matplotlib notebook\n",
     "\n",
     "trajectory_file = 'posVsTime.dat'\n",
-    "trajectory = np.loadtxt(trajectory_file)[:,1:4]\n",
+    "trajectory = np.loadtxt(trajectory_file)[:, 1:4]\n",
     "# optional: trajectory smoothing with a running average\n",
     "N = 6\n",
     "trajectory = np.array(\n",
@@ -621,16 +621,16 @@
     "max_range = 1.01 * np.max(np.abs(trajectory_range))\n",
     "bbox = np.array([mid_range - max_range / 2, mid_range + max_range / 2])\n",
     "# 3D plot\n",
-    "fig = plt.figure(figsize=(9,6))\n",
+    "fig = plt.figure(figsize=(9, 6))\n",
     "ax = fig.add_subplot(111, projection='3d')\n",
     "ax.set_xlabel('X axis')\n",
     "ax.set_ylabel('Y axis')\n",
     "ax.set_zlabel('Z axis')\n",
-    "ax.set_xlim(*bbox[:,0])\n",
-    "ax.set_ylim(*bbox[:,1])\n",
-    "ax.set_zlim(*bbox[:,2])\n",
-    "ax.text(*trajectory[:,0], '\\u2190 start', 'y')\n",
-    "ax.scatter(*trajectory[:,0])\n",
+    "ax.set_xlim(*bbox[:, 0])\n",
+    "ax.set_ylim(*bbox[:, 1])\n",
+    "ax.set_zlim(*bbox[:, 2])\n",
+    "ax.text(*trajectory[:, 0], '\\u2190 start', 'y')\n",
+    "ax.scatter(*trajectory[:, 0])\n",
     "ax.plot(*trajectory)\n",
     "plt.tight_layout()\n",
     "plt.rcParams.update({'font.size': 14})"
diff --git a/doc/tutorials/07-electrokinetics/07-electrokinetics.ipynb b/doc/tutorials/07-electrokinetics/07-electrokinetics.ipynb
index c91baf6039c..88e2df52f20 100644
--- a/doc/tutorials/07-electrokinetics/07-electrokinetics.ipynb
+++ b/doc/tutorials/07-electrokinetics/07-electrokinetics.ipynb
@@ -384,7 +384,7 @@
     "from espressomd import System, electrokinetics, shapes, ekboundaries\n",
     "\n",
     "# Set the slit pore geometry where the width is the non-periodic part of the geometry\n",
-    "# the padding is used to ensure that there is no field outside the slit since the \n",
+    "# the padding is used to ensure that there is no field outside the slit since the\n",
     "# electrostatics is used with a 3D periodic FFT solver.\n",
     "\n",
     "box_y = 6\n",
@@ -394,7 +394,7 @@
     "padding = 1\n",
     "box_x = width + 2 * padding\n",
     "\n",
-    "system = System(box_l = [box_x, box_y, box_z])"
+    "system = System(box_l=[box_x, box_y, box_z])"
    ]
   },
   {
@@ -520,7 +520,7 @@
    "source": [
     "# Set up the walls confining the fluid\n",
     "ek_wall_left = ekboundaries.EKBoundary(charge_density=sigma / agrid,\n",
-    "                                       shape=shapes.Wall(normal=[1, 0, 0], dist=padding)) \n",
+    "                                       shape=shapes.Wall(normal=[1, 0, 0], dist=padding))\n",
     "ek_wall_right = ekboundaries.EKBoundary(charge_density=sigma / agrid,\n",
     "                                        shape=shapes.Wall(normal=[-1, 0, 0], dist=-(padding + width)))\n",
     "\n",
@@ -551,7 +551,7 @@
     "# Integrate the system\n",
     "for i in range(100):\n",
     "    system.integrator.run(integration_length)\n",
-    "    print(\"integration step: %03i\"%i, end=\"\\r\")\n",
+    "    print(\"integration step: %03i\" % i, end=\"\\r\")\n",
     "\n",
     "print(\"Integration finished.\")\n",
     "\n",
@@ -562,24 +562,24 @@
     "pressure_xy_list = []\n",
     "\n",
     "for i in range(int(box_x / agrid)):\n",
-    "    if (i * agrid >= padding) and (i*agrid < box_x - padding):\n",
+    "    if (i * agrid >= padding) and (i * agrid < box_x - padding):\n",
     "        position = i * agrid - padding - width / 2.0 + agrid / 2.0\n",
     "        position_list.append(position)\n",
     "\n",
     "        # density\n",
     "        density_list.append(counterions[i,\n",
-    "                                        box_y/(2 * agrid),\n",
-    "                                        box_z/(2 * agrid)].density)\n",
+    "                                        box_y / (2 * agrid),\n",
+    "                                        box_z / (2 * agrid)].density)\n",
     "\n",
     "        # velocity\n",
-    "        velocity_list.append(ek[i ,\n",
-    "                                box_y/(2 * agrid),\n",
-    "                                box_z/(2 * agrid)].velocity[1])\n",
+    "        velocity_list.append(ek[i,\n",
+    "                                box_y / (2 * agrid),\n",
+    "                                box_z / (2 * agrid)].velocity[1])\n",
     "\n",
     "        # xz component pressure tensor\n",
     "        pressure_xy_list.append(ek[i,\n",
-    "                                   box_y/(2 * agrid),\n",
-    "                                   box_z/(2 * agrid)].pressure[0, 1])\n",
+    "                                   box_y / (2 * agrid),\n",
+    "                                   box_z / (2 * agrid)].pressure[0, 1])\n",
     "\n",
     "np.savetxt(\"eof_electrokinetics.dat\",\n",
     "           np.column_stack((position_list,\n",
diff --git a/doc/tutorials/11-ferrofluid/11-ferrofluid_part1.ipynb b/doc/tutorials/11-ferrofluid/11-ferrofluid_part1.ipynb
index 423d9ff1fac..5c716a52c33 100644
--- a/doc/tutorials/11-ferrofluid/11-ferrofluid_part1.ipynb
+++ b/doc/tutorials/11-ferrofluid/11-ferrofluid_part1.ipynb
@@ -262,12 +262,12 @@
     "# Lennard-Jones parameters\n",
     "LJ_SIGMA = 1\n",
     "LJ_EPSILON = 1\n",
-    "LJ_CUT = 2**(1./6.) * LJ_SIGMA\n",
+    "LJ_CUT = 2**(1. / 6.) * LJ_SIGMA\n",
     "\n",
     "# Particles\n",
     "N_PART = 1200\n",
     "\n",
-    "# Area fraction of the mono-layer \n",
+    "# Area fraction of the mono-layer\n",
     "PHI = 0.1\n",
     "\n",
     "# Dipolar interaction parameter lambda = mu_0 m^2 /(4 pi sigma^3 KT)\n",
@@ -322,7 +322,7 @@
    },
    "source": [
     "```python\n",
-    "BOX_SIZE = (N_PART * np.pi * (LJ_SIGMA/2.)**2 / PHI)**0.5\n",
+    "BOX_SIZE = (N_PART * np.pi * (LJ_SIGMA / 2.)**2 / PHI)**0.5\n",
     "```"
    ]
   },
@@ -339,7 +339,7 @@
     "print(\"Box size\", BOX_SIZE)\n",
     "# Note that the dipolar P3M and dipolar layer correction need a cubic\n",
     "# simulation box for technical reasons.\n",
-    "system = espressomd.System(box_l=(BOX_SIZE, BOX_SIZE, BOX_SIZE)) \n",
+    "system = espressomd.System(box_l=(BOX_SIZE, BOX_SIZE, BOX_SIZE))\n",
     "system.time_step = TIME_STEP"
    ]
   },
@@ -357,7 +357,7 @@
    "outputs": [],
    "source": [
     "# Lennard-Jones interaction\n",
-    "system.non_bonded_inter[0,0].lennard_jones.set_params(epsilon=LJ_EPSILON, sigma=LJ_SIGMA, cutoff=LJ_CUT, shift=\"auto\")"
+    "system.non_bonded_inter[0, 0].lennard_jones.set_params(epsilon=LJ_EPSILON, sigma=LJ_SIGMA, cutoff=LJ_CUT, shift=\"auto\")"
    ]
   },
   {
@@ -392,14 +392,14 @@
    "source": [
     "```python\n",
     "# Random dipole moments\n",
-    "np.random.seed(seed = 1)\n",
+    "np.random.seed(seed=1)\n",
     "dip_phi = 2. * np.pi * np.random.random((N_PART, 1))\n",
     "dip_cos_theta = 2 * np.random.random((N_PART, 1)) - 1\n",
     "dip_sin_theta = np.sin(np.arccos(dip_cos_theta))\n",
     "dip = np.hstack((\n",
-    "   dip_sin_theta * np.sin(dip_phi),\n",
-    "   dip_sin_theta * np.cos(dip_phi),\n",
-    "   dip_cos_theta))\n",
+    "    dip_sin_theta * np.sin(dip_phi),\n",
+    "    dip_sin_theta * np.cos(dip_phi),\n",
+    "    dip_cos_theta))\n",
     "```"
    ]
   },
@@ -431,7 +431,7 @@
    "outputs": [],
    "source": [
     "# Add particles\n",
-    "system.part.add(pos=pos, rotation=N_PART*[(1, 1, 1)], dip=dip, fix=N_PART*[(0, 0, 1)])"
+    "system.part.add(pos=pos, rotation=N_PART * [(1, 1, 1)], dip=dip, fix=N_PART * [(0, 0, 1)])"
    ]
   },
   {
@@ -500,7 +500,8 @@
     "    system.integrator.run(10)\n",
     "    energy_new = system.analysis.energy()['total']\n",
     "    # Prevent division by zero errors:\n",
-    "    if energy < sys.float_info.epsilon: break\n",
+    "    if energy < sys.float_info.epsilon:\n",
+    "        break\n",
     "    relative_energy_change = (energy - energy_new) / energy\n",
     "    print(f\"Minimization, relative change in energy: {relative_energy_change}\")\n",
     "    energy = energy_new\n",
@@ -552,8 +553,8 @@
    "outputs": [],
    "source": [
     "# Setup dipolar P3M and dipolar layer correction\n",
-    "dp3m = DipolarP3M(accuracy=5E-4, prefactor=DIP_LAMBDA*LJ_SIGMA**3*KT)\n",
-    "dlc = DLC(maxPWerror=1E-4, gap_size=BOX_SIZE-LJ_SIGMA)\n",
+    "dp3m = DipolarP3M(accuracy=5E-4, prefactor=DIP_LAMBDA * LJ_SIGMA**3 * KT)\n",
+    "dlc = DLC(maxPWerror=1E-4, gap_size=BOX_SIZE - LJ_SIGMA)\n",
     "system.actors.add(dp3m)\n",
     "system.actors.add(dlc)\n",
     "\n",
@@ -584,8 +585,10 @@
     "EQUIL_ROUNDS = 20\n",
     "EQUIL_STEPS = 1000\n",
     "for i in range(EQUIL_ROUNDS):\n",
-    "  system.integrator.run(EQUIL_STEPS)\n",
-    "  print(f\"progress: {(i + 1) * 100. / EQUIL_ROUNDS}%, dipolar energy: {system.analysis.energy()['dipolar']}\", end=\"\\r\")\n",
+    "    system.integrator.run(EQUIL_STEPS)\n",
+    "    print(\n",
+    "        f\"progress: {(i + 1) * 100. / EQUIL_ROUNDS}%, dipolar energy: {system.analysis.energy()['dipolar']}\",\n",
+    "        end=\"\\r\")\n",
     "print(\"\\nEquilibration done\")"
    ]
   },
@@ -649,6 +652,7 @@
     " Your browser does not support the video tag.\n",
     "</video>\"\"\"\n",
     "\n",
+    "\n",
     "def anim_to_html(anim):\n",
     "    if not hasattr(anim, '_encoded_video'):\n",
     "        with NamedTemporaryFile(suffix='.mp4') as f:\n",
@@ -659,8 +663,10 @@
     "        plt.close(anim._fig)\n",
     "    return VIDEO_TAG.format(anim._encoded_video)\n",
     "\n",
+    "\n",
     "animation.Animation._repr_html_ = anim_to_html\n",
     "\n",
+    "\n",
     "def init():\n",
     "    # Set x and y range\n",
     "    ax.set_ylim(0, BOX_SIZE)\n",
@@ -709,7 +715,7 @@
     "    system.integrator.run(100)\n",
     "\n",
     "    # Save current system state as a plot\n",
-    "    x_data, y_data = system.part[:].pos_folded[:,0], system.part[:].pos_folded[:,1]\n",
+    "    x_data, y_data = system.part[:].pos_folded[:, 0], system.part[:].pos_folded[:, 1]\n",
     "    ax.figure.canvas.draw()\n",
     "    part.set_data(x_data, y_data)\n",
     "    print(\"progress: {:3.0f}%\".format((i + 1) * 100. / LOOPS), end=\"\\r\")\n",
@@ -778,7 +784,7 @@
    "source": [
     "```python\n",
     "# Setup cluster analysis\n",
-    "cluster_structure = ClusterStructure(pair_criterion=DistanceCriterion(cut_off=1.3*LJ_SIGMA))\n",
+    "cluster_structure = ClusterStructure(pair_criterion=DistanceCriterion(cut_off=1.3 * LJ_SIGMA))\n",
     "```"
    ]
   },
@@ -870,7 +876,7 @@
     "    for c in cluster_structure.clusters:\n",
     "        cluster_sizes.append(c[1].size())\n",
     "    system.integrator.run(100)\n",
-    "    print(\"progress: {:3.0f}%\".format((float(i)+1)/LOOPS * 100), end=\"\\r\")\n",
+    "    print(\"progress: {:3.0f}%\".format((float(i) + 1) / LOOPS * 100), end=\"\\r\")\n",
     "```"
    ]
   },
@@ -895,12 +901,12 @@
    "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
-    "plt.figure(figsize=(10,10))\n",
+    "plt.figure(figsize=(10, 10))\n",
     "plt.xlim(0, BOX_SIZE)\n",
     "plt.ylim(0, BOX_SIZE)\n",
     "plt.xlabel('x-position', fontsize=20)\n",
     "plt.ylabel('y-position', fontsize=20)\n",
-    "plt.plot(system.part[:].pos_folded[:,0], system.part[:].pos_folded[:,1], 'o')\n",
+    "plt.plot(system.part[:].pos_folded[:, 0], system.part[:].pos_folded[:, 1], 'o')\n",
     "plt.show()"
    ]
   },
@@ -950,7 +956,7 @@
    },
    "source": [
     "```python\n",
-    "size_dist=np.histogram(cluster_sizes, range=(2,21), bins=19)\n",
+    "size_dist = np.histogram(cluster_sizes, range=(2, 21), bins=19)\n",
     "```"
    ]
   },
@@ -974,10 +980,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "plt.figure(figsize=(10,10))\n",
+    "plt.figure(figsize=(10, 10))\n",
     "plt.grid()\n",
-    "plt.xticks(range(0,20))\n",
-    "plt.plot(size_dist[1][:-2], size_dist[0][:-1]/float(LOOPS))\n",
+    "plt.xticks(range(0, 20))\n",
+    "plt.plot(size_dist[1][:-2], size_dist[0][:-1] / float(LOOPS))\n",
     "plt.xlabel('size of clusters', fontsize=20)\n",
     "plt.ylabel('distribution', fontsize=20)\n",
     "plt.show()"
diff --git a/doc/tutorials/11-ferrofluid/11-ferrofluid_part2.ipynb b/doc/tutorials/11-ferrofluid/11-ferrofluid_part2.ipynb
index 7348f1d312a..e44ee455b45 100644
--- a/doc/tutorials/11-ferrofluid/11-ferrofluid_part2.ipynb
+++ b/doc/tutorials/11-ferrofluid/11-ferrofluid_part2.ipynb
@@ -86,7 +86,7 @@
     "# Particles\n",
     "N_PART = 700\n",
     "\n",
-    "# Area fraction of the mono-layer \n",
+    "# Area fraction of the mono-layer\n",
     "PHI = 0.06\n",
     "\n",
     "# Dipolar interaction parameter lambda = MU_0 m^2 /(4 pi sigma^3 kT)\n",
@@ -132,27 +132,27 @@
     "print(\"Box size\", box_size)\n",
     "# Note that the dipolar P3M and dipolar layer correction need a cubic\n",
     "# simulation box for technical reasons.\n",
-    "system = espressomd.System(box_l=(box_size, box_size, box_size)) \n",
+    "system = espressomd.System(box_l=(box_size, box_size, box_size))\n",
     "system.time_step = TIME_STEP\n",
     "\n",
     "# Lennard-Jones interaction\n",
     "system.non_bonded_inter[0, 0].lennard_jones.set_params(epsilon=LJ_EPSILON, sigma=LJ_SIGMA, cutoff=LJ_CUT, shift=\"auto\")\n",
     "\n",
     "# Random dipole moments\n",
-    "np.random.seed(seed = 1)\n",
-    "dip_phi = 2. * np.pi * np.random.random((N_PART, 1)) \n",
+    "np.random.seed(seed=1)\n",
+    "dip_phi = 2. * np.pi * np.random.random((N_PART, 1))\n",
     "dip_cos_theta = 2 * np.random.random((N_PART, 1)) - 1\n",
     "dip_sin_theta = np.sin(np.arccos(dip_cos_theta))\n",
     "dip = np.hstack((\n",
-    "   dip_sin_theta * np.sin(dip_phi),\n",
-    "   dip_sin_theta * np.cos(dip_phi),\n",
-    "   dip_cos_theta))\n",
+    "    dip_sin_theta * np.sin(dip_phi),\n",
+    "    dip_sin_theta * np.cos(dip_phi),\n",
+    "    dip_cos_theta))\n",
     "\n",
     "# Random positions in the monolayer\n",
     "pos = box_size * np.hstack((np.random.random((N_PART, 2)), np.zeros((N_PART, 1))))\n",
     "\n",
     "# Add particles\n",
-    "system.part.add(pos=pos, rotation=N_PART*[(1, 1, 1)], dip=dip, fix=N_PART*[(0, 0, 1)])\n",
+    "system.part.add(pos=pos, rotation=N_PART * [(1, 1, 1)], dip=dip, fix=N_PART * [(0, 0, 1)])\n",
     "\n",
     "# Remove overlap between particles by means of the steepest descent method\n",
     "system.integrator.set_steepest_descent(\n",
@@ -169,8 +169,8 @@
     "system.cell_system.tune_skin(min_skin=0.4, max_skin=2., tol=0.2, int_steps=100)\n",
     "\n",
     "# Setup dipolar P3M and dipolar layer correction (DLC)\n",
-    "dp3m = DipolarP3M(accuracy=5E-4, prefactor=DIP_LAMBDA*LJ_SIGMA**3*KT)\n",
-    "dlc = DLC(maxPWerror=1E-4, gap_size=box_size-LJ_SIGMA)\n",
+    "dp3m = DipolarP3M(accuracy=5E-4, prefactor=DIP_LAMBDA * LJ_SIGMA**3 * KT)\n",
+    "dlc = DLC(maxPWerror=1E-4, gap_size=box_size - LJ_SIGMA)\n",
     "system.actors.add(dp3m)\n",
     "system.actors.add(dlc)\n",
     "\n",
@@ -289,7 +289,7 @@
     "plt.ylim(0, box_size)\n",
     "plt.xlabel('x-position', fontsize=20)\n",
     "plt.ylabel('y-position', fontsize=20)\n",
-    "plt.plot(system.part[:].pos_folded[:,0], system.part[:].pos_folded[:,1], 'o')\n",
+    "plt.plot(system.part[:].pos_folded[:, 0], system.part[:].pos_folded[:, 1], 'o')\n",
     "plt.show()"
    ]
   },
@@ -323,6 +323,7 @@
     " Your browser does not support the video tag.\n",
     "</video>\"\"\"\n",
     "\n",
+    "\n",
     "def anim_to_html(anim):\n",
     "    if not hasattr(anim, '_encoded_video'):\n",
     "        with NamedTemporaryFile(suffix='.mp4') as f:\n",
@@ -333,8 +334,10 @@
     "        plt.close(anim._fig)\n",
     "    return VIDEO_TAG.format(anim._encoded_video)\n",
     "\n",
+    "\n",
     "animation.Animation._repr_html_ = anim_to_html\n",
     "\n",
+    "\n",
     "def init():\n",
     "    # Set x and y range\n",
     "    ax.set_ylim(0, box_size)\n",
@@ -343,11 +346,12 @@
     "    part.set_data(xdata, ydata)\n",
     "    return part,\n",
     "\n",
+    "\n",
     "def run(i):\n",
     "    system.integrator.run(50)\n",
     "\n",
     "    # Save current system state as a plot\n",
-    "    xdata, ydata = system.part[:].pos_folded[:,0], system.part[:].pos_folded[:,1]\n",
+    "    xdata, ydata = system.part[:].pos_folded[:, 0], system.part[:].pos_folded[:, 1]\n",
     "    ax.figure.canvas.draw()\n",
     "    part.set_data(xdata, ydata)\n",
     "    print(\"progress: {:3.0f}%\".format(i + 1), end=\"\\r\")\n",
@@ -369,8 +373,8 @@
    },
    "outputs": [],
    "source": [
-    "fig, ax = plt.subplots(figsize=(10,10))\n",
-    "part, = ax.plot([],[], 'o')\n",
+    "fig, ax = plt.subplots(figsize=(10, 10))\n",
+    "part, = ax.plot([], [], 'o')\n",
     "\n",
     "animation.FuncAnimation(fig, run, frames=100, blit=True, interval=0, repeat=False, init_func=init)"
    ]
@@ -498,19 +502,19 @@
     "system.thermostat.turn_off()\n",
     "\n",
     "# Random dipole moments\n",
-    "dip_phi = 2. * np.pi * np.random.random((N_PART, 1)) \n",
+    "dip_phi = 2. * np.pi * np.random.random((N_PART, 1))\n",
     "dip_cos_theta = 2 * np.random.random((N_PART, 1)) - 1\n",
     "dip_sin_theta = np.sin(np.arccos(dip_cos_theta))\n",
     "dip = np.hstack((\n",
-    "   dip_sin_theta * np.sin(dip_phi),\n",
-    "   dip_sin_theta * np.cos(dip_phi),\n",
-    "   dip_cos_theta))\n",
+    "    dip_sin_theta * np.sin(dip_phi),\n",
+    "    dip_sin_theta * np.cos(dip_phi),\n",
+    "    dip_cos_theta))\n",
     "\n",
     "# Random positions in the monolayer\n",
     "pos = box_size * np.hstack((np.random.random((N_PART, 2)), np.zeros((N_PART, 1))))\n",
     "\n",
     "# Add particles\n",
-    "system.part.add(pos=pos, rotation=N_PART*[(1, 1, 1)], dip=dip, fix=N_PART*[(0, 0, 1)])\n",
+    "system.part.add(pos=pos, rotation=N_PART * [(1, 1, 1)], dip=dip, fix=N_PART * [(0, 0, 1)])\n",
     "\n",
     "# Remove overlap between particles by means of the steepest descent method\n",
     "system.integrator.set_steepest_descent(f_max=0, gamma=0.1, max_displacement=0.05)\n",
@@ -529,8 +533,8 @@
     "system.actors.remove(dp3m)\n",
     "system.actors.remove(dlc)\n",
     "\n",
-    "dp3m = DipolarP3M(accuracy=5E-4, prefactor=DIP_LAMBDA*LJ_SIGMA**3*KT)\n",
-    "dlc = DLC(maxPWerror=1E-4, gap_size=box_size-LJ_SIGMA)\n",
+    "dp3m = DipolarP3M(accuracy=5E-4, prefactor=DIP_LAMBDA * LJ_SIGMA**3 * KT)\n",
+    "dlc = DLC(maxPWerror=1E-4, gap_size=box_size - LJ_SIGMA)\n",
     "\n",
     "system.actors.add(dp3m)\n",
