{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "035ef7c0",
   "metadata": {},
   "source": [
    "# First Micromagnetic Simulation\n",
    "\n",
    "### © Branislav K. Nikolić and Jalil Varela-Manjarres, University of Delaware\n",
    "[PHYS660: Computational Methods of Physics](https://wiki.physics.udel.edu/phys660) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0463bea",
   "metadata": {},
   "source": [
    "## What is covered in this notebook\n",
    "\n",
    "* Introduction to ubermag:\n",
    "     * Principal classes of ubermag. \n",
    "     * How to set the geometry and the dynamics of a general system. \n",
    "     * How to manipulate and storage the data.\n",
    "* Simulated systems:\n",
    "     * Single magnetic moment under the effect of magnetic field.\n",
    "     * Chain of magnetic moments with exchange and Zeeman energy.\n",
    "     * Creation of a domain wall and dynamics under the inclusion of Spin Transfer Torque (STT)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dc0b38d",
   "metadata": {},
   "source": [
    "## Ubermag to simulate micromagnetism\n",
    "\n",
    "**Ubermag** is a complete set of Python utilities designed to operate on top of **OOMMF** and **mumax3**, getting its name from the \"über\" meaning above, as it functions as an interface for manipulating these packages.\n",
    "\n",
    "By integrating micromagnetic simulations into the Python ecosystem and seamlessly integrating with Jupyter, Ubermag opens up a wealth of possibilities by providing access to popular scientific computing tools, including data analysis, numerical analysis, visualization, machine learning, and more.\n",
    "\n",
    "One of the key features of Ubermag's Python packages is their ability to specify a micromagnetic problem without the need to be tied to a specific micromagnetic calculator. Only when it is necessary to solve the micromagnetic problem is the task delegated to the selected computational backend.\n",
    "\n",
    "Ubermag's overall design goals include:\n",
    "\n",
    "- Establishing a unified interface or domain-specific language that can be utilized across multiple simulation packages.\n",
    "- Exposing micromagnetic simulations to the Python ecosystem, thereby enhancing flexibility and compatibility.\n",
    "- Simplifying the process of comparing simulation results obtained from various simulation packages, enabling researchers to make better-informed decisions.\n",
    "- Facilitating the execution of micromagnetic simulations in cloud computing environments, ensuring scalability and accessibility to a wider audience.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "7c26d2be",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Libraries \n",
    "import micromagneticmodel as mm     ### Main object- where the model and their properties are defined\n",
    "import discretisedfield as df       ### For defining magnetic finite(discrete) configurations\n",
    "import oommfc as mc                 ### Calculator for the dynamics "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fb2521c",
   "metadata": {},
   "source": [
    "In order to create a simulation we need to specify the **geometry** of the system, the **energy** terms, the **dynamics** and finally the initial magnetic **configuration**. This steps can be summarized in the following example, where we simulate the dynamics of a single magnetic moment under the effect of a constant magnetic field \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be048bbd",
   "metadata": {},
   "source": [
    "## Single Spin Dynamics \n",
    "\n",
    "Initially we define the main object associated with the system and we assign to it a name. \n",
    "Over this object, we define the magnetic configuration, the geometry and the dynamics as we will see"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8ae3fdf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "system1 = mm.System(name='single_mm')   ### Define the system object"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "418200fc",
   "metadata": {},
   "source": [
    "### Energy equation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a82ba8f8",
   "metadata": {},
   "source": [