     "system.actors.add(dlc)\n",
@@ -692,14 +696,16 @@
     "    H_constraint = espressomd.constraints.HomogeneousMagneticField(H=H_field)\n",
     "    system.constraints.add(H_constraint)\n",
     "    print(\"done\\n\")\n",
-    "    \n",
+    "\n",
     "    # Equilibration\n",
     "    print(\"Equilibration...\")\n",
     "    for i in range(equil_rounds):\n",
     "        system.integrator.run(equil_steps)\n",
-    "        print(f\"progress: {(i + 1) * 100. / equil_rounds}%, dipolar energy: {system.analysis.energy()['dipolar']}\", end=\"\\r\")\n",
+    "        print(\n",
+    "            f\"progress: {(i + 1) * 100. / equil_rounds}%, dipolar energy: {system.analysis.energy()['dipolar']}\",\n",
+    "            end=\"\\r\")\n",
     "    print(\"\\nEquilibration done\\n\")\n",
-    "    \n",
+    "\n",
     "    # Sampling\n",
     "    print(\"Sampling...\")\n",
     "    magn_temp = 0\n",
@@ -708,13 +714,13 @@
     "        magn_temp += dipm_tot.calculate()[2]\n",
     "        print(f\"progress: {(i + 1) * 100. / loops}%\", end=\"\\r\")\n",
     "    print(\"\\n\")\n",
-    "    \n",
+    "\n",
     "    # save average magnetization\n",
     "    magnetization_perp[ndx] = magn_temp / loops\n",
     "    print(\"Sampling for alpha = {} done\\n\".format(alpha))\n",
     "    print(\"magnetizations = {}\".format(magnetization_perp))\n",
     "    print(f\"total progress: {(alphas.index(alpha) + 1) * 100. / len(alphas)}%\\n\")\n",
-    "    \n",
+    "\n",
     "    # remove constraint\n",
     "    system.constraints.clear()\n",
     "print(\"Magnetization curve sampling done\")\n",
@@ -776,14 +782,16 @@
     "    H_constraint = espressomd.constraints.HomogeneousMagneticField(H=H_field)\n",
     "    system.constraints.add(H_constraint)\n",
     "    print(\"done\\n\")\n",
-    "    \n",
+    "\n",
     "    # Equilibration\n",
     "    print(\"Equilibration...\")\n",
     "    for i in range(equil_rounds):\n",
     "        system.integrator.run(equil_steps)\n",
-    "        print(f\"progress: {(i + 1) * 100. / equil_rounds}%, dipolar energy: {system.analysis.energy()['dipolar']}\", end=\"\\r\")\n",
+    "        print(\n",
+    "            f\"progress: {(i + 1) * 100. / equil_rounds}%, dipolar energy: {system.analysis.energy()['dipolar']}\",\n",
+    "            end=\"\\r\")\n",
     "    print(\"\\nEquilibration done\\n\")\n",
-    "    \n",
+    "\n",
     "    # Sampling\n",
     "    print(\"Sampling...\")\n",
     "    magn_temp = 0\n",
@@ -792,13 +800,13 @@
     "        magn_temp += dipm_tot.calculate()[0]\n",
     "        print(f\"progress: {(i + 1) * 100. / loops}%\", end=\"\\r\")\n",
     "    print(\"\\n\")\n",
-    "    \n",
+    "\n",
     "    # save average magnetization\n",
     "    magnetization_para[ndx] = magn_temp / loops\n",
     "    print(\"Sampling for alpha = {} done\\n\".format(alpha))\n",
     "    print(\"magnetizations = {}\".format(magnetization_para))\n",
     "    print(f\"total progress: {(alphas.index(alpha) + 1) * 100. / len(alphas)}%\\n\")\n",
-    "    \n",
+    "\n",
     "    # remove constraint\n",
     "    system.constraints.clear()\n",
     "print(\"Magnetization curve sampling done\")\n",
@@ -864,7 +872,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "M_sat = PHI * 4./np.pi * 1./(LJ_SIGMA**2.) * dipm"
+    "M_sat = PHI * 4. / np.pi * 1. / (LJ_SIGMA**2.) * dipm"
    ]
   },
   {
@@ -881,7 +889,7 @@
    "outputs": [],
    "source": [
     "def dL_dB(alpha):\n",
-    "    return (1./(alpha**2.) - 1./((np.sinh(alpha))**2.)) * dipm / (KT)"
+    "    return (1. / (alpha**2.) - 1. / ((np.sinh(alpha))**2.)) * dipm / (KT)"
    ]
   },
   {
@@ -899,7 +907,7 @@
    "source": [
     "# approximated magnetization curve for a field parallel to the monolayer plane\n",
     "def magnetization_approx_para(alpha):\n",
-    "    return L(alpha) * ( 1. + MU_0/8. * M_sat * dL_dB(alpha) )"
+    "    return L(alpha) * (1. + MU_0 / 8. * M_sat * dL_dB(alpha))"
    ]
   },
   {
@@ -910,7 +918,7 @@
    "source": [
     "# approximated magnetization curve for a field perpendicular to the monolayer plane\n",
     "def magnetization_approx_perp(alpha):\n",
-    "    return L(alpha) * ( 1. - MU_0/4. * M_sat * dL_dB(alpha) )"
+    "    return L(alpha) * (1. - MU_0 / 4. * M_sat * dL_dB(alpha))"
    ]
   },
   {
@@ -928,7 +936,7 @@
    "source": [
     "# Langevin function\n",
     "def L(x):\n",
-    "    return (np.cosh(x)/np.sinh(x)) - 1./x"
+    "    return (np.cosh(x) / np.sinh(x)) - 1. / x"
    ]
   },
   {
@@ -974,16 +982,16 @@
    "source": [
     "```python\n",
     "# list of the values for alpha (x-axis)\n",
-    "x = np.arange(0.01,9, 0.1, dtype=float)\n",
+    "x = np.arange(0.01, 9, 0.1, dtype=float)\n",
     "\n",
-    "plt.figure(figsize=(10,10))\n",
+    "plt.figure(figsize=(10, 10))\n",
     "plt.xlabel(r'$\\alpha$', fontsize=20)\n",
     "plt.ylabel(r'$M^*$', fontsize=20)\n",
     "plt.plot(x, L(x), label='Langevin function')\n",
     "plt.plot(x, magnetization_approx_perp(x), label='q2D approximation $\\perp$')\n",
     "plt.plot(x, magnetization_approx_para(x), label='q2D approximation $\\parallel$')\n",
-    "plt.plot(alphas, magnetization_perp/N_PART, 'o', label='simulation results $\\perp$')\n",
-    "plt.plot(alphas, magnetization_para/N_PART, 'o', label='simulation results $\\parallel$')\n",
+    "plt.plot(alphas, magnetization_perp / N_PART, 'o', label='simulation results $\\perp$')\n",
+    "plt.plot(alphas, magnetization_para / N_PART, 'o', label='simulation results $\\parallel$')\n",
     "plt.legend(fontsize=20)\n",
     "plt.show()\n",
     "```"
diff --git a/doc/tutorials/11-ferrofluid/11-ferrofluid_part3.ipynb b/doc/tutorials/11-ferrofluid/11-ferrofluid_part3.ipynb
index 279ad97e13d..cf39df29011 100644
--- a/doc/tutorials/11-ferrofluid/11-ferrofluid_part3.ipynb
+++ b/doc/tutorials/11-ferrofluid/11-ferrofluid_part3.ipynb
@@ -194,27 +194,27 @@
    },
    "outputs": [],
    "source": [
-    "system = espressomd.System(box_l=(box_size, box_size, box_size)) \n",
+    "system = espressomd.System(box_l=(box_size, box_size, box_size))\n",
     "system.time_step = dt\n",
     "\n",
     "# Lennard-Jones interaction\n",
-    "system.non_bonded_inter[0, 0].lennard_jones.set_params(epsilon=lj_epsilon,sigma=lj_sigma,cutoff=lj_cut, shift=\"auto\")\n",
+    "system.non_bonded_inter[0, 0].lennard_jones.set_params(epsilon=lj_epsilon, sigma=lj_sigma, cutoff=lj_cut, shift=\"auto\")\n",
     "\n",
     "# Random dipole moments\n",
-    "np.random.seed(seed = 1)\n",
+    "np.random.seed(seed=1)\n",
     "dip_phi = 2 * np.pi * np.random.random((N, 1))\n",
     "dip_cos_theta = 2 * np.random.random((N, 1)) - 1\n",
     "dip_sin_theta = np.sin(np.arccos(dip_cos_theta))\n",
     "dip = np.hstack((\n",
-    "   dip_sin_theta * np.sin(dip_phi),\n",
-    "   dip_sin_theta * np.cos(dip_phi),\n",
-    "   dip_cos_theta))\n",
+    "    dip_sin_theta * np.sin(dip_phi),\n",
+    "    dip_sin_theta * np.cos(dip_phi),\n",
+    "    dip_cos_theta))\n",
     "\n",
     "# Random positions in system volume\n",
     "pos = box_size * np.random.random((N, 3))\n",
     "\n",
     "# Add particles\n",
-    "system.part.add(pos=pos, rotation=N*[(1, 1, 1)], dip=dip)\n",
+    "system.part.add(pos=pos, rotation=N * [(1, 1, 1)], dip=dip)\n",
     "\n",
     "# Remove overlap between particles by means of the steepest descent method\n",
     "system.integrator.set_steepest_descent(\n",
@@ -232,7 +232,7 @@
     "\n",
     "# Setup dipolar P3M\n",
     "accuracy = 5E-4\n",
-    "system.actors.add(DipolarP3M(accuracy=accuracy, prefactor=dip_lambda*lj_sigma**3*kT))\n"
+    "system.actors.add(DipolarP3M(accuracy=accuracy, prefactor=dip_lambda * lj_sigma**3 * kT))"
    ]
   },
   {
@@ -254,9 +254,9 @@
     "equil_rounds = 10\n",
     "equil_steps = 1000\n",
     "for i in range(equil_rounds):\n",
-    "  system.integrator.run(equil_steps)\n",
-    "  print(\"progress: {:3.0f}%, dipolar energy: {:9.2f}\".format(\n",
-    "        (i + 1) * 100. / equil_rounds, system.analysis.energy()[\"dipolar\"]), end=\"\\r\")\n",
+    "    system.integrator.run(equil_steps)\n",
+    "    print(\"progress: {:3.0f}%, dipolar energy: {:9.2f}\".format(\n",
+    "          (i + 1) * 100. / equil_rounds, system.analysis.energy()[\"dipolar\"]), end=\"\\r\")\n",
     "print(\"\\nEquilibration done\")"
    ]
   },
@@ -514,7 +514,7 @@
     "\n",
     "for ndx, alpha in enumerate(alphas):\n",
     "    if alpha == 0:\n",
-    "       continue\n",
+    "        continue\n",
     "    print(\"Sample for alpha = {}\".format(alpha))\n",
     "    H_dipm = (alpha * kT)\n",
     "    H_field = [H_dipm, 0, 0]\n",
@@ -522,7 +522,7 @@
     "    H_constraint = espressomd.constraints.HomogeneousMagneticField(H=H_field)\n",
     "    system.constraints.add(H_constraint)\n",
     "    print(\"done\\n\")\n",
-    "    \n",
+    "\n",
     "    # Equilibration\n",
     "    print(\"Equilibration...\")\n",
     "    for i in range(equil_rounds):\n",
@@ -530,7 +530,7 @@
     "        print(\"progress: {:3.0f}%, dipolar energy: {:9.2f}\".format(\n",
     "              (i + 1) * 100. / equil_rounds, system.analysis.energy()[\"dipolar\"]), end=\"\\r\")\n",
     "    print(\"\\nEquilibration done\\n\")\n",
-    "    \n",
+    "\n",
     "    # Sampling\n",
     "    print(\"Sampling...\")\n",
     "    magn_temp = np.full(loops_m, np.nan)\n",
@@ -539,13 +539,13 @@
     "        magn_temp[i] = dipm_tot_calc.calculate()[0]\n",
     "        print(\"progress: {:3.0f}%\".format((i + 1) * 100. / loops_m), end=\"\\r\")\n",
     "    print(\"\\n\")\n",
-    "    \n",
+    "\n",
     "    # save average magnetization\n",
     "    magnetizations[ndx] = np.mean(magn_temp)\n",
     "    print(\"Sampling for alpha = {} done \\n\".format(alpha))\n",
     "    print(\"magnetizations = {}\".format(magnetizations))\n",
     "    print(\"total progress: {:5.1f}%\\n\".format(ndx * 100. / (len(alphas) - 1)))\n",
-    "    \n",
+    "\n",
     "    # remove constraint\n",
     "    system.constraints.clear()\n",
     "print(\"Magnetization curve sampling done\")"
@@ -578,7 +578,7 @@
     "#  second order mean-field-model from Ref. [2]\n",
     "def alpha_mean_field(alpha, dip_lambda, phi):\n",
     "    chi = 8. * dip_lambda * phi\n",
-    "    return alpha + chi * L(alpha) + chi**2. / 16. * L(alpha) * ( 1./ alpha**2. - 1. / np.sinh(alpha)**2.)"
+    "    return alpha + chi * L(alpha) + chi**2. / 16. * L(alpha) * (1. / alpha**2. - 1. / np.sinh(alpha)**2.)"
    ]
   },
   {
@@ -620,10 +620,10 @@
     "plt.xlabel(r'$\\alpha$', fontsize=20)\n",
     "plt.ylabel(r'$M^*$', fontsize=20)\n",
     "plt.plot(y, L(y), label='Langevin function')\n",
-    "plt.plot(y, L(alpha_mean_field(y, dip_lambda, phi)), \\\n",
+    "plt.plot(y, L(alpha_mean_field(y, dip_lambda, phi)),\n",
     "         label='modified mean-field-theory')\n",
     "plt.plot(alphas, magnetizations / N, 'o', label='simulation results')\n",
-    "plt.plot(y, initial_susceptibility * y, \\\n",
+    "plt.plot(y, initial_susceptibility * y,\n",
     "         label=r'linear approximation at $\\alpha = 0$')\n",
     "plt.legend(fontsize=20)\n",
     "plt.show()"
diff --git a/doc/tutorials/12-constant_pH/12-constant_pH.ipynb b/doc/tutorials/12-constant_pH/12-constant_pH.ipynb
index d5149bc0b00..5fce1d8475c 100644
--- a/doc/tutorials/12-constant_pH/12-constant_pH.ipynb
+++ b/doc/tutorials/12-constant_pH/12-constant_pH.ipynb
@@ -294,10 +294,10 @@
    },
    "outputs": [],
    "source": [
-    "N_BLOCKS = 16 # number of block to be used in data analysis\n",
-    "DESIRED_BLOCK_SIZE = 10 # desired number of samples per block\n",
+    "N_BLOCKS = 16  # number of block to be used in data analysis\n",
+    "DESIRED_BLOCK_SIZE = 10  # desired number of samples per block\n",
     "\n",
-    "PROB_REACTION = 0.5 # probability of accepting the reaction move. This parameter changes the speed of convergence.\n",
+    "PROB_REACTION = 0.5  # probability of accepting the reaction move. This parameter changes the speed of convergence.\n",
     "\n",
     "# number of reaction samples per each pH value\n",
     "NUM_SAMPLES = int(N_BLOCKS * DESIRED_BLOCK_SIZE / PROB_REACTION)"
@@ -320,19 +320,19 @@
    "source": [
     "# particle types of different species\n",
     "TYPES = {\n",
-    "    \"HA\" : 0,\n",
-    "    \"A\" : 1,\n",
-    "    \"B\" : 2,\n",
-    "    \"Na\" : 3,\n",
-    "    \"Cl\" : 4,\n",
+    "    \"HA\": 0,\n",
+    "    \"A\": 1,\n",
+    "    \"B\": 2,\n",
+    "    \"Na\": 3,\n",
+    "    \"Cl\": 4,\n",
     "}\n",
     "# particle charges of different species\n",
     "CHARGES = {\n",
-    "    \"HA\" : (0 * ureg.e).to(\"sim_charge\").magnitude,\n",
-    "    \"A\" : (-1 * ureg.e).to(\"sim_charge\").magnitude,\n",
-    "    \"B\" : (+1 * ureg.e).to(\"sim_charge\").magnitude,\n",
-    "    \"Na\" : (+1 * ureg.e).to(\"sim_charge\").magnitude,\n",
-    "    \"Cl\" : (-1 * ureg.e).to(\"sim_charge\").magnitude,\n",
+    "    \"HA\": (0 * ureg.e).to(\"sim_charge\").magnitude,\n",
+    "    \"A\": (-1 * ureg.e).to(\"sim_charge\").magnitude,\n",
+    "    \"B\": (+1 * ureg.e).to(\"sim_charge\").magnitude,\n",
+    "    \"Na\": (+1 * ureg.e).to(\"sim_charge\").magnitude,\n",
+    "    \"Cl\": (-1 * ureg.e).to(\"sim_charge\").magnitude,\n",
     "}"
    ]
   },
@@ -379,10 +379,10 @@
     "hb = HarmonicBond(k=30, r_0=1.0)\n",
     "system.bonded_inter.add(hb)\n",
     "\n",
-    "# create the polymer positions \n",
+    "# create the polymer positions\n",
     "polymers = espressomd.polymer.linear_polymer_positions(n_polymers=1,\n",
-    "                                            beads_per_chain=N_ACID,\n",
-    "                                            bond_length=0.9, seed=23)\n",
+    "                                                       beads_per_chain=N_ACID,\n",
+    "                                                       bond_length=0.9, seed=23)\n",
     "\n",
     "# add the polymer particles composed of ionizable acid groups, initially in the ionized state\n",
     "for polymer in polymers:\n",
@@ -393,7 +393,7 @@
     "            p.add_bond((hb, prev_particle))\n",
     "        prev_particle = p\n",
     "\n",
-    "# add the corresponding number of H+ ions \n",
+    "# add the corresponding number of H+ ions\n",
     "system.part.add(pos=np.random.random((N_ACID, 3)) * BOX_L_UNITLESS,\n",
     "                type=[TYPES[\"B\"]] * N_ACID,\n",
     "                q=[CHARGES[\"B\"]] * N_ACID)\n",
@@ -427,7 +427,7 @@
     "if USE_WCA:\n",
     "    for type_1, type_2 in ((x, y) for x in TYPES.values() for y in TYPES.values()):\n",
     "        system.non_bonded_inter[type_1, type_2].wca.set_params(epsilon=1.0, sigma=1.0)\n",
-    "    \n",
+    "\n",
     "    # relax the overlaps with steepest descent\n",
     "    system.integrator.set_steepest_descent(f_max=0, gamma=0.1, max_displacement=0.1)\n",
     "    system.integrator.run(20)\n",
@@ -439,8 +439,9 @@
     "\n",
     "if USE_ELECTROSTATICS:\n",
     "    p3m = espressomd.electrostatics.P3M(\n",
-    "        prefactor=(BJERRUM_LENGTH * KT / (ureg.elementary_charge ** 2)).to(\"sim_length * sim_energy / sim_charge^2\").magnitude,\n",
-    "        accuracy=1e-3) \n",
+    "        prefactor=(BJERRUM_LENGTH * KT / (ureg.elementary_charge ** 2)\n",
+    "                   ).to(\"sim_length * sim_energy / sim_charge^2\").magnitude,\n",
+    "        accuracy=1e-3)\n",
     "    system.actors.add(p3m)\n",
     "else:\n",
     "    # this speeds up the simulation of dilute systems with small particle numbers\n",
@@ -484,8 +485,8 @@
     "```python\n",
     "exclusion_radius = 1.0 if USE_WCA else 0.0\n",
     "RE = espressomd.reaction_ensemble.ConstantpHEnsemble(\n",
-    "    temperature=KT.to(\"sim_energy\").magnitude, \n",
-    "    exclusion_radius=exclusion_radius, \n",
+    "    temperature=KT.to(\"sim_energy\").magnitude,\n",
+    "    exclusion_radius=exclusion_radius,\n",
     "    seed=77\n",
     ")\n",
     "```"
@@ -529,14 +530,14 @@
    "source": [
     "```python\n",
     "RE.add_reaction(\n",
-    "      gamma=K,\n",
-    "      reactant_types=[TYPES[\"HA\"]],\n",
-    "      reactant_coefficients=[1],\n",
-    "      product_types=[TYPES[\"A\"], TYPES[\"B\"]],\n",
-    "      product_coefficients=[1, 1],\n",
-    "      default_charges={TYPES[\"HA\"]: CHARGES[\"HA\"],\n",
-    "                       TYPES[\"A\"]: CHARGES[\"A\"],\n",
-    "                       TYPES[\"B\"]: CHARGES[\"B\"]}\n",
+    "    gamma=K,\n",
+    "    reactant_types=[TYPES[\"HA\"]],\n",
+    "    reactant_coefficients=[1],\n",
+    "    product_types=[TYPES[\"A\"], TYPES[\"B\"]],\n",
+    "    product_coefficients=[1, 1],\n",
+    "    default_charges={TYPES[\"HA\"]: CHARGES[\"HA\"],\n",
+    "                     TYPES[\"A\"]: CHARGES[\"A\"],\n",
+    "                     TYPES[\"B\"]: CHARGES[\"B\"]}\n",
     ")\n",
     "```"
    ]
@@ -673,9 +674,9 @@
     "for ipH, pH in enumerate(pHs):\n",
     "    print(f\"Run pH {pH:.2f} ...\")\n",
     "\n",
-    "    RE.constant_pH = pH # set new pH value\n",
+    "    RE.constant_pH = pH  # set new pH value\n",
     "    equilibrate_pH()  # pre-equilibrate to the new pH value\n",
-    "    perform_sampling(NUM_SAMPLES, num_As_at_each_pH[ipH, :]) # perform sampling/ run production simulation\n",
+    "    perform_sampling(NUM_SAMPLES, num_As_at_each_pH[ipH, :])  # perform sampling/ run production simulation\n",
     "\n",
     "    print(f\"measured number of A-: {np.mean(num_As_at_each_pH[ipH]):.2f}, (ideal: {N_ACID*ideal_alpha(pH, pK):.2f})\")"
    ]
@@ -828,11 +829,11 @@
    "source": [
     "# plot the deviations from the ideal result\n",
     "plt.figure(figsize=(10, 6), dpi=80)\n",
-    "ylim = np.amax(abs(av_alpha-ideal_alpha(pHs, pK)))\n",
-    "plt.ylim((-1.5*ylim, 1.5*ylim))\n",
-    "plt.errorbar(pHs - pK, av_alpha-ideal_alpha(pHs, pK),\n",
+    "ylim = np.amax(abs(av_alpha - ideal_alpha(pHs, pK)))\n",
+    "plt.ylim((-1.5 * ylim, 1.5 * ylim))\n",
+    "plt.errorbar(pHs - pK, av_alpha - ideal_alpha(pHs, pK),\n",
     "             err_alpha, marker='o', linestyle='none', label=r\"simulation\")\n",
-    "plt.plot(pHs - pK, 0.0*ideal_alpha(pHs, pK), label=r\"ideal\")\n",
+    "plt.plot(pHs - pK, 0.0 * ideal_alpha(pHs, pK), label=r\"ideal\")\n",
     "plt.xlabel('pH-p$K$', fontsize=16)\n",
     "plt.ylabel(r'$\\alpha - \\alpha_{ideal}$', fontsize=16)\n",
     "plt.legend(fontsize=16)\n",

From 662202a6029e492dde04ff816a90f2babfd56439 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 21:01:19 +0100
Subject: [PATCH 10/14] python: Implement autocorrelation function

---
 doc/sphinx/zrefs.bib              | 11 ++++++
 src/python/espressomd/analyze.pyx | 56 +++++++++++++++++++++++++++++
 testsuite/python/CMakeLists.txt   |  1 +
 testsuite/python/analyze_acf.py   | 59 +++++++++++++++++++++++++++++++
 4 files changed, 127 insertions(+)
 create mode 100644 testsuite/python/analyze_acf.py

diff --git a/doc/sphinx/zrefs.bib b/doc/sphinx/zrefs.bib
index 66829782905..ceebe645031 100644
--- a/doc/sphinx/zrefs.bib
+++ b/doc/sphinx/zrefs.bib
@@ -197,6 +197,17 @@ @ARTICLE{dao03
   pages = {2259-2280},
 }
 
+@article{debuyl18a,
+  author = {de Buyl, Pierre},
+  title = {tidynamics: A tiny package to compute the dynamics of stochastic and molecular simulations},
+  journal = {Journal of Open Source Software},
+  volume = {3},
+  number = {28},
+  pages = {877},
+  year = {2018},
+  doi = {10.21105/joss.00877},
+}
+
 @ARTICLE{degraaf16,
   author = {de Graaf, Joost and Menke, Henri and Mathijssen, Arnold J.T.M. and Fabritius, Marc and Holm, Christian and Shendruk, Tyler N.},
   title = {Lattice-Boltzmann Hydrodynamics of Anisotropic Active Matter},
diff --git a/src/python/espressomd/analyze.pyx b/src/python/espressomd/analyze.pyx
index 163e3fff588..47db202cacd 100644
--- a/src/python/espressomd/analyze.pyx
+++ b/src/python/espressomd/analyze.pyx
@@ -25,6 +25,7 @@ from .interactions cimport BONDED_IA_NONE
 from .interactions cimport bonded_ia_params
 import numpy as np
 cimport numpy as np
+import scipy.signal
 from .globals import Globals
 
 from collections import OrderedDict
@@ -36,6 +37,61 @@ from .utils cimport create_nparray_from_double_array
 from .particle_data cimport get_n_part
 
 
+def autocorrelation(time_series):
+    """
+    Calculate the unnormalized autocorrelation function :math:`R_{XX}`
+    of an observable :math:`X` measured at time :math:`t` with constant
+    time step for lag times :math:`\\tau` such that:
+
+    :math:`\\displaystyle R_{XX}(\\tau) = \\frac{1}{N - \\tau} \\sum_{t=0}^{N - \\tau} X_{t} \\cdot X_{t + \\tau}`
+
+    This is a scipy implementation of the algorithm described
+    in :cite:`debuyl18a` that uses FFT. This implementation:
+
+    - doesn't subtract the mean of the time series before calculating the ACF,
+    - doesn't normalize the ACF by the variance of the time series,
+    - assumes the time series is aperiodic (i.e. uses zero-padding).
+
+    Parameters
+    ----------
+    time_series : (N,) or (N, M) array_like of :obj:`float`
+        Time series to correlate. For multi-dimensional data, M is the
+        number of columns.
+
+    Returns
+    -------
+    (N,) array_like of :obj:`float`
+        The time series autocorrelation function.
+    """
+    def acf_1d(signal, n_with_padding, n):
+        acf = scipy.signal.correlate(signal, signal, mode="full", method="fft")
+        acf = acf[-n_with_padding:][:n] / (n - np.arange(n))
+        return acf
+
+    if not isinstance(time_series, np.ndarray):
+        time_series = np.array(time_series)
+
+    n = time_series.shape[0]
+    if n == 0:
+        return np.array([], dtype=float)
+
+    n_with_padding = 2**int(np.ceil(np.log2(n)) + 1)
+    signal_padded = np.zeros(n_with_padding)
+
+    if time_series.ndim == 1:
+        signal_padded[:n] = time_series
+        return acf_1d(signal_padded, n_with_padding, n)
+    elif time_series.ndim == 2:
+        signal_acf = np.zeros(n)
+        for i in range(time_series.shape[1]):
+            signal_padded[:n] = time_series[:, i]
+            signal_acf += acf_1d(signal_padded, n_with_padding, n)
+        return signal_acf
+    else:
+        raise ValueError(f"Only 1-dimensional and 2-dimensional time series "
+                         f"are supported, got shape {time_series.shape}")
+
+
 cdef _Observable_stat_to_dict(Observable_stat obs, cbool calc_sp):
     """Transform an Observable_stat struct to a python dict.
 
diff --git a/testsuite/python/CMakeLists.txt b/testsuite/python/CMakeLists.txt
index 3a793336334..3b1c0444bc9 100644
--- a/testsuite/python/CMakeLists.txt
+++ b/testsuite/python/CMakeLists.txt
@@ -160,6 +160,7 @@ python_test(FILE observable_cylindrical.py MAX_NUM_PROC 4)
 python_test(FILE observable_cylindricalLB.py MAX_NUM_PROC 1 LABELS gpu)
 python_test(FILE analyze_chains.py MAX_NUM_PROC 1)
 python_test(FILE analyze_distance.py MAX_NUM_PROC 1)
+python_test(FILE analyze_acf.py MAX_NUM_PROC 1)
 python_test(FILE comfixed.py MAX_NUM_PROC 2)
 python_test(FILE rescale.py MAX_NUM_PROC 2)
 python_test(FILE accumulator.py MAX_NUM_PROC 4)
diff --git a/testsuite/python/analyze_acf.py b/testsuite/python/analyze_acf.py
new file mode 100644
index 00000000000..45bcae97d37
--- /dev/null
+++ b/testsuite/python/analyze_acf.py
@@ -0,0 +1,59 @@
+#
+# Copyright (C) 2020 The ESPResSo project
+#
+# This file is part of ESPResSo.
+#
+# ESPResSo is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# ESPResSo is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+#
+import unittest as ut
+import numpy as np
+import espressomd.analyze
+
+
+class AnalyzeAcf(ut.TestCase):
+    np.random.seed = 42
+
+    def test_acf(self):
+        # the ACF of white noise is a Dirac function
+        N = 2**14
+        white_noise = np.random.uniform(-1, 1, N)
+        acf_ref = np.zeros(N)
+        acf_ref[0] = 1
+        acf = espressomd.analyze.autocorrelation(white_noise)
+        acf_normalized = acf / np.var(white_noise) * (N - np.arange(N)) / N
+        np.testing.assert_allclose(acf_normalized, acf_ref, atol=0.05, rtol=0.)
+        # the ACF of an auto-regressive model AR(p) of order p is a sum of
+        # decaying exponentials, ACF(AR(1)) is a single exponential
+        phi = -0.9
+        ar1 = np.copy(white_noise)
+        ar1[0] = 200
+        for i in range(1, N):
+            ar1[i] += phi * ar1[i - 1]
+        acf_ref = phi**np.arange(N)[:50]
+        acf = espressomd.analyze.autocorrelation(ar1)
+        acf_normalized = acf[:50] / acf[0]
+        np.testing.assert_allclose(acf_normalized, acf_ref, atol=0.05, rtol=0.)
+        # the ACF of 2-dimensional data is the sum of 1-dimensional ACFs
+        data_2d = np.array([np.random.uniform(-1, 1, N),
+                            np.random.uniform(-1, 1, N),
+                            np.random.uniform(-1, 1, N)]).T
+        acf = espressomd.analyze.autocorrelation(data_2d)
+        acf_ref = (espressomd.analyze.autocorrelation(data_2d[:, 0]) +
+                   espressomd.analyze.autocorrelation(data_2d[:, 1]) +
+                   espressomd.analyze.autocorrelation(data_2d[:, 2]))
+        np.testing.assert_allclose(acf, acf_ref, atol=1e-14, rtol=0.)
+
+
+if __name__ == "__main__":
+    ut.main()