    "Now we set the energy terms that will contribute to the LLG equations, remember that they join in the dynamics simulating an  effective magnetic field $H_{Eff} \\propto -\\frac{\\partial H}{\\partial M}$ .  The Energy terms that are considered are: \n",
    "\n",
    "- Zeeman energy      `mm.Zeeman(H=(0,0,1))`\n",
    "- Uniaxial anisotropy `mm.UniaxialAnisotropy(K=6e6, u=(1, 0, 1))`\n",
    "- Exchange energy  `mm.Exchange(A=8e-12) `\n",
    "- Dzyaloshinskii-Moriya energy `mm.DMI(crystalclass='Cnv_z', D=3e-3)`\n",
    "\n",
    "them should be set in `system.energy`.\n",
    "\n",
    "Continuing with our single magnetic moment, we set: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e8437b51",
   "metadata": {},
   "outputs": [],
   "source": [
    "H = (5e6, 0, 0)                  ### External magnetic field in the x-direction (A/m)\n",
    "system1.energy = mm.Zeeman(H=H)  ### Add the Zeeman term to the energy functional"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a04f4860",
   "metadata": {},
   "source": [
    "We also can see the explicit form of the energy term in the energy "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cf94ab17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$-\\mu_{0}M_\\text{s} \\mathbf{m} \\cdot \\mathbf{H}$"
      ],
      "text/plain": [
       "Zeeman(H=(5000000.0, 0, 0))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system1.energy                   ### Inspection of the energy term in the energy "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33d39deb",
   "metadata": {},
   "source": [
    "### Dynamics equation\n",
    "\n",
    "Remember that the dynamics of the magnetic moments is determined by the LLG equations,that corresponds to a system of nonlinear differential equations:\n",
    "$$\\frac{d \\mathbf{m}}{d t}=\\underbrace{-\\gamma_0\\left(\\mathbf{m} \\times \\mathbf{H}_{\\text {eff }}\\right)}_{\\text {precession }}+\\underbrace{\\alpha\\left(\\mathbf{m} \\times \\frac{d \\mathbf{m}}{d t}\\right)}_{\\text {damping }}$$,\n",
    "\n",
    "or equivalently\n",
    "\n",
    "$$\\frac{d \\mathbf{m}_i}{d t}=-\\frac{\\gamma}{1+\\alpha^2}\\left[\\mathbf{m}_i \\times \\mathbf{H}_{\\mathrm{eff}}^i+\\alpha \\mathbf{m}_i \\times\\left(\\mathbf{m}_i \\times \\mathbf{H}_{\\mathrm{eff}}^i\\right)\\right]\n",
    "$$\n",
    "\n",
    "\n",
    "Then we must specify the parameter that define the dynamics, which correspons to the gyromagnetic ratio and the gilbert damping,  `mm.Precession(gamma0=2.211e5 )` and  `mm.Damping(alpha=0.1)`. This parameters should be set in `system1.dynamics`.\n",
    "\n",
    "\n",
    "Additionally, the dynamics can be affected by the tranference of angular momentum due to spin polarized currents, one of the most commons ways to describe this dynamical elements is thorugh the **Slonczewski** spin transfer torque \n",
    "`mm.Slonczewski(J=7.5e12, mp=(1, 0, 0), P=0.4, Lambda=2)`\n",
    "\n",
    "$$\\frac{\\mathrm{d} \\mathbf{m}}{\\mathrm{d} t}=\\gamma \\beta \\frac{\\epsilon+\\alpha \\epsilon^{\\prime}}{1+\\alpha^2} \\mathbf{m} \\times\\left(\\mathbf{m}_{\\mathrm{p}} \\times \\mathbf{m}\\right)-\\gamma \\beta \\frac{\\epsilon^{\\prime}-\\alpha \\epsilon}{1+\\alpha^2} \\mathbf{m} \\times \\mathbf{m}_{\\mathrm{p}}$$\n",
    "\n",
    "with\n",
    "\n",
    "$$\\beta=\\left|\\frac{\\hbar}{\\mu_0 e}\\right| \\frac{J}{t M_{\\mathrm{s}}}, \\quad \\epsilon=\\frac{P \\Lambda^2}{\\left(\\Lambda^2+1\\right)+\\left(\\Lambda^2-1\\right)\\left(\\mathbf{m} \\cdot \\mathbf{m}_{\\mathrm{p}}\\right)}$$\n",
    "\n",
    "\n",
    "Also, we can consider the **Zhang-Li** spin transfer torque in the dynamics `mm.ZhangLi(beta=0.01, u=5e6)`\n",
    "$$\\frac{\\mathrm{d} \\mathbf{m}}{\\mathrm{d} t}=-\\frac{1+\\alpha \\beta}{1+\\alpha^2} \\mathbf{m} \\times(\\mathbf{m} \\times(\\mathbf{u} \\cdot \\nabla) \\mathbf{m})-\\frac{\\beta-\\alpha}{1+\\alpha^2} \\mathbf{m} \\times(\\mathbf{u} \\cdot \\nabla) \\mathbf{m}$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "055f6c23",
   "metadata": {},
   "outputs": [],
   "source": [
    "gamma0 = 2.211e5                 ### gyrotropic ratio parameter (m/As)\n",
    "alpha = 0.1                      ### Gilbert damping\n",