From 80ae3fc316b0c1cc5e3cdb79dabfc3d053251fe7 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 21:03:39 +0100
Subject: [PATCH 11/14] tutorials: Re-use autocorrelation function

---
 .../01-lennard_jones/01-lennard_jones.ipynb   |  7 +++---
 .../04-lattice_boltzmann_part3.ipynb          | 23 +++----------------
 2 files changed, 7 insertions(+), 23 deletions(-)

diff --git a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
index 0889e41cfe7..c16eef66c14 100644
--- a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
+++ b/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
@@ -142,7 +142,7 @@
     "import espressomd\n",
     "required_features = [\"LENNARD_JONES\"]\n",
     "espressomd.assert_features(required_features)\n",
-    "from espressomd import observables, accumulators"
+    "from espressomd import observables, accumulators, analyze"
    ]
   },
   {
@@ -693,7 +693,7 @@
     "    mean = x.mean()\n",
     "    var = np.var(x)\n",
     "    xp = x - mean\n",
-    "    corr = np.correlate(xp, xp, 'full')[len(x) - 1:] / var / len(x)\n",
+    "    corr = analyze.autocorrelation(xp) / var\n",
     "    return corr\n",
     "\n",
     "\n",
@@ -728,7 +728,7 @@
    "source": [
     "```python\n",
     "e_total_autocor = autocor(e_total)\n",
-    "corr_time = fit_correlation_time(e_total_autocor, times)\n",
+    "corr_time = fit_correlation_time(e_total_autocor[:100], times[:100])\n",
     "steps_per_uncorrelated_sample = int(np.ceil(3 * corr_time / system.time_step))\n",
     "```"
    ]
@@ -768,6 +768,7 @@
     "plt.plot(2 * [steps_per_uncorrelated_sample * system.time_step],\n",
     "         [min(e_total_autocor), 1], label='sampling interval')\n",
     "plt.xlim(left=-2, right=50)\n",
+    "plt.ylim(top=1.2, bottom=-0.15)\n",
     "plt.legend()\n",
     "plt.xlabel('t')\n",
     "plt.ylabel('total energy autocorrelation')\n",
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
index 8f9ea782ba2..e1782956b6d 100644
--- a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
+++ b/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
@@ -198,8 +198,10 @@
     "import sys\n",
     "\n",
     "import numpy as np\n",
+    "import scipy.optimize\n",
     "\n",
     "import espressomd\n",
+    "import espressomd.analyze\n",
     "import espressomd.accumulators\n",
     "import espressomd.observables\n",
     "import espressomd.polymer\n",
@@ -356,25 +358,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "import scipy.signal\n",
-    "import scipy.optimize\n",
-    "\n",
-    "\n",
-    "def autocorrelation(time_series):\n",
-    "    '''\n",
-    "    Normalized autocorrelation function with zero-padding. This is a\n",
-    "    scipy implementation of the algorithm described in de Buyl 2018,\n",
-    "    JOSS 3(28), pp. 877 (https://doi.org/10.21105/joss.00877).\n",
-    "    '''\n",
-    "    n = time_series.size\n",
-    "    n_with_padding = 2**int(np.ceil(np.log2(n)) + 1)\n",
-    "    signal = np.zeros(n_with_padding)\n",
-    "    signal[:n] = time_series\n",
-    "    acf = scipy.signal.correlate(signal, signal, mode='full', method='fft')[-n_with_padding:][:n]\n",
-    "    acf_normalized = acf / (n - np.arange(n))  # rescale by bin sizes\n",
-    "    return acf_normalized\n",
-    "\n",
-    "\n",
     "def standard_error_mean_autocorrelation(time_series, variable_label):\n",
     "    '''\n",
     "    Calculate the mean and the correlation-corrected standard error\n",
@@ -387,7 +370,7 @@
     "    summary = []\n",
     "    fig = plt.figure(figsize=(10, 6))\n",
     "    for signal, N in zip(time_series, N_MONOMERS):\n",
-    "        acf = autocorrelation(signal - np.mean(signal))\n",
+    "        acf = espressomd.analyze.autocorrelation(signal - np.mean(signal))\n",
     "        # the acf cannot be integrated beyond tau=N/2\n",
     "        integral = np.array([acf[0] + 2 * np.sum(acf[1:j]) for j in np.arange(1, len(acf) // 2)])\n",
     "        # remove the noisy part of the integral\n",

From 5f61cc7f8d05c22e669425fb923e7673c8ca9817 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 22:35:19 +0100
Subject: [PATCH 12/14] docs: Document shape-based constraints pitfalls

---
 doc/sphinx/constraints.rst | 15 +++++++++++----
 1 file changed, 11 insertions(+), 4 deletions(-)

diff --git a/doc/sphinx/constraints.rst b/doc/sphinx/constraints.rst
index f1c94fec944..4dd274fbf2f 100644
--- a/doc/sphinx/constraints.rst
+++ b/doc/sphinx/constraints.rst
@@ -28,11 +28,18 @@ Shapes define geometries which can be used in |es| either as
 constraints in particle interactions or as a boundary for a
 lattice-Boltzmann fluid.
 
-To avoid unexpected behavior make sure all parts of your shape are
+To avoid unexpected behavior, make sure all parts of your shape are
 within the central box since the distance to the shape is calculated only
-within the central box. If parts of the shape are placed
-outside of the central box these parts are truncated by the box boundaries. This may
-or may not be desired as for example in the case of a cylinder without or with cylinder cover.
+within the central box. If parts of the shape are placed outside of the
+central box, these parts are truncated by the box boundaries. This may
+be desired as for example in the case of a cylinder shape whose end caps
+could extend outside the box boundaries to create an infinite rod.
+
+In addition, particles will not interact with periodic images of shapes,
+therefore make sure the shapes are not too close to any of the six sides
+of the box. If the distance between the shape and the nearest box boundary
+is less than the interaction cutoff, the potential will be discontinuous
+when the particle crosses that periodic boundary.
 
 A shape is instantiated by calling its constructor. If you wanted to
 create a wall shape you could do::

From ae80e5f136e41268caf35279f826be5dff31c7a0 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 22:46:34 +0100
Subject: [PATCH 13/14] tutorials: Rename tutorials

Remove the numbered prefix from all tutorials. Rename html_runner.py
to convert.py to better reflect its new design.
---
 doc/sphinx/introduction.rst                   |  18 +++----
 doc/tutorials/01-lennard_jones/CMakeLists.txt |   5 --
 .../02-charged_system/CMakeLists.txt          |   8 ---
 .../04-lattice_boltzmann/CMakeLists.txt       |  14 ------
 doc/tutorials/08-visualization/CMakeLists.txt |   3 --
 doc/tutorials/11-ferrofluid/CMakeLists.txt    |  16 ------
 doc/tutorials/12-constant_pH/CMakeLists.txt   |   3 --
 doc/tutorials/CMakeLists.txt                  |  38 +++++++--------
 doc/tutorials/Readme.rst                      |  18 +++----
 .../CMakeLists.txt                            |   6 +--
 .../active_matter.ipynb}                      |   2 +-
 .../exercises/enhanced_diffusion.py           |   0
 .../exercises/flow_field.py                   |   0
 .../exercises/rectification_geometry.py       |   0
 .../exercises/rectification_simulation.py     |   0
 .../figures/enhanced.pdf                      | Bin
 .../figures/enhanced.svg                      |   0
 .../figures/flow_field.pdf                    | Bin
 .../figures/flow_field.svg                    |   0
 .../figures/friction.pdf                      | Bin
 .../figures/friction.svg                      |   0
 .../figures/friction.tex                      |   0
 .../figures/geometry.pdf                      | Bin
 .../figures/geometry.svg                      |   0
 .../figures/geometry.tex                      |   0
 .../figures/pusher-puller.pdf                 | Bin
 .../figures/pusher-puller.svg                 |   0
 .../figures/pusher-puller.tex                 |   0
 .../figures/rectification.pdf                 | Bin
 .../figures/rectification.svg                 |   0
 .../figures/rectify.jpg                       | Bin
 .../solutions/enhanced_diffusion.py           |   0
 .../solutions/flow_field.py                   |   0
 .../solutions/rectification_geometry.py       |   0
 .../solutions/rectification_simulation.py     |   0
 .../solutions/solutions.txt                   |   0
 doc/tutorials/charged_system/CMakeLists.txt   |   3 ++
 .../NotesForTutor.md                          |   0
 .../charged_system-1.ipynb}                   |   0
 doc/tutorials/constant_pH/CMakeLists.txt      |   3 ++
 .../NotesForTutor.md                          |   0
 .../constant_pH.ipynb}                        |   0
 doc/tutorials/{html_runner.py => convert.py}  |   0
 .../CMakeLists.txt                            |   4 +-
 .../electrokinetics.ipynb}                    |   0
 .../figures/latticeboltzmann-grid.pdf         | Bin
 .../figures/profiles.png                      | Bin
 .../figures/schlitzpore_3d.png                | Bin
 .../scripts/eof_analytical.py                 |   0
 .../scripts/plot.py                           |   0
 doc/tutorials/ferrofluid/CMakeLists.txt       |  15 ++++++
 .../NotesForTutor.md                          |   0
 .../ferrofluid_part1.ipynb}                   |   0
 .../ferrofluid_part2.ipynb}                   |   0
 .../ferrofluid_part3.ipynb}                   |   0
 .../figures/Electro-Steric_Stabilization.jpg  | Bin
 .../Ferrofluid_Magnet_under_glass_edit.jpg    | Bin
 .../figures/headtotailconf.png                | Bin
 .../lattice_boltzmann/CMakeLists.txt          |  14 ++++++
 .../NotesForTutor.md                          |   0
 .../figures/latticeboltzmann-grid.png         | Bin
 .../latticeboltzmann-momentumexchange.png     | Bin
 .../figures/poiseuille.png                    | Bin
 .../lattice_boltzmann_part1.ipynb}            |   0
 .../lattice_boltzmann_part2.ipynb}            |   0
 .../lattice_boltzmann_part3.ipynb}            |   0
 .../lattice_boltzmann_part4.ipynb}            |   0
 doc/tutorials/lennard_jones/CMakeLists.txt    |   5 ++
 .../NotesForTutor.md                          |   0
 .../figures/lennard-jones-potential.png       | Bin
 .../lennard_jones.ipynb}                      |   0
 .../CMakeLists.txt                            |   6 +--
 .../figures/raspberry_snapshot.pdf            | Bin
 .../figures/raspberry_snapshot.png            | Bin
 .../posVsTime_sample.dat                      |   0
 .../raspberry_electrophoresis.ipynb}          |   0
 doc/tutorials/visualization/CMakeLists.txt    |   3 ++
 .../visualization.ipynb}                      |   0
 testsuite/scripts/tutorials/CMakeLists.txt    |  46 +++++++++---------
 ...test_active_matter__enhanced_diffusion.py} |   2 +-
 ...d.py => test_active_matter__flow_field.py} |   2 +-
 ..._active_matter__rectification_geometry.py} |   2 +-
 ...ctive_matter__rectification_simulation.py} |   2 +-
 ...d_system-1.py => test_charged_system-1.py} |   5 +-
 ...H__ideal.py => test_constant_pH__ideal.py} |   3 +-
 ...s.py => test_constant_pH__interactions.py} |   5 +-
 .../{test_html_runner.py => test_convert.py}  |  34 ++++++-------
 ...trokinetics.py => test_electrokinetics.py} |   6 +--
 ...1-ferrofluid_1.py => test_ferrofluid_1.py} |   2 +-
 ...1-ferrofluid_2.py => test_ferrofluid_2.py} |   2 +-
 ...1-ferrofluid_3.py => test_ferrofluid_3.py} |   2 +-
 ...rt2.py => test_lattice_boltzmann_part2.py} |   2 +-
 ...rt3.py => test_lattice_boltzmann_part3.py} |   2 +-
 ...rt4.py => test_lattice_boltzmann_part4.py} |   2 +-
 ...lennard_jones.py => test_lennard_jones.py} |   2 +-
 ...s.py => test_raspberry_electrophoresis.py} |   2 +-
 ...visualization.py => test_visualization.py} |   2 +-
 97 files changed, 149 insertions(+), 160 deletions(-)
 delete mode 100644 doc/tutorials/01-lennard_jones/CMakeLists.txt
 delete mode 100644 doc/tutorials/02-charged_system/CMakeLists.txt
 delete mode 100644 doc/tutorials/04-lattice_boltzmann/CMakeLists.txt
 delete mode 100644 doc/tutorials/08-visualization/CMakeLists.txt
 delete mode 100644 doc/tutorials/11-ferrofluid/CMakeLists.txt
 delete mode 100644 doc/tutorials/12-constant_pH/CMakeLists.txt
 rename doc/tutorials/{06-active_matter => active_matter}/CMakeLists.txt (81%)
 rename doc/tutorials/{06-active_matter/06-active_matter.ipynb => active_matter/active_matter.ipynb} (99%)
 rename doc/tutorials/{06-active_matter => active_matter}/exercises/enhanced_diffusion.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/exercises/flow_field.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/exercises/rectification_geometry.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/exercises/rectification_simulation.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/enhanced.pdf (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/enhanced.svg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/flow_field.pdf (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/flow_field.svg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/friction.pdf (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/friction.svg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/friction.tex (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/geometry.pdf (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/geometry.svg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/geometry.tex (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/pusher-puller.pdf (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/pusher-puller.svg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/pusher-puller.tex (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/rectification.pdf (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/rectification.svg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/figures/rectify.jpg (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/solutions/enhanced_diffusion.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/solutions/flow_field.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/solutions/rectification_geometry.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/solutions/rectification_simulation.py (100%)
 rename doc/tutorials/{06-active_matter => active_matter}/solutions/solutions.txt (100%)
 create mode 100644 doc/tutorials/charged_system/CMakeLists.txt
 rename doc/tutorials/{02-charged_system => charged_system}/NotesForTutor.md (100%)
 rename doc/tutorials/{02-charged_system/02-charged_system-1.ipynb => charged_system/charged_system-1.ipynb} (100%)
 create mode 100644 doc/tutorials/constant_pH/CMakeLists.txt
 rename doc/tutorials/{12-constant_pH => constant_pH}/NotesForTutor.md (100%)
 rename doc/tutorials/{12-constant_pH/12-constant_pH.ipynb => constant_pH/constant_pH.ipynb} (100%)
 rename doc/tutorials/{html_runner.py => convert.py} (100%)
 rename doc/tutorials/{07-electrokinetics => electrokinetics}/CMakeLists.txt (58%)
 rename doc/tutorials/{07-electrokinetics/07-electrokinetics.ipynb => electrokinetics/electrokinetics.ipynb} (100%)
 rename doc/tutorials/{07-electrokinetics => electrokinetics}/figures/latticeboltzmann-grid.pdf (100%)
 rename doc/tutorials/{07-electrokinetics => electrokinetics}/figures/profiles.png (100%)
 rename doc/tutorials/{07-electrokinetics => electrokinetics}/figures/schlitzpore_3d.png (100%)
 rename doc/tutorials/{07-electrokinetics => electrokinetics}/scripts/eof_analytical.py (100%)
 rename doc/tutorials/{07-electrokinetics => electrokinetics}/scripts/plot.py (100%)
 create mode 100644 doc/tutorials/ferrofluid/CMakeLists.txt
 rename doc/tutorials/{11-ferrofluid => ferrofluid}/NotesForTutor.md (100%)
 rename doc/tutorials/{11-ferrofluid/11-ferrofluid_part1.ipynb => ferrofluid/ferrofluid_part1.ipynb} (100%)
 rename doc/tutorials/{11-ferrofluid/11-ferrofluid_part2.ipynb => ferrofluid/ferrofluid_part2.ipynb} (100%)
 rename doc/tutorials/{11-ferrofluid/11-ferrofluid_part3.ipynb => ferrofluid/ferrofluid_part3.ipynb} (100%)
 rename doc/tutorials/{11-ferrofluid => ferrofluid}/figures/Electro-Steric_Stabilization.jpg (100%)
 rename doc/tutorials/{11-ferrofluid => ferrofluid}/figures/Ferrofluid_Magnet_under_glass_edit.jpg (100%)
 rename doc/tutorials/{11-ferrofluid => ferrofluid}/figures/headtotailconf.png (100%)
 create mode 100644 doc/tutorials/lattice_boltzmann/CMakeLists.txt
 rename doc/tutorials/{04-lattice_boltzmann => lattice_boltzmann}/NotesForTutor.md (100%)
 rename doc/tutorials/{04-lattice_boltzmann => lattice_boltzmann}/figures/latticeboltzmann-grid.png (100%)
 rename doc/tutorials/{04-lattice_boltzmann => lattice_boltzmann}/figures/latticeboltzmann-momentumexchange.png (100%)
 rename doc/tutorials/{04-lattice_boltzmann => lattice_boltzmann}/figures/poiseuille.png (100%)
 rename doc/tutorials/{04-lattice_boltzmann/04-lattice_boltzmann_part1.ipynb => lattice_boltzmann/lattice_boltzmann_part1.ipynb} (100%)
 rename doc/tutorials/{04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb => lattice_boltzmann/lattice_boltzmann_part2.ipynb} (100%)
 rename doc/tutorials/{04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb => lattice_boltzmann/lattice_boltzmann_part3.ipynb} (100%)
 rename doc/tutorials/{04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb => lattice_boltzmann/lattice_boltzmann_part4.ipynb} (100%)
 create mode 100644 doc/tutorials/lennard_jones/CMakeLists.txt
 rename doc/tutorials/{01-lennard_jones => lennard_jones}/NotesForTutor.md (100%)
 rename doc/tutorials/{01-lennard_jones => lennard_jones}/figures/lennard-jones-potential.png (100%)
 rename doc/tutorials/{01-lennard_jones/01-lennard_jones.ipynb => lennard_jones/lennard_jones.ipynb} (100%)
 rename doc/tutorials/{05-raspberry_electrophoresis => raspberry_electrophoresis}/CMakeLists.txt (67%)
 rename doc/tutorials/{05-raspberry_electrophoresis => raspberry_electrophoresis}/figures/raspberry_snapshot.pdf (100%)
 rename doc/tutorials/{05-raspberry_electrophoresis => raspberry_electrophoresis}/figures/raspberry_snapshot.png (100%)
 rename doc/tutorials/{05-raspberry_electrophoresis => raspberry_electrophoresis}/posVsTime_sample.dat (100%)
 rename doc/tutorials/{05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb => raspberry_electrophoresis/raspberry_electrophoresis.ipynb} (100%)
 create mode 100644 doc/tutorials/visualization/CMakeLists.txt
 rename doc/tutorials/{08-visualization/08-visualization.ipynb => visualization/visualization.ipynb} (100%)
 rename testsuite/scripts/tutorials/{test_06-active_matter__enhanced_diffusion.py => test_active_matter__enhanced_diffusion.py} (94%)
 rename testsuite/scripts/tutorials/{test_06-active_matter__flow_field.py => test_active_matter__flow_field.py} (94%)
 rename testsuite/scripts/tutorials/{test_06-active_matter__rectification_geometry.py => test_active_matter__rectification_geometry.py} (93%)
 rename testsuite/scripts/tutorials/{test_06-active_matter__rectification_simulation.py => test_active_matter__rectification_simulation.py} (95%)
 rename testsuite/scripts/tutorials/{test_02-charged_system-1.py => test_charged_system-1.py} (88%)
 rename testsuite/scripts/tutorials/{test_12-constant_pH__ideal.py => test_constant_pH__ideal.py} (94%)
 rename testsuite/scripts/tutorials/{test_12-constant_pH__interactions.py => test_constant_pH__interactions.py} (91%)
 rename testsuite/scripts/tutorials/{test_html_runner.py => test_convert.py} (91%)
 rename testsuite/scripts/tutorials/{test_07-electrokinetics.py => test_electrokinetics.py} (92%)
 rename testsuite/scripts/tutorials/{test_11-ferrofluid_1.py => test_ferrofluid_1.py} (95%)
 rename testsuite/scripts/tutorials/{test_11-ferrofluid_2.py => test_ferrofluid_2.py} (96%)
 rename testsuite/scripts/tutorials/{test_11-ferrofluid_3.py => test_ferrofluid_3.py} (96%)
 rename testsuite/scripts/tutorials/{test_04-lattice_boltzmann_part2.py => test_lattice_boltzmann_part2.py} (95%)
 rename testsuite/scripts/tutorials/{test_04-lattice_boltzmann_part3.py => test_lattice_boltzmann_part3.py} (97%)
 rename testsuite/scripts/tutorials/{test_04-lattice_boltzmann_part4.py => test_lattice_boltzmann_part4.py} (94%)
 rename testsuite/scripts/tutorials/{test_01-lennard_jones.py => test_lennard_jones.py} (94%)
 rename testsuite/scripts/tutorials/{test_05-raspberry_electrophoresis.py => test_raspberry_electrophoresis.py} (95%)
 rename testsuite/scripts/tutorials/{test_08-visualization.py => test_visualization.py} (95%)

diff --git a/doc/sphinx/introduction.rst b/doc/sphinx/introduction.rst
index cec7d28561c..ae29b93f426 100644
--- a/doc/sphinx/introduction.rst
+++ b/doc/sphinx/introduction.rst
@@ -291,15 +291,15 @@ physical systems. You can also find the tutorials and related scripts in the
 directory :file:`/doc/tutorials` or `online on GitHub <https://github.com/espressomd/espresso/blob/python/doc/tutorials/>`_.
 Currently, the following tutorials are available:
 
-* :file:`01-lennard_jones`: Modelling of a single-component and a two-component Lennard-Jones liquid.
-* :file:`02-charged_system`: Modelling of ion condensation around a charged rod.
-* :file:`04-lattice_boltzmann`: Simulations including hydrodynamic interactions using the lattice-Boltzmann method.
-* :file:`05-raspberry_electrophoresis`: Extended objects in a lattice-Boltzmann fluid, raspberry particles.
-* :file:`06-active_matter`: Modelling of self-propelling particles.
-* :file:`07-electrokinetics`: Modelling electrokinetics together with hydrodynamic interactions.
-* :file:`08-visualization`: Using the online visualizers of |es|.
-* :file:`11-ferrofluid`: Modelling a colloidal suspension of magnetic particles.
-* :file:`12-constant_pH`: Modelling the titration of a weak acid using the constant pH method
+* :file:`lennard_jones`: Modelling of a single-component and a two-component Lennard-Jones liquid.
+* :file:`charged_system`: Modelling of ion condensation around a charged rod.
+* :file:`lattice_boltzmann`: Simulations including hydrodynamic interactions using the lattice-Boltzmann method.
+* :file:`raspberry_electrophoresis`: Extended objects in a lattice-Boltzmann fluid, raspberry particles.
+* :file:`active_matter`: Modelling of self-propelling particles.
+* :file:`electrokinetics`: Modelling electrokinetics together with hydrodynamic interactions.
+* :file:`visualization`: Using the online visualizers of |es|.
+* :file:`ferrofluid`: Modelling a colloidal suspension of magnetic particles.
+* :file:`constant_pH`: Modelling the titration of a weak acid using the constant pH method
 
 .. _Sample scripts:
 
diff --git a/doc/tutorials/01-lennard_jones/CMakeLists.txt b/doc/tutorials/01-lennard_jones/CMakeLists.txt
deleted file mode 100644
index 2c068fdd759..00000000000
--- a/doc/tutorials/01-lennard_jones/CMakeLists.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-configure_tutorial_target(TARGET tutorial_01 DEPENDS 01-lennard_jones.ipynb
-                          figures/lennard-jones-potential.png)
-
-nb_export(TARGET tutorial_01 SUFFIX "" FILE "01-lennard_jones.ipynb" HTML_RUN
-          VAR_SUBST)
diff --git a/doc/tutorials/02-charged_system/CMakeLists.txt b/doc/tutorials/02-charged_system/CMakeLists.txt
deleted file mode 100644
index 7cac089d979..00000000000
--- a/doc/tutorials/02-charged_system/CMakeLists.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-configure_tutorial_target(
-  TARGET
-  tutorial_02
-  DEPENDS
-  02-charged_system-1.ipynb)
-
-nb_export(TARGET tutorial_02 SUFFIX "1" FILE "02-charged_system-1.ipynb"
-          HTML_RUN)
diff --git a/doc/tutorials/04-lattice_boltzmann/CMakeLists.txt b/doc/tutorials/04-lattice_boltzmann/CMakeLists.txt
deleted file mode 100644
index b1ac658a6e3..00000000000
--- a/doc/tutorials/04-lattice_boltzmann/CMakeLists.txt
+++ /dev/null
@@ -1,14 +0,0 @@
-configure_tutorial_target(
-  TARGET tutorial_04 DEPENDS 04-lattice_boltzmann_part1.ipynb
-  04-lattice_boltzmann_part2.ipynb 04-lattice_boltzmann_part3.ipynb
-  04-lattice_boltzmann_part4.ipynb figures/latticeboltzmann-grid.png
-  figures/latticeboltzmann-momentumexchange.png)
-
-nb_export(TARGET tutorial_04 SUFFIX "1" FILE "04-lattice_boltzmann_part1.ipynb"
-          HTML_RUN)
-nb_export(TARGET tutorial_04 SUFFIX "2" FILE "04-lattice_boltzmann_part2.ipynb"
-          HTML_RUN)
-nb_export(TARGET tutorial_04 SUFFIX "3" FILE "04-lattice_boltzmann_part3.ipynb"
-          HTML_RUN VAR_SUBST "STEPS=200;BOX_L=16;N_MONOMERS=[6,8,10,12,14]")
-nb_export(TARGET tutorial_04 SUFFIX "4" FILE "04-lattice_boltzmann_part4.ipynb"
-          HTML_RUN)
diff --git a/doc/tutorials/08-visualization/CMakeLists.txt b/doc/tutorials/08-visualization/CMakeLists.txt
deleted file mode 100644
index eecfc068d5c..00000000000
--- a/doc/tutorials/08-visualization/CMakeLists.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-configure_tutorial_target(TARGET tutorial_08 DEPENDS 08-visualization.ipynb)
-
-nb_export(TARGET tutorial_08 SUFFIX "" FILE "08-visualization.ipynb" HTML_RUN)
diff --git a/doc/tutorials/11-ferrofluid/CMakeLists.txt b/doc/tutorials/11-ferrofluid/CMakeLists.txt
deleted file mode 100644
index 280c8c0fb72..00000000000
--- a/doc/tutorials/11-ferrofluid/CMakeLists.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-configure_tutorial_target(
-  TARGET tutorial_11 DEPENDS 11-ferrofluid_part1.ipynb
-  11-ferrofluid_part2.ipynb 11-ferrofluid_part3.ipynb
-  figures/Electro-Steric_Stabilization.jpg
-  figures/Ferrofluid_Magnet_under_glass_edit.jpg figures/headtotailconf.png)
-
-nb_export(TARGET tutorial_11 SUFFIX "1" FILE "11-ferrofluid_part1.ipynb"
-          HTML_RUN VAR_SUBST "EQUIL_STEPS=100;EQUIL_ROUNDS=10")
-nb_export(TARGET tutorial_11 SUFFIX "2" FILE "11-ferrofluid_part2.ipynb"
-          HTML_RUN VAR_SUBST
-          "equil_steps=100;equil_rounds=10;alphas=[0,1,2,3,4.5,8];loops=100")
-nb_export(
-  TARGET tutorial_11 SUFFIX "3" FILE "11-ferrofluid_part3.ipynb" HTML_RUN
-  VAR_SUBST
-  "equil_steps=100;equil_rounds=10;alphas=[0,0.5,1,2,4,8];loops=200;loops_m=100"
-)
diff --git a/doc/tutorials/12-constant_pH/CMakeLists.txt b/doc/tutorials/12-constant_pH/CMakeLists.txt
deleted file mode 100644
index 96e9f3be992..00000000000
--- a/doc/tutorials/12-constant_pH/CMakeLists.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-configure_tutorial_target(TARGET tutorial_12 DEPENDS 12-constant_pH.ipynb)
-
-nb_export(TARGET tutorial_12 SUFFIX "" FILE "12-constant_pH.ipynb" HTML_RUN)
diff --git a/doc/tutorials/CMakeLists.txt b/doc/tutorials/CMakeLists.txt
index 2a91354f648..8d9afd2fa5b 100644
--- a/doc/tutorials/CMakeLists.txt
+++ b/doc/tutorials/CMakeLists.txt
@@ -57,12 +57,12 @@ function(NB_EXPORT)
     add_custom_command(
       OUTPUT ${NB_FILE_RUN}
       DEPENDS
-        "${NB_FILE};${NB_EXPORT_ADD_SCRIPTS};${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py;${CMAKE_BINARY_DIR}/testsuite/scripts/importlib_wrapper.py"
+        "${NB_FILE};${NB_EXPORT_ADD_SCRIPTS};${CMAKE_BINARY_DIR}/doc/tutorials/convert.py;${CMAKE_BINARY_DIR}/testsuite/scripts/importlib_wrapper.py"
       COMMAND
         ${CMAKE_BINARY_DIR}/pypresso
-        ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py ci --execute
-        --exercise2 --remove-empty-cells --input ${NB_FILE} --output
-        ${NB_FILE_RUN} --substitutions ${NB_EXPORT_VAR_SUBST} --scripts
+        ${CMAKE_BINARY_DIR}/doc/tutorials/convert.py ci --execute --exercise2
+        --remove-empty-cells --input ${NB_FILE} --output ${NB_FILE_RUN}
+        --substitutions ${NB_EXPORT_VAR_SUBST} --scripts
         ${NB_EXPORT_ADD_SCRIPTS})
   else()
     set(NB_FILE_RUN ${NB_FILE})
@@ -72,9 +72,8 @@ function(NB_EXPORT)
     OUTPUT ${HTML_FILE}
     DEPENDS ${NB_FILE_RUN};${NB_EXPORT_ADD_SCRIPTS}
     COMMAND
-      ${CMAKE_BINARY_DIR}/pypresso
-      ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py ci --exercise2 --input
-      ${NB_FILE_RUN} --output ${NB_FILE_RUN}~
+      ${CMAKE_BINARY_DIR}/pypresso ${CMAKE_BINARY_DIR}/doc/tutorials/convert.py
+      ci --exercise2 --input ${NB_FILE_RUN} --output ${NB_FILE_RUN}~
     COMMAND ${IPYTHON_EXECUTABLE} nbconvert --to "html" --output ${HTML_FILE}
             ${NB_FILE_RUN}~)
 
@@ -82,9 +81,8 @@ function(NB_EXPORT)
     OUTPUT ${PY_FILE}
     DEPENDS ${NB_FILE}
     COMMAND
-      ${CMAKE_BINARY_DIR}/pypresso
-      ${CMAKE_BINARY_DIR}/doc/tutorials/html_runner.py ci --exercise2 --input
-      ${NB_FILE} --output ${NB_FILE}~
+      ${CMAKE_BINARY_DIR}/pypresso ${CMAKE_BINARY_DIR}/doc/tutorials/convert.py
+      ci --exercise2 --input ${NB_FILE} --output ${NB_FILE}~
     COMMAND ${IPYTHON_EXECUTABLE} nbconvert --to "python" --output ${PY_FILE}
             ${NB_FILE}~)
 
@@ -101,15 +99,15 @@ add_custom_target(tutorials_html)
 add_custom_target(tutorials_python)
 
 # Here: add new directory
-add_subdirectory(01-lennard_jones)
-add_subdirectory(02-charged_system)
-add_subdirectory(04-lattice_boltzmann)
-add_subdirectory(05-raspberry_electrophoresis)
-add_subdirectory(06-active_matter)
-add_subdirectory(07-electrokinetics)
-add_subdirectory(08-visualization)
-add_subdirectory(11-ferrofluid)
-add_subdirectory(12-constant_pH)
+add_subdirectory(lennard_jones)
+add_subdirectory(charged_system)
+add_subdirectory(lattice_boltzmann)
+add_subdirectory(raspberry_electrophoresis)
+add_subdirectory(active_matter)
+add_subdirectory(electrokinetics)
+add_subdirectory(visualization)
+add_subdirectory(ferrofluid)
+add_subdirectory(constant_pH)
 
 configure_file(Readme.rst ${CMAKE_CURRENT_BINARY_DIR}/Readme.rst COPYONLY)
-configure_file(html_runner.py ${CMAKE_CURRENT_BINARY_DIR}/html_runner.py)
+configure_file(convert.py ${CMAKE_CURRENT_BINARY_DIR}/convert.py)
diff --git a/doc/tutorials/Readme.rst b/doc/tutorials/Readme.rst
index 8b595998759..25ce7b2836b 100644
--- a/doc/tutorials/Readme.rst
+++ b/doc/tutorials/Readme.rst
@@ -7,15 +7,15 @@ Overview
 This folder contains tutorials that introduce the use of ESPResSo for different
 physical systems. Currently, the following tutorials are available:
 
-* ``01-lennard_jones``: Modelling of a single-component and a two-component Lennard-Jones liquid
-* ``02-charged_system``: Modelling of ion condensation around a charged rod
-* ``04-lattice_boltzmann``: Simulations including hydrodynamic interactions using the lattice-Boltzmann method
-* ``05-raspberry_electrophoresis``: Extended objects in a lattice-Boltzmann fluid, raspberry particles
-* ``06-active_matter``: Modelling of self-propelling particles
-* ``07-electrokinetics``: Modelling electrokinetics together with hydrodynamic interactions
-* ``08-visualization``: Using the online visualizers of ESPResSo
-* ``11-ferrofluid``: Modelling a monolayer ferrofluid system
-* ``12-constant_pH``: Modelling the titration of a weak acid using the constant pH method
+* ``lennard_jones``: Modelling of a single-component and a two-component Lennard-Jones liquid
+* ``charged_system``: Modelling of ion condensation around a charged rod
+* ``lattice_boltzmann``: Simulations including hydrodynamic interactions using the lattice-Boltzmann method
+* ``raspberry_electrophoresis``: Extended objects in a lattice-Boltzmann fluid, raspberry particles
+* ``active_matter``: Modelling of self-propelling particles
+* ``electrokinetics``: Modelling electrokinetics together with hydrodynamic interactions
+* ``visualization``: Using the online visualizers of ESPResSo
+* ``ferrofluid``: Modelling a monolayer ferrofluid system
+* ``constant_pH``: Modelling the titration of a weak acid using the constant pH method
 
 Using the tutorials
 -------------------
diff --git a/doc/tutorials/06-active_matter/CMakeLists.txt b/doc/tutorials/active_matter/CMakeLists.txt
similarity index 81%
rename from doc/tutorials/06-active_matter/CMakeLists.txt
rename to doc/tutorials/active_matter/CMakeLists.txt
index 652ea4bb9fc..2b7c8c5ecb1 100644
--- a/doc/tutorials/06-active_matter/CMakeLists.txt
+++ b/doc/tutorials/active_matter/CMakeLists.txt
@@ -1,8 +1,8 @@
 configure_tutorial_target(
   TARGET
-  tutorial_06
+  tutorial_am
   DEPENDS
-  06-active_matter.ipynb
+  active_matter.ipynb
   figures/friction.svg
   figures/pusher-puller.svg
   figures/enhanced.svg
@@ -20,4 +20,4 @@ configure_tutorial_target(
   solutions/rectification_simulation.py
   solutions/solutions.txt)
 
-nb_export(TARGET tutorial_06 SUFFIX "" FILE "06-active_matter.ipynb" HTML_RUN)
+nb_export(TARGET tutorial_am SUFFIX "" FILE "active_matter.ipynb" HTML_RUN)
diff --git a/doc/tutorials/06-active_matter/06-active_matter.ipynb b/doc/tutorials/active_matter/active_matter.ipynb
similarity index 99%
rename from doc/tutorials/06-active_matter/06-active_matter.ipynb
rename to doc/tutorials/active_matter/active_matter.ipynb
index 1f4566e8ec7..7fe0390c461 100644
--- a/doc/tutorials/06-active_matter/06-active_matter.ipynb
+++ b/doc/tutorials/active_matter/active_matter.ipynb
@@ -337,7 +337,7 @@
     "\n",
     "Please uncomment them in the <tt>myconfig.hpp</tt> and compile **ESPResSo** using this <tt>myconfig.hpp</tt>.\n",
     "\n",
-    "Next you can find the tutorial files in the <tt>doc/tutorials/06-active_matter/</tt>\n",
+    "Next you can find the tutorial files in the <tt>doc/tutorials/active_matter/</tt>\n",
     "directory. There are two folders, one called <tt>exercises</tt> and one called <tt>solutions</tt>."
    ]
   },
diff --git a/doc/tutorials/06-active_matter/exercises/enhanced_diffusion.py b/doc/tutorials/active_matter/exercises/enhanced_diffusion.py
similarity index 100%
rename from doc/tutorials/06-active_matter/exercises/enhanced_diffusion.py
rename to doc/tutorials/active_matter/exercises/enhanced_diffusion.py
diff --git a/doc/tutorials/06-active_matter/exercises/flow_field.py b/doc/tutorials/active_matter/exercises/flow_field.py
similarity index 100%
rename from doc/tutorials/06-active_matter/exercises/flow_field.py
rename to doc/tutorials/active_matter/exercises/flow_field.py
diff --git a/doc/tutorials/06-active_matter/exercises/rectification_geometry.py b/doc/tutorials/active_matter/exercises/rectification_geometry.py
similarity index 100%
rename from doc/tutorials/06-active_matter/exercises/rectification_geometry.py
rename to doc/tutorials/active_matter/exercises/rectification_geometry.py
diff --git a/doc/tutorials/06-active_matter/exercises/rectification_simulation.py b/doc/tutorials/active_matter/exercises/rectification_simulation.py
similarity index 100%
rename from doc/tutorials/06-active_matter/exercises/rectification_simulation.py
rename to doc/tutorials/active_matter/exercises/rectification_simulation.py
diff --git a/doc/tutorials/06-active_matter/figures/enhanced.pdf b/doc/tutorials/active_matter/figures/enhanced.pdf
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/enhanced.pdf
rename to doc/tutorials/active_matter/figures/enhanced.pdf
diff --git a/doc/tutorials/06-active_matter/figures/enhanced.svg b/doc/tutorials/active_matter/figures/enhanced.svg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/enhanced.svg
rename to doc/tutorials/active_matter/figures/enhanced.svg
diff --git a/doc/tutorials/06-active_matter/figures/flow_field.pdf b/doc/tutorials/active_matter/figures/flow_field.pdf
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/flow_field.pdf
rename to doc/tutorials/active_matter/figures/flow_field.pdf
diff --git a/doc/tutorials/06-active_matter/figures/flow_field.svg b/doc/tutorials/active_matter/figures/flow_field.svg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/flow_field.svg
rename to doc/tutorials/active_matter/figures/flow_field.svg
diff --git a/doc/tutorials/06-active_matter/figures/friction.pdf b/doc/tutorials/active_matter/figures/friction.pdf
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/friction.pdf
rename to doc/tutorials/active_matter/figures/friction.pdf
diff --git a/doc/tutorials/06-active_matter/figures/friction.svg b/doc/tutorials/active_matter/figures/friction.svg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/friction.svg
rename to doc/tutorials/active_matter/figures/friction.svg
diff --git a/doc/tutorials/06-active_matter/figures/friction.tex b/doc/tutorials/active_matter/figures/friction.tex
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/friction.tex
rename to doc/tutorials/active_matter/figures/friction.tex
diff --git a/doc/tutorials/06-active_matter/figures/geometry.pdf b/doc/tutorials/active_matter/figures/geometry.pdf
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/geometry.pdf
rename to doc/tutorials/active_matter/figures/geometry.pdf
diff --git a/doc/tutorials/06-active_matter/figures/geometry.svg b/doc/tutorials/active_matter/figures/geometry.svg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/geometry.svg
rename to doc/tutorials/active_matter/figures/geometry.svg
diff --git a/doc/tutorials/06-active_matter/figures/geometry.tex b/doc/tutorials/active_matter/figures/geometry.tex
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/geometry.tex
rename to doc/tutorials/active_matter/figures/geometry.tex
diff --git a/doc/tutorials/06-active_matter/figures/pusher-puller.pdf b/doc/tutorials/active_matter/figures/pusher-puller.pdf
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/pusher-puller.pdf
rename to doc/tutorials/active_matter/figures/pusher-puller.pdf
diff --git a/doc/tutorials/06-active_matter/figures/pusher-puller.svg b/doc/tutorials/active_matter/figures/pusher-puller.svg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/pusher-puller.svg
rename to doc/tutorials/active_matter/figures/pusher-puller.svg
diff --git a/doc/tutorials/06-active_matter/figures/pusher-puller.tex b/doc/tutorials/active_matter/figures/pusher-puller.tex
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/pusher-puller.tex
rename to doc/tutorials/active_matter/figures/pusher-puller.tex
diff --git a/doc/tutorials/06-active_matter/figures/rectification.pdf b/doc/tutorials/active_matter/figures/rectification.pdf
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/rectification.pdf
rename to doc/tutorials/active_matter/figures/rectification.pdf
diff --git a/doc/tutorials/06-active_matter/figures/rectification.svg b/doc/tutorials/active_matter/figures/rectification.svg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/rectification.svg
rename to doc/tutorials/active_matter/figures/rectification.svg
diff --git a/doc/tutorials/06-active_matter/figures/rectify.jpg b/doc/tutorials/active_matter/figures/rectify.jpg
similarity index 100%
rename from doc/tutorials/06-active_matter/figures/rectify.jpg
rename to doc/tutorials/active_matter/figures/rectify.jpg
diff --git a/doc/tutorials/06-active_matter/solutions/enhanced_diffusion.py b/doc/tutorials/active_matter/solutions/enhanced_diffusion.py
similarity index 100%
rename from doc/tutorials/06-active_matter/solutions/enhanced_diffusion.py
rename to doc/tutorials/active_matter/solutions/enhanced_diffusion.py
diff --git a/doc/tutorials/06-active_matter/solutions/flow_field.py b/doc/tutorials/active_matter/solutions/flow_field.py
similarity index 100%
rename from doc/tutorials/06-active_matter/solutions/flow_field.py
rename to doc/tutorials/active_matter/solutions/flow_field.py
diff --git a/doc/tutorials/06-active_matter/solutions/rectification_geometry.py b/doc/tutorials/active_matter/solutions/rectification_geometry.py
similarity index 100%
rename from doc/tutorials/06-active_matter/solutions/rectification_geometry.py
rename to doc/tutorials/active_matter/solutions/rectification_geometry.py
diff --git a/doc/tutorials/06-active_matter/solutions/rectification_simulation.py b/doc/tutorials/active_matter/solutions/rectification_simulation.py
similarity index 100%
rename from doc/tutorials/06-active_matter/solutions/rectification_simulation.py
rename to doc/tutorials/active_matter/solutions/rectification_simulation.py
diff --git a/doc/tutorials/06-active_matter/solutions/solutions.txt b/doc/tutorials/active_matter/solutions/solutions.txt
similarity index 100%
rename from doc/tutorials/06-active_matter/solutions/solutions.txt
rename to doc/tutorials/active_matter/solutions/solutions.txt
diff --git a/doc/tutorials/charged_system/CMakeLists.txt b/doc/tutorials/charged_system/CMakeLists.txt
new file mode 100644
index 00000000000..e4bbfaaab5d
--- /dev/null
+++ b/doc/tutorials/charged_system/CMakeLists.txt
@@ -0,0 +1,3 @@
+configure_tutorial_target(TARGET tutorial_crg DEPENDS charged_system-1.ipynb)
+
+nb_export(TARGET tutorial_crg SUFFIX "1" FILE "charged_system-1.ipynb" HTML_RUN)
diff --git a/doc/tutorials/02-charged_system/NotesForTutor.md b/doc/tutorials/charged_system/NotesForTutor.md
similarity index 100%
rename from doc/tutorials/02-charged_system/NotesForTutor.md
rename to doc/tutorials/charged_system/NotesForTutor.md
diff --git a/doc/tutorials/02-charged_system/02-charged_system-1.ipynb b/doc/tutorials/charged_system/charged_system-1.ipynb
similarity index 100%
rename from doc/tutorials/02-charged_system/02-charged_system-1.ipynb
rename to doc/tutorials/charged_system/charged_system-1.ipynb
diff --git a/doc/tutorials/constant_pH/CMakeLists.txt b/doc/tutorials/constant_pH/CMakeLists.txt
new file mode 100644
index 00000000000..ed08332ae64
--- /dev/null
+++ b/doc/tutorials/constant_pH/CMakeLists.txt
@@ -0,0 +1,3 @@
+configure_tutorial_target(TARGET tutorial_cph DEPENDS constant_pH.ipynb)
+
+nb_export(TARGET tutorial_cph SUFFIX "" FILE "constant_pH.ipynb" HTML_RUN)
diff --git a/doc/tutorials/12-constant_pH/NotesForTutor.md b/doc/tutorials/constant_pH/NotesForTutor.md
similarity index 100%
rename from doc/tutorials/12-constant_pH/NotesForTutor.md
rename to doc/tutorials/constant_pH/NotesForTutor.md
diff --git a/doc/tutorials/12-constant_pH/12-constant_pH.ipynb b/doc/tutorials/constant_pH/constant_pH.ipynb
similarity index 100%
rename from doc/tutorials/12-constant_pH/12-constant_pH.ipynb
rename to doc/tutorials/constant_pH/constant_pH.ipynb
diff --git a/doc/tutorials/html_runner.py b/doc/tutorials/convert.py
similarity index 100%
rename from doc/tutorials/html_runner.py
rename to doc/tutorials/convert.py
diff --git a/doc/tutorials/07-electrokinetics/CMakeLists.txt b/doc/tutorials/electrokinetics/CMakeLists.txt
similarity index 58%
rename from doc/tutorials/07-electrokinetics/CMakeLists.txt
rename to doc/tutorials/electrokinetics/CMakeLists.txt
index 5306b982404..dc45bd2d04a 100644
--- a/doc/tutorials/07-electrokinetics/CMakeLists.txt
+++ b/doc/tutorials/electrokinetics/CMakeLists.txt
@@ -1,7 +1,7 @@
 configure_tutorial_target(
-  TARGET tutorial_07 DEPENDS 07-electrokinetics.ipynb figures/profiles.png
+  TARGET tutorial_ek DEPENDS electrokinetics.ipynb figures/profiles.png
   figures/schlitzpore_3d.png scripts/eof_analytical.py scripts/plot.py)
 
-nb_export(TARGET tutorial_07 SUFFIX "" FILE "07-electrokinetics.ipynb" HTML_RUN
+nb_export(TARGET tutorial_ek SUFFIX "" FILE "electrokinetics.ipynb" HTML_RUN
           VAR_SUBST "integration_length=600;dt=0.5" ADD_SCRIPTS
           "scripts/eof_analytical.py;scripts/plot.py")
diff --git a/doc/tutorials/07-electrokinetics/07-electrokinetics.ipynb b/doc/tutorials/electrokinetics/electrokinetics.ipynb
similarity index 100%
rename from doc/tutorials/07-electrokinetics/07-electrokinetics.ipynb
rename to doc/tutorials/electrokinetics/electrokinetics.ipynb
diff --git a/doc/tutorials/07-electrokinetics/figures/latticeboltzmann-grid.pdf b/doc/tutorials/electrokinetics/figures/latticeboltzmann-grid.pdf
similarity index 100%
rename from doc/tutorials/07-electrokinetics/figures/latticeboltzmann-grid.pdf
rename to doc/tutorials/electrokinetics/figures/latticeboltzmann-grid.pdf
diff --git a/doc/tutorials/07-electrokinetics/figures/profiles.png b/doc/tutorials/electrokinetics/figures/profiles.png
similarity index 100%
rename from doc/tutorials/07-electrokinetics/figures/profiles.png
rename to doc/tutorials/electrokinetics/figures/profiles.png
diff --git a/doc/tutorials/07-electrokinetics/figures/schlitzpore_3d.png b/doc/tutorials/electrokinetics/figures/schlitzpore_3d.png
similarity index 100%
rename from doc/tutorials/07-electrokinetics/figures/schlitzpore_3d.png
rename to doc/tutorials/electrokinetics/figures/schlitzpore_3d.png
diff --git a/doc/tutorials/07-electrokinetics/scripts/eof_analytical.py b/doc/tutorials/electrokinetics/scripts/eof_analytical.py
similarity index 100%
rename from doc/tutorials/07-electrokinetics/scripts/eof_analytical.py
rename to doc/tutorials/electrokinetics/scripts/eof_analytical.py
diff --git a/doc/tutorials/07-electrokinetics/scripts/plot.py b/doc/tutorials/electrokinetics/scripts/plot.py
similarity index 100%
rename from doc/tutorials/07-electrokinetics/scripts/plot.py
rename to doc/tutorials/electrokinetics/scripts/plot.py
diff --git a/doc/tutorials/ferrofluid/CMakeLists.txt b/doc/tutorials/ferrofluid/CMakeLists.txt
new file mode 100644
index 00000000000..71c785593fd
--- /dev/null
+++ b/doc/tutorials/ferrofluid/CMakeLists.txt
@@ -0,0 +1,15 @@
+configure_tutorial_target(
+  TARGET tutorial_fe DEPENDS ferrofluid_part1.ipynb ferrofluid_part2.ipynb
+  ferrofluid_part3.ipynb figures/Electro-Steric_Stabilization.jpg
+  figures/Ferrofluid_Magnet_under_glass_edit.jpg figures/headtotailconf.png)
+
+nb_export(TARGET tutorial_fe SUFFIX "1" FILE "ferrofluid_part1.ipynb" HTML_RUN
+          VAR_SUBST "EQUIL_STEPS=100;EQUIL_ROUNDS=10")
+nb_export(TARGET tutorial_fe SUFFIX "2" FILE "ferrofluid_part2.ipynb" HTML_RUN
+          VAR_SUBST
+          "equil_steps=100;equil_rounds=10;alphas=[0,1,2,3,4.5,8];loops=100")
+nb_export(
+  TARGET tutorial_fe SUFFIX "3" FILE "ferrofluid_part3.ipynb" HTML_RUN
+  VAR_SUBST
+  "equil_steps=100;equil_rounds=10;alphas=[0,0.5,1,2,4,8];loops=200;loops_m=100"
+)
diff --git a/doc/tutorials/11-ferrofluid/NotesForTutor.md b/doc/tutorials/ferrofluid/NotesForTutor.md
similarity index 100%
rename from doc/tutorials/11-ferrofluid/NotesForTutor.md
rename to doc/tutorials/ferrofluid/NotesForTutor.md
diff --git a/doc/tutorials/11-ferrofluid/11-ferrofluid_part1.ipynb b/doc/tutorials/ferrofluid/ferrofluid_part1.ipynb
similarity index 100%
rename from doc/tutorials/11-ferrofluid/11-ferrofluid_part1.ipynb
rename to doc/tutorials/ferrofluid/ferrofluid_part1.ipynb
diff --git a/doc/tutorials/11-ferrofluid/11-ferrofluid_part2.ipynb b/doc/tutorials/ferrofluid/ferrofluid_part2.ipynb
similarity index 100%
rename from doc/tutorials/11-ferrofluid/11-ferrofluid_part2.ipynb
rename to doc/tutorials/ferrofluid/ferrofluid_part2.ipynb
diff --git a/doc/tutorials/11-ferrofluid/11-ferrofluid_part3.ipynb b/doc/tutorials/ferrofluid/ferrofluid_part3.ipynb
similarity index 100%
rename from doc/tutorials/11-ferrofluid/11-ferrofluid_part3.ipynb
rename to doc/tutorials/ferrofluid/ferrofluid_part3.ipynb
diff --git a/doc/tutorials/11-ferrofluid/figures/Electro-Steric_Stabilization.jpg b/doc/tutorials/ferrofluid/figures/Electro-Steric_Stabilization.jpg
similarity index 100%
rename from doc/tutorials/11-ferrofluid/figures/Electro-Steric_Stabilization.jpg
rename to doc/tutorials/ferrofluid/figures/Electro-Steric_Stabilization.jpg
diff --git a/doc/tutorials/11-ferrofluid/figures/Ferrofluid_Magnet_under_glass_edit.jpg b/doc/tutorials/ferrofluid/figures/Ferrofluid_Magnet_under_glass_edit.jpg
similarity index 100%
rename from doc/tutorials/11-ferrofluid/figures/Ferrofluid_Magnet_under_glass_edit.jpg
rename to doc/tutorials/ferrofluid/figures/Ferrofluid_Magnet_under_glass_edit.jpg
diff --git a/doc/tutorials/11-ferrofluid/figures/headtotailconf.png b/doc/tutorials/ferrofluid/figures/headtotailconf.png
similarity index 100%
rename from doc/tutorials/11-ferrofluid/figures/headtotailconf.png
rename to doc/tutorials/ferrofluid/figures/headtotailconf.png
diff --git a/doc/tutorials/lattice_boltzmann/CMakeLists.txt b/doc/tutorials/lattice_boltzmann/CMakeLists.txt
new file mode 100644
index 00000000000..ff82b83ee65
--- /dev/null
+++ b/doc/tutorials/lattice_boltzmann/CMakeLists.txt
@@ -0,0 +1,14 @@
+configure_tutorial_target(
+  TARGET tutorial_lb DEPENDS lattice_boltzmann_part1.ipynb
+  lattice_boltzmann_part2.ipynb lattice_boltzmann_part3.ipynb
+  lattice_boltzmann_part4.ipynb figures/latticeboltzmann-grid.png
+  figures/latticeboltzmann-momentumexchange.png)
+
+nb_export(TARGET tutorial_lb SUFFIX "1" FILE "lattice_boltzmann_part1.ipynb"
+          HTML_RUN)
+nb_export(TARGET tutorial_lb SUFFIX "2" FILE "lattice_boltzmann_part2.ipynb"
+          HTML_RUN)
+nb_export(TARGET tutorial_lb SUFFIX "3" FILE "lattice_boltzmann_part3.ipynb"
+          HTML_RUN VAR_SUBST "STEPS=200;BOX_L=16;N_MONOMERS=[6,8,10,12,14]")
+nb_export(TARGET tutorial_lb SUFFIX "4" FILE "lattice_boltzmann_part4.ipynb"
+          HTML_RUN)
diff --git a/doc/tutorials/04-lattice_boltzmann/NotesForTutor.md b/doc/tutorials/lattice_boltzmann/NotesForTutor.md
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/NotesForTutor.md
rename to doc/tutorials/lattice_boltzmann/NotesForTutor.md
diff --git a/doc/tutorials/04-lattice_boltzmann/figures/latticeboltzmann-grid.png b/doc/tutorials/lattice_boltzmann/figures/latticeboltzmann-grid.png
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/figures/latticeboltzmann-grid.png
rename to doc/tutorials/lattice_boltzmann/figures/latticeboltzmann-grid.png
diff --git a/doc/tutorials/04-lattice_boltzmann/figures/latticeboltzmann-momentumexchange.png b/doc/tutorials/lattice_boltzmann/figures/latticeboltzmann-momentumexchange.png
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/figures/latticeboltzmann-momentumexchange.png
rename to doc/tutorials/lattice_boltzmann/figures/latticeboltzmann-momentumexchange.png
diff --git a/doc/tutorials/04-lattice_boltzmann/figures/poiseuille.png b/doc/tutorials/lattice_boltzmann/figures/poiseuille.png
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/figures/poiseuille.png
rename to doc/tutorials/lattice_boltzmann/figures/poiseuille.png
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part1.ipynb b/doc/tutorials/lattice_boltzmann/lattice_boltzmann_part1.ipynb
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part1.ipynb
rename to doc/tutorials/lattice_boltzmann/lattice_boltzmann_part1.ipynb
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb b/doc/tutorials/lattice_boltzmann/lattice_boltzmann_part2.ipynb
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part2.ipynb
rename to doc/tutorials/lattice_boltzmann/lattice_boltzmann_part2.ipynb
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb b/doc/tutorials/lattice_boltzmann/lattice_boltzmann_part3.ipynb
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part3.ipynb
rename to doc/tutorials/lattice_boltzmann/lattice_boltzmann_part3.ipynb
diff --git a/doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb b/doc/tutorials/lattice_boltzmann/lattice_boltzmann_part4.ipynb
similarity index 100%
rename from doc/tutorials/04-lattice_boltzmann/04-lattice_boltzmann_part4.ipynb
rename to doc/tutorials/lattice_boltzmann/lattice_boltzmann_part4.ipynb
diff --git a/doc/tutorials/lennard_jones/CMakeLists.txt b/doc/tutorials/lennard_jones/CMakeLists.txt
new file mode 100644
index 00000000000..4ff0160df63
--- /dev/null
+++ b/doc/tutorials/lennard_jones/CMakeLists.txt
@@ -0,0 +1,5 @@
+configure_tutorial_target(TARGET tutorial_lj DEPENDS lennard_jones.ipynb
+                          figures/lennard-jones-potential.png)
+
+nb_export(TARGET tutorial_lj SUFFIX "" FILE "lennard_jones.ipynb" HTML_RUN
+          VAR_SUBST)
diff --git a/doc/tutorials/01-lennard_jones/NotesForTutor.md b/doc/tutorials/lennard_jones/NotesForTutor.md
similarity index 100%
rename from doc/tutorials/01-lennard_jones/NotesForTutor.md
rename to doc/tutorials/lennard_jones/NotesForTutor.md
diff --git a/doc/tutorials/01-lennard_jones/figures/lennard-jones-potential.png b/doc/tutorials/lennard_jones/figures/lennard-jones-potential.png
similarity index 100%
rename from doc/tutorials/01-lennard_jones/figures/lennard-jones-potential.png
rename to doc/tutorials/lennard_jones/figures/lennard-jones-potential.png
diff --git a/doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb b/doc/tutorials/lennard_jones/lennard_jones.ipynb
similarity index 100%
rename from doc/tutorials/01-lennard_jones/01-lennard_jones.ipynb
rename to doc/tutorials/lennard_jones/lennard_jones.ipynb
diff --git a/doc/tutorials/05-raspberry_electrophoresis/CMakeLists.txt b/doc/tutorials/raspberry_electrophoresis/CMakeLists.txt
similarity index 67%
rename from doc/tutorials/05-raspberry_electrophoresis/CMakeLists.txt
rename to doc/tutorials/raspberry_electrophoresis/CMakeLists.txt
index c2caa92c22c..e2d0b6442bb 100644
--- a/doc/tutorials/05-raspberry_electrophoresis/CMakeLists.txt
+++ b/doc/tutorials/raspberry_electrophoresis/CMakeLists.txt
@@ -1,14 +1,14 @@
 configure_tutorial_target(
-  TARGET tutorial_05 DEPENDS 05-raspberry_electrophoresis.ipynb
+  TARGET tutorial_eph DEPENDS raspberry_electrophoresis.ipynb
   figures/raspberry_snapshot.png posVsTime_sample.dat)
 
 nb_export(
   TARGET
-  tutorial_05
+  tutorial_eph
   SUFFIX
   ""
   FILE
-  05-raspberry_electrophoresis.ipynb
+  raspberry_electrophoresis.ipynb
   HTML_RUN
   VAR_SUBST
   "num_iterations=20;num_steps_per_iteration=20;'trajectory_file=\"posVsTime_sample.dat\"'"
diff --git a/doc/tutorials/05-raspberry_electrophoresis/figures/raspberry_snapshot.pdf b/doc/tutorials/raspberry_electrophoresis/figures/raspberry_snapshot.pdf
similarity index 100%
rename from doc/tutorials/05-raspberry_electrophoresis/figures/raspberry_snapshot.pdf
rename to doc/tutorials/raspberry_electrophoresis/figures/raspberry_snapshot.pdf
diff --git a/doc/tutorials/05-raspberry_electrophoresis/figures/raspberry_snapshot.png b/doc/tutorials/raspberry_electrophoresis/figures/raspberry_snapshot.png
similarity index 100%
rename from doc/tutorials/05-raspberry_electrophoresis/figures/raspberry_snapshot.png
rename to doc/tutorials/raspberry_electrophoresis/figures/raspberry_snapshot.png
diff --git a/doc/tutorials/05-raspberry_electrophoresis/posVsTime_sample.dat b/doc/tutorials/raspberry_electrophoresis/posVsTime_sample.dat
similarity index 100%
rename from doc/tutorials/05-raspberry_electrophoresis/posVsTime_sample.dat
rename to doc/tutorials/raspberry_electrophoresis/posVsTime_sample.dat
diff --git a/doc/tutorials/05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb b/doc/tutorials/raspberry_electrophoresis/raspberry_electrophoresis.ipynb
similarity index 100%
rename from doc/tutorials/05-raspberry_electrophoresis/05-raspberry_electrophoresis.ipynb
rename to doc/tutorials/raspberry_electrophoresis/raspberry_electrophoresis.ipynb
diff --git a/doc/tutorials/visualization/CMakeLists.txt b/doc/tutorials/visualization/CMakeLists.txt
new file mode 100644
index 00000000000..5edd599ffcb
--- /dev/null
+++ b/doc/tutorials/visualization/CMakeLists.txt
@@ -0,0 +1,3 @@
+configure_tutorial_target(TARGET tutorial_viz DEPENDS visualization.ipynb)
+
+nb_export(TARGET tutorial_viz SUFFIX "" FILE "visualization.ipynb" HTML_RUN)
diff --git a/doc/tutorials/08-visualization/08-visualization.ipynb b/doc/tutorials/visualization/visualization.ipynb
similarity index 100%
rename from doc/tutorials/08-visualization/08-visualization.ipynb
rename to doc/tutorials/visualization/visualization.ipynb
diff --git a/testsuite/scripts/tutorials/CMakeLists.txt b/testsuite/scripts/tutorials/CMakeLists.txt
index c9843de5929..03a862c1906 100644
--- a/testsuite/scripts/tutorials/CMakeLists.txt
+++ b/testsuite/scripts/tutorials/CMakeLists.txt
@@ -3,15 +3,15 @@ function(TUTORIAL_TEST)
   set(tutorials_tests ${tutorials_tests} ${TEST_FILE_CONFIGURED} PARENT_SCOPE)
 endfunction(TUTORIAL_TEST)
 
-# configure Python modules importlib_wrapper.py and html_runner.py
-configure_file(test_html_runner.py ${CMAKE_CURRENT_BINARY_DIR})
+# configure Python modules importlib_wrapper.py and convert.py
+configure_file(test_convert.py ${CMAKE_CURRENT_BINARY_DIR})
 add_test(importlib_wrapper ${CMAKE_BINARY_DIR}/pypresso ${PYPRESSO_OPTIONS}
          ${TEST_FILE_CONFIGURED_IMPORTLIB_WRAPPER})
-add_test(html_runner ${CMAKE_BINARY_DIR}/pypresso ${PYPRESSO_OPTIONS}
-         ${CMAKE_CURRENT_BINARY_DIR}/test_html_runner.py)
+add_test(convert ${CMAKE_BINARY_DIR}/pypresso ${PYPRESSO_OPTIONS}
+         ${CMAKE_CURRENT_BINARY_DIR}/test_convert.py)
 set_tests_properties(importlib_wrapper PROPERTIES FIXTURES_SETUP
                                                   IMPORTLIB_WRAPPER)
-set_tests_properties(html_runner PROPERTIES FIXTURES_SETUP IMPORTLIB_WRAPPER)
+set_tests_properties(convert PROPERTIES FIXTURES_SETUP IMPORTLIB_WRAPPER)
 set(tutorials_tests ${tutorials_tests} ${TEST_FILE_CONFIGURED_IMPORTLIB_WRAPPER}
     PARENT_SCOPE)
 configure_file(../importlib_wrapper.py
@@ -25,24 +25,24 @@ add_custom_target(
   COMMAND ${CMAKE_COMMAND} -E copy_directory ${CMAKE_BINARY_DIR}/doc/tutorials
           ${TUTORIALS_DIR} DEPENDS tutorials_python)
 
-tutorial_test(FILE test_01-lennard_jones.py)
-tutorial_test(FILE test_02-charged_system-1.py)
-tutorial_test(FILE test_04-lattice_boltzmann_part2.py)
-tutorial_test(FILE test_04-lattice_boltzmann_part3.py SUFFIX rouse)
-tutorial_test(FILE test_04-lattice_boltzmann_part3.py SUFFIX zimm LABELS "gpu")
-tutorial_test(FILE test_04-lattice_boltzmann_part4.py LABELS "gpu")
-tutorial_test(FILE test_05-raspberry_electrophoresis.py LABELS "gpu")
-tutorial_test(FILE test_06-active_matter__flow_field.py LABELS "gpu")
-tutorial_test(FILE test_06-active_matter__rectification_geometry.py)
-tutorial_test(FILE test_06-active_matter__enhanced_diffusion.py)
-tutorial_test(FILE test_06-active_matter__rectification_simulation.py)
-tutorial_test(FILE test_07-electrokinetics.py LABELS "gpu")
-tutorial_test(FILE test_08-visualization.py)
-tutorial_test(FILE test_11-ferrofluid_1.py)
-tutorial_test(FILE test_11-ferrofluid_2.py)
-tutorial_test(FILE test_11-ferrofluid_3.py)
-tutorial_test(FILE test_12-constant_pH__ideal.py)
-tutorial_test(FILE test_12-constant_pH__interactions.py)
+tutorial_test(FILE test_lennard_jones.py)
+tutorial_test(FILE test_charged_system-1.py)
+tutorial_test(FILE test_lattice_boltzmann_part2.py)
+tutorial_test(FILE test_lattice_boltzmann_part3.py SUFFIX rouse)
+tutorial_test(FILE test_lattice_boltzmann_part3.py SUFFIX zimm LABELS "gpu")
+tutorial_test(FILE test_lattice_boltzmann_part4.py LABELS "gpu")
+tutorial_test(FILE test_raspberry_electrophoresis.py LABELS "gpu")
+tutorial_test(FILE test_active_matter__flow_field.py LABELS "gpu")
+tutorial_test(FILE test_active_matter__rectification_geometry.py)
+tutorial_test(FILE test_active_matter__enhanced_diffusion.py)
+tutorial_test(FILE test_active_matter__rectification_simulation.py)
+tutorial_test(FILE test_electrokinetics.py LABELS "gpu")
+tutorial_test(FILE test_visualization.py)
+tutorial_test(FILE test_ferrofluid_1.py)
+tutorial_test(FILE test_ferrofluid_2.py)
+tutorial_test(FILE test_ferrofluid_3.py)
+tutorial_test(FILE test_constant_pH__ideal.py)
+tutorial_test(FILE test_constant_pH__interactions.py)
 
 add_custom_target(
   check_tutorials COMMAND ${CMAKE_CTEST_COMMAND} --timeout ${TEST_TIMEOUT}
diff --git a/testsuite/scripts/tutorials/test_06-active_matter__enhanced_diffusion.py b/testsuite/scripts/tutorials/test_active_matter__enhanced_diffusion.py
similarity index 94%
rename from testsuite/scripts/tutorials/test_06-active_matter__enhanced_diffusion.py
rename to testsuite/scripts/tutorials/test_active_matter__enhanced_diffusion.py
index 5fc48bfeb44..7bb011794f7 100644
--- a/testsuite/scripts/tutorials/test_06-active_matter__enhanced_diffusion.py
+++ b/testsuite/scripts/tutorials/test_active_matter__enhanced_diffusion.py
@@ -20,7 +20,7 @@
 import os
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/06-active_matter/solutions/enhanced_diffusion.py",
+    "@TUTORIALS_DIR@/active_matter/solutions/enhanced_diffusion.py",
     cmd_arguments=[5.0], SAMP_STEPS=500, SAMP_LENGTH=100)
 
 
diff --git a/testsuite/scripts/tutorials/test_06-active_matter__flow_field.py b/testsuite/scripts/tutorials/test_active_matter__flow_field.py
similarity index 94%
rename from testsuite/scripts/tutorials/test_06-active_matter__flow_field.py
rename to testsuite/scripts/tutorials/test_active_matter__flow_field.py
index 9ca1927494b..7aea70718c2 100644
--- a/testsuite/scripts/tutorials/test_06-active_matter__flow_field.py
+++ b/testsuite/scripts/tutorials/test_active_matter__flow_field.py
@@ -20,7 +20,7 @@
 import os
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/06-active_matter/solutions/flow_field.py", gpu=True,
+    "@TUTORIALS_DIR@/active_matter/solutions/flow_field.py", gpu=True,
     cmd_arguments=["pusher", 5.0], PROD_STEPS=100, PROD_LENGTH=50)
 
 
diff --git a/testsuite/scripts/tutorials/test_06-active_matter__rectification_geometry.py b/testsuite/scripts/tutorials/test_active_matter__rectification_geometry.py
similarity index 93%
rename from testsuite/scripts/tutorials/test_06-active_matter__rectification_geometry.py
rename to testsuite/scripts/tutorials/test_active_matter__rectification_geometry.py
index a1ed8f7db96..ef3134e0295 100644
--- a/testsuite/scripts/tutorials/test_06-active_matter__rectification_geometry.py
+++ b/testsuite/scripts/tutorials/test_active_matter__rectification_geometry.py
@@ -20,7 +20,7 @@
 import os
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/06-active_matter/solutions/rectification_geometry.py")
+    "@TUTORIALS_DIR@/active_matter/solutions/rectification_geometry.py")
 
 
 @skipIfMissingFeatures
diff --git a/testsuite/scripts/tutorials/test_06-active_matter__rectification_simulation.py b/testsuite/scripts/tutorials/test_active_matter__rectification_simulation.py
similarity index 95%
rename from testsuite/scripts/tutorials/test_06-active_matter__rectification_simulation.py
rename to testsuite/scripts/tutorials/test_active_matter__rectification_simulation.py
index c3efcb9bed7..5a6ace54591 100644
--- a/testsuite/scripts/tutorials/test_06-active_matter__rectification_simulation.py
+++ b/testsuite/scripts/tutorials/test_active_matter__rectification_simulation.py
@@ -21,7 +21,7 @@
 import numpy as np
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/06-active_matter/solutions/rectification_simulation.py",
+    "@TUTORIALS_DIR@/active_matter/solutions/rectification_simulation.py",
     cmd_arguments=[6.0], PROD_STEPS=100, PROD_LENGTH=150)
 
 
diff --git a/testsuite/scripts/tutorials/test_02-charged_system-1.py b/testsuite/scripts/tutorials/test_charged_system-1.py
similarity index 88%
rename from testsuite/scripts/tutorials/test_02-charged_system-1.py
rename to testsuite/scripts/tutorials/test_charged_system-1.py
index c2c77ae5656..525d894962f 100644
--- a/testsuite/scripts/tutorials/test_02-charged_system-1.py
+++ b/testsuite/scripts/tutorials/test_charged_system-1.py
@@ -19,9 +19,8 @@
 import importlib_wrapper
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/02-charged_system/02-charged_system-1.py",
-    N_SAMPLES=2, STEPS_PER_SAMPLE=2, WARMUP_STEPS=1000,
-    N_SAMPLES_SALT=200)
+    "@TUTORIALS_DIR@/charged_system/charged_system-1.py", N_SAMPLES=2,
+    STEPS_PER_SAMPLE=2, WARMUP_STEPS=1000, N_SAMPLES_SALT=200)
 
 
 @skipIfMissingFeatures
diff --git a/testsuite/scripts/tutorials/test_12-constant_pH__ideal.py b/testsuite/scripts/tutorials/test_constant_pH__ideal.py
similarity index 94%
rename from testsuite/scripts/tutorials/test_12-constant_pH__ideal.py
rename to testsuite/scripts/tutorials/test_constant_pH__ideal.py
index fcb09712930..e92f3d755a2 100644
--- a/testsuite/scripts/tutorials/test_12-constant_pH__ideal.py
+++ b/testsuite/scripts/tutorials/test_constant_pH__ideal.py
@@ -27,8 +27,7 @@
         "Python module pint not available, skipping test!")
 else:
     tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-        "@TUTORIALS_DIR@/12-constant_pH/12-constant_pH.py",
-        script_suffix="ideal")
+        "@TUTORIALS_DIR@/constant_pH/constant_pH.py", script_suffix="ideal")
 
 
 @skipIfMissingFeatures
diff --git a/testsuite/scripts/tutorials/test_12-constant_pH__interactions.py b/testsuite/scripts/tutorials/test_constant_pH__interactions.py
similarity index 91%
rename from testsuite/scripts/tutorials/test_12-constant_pH__interactions.py
rename to testsuite/scripts/tutorials/test_constant_pH__interactions.py
index b4f6150c736..7eacf71affc 100644
--- a/testsuite/scripts/tutorials/test_12-constant_pH__interactions.py
+++ b/testsuite/scripts/tutorials/test_constant_pH__interactions.py
@@ -26,9 +26,8 @@
         "Python module pint not available, skipping test!")
 else:
     tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-        "@TUTORIALS_DIR@/12-constant_pH/12-constant_pH.py",
-        USE_WCA=True, USE_ELECTROSTATICS=True, NUM_PHS=3, NUM_SAMPLES=2, PROB_REACTION=1.0,
-        script_suffix="interactions")
+        "@TUTORIALS_DIR@/constant_pH/constant_pH.py", script_suffix="interactions",
+        USE_WCA=True, USE_ELECTROSTATICS=True, NUM_PHS=3, NUM_SAMPLES=2, PROB_REACTION=1.0)
 
 
 @skipIfMissingFeatures
diff --git a/testsuite/scripts/tutorials/test_html_runner.py b/testsuite/scripts/tutorials/test_convert.py
similarity index 91%
rename from testsuite/scripts/tutorials/test_html_runner.py
rename to testsuite/scripts/tutorials/test_convert.py
index fae50040d41..1386ab93826 100644
--- a/testsuite/scripts/tutorials/test_html_runner.py
+++ b/testsuite/scripts/tutorials/test_convert.py
@@ -22,7 +22,7 @@
 import traceback
 
 sys.path.insert(0, '@CMAKE_BINARY_DIR@/doc/tutorials')
-import html_runner
+import convert
 
 
 def skipIfMissingModules(x): return x
@@ -40,9 +40,9 @@ def skipIfMissingModules(x): return x
 
 class HtmlRunner(ut.TestCase):
     """
-    Test the :file:`doc/tutorials/html_runner.py` script. A new Jupyter
+    Test the :file:`doc/tutorials/convert.py` script. A new Jupyter
     notebook and a new python script are created, and both are supplied to
-    html_runner.py, which will include the python script in a new code cell,
+    convert.py, which will include the python script in a new code cell,
     substitute global variables, run the code and then save the result in
     a new notebook. The input notebook contains IPython magic commands and
     imports matplotlib and an ESPResSo visualizer, all of which require
@@ -88,13 +88,13 @@ class HtmlRunner(ut.TestCase):
     def failed_to_run(self, cmd):
         traceback.print_exc()
         self.fail('Could not run @CMAKE_BINARY_DIR@/pypresso '
-                  '@CMAKE_BINARY_DIR@/doc/tutorials/html_runner.py ' +
+                  '@CMAKE_BINARY_DIR@/doc/tutorials/convert.py ' +
                   ' '.join(cmd))
 
     def test_html_wrapper(self):
-        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_notebook.ipynb'
-        f_output = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_notebook.run.ipynb'
-        f_script = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_script.py'
+        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_notebook.ipynb'
+        f_output = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_notebook.run.ipynb'
+        f_script = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_script.py'
         # setup
         if os.path.isfile(f_output):
             os.remove(f_output)
@@ -115,7 +115,7 @@ def test_html_wrapper(self):
                '--substitutions', 'global_var=20',
                '--execute']
         try:
-            args = html_runner.parser.parse_args(cmd)
+            args = convert.parser.parse_args(cmd)
             args.callback(args)
         except BaseException:
             self.failed_to_run(cmd)
@@ -148,13 +148,13 @@ def test_html_wrapper(self):
         # check the external script was correctly inserted
         self.assertEqual(nb_output['cells'][3]['cell_type'], 'markdown')
         self.assertEqual(nb_output['cells'][3]['source'],
-                         'Solution from test_html_runner_script.py')
+                         'Solution from test_convert_script.py')
         self.assertEqual(nb_output['cells'][4]['cell_type'], 'code')
         self.assertEqual(nb_output['cells'][4]['source'], 'global_var = 20')
 
     def test_exercise2_plugin(self):
-        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_exercise2.ipynb'
-        f_output = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_exercise2.run.ipynb'
+        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_exercise2.ipynb'
+        f_output = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_exercise2.run.ipynb'
         # setup
         if os.path.isfile(f_output):
             os.remove(f_output)
@@ -194,7 +194,7 @@ def test_exercise2_plugin(self):
                '--substitutions', 'global_var=20',
                '--exercise2', '--remove-empty-cells']
         try:
-            args = html_runner.parser.parse_args(cmd)
+            args = convert.parser.parse_args(cmd)
             args.callback(args)
         except BaseException:
             self.failed_to_run(cmd)
@@ -229,7 +229,7 @@ def test_exercise2_plugin(self):
         self.assertEqual(next(cells, 'EOF'), 'EOF')
 
     def test_exercise2_conversion(self):
-        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_exercise2_conversion.ipynb'
+        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_exercise2_conversion.ipynb'
         # setup
         with open(f_input, 'w', encoding='utf-8') as f:
             nb = nbformat.v4.new_notebook(metadata=self.nb_metadata)
@@ -247,7 +247,7 @@ def test_exercise2_conversion(self):
         # run command and check for errors
         cmd = ['exercise2', '--to-py', f_input]
         try:
-            args = html_runner.parser.parse_args(cmd)
+            args = convert.parser.parse_args(cmd)
             args.callback(args)
         except BaseException:
             self.failed_to_run(cmd)
@@ -268,7 +268,7 @@ def test_exercise2_conversion(self):
         # run command and check for errors
         cmd = ['exercise2', '--to-md', f_input]
         try:
-            args = html_runner.parser.parse_args(cmd)
+            args = convert.parser.parse_args(cmd)
             args.callback(args)
         except BaseException:
             self.failed_to_run(cmd)
@@ -289,7 +289,7 @@ def test_exercise2_conversion(self):
 
     @skipIfMissingModules
     def test_exercise2_autopep8(self):
-        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_html_runner_exercise2_autopep8.ipynb'
+        f_input = '@CMAKE_CURRENT_BINARY_DIR@/test_convert_exercise2_autopep8.ipynb'
         # setup
         with open(f_input, 'w', encoding='utf-8') as f:
             nb = nbformat.v4.new_notebook(metadata=self.nb_metadata)
@@ -306,7 +306,7 @@ def test_exercise2_autopep8(self):
         # run command and check for errors
         cmd = ['exercise2', '--pep8', f_input]
         try:
-            args = html_runner.parser.parse_args(cmd)
+            args = convert.parser.parse_args(cmd)
             args.callback(args)
         except BaseException:
             self.failed_to_run(cmd)
diff --git a/testsuite/scripts/tutorials/test_07-electrokinetics.py b/testsuite/scripts/tutorials/test_electrokinetics.py
similarity index 92%
rename from testsuite/scripts/tutorials/test_07-electrokinetics.py
rename to testsuite/scripts/tutorials/test_electrokinetics.py
index 4e3414da01e..4db6f637866 100644
--- a/testsuite/scripts/tutorials/test_07-electrokinetics.py
+++ b/testsuite/scripts/tutorials/test_electrokinetics.py
@@ -28,12 +28,12 @@
 # To work around it, the eof_analytical.py script is imported
 # directly without changes using importlib.import_module().
 tutorial_simulation, skipIfMissingFeatures_simulation = iw.configure_and_import(
-    "@TUTORIALS_DIR@/07-electrokinetics/07-electrokinetics.py",
+    "@TUTORIALS_DIR@/electrokinetics/electrokinetics.py",
     gpu=True, integration_length=600, dt=0.5)
-sys.path.insert(0, "@TUTORIALS_DIR@/07-electrokinetics/scripts/")
+sys.path.insert(0, "@TUTORIALS_DIR@/electrokinetics/scripts/")
 tutorial_analytical = iw.importlib.import_module("eof_analytical")
 tutorial_plot, skipIfMissingFeatures_plot = iw.configure_and_import(
-    "@TUTORIALS_DIR@/07-electrokinetics/scripts/plot.py",
+    "@TUTORIALS_DIR@/electrokinetics/scripts/plot.py",
     move_to_script_dir=False)
 
 
diff --git a/testsuite/scripts/tutorials/test_11-ferrofluid_1.py b/testsuite/scripts/tutorials/test_ferrofluid_1.py
similarity index 95%
rename from testsuite/scripts/tutorials/test_11-ferrofluid_1.py
rename to testsuite/scripts/tutorials/test_ferrofluid_1.py
index 2cc2274cd80..185d096559e 100644
--- a/testsuite/scripts/tutorials/test_11-ferrofluid_1.py
+++ b/testsuite/scripts/tutorials/test_ferrofluid_1.py
@@ -21,7 +21,7 @@
 
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/11-ferrofluid/11-ferrofluid_part1.py",
+    "@TUTORIALS_DIR@/ferrofluid/ferrofluid_part1.py",
     EQUIL_STEPS=200, EQUIL_ROUNDS=10)
 
 
diff --git a/testsuite/scripts/tutorials/test_11-ferrofluid_2.py b/testsuite/scripts/tutorials/test_ferrofluid_2.py
similarity index 96%
rename from testsuite/scripts/tutorials/test_11-ferrofluid_2.py
rename to testsuite/scripts/tutorials/test_ferrofluid_2.py
index 53a906f751f..fa6ecc00f23 100644
--- a/testsuite/scripts/tutorials/test_11-ferrofluid_2.py
+++ b/testsuite/scripts/tutorials/test_ferrofluid_2.py
@@ -21,7 +21,7 @@
 
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/11-ferrofluid/11-ferrofluid_part2.py",
+    "@TUTORIALS_DIR@/ferrofluid/ferrofluid_part2.py",
     equil_steps=200, equil_rounds=10, loops=500, alphas=[0.5])
 
 
diff --git a/testsuite/scripts/tutorials/test_11-ferrofluid_3.py b/testsuite/scripts/tutorials/test_ferrofluid_3.py
similarity index 96%
rename from testsuite/scripts/tutorials/test_11-ferrofluid_3.py
rename to testsuite/scripts/tutorials/test_ferrofluid_3.py
index 99dd41d38ac..d6f5f813fd1 100644
--- a/testsuite/scripts/tutorials/test_11-ferrofluid_3.py
+++ b/testsuite/scripts/tutorials/test_ferrofluid_3.py
@@ -25,7 +25,7 @@
 
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/11-ferrofluid/11-ferrofluid_part3.py",
+    "@TUTORIALS_DIR@/ferrofluid/ferrofluid_part3.py",
     equil_steps=200, equil_rounds=10, loops=250, alphas=[0, 0.5])
 
 
diff --git a/testsuite/scripts/tutorials/test_04-lattice_boltzmann_part2.py b/testsuite/scripts/tutorials/test_lattice_boltzmann_part2.py
similarity index 95%
rename from testsuite/scripts/tutorials/test_04-lattice_boltzmann_part2.py
rename to testsuite/scripts/tutorials/test_lattice_boltzmann_part2.py
index 805b5445459..b39bff97a74 100644
--- a/testsuite/scripts/tutorials/test_04-lattice_boltzmann_part2.py
+++ b/testsuite/scripts/tutorials/test_lattice_boltzmann_part2.py
@@ -21,7 +21,7 @@
 import scipy.optimize
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/04-lattice_boltzmann/04-lattice_boltzmann_part2.py")
+    "@TUTORIALS_DIR@/lattice_boltzmann/lattice_boltzmann_part2.py")
 
 
 @skipIfMissingFeatures
diff --git a/testsuite/scripts/tutorials/test_04-lattice_boltzmann_part3.py b/testsuite/scripts/tutorials/test_lattice_boltzmann_part3.py
similarity index 97%
rename from testsuite/scripts/tutorials/test_04-lattice_boltzmann_part3.py
rename to testsuite/scripts/tutorials/test_lattice_boltzmann_part3.py
index 0307d6828ac..5d539e1ba07 100644
--- a/testsuite/scripts/tutorials/test_04-lattice_boltzmann_part3.py
+++ b/testsuite/scripts/tutorials/test_lattice_boltzmann_part3.py
@@ -25,7 +25,7 @@
     params = {'LOOPS': 2000, 'POLYMER_MODEL': 'Zimm', 'gpu': True}
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/04-lattice_boltzmann/04-lattice_boltzmann_part3.py",
+    "@TUTORIALS_DIR@/lattice_boltzmann/lattice_boltzmann_part3.py",
     script_suffix="@TEST_SUFFIX@", **params)
 
 
diff --git a/testsuite/scripts/tutorials/test_04-lattice_boltzmann_part4.py b/testsuite/scripts/tutorials/test_lattice_boltzmann_part4.py
similarity index 94%
rename from testsuite/scripts/tutorials/test_04-lattice_boltzmann_part4.py
rename to testsuite/scripts/tutorials/test_lattice_boltzmann_part4.py
index eb2706efb8d..c78f5e0155d 100644
--- a/testsuite/scripts/tutorials/test_04-lattice_boltzmann_part4.py
+++ b/testsuite/scripts/tutorials/test_lattice_boltzmann_part4.py
@@ -21,7 +21,7 @@
 
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/04-lattice_boltzmann/04-lattice_boltzmann_part4.py",
+    "@TUTORIALS_DIR@/lattice_boltzmann/lattice_boltzmann_part4.py",
     gpu=True)
 
 
diff --git a/testsuite/scripts/tutorials/test_01-lennard_jones.py b/testsuite/scripts/tutorials/test_lennard_jones.py
similarity index 94%
rename from testsuite/scripts/tutorials/test_01-lennard_jones.py
rename to testsuite/scripts/tutorials/test_lennard_jones.py
index 37baca155b4..87ae00ef810 100644
--- a/testsuite/scripts/tutorials/test_01-lennard_jones.py
+++ b/testsuite/scripts/tutorials/test_lennard_jones.py
@@ -20,7 +20,7 @@
 import numpy as np
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/01-lennard_jones/01-lennard_jones.py", N_SAMPLES=300)
+    "@TUTORIALS_DIR@/lennard_jones/lennard_jones.py", N_SAMPLES=300)
 
 
 @skipIfMissingFeatures
diff --git a/testsuite/scripts/tutorials/test_05-raspberry_electrophoresis.py b/testsuite/scripts/tutorials/test_raspberry_electrophoresis.py
similarity index 95%
rename from testsuite/scripts/tutorials/test_05-raspberry_electrophoresis.py
rename to testsuite/scripts/tutorials/test_raspberry_electrophoresis.py
index 9c2e715443e..85176a36151 100644
--- a/testsuite/scripts/tutorials/test_05-raspberry_electrophoresis.py
+++ b/testsuite/scripts/tutorials/test_raspberry_electrophoresis.py
@@ -20,7 +20,7 @@
 import numpy as np
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/05-raspberry_electrophoresis/05-raspberry_electrophoresis.py",
+    "@TUTORIALS_DIR@/raspberry_electrophoresis/raspberry_electrophoresis.py",
     gpu=True, box_l=20., E=0.25, num_iterations=200, num_steps_per_iteration=250)
 
 
diff --git a/testsuite/scripts/tutorials/test_08-visualization.py b/testsuite/scripts/tutorials/test_visualization.py
similarity index 95%
rename from testsuite/scripts/tutorials/test_08-visualization.py
rename to testsuite/scripts/tutorials/test_visualization.py
index 864e69c76d8..77db2fac868 100644
--- a/testsuite/scripts/tutorials/test_08-visualization.py
+++ b/testsuite/scripts/tutorials/test_visualization.py
@@ -27,7 +27,7 @@ def disable_visualizer_GUI(code):
 
 
 tutorial, skipIfMissingFeatures = importlib_wrapper.configure_and_import(
-    "@TUTORIALS_DIR@/08-visualization/08-visualization.py",
+    "@TUTORIALS_DIR@/visualization/visualization.py",
     substitutions=disable_visualizer_GUI, int_n_times=5, int_steps=100,
     matplotlib_notebook=False)
 

From 71e035081266c12ee1c995ffaca247218777a4a9 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Jean-No=C3=ABl=20Grad?= <jgrad@icp.uni-stuttgart.de>
Date: Fri, 13 Nov 2020 22:51:44 +0100
Subject: [PATCH 14/14] tutorials: Tag difficulty level

---
 doc/sphinx/introduction.rst |  4 ++--
 doc/tutorials/Readme.rst    | 17 ++++++++++++++---
 2 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/doc/sphinx/introduction.rst b/doc/sphinx/introduction.rst
index ae29b93f426..765416e4750 100644
--- a/doc/sphinx/introduction.rst
+++ b/doc/sphinx/introduction.rst
@@ -292,13 +292,13 @@ directory :file:`/doc/tutorials` or `online on GitHub <https://github.com/espres
 Currently, the following tutorials are available:
 
 * :file:`lennard_jones`: Modelling of a single-component and a two-component Lennard-Jones liquid.
+* :file:`visualization`: Using the online visualizers of |es|.
 * :file:`charged_system`: Modelling of ion condensation around a charged rod.
+* :file:`ferrofluid`: Modelling a colloidal suspension of magnetic particles.
 * :file:`lattice_boltzmann`: Simulations including hydrodynamic interactions using the lattice-Boltzmann method.
 * :file:`raspberry_electrophoresis`: Extended objects in a lattice-Boltzmann fluid, raspberry particles.
 * :file:`active_matter`: Modelling of self-propelling particles.
 * :file:`electrokinetics`: Modelling electrokinetics together with hydrodynamic interactions.
-* :file:`visualization`: Using the online visualizers of |es|.
-* :file:`ferrofluid`: Modelling a colloidal suspension of magnetic particles.
 * :file:`constant_pH`: Modelling the titration of a weak acid using the constant pH method
 
 .. _Sample scripts:
diff --git a/doc/tutorials/Readme.rst b/doc/tutorials/Readme.rst
index 25ce7b2836b..14c35b55528 100644
--- a/doc/tutorials/Readme.rst
+++ b/doc/tutorials/Readme.rst
@@ -5,16 +5,27 @@ Overview
 --------
 
 This folder contains tutorials that introduce the use of ESPResSo for different
-physical systems. Currently, the following tutorials are available:
+physical systems.
+
+Introductory tutorials
+~~~~~~~~~~~~~~~~~~~~~~
 
 * ``lennard_jones``: Modelling of a single-component and a two-component Lennard-Jones liquid
+* ``visualization``: Using the online visualizers of ESPResSo
+
+Intermediate tutorials
+~~~~~~~~~~~~~~~~~~~~~~
+
 * ``charged_system``: Modelling of ion condensation around a charged rod
+* ``ferrofluid``: Modelling a monolayer ferrofluid system
 * ``lattice_boltzmann``: Simulations including hydrodynamic interactions using the lattice-Boltzmann method
 * ``raspberry_electrophoresis``: Extended objects in a lattice-Boltzmann fluid, raspberry particles
+
+Advanced tutorials
+~~~~~~~~~~~~~~~~~~
+
 * ``active_matter``: Modelling of self-propelling particles
 * ``electrokinetics``: Modelling electrokinetics together with hydrodynamic interactions
-* ``visualization``: Using the online visualizers of ESPResSo
-* ``ferrofluid``: Modelling a monolayer ferrofluid system
 * ``constant_pH``: Modelling the titration of a weak acid using the constant pH method
 
 Using the tutorials