    "system1.dynamics = mm.Precession(gamma0=gamma0) + mm.Damping(alpha=alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "bc5721ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$-\\frac{\\gamma_{0}}{1 + \\alpha^{2}} \\mathbf{m} \\times \\mathbf{H}_\\text{eff}-\\frac{\\gamma_{0} \\alpha}{1 + \\alpha^{2}} \\mathbf{m} \\times (\\mathbf{m} \\times \\mathbf{H}_\\text{eff})$"
      ],
      "text/plain": [
       "Precession(gamma0=221100.0) + Damping(alpha=0.1)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system1.dynamics                 ### Inspection of the LLG equuations in the dynamics"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b8988b5",
   "metadata": {},
   "source": [
    "### Intial Magnetization\n",
    "Now, we use the discretizedfield class to define our initial magnetization. In order to do this, we must specify a *Region*, it is the zone where the mesh and the field are specified. also it is always cubic. the boundaries in 3d are specified in `df.Region(p1=(0,0,0), p2=(L,L,L) ) `"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b2877589",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimun coordinate in the region:  (0.0, 0.0, 0.0)\n",
      "Maximum coordinate in the region:  (5e-09, 5e-09, 5e-09)\n",
      "Region centre:  (2.5e-09, 2.5e-09, 2.5e-09)\n",
      "Edge lenght of the region:  (5e-09, 5e-09, 5e-09)\n"
     ]
    }
   ],
   "source": [
    "L = 5e-9 ### Size of the sampple\n",
    "### p1 and p2 determines the cubic region in wich the region is defined\n",
    "region = df.Region(p1=(0,0,0), p2=(L,L,L) ) \n",
    "print('Minimun coordinate in the region: ',region.pmin)\n",
    "print('Maximum coordinate in the region: ',region.pmax)\n",
    "print('Region centre: ',region.centre)\n",
    "print('Edge lenght of the region: ',region.edges)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e6df68b",
   "metadata": {},
   "source": [
    "There are several ways to visualise the region, we can use matplotlib `mpl()` or k3d `k3d`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "36b6703e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#system1.m.mesh.region.k3d() ### Call the region for the specific system\n",
    "#region.k3d() ### plot the object region with k3d\n",
    "region.mpl()  ### plot the object region with mpl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0752b86d",
   "metadata": {},
   "source": [
    "Now, we need to discretise the region in order to define a mesh, **each region will have an homogoneus magnetization**.we can specify the number of cells that we want with `n` in `mesh = df.Mesh(region=region, n=(1, 1, 1))` or define the size of each cell in order to subdivide the system. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "6f0016d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of discretization cells:  (1, 1, 1)\n",
      "Total number of discretization cells:  1\n"
     ]
    }
   ],
   "source": [
    "### After define the region a greed need to be passed in order to discretise the region\n",
    "\n",
    "### There are two ways to discretize them: \n",
    "\n",
    "#cell = (10e-9, 10e-9, 10e-9)               ### discretisation cell\n",
    "#mesh = df.Mesh(region=region, cell)        ### Mesh definition (here the cell and the system size is used)\n",
    "mesh = df.Mesh(region=region, n=(1, 1, 1))  ### Mesh definition \n",
    "\n",
    "print(\"number of discretization cells: \" , mesh.n )\n",
    "print(\"Total number of discretization cells: \" , len(mesh) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "9cf640cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<strong>Mesh</strong>\n",
       "<ul>\n",
       "  <li><strong>Region</strong>\n",
       "<ul>\n",
       "  <li>p1 = (0, 0, 0)</li>\n",
       "  <li>p2 = (5e-09, 5e-09, 5e-09)</li>\n",
       "</ul></li>\n",
       "  <li>n = (1, 1, 1)</li>\n",
       "  <li>attributes:\n",
       "    <ul>\n",
       "      <li>unit: m</li>\n",
       "      <li>fourierspace: False</li>\n",
       "      <li>isplane: False</li>\n",
       "      </ul>\n",
       "  </li>\n",
       "</ul>"
      ],
      "text/plain": [
       "Mesh(Region(p1=(0, 0, 0), p2=(5e-09, 5e-09, 5e-09)), n=(1, 1, 1), attributes: (unit: m, fourierspace: False, isplane: False))"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### Properties of the mesh \n",
    "mesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1b2b98b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#system1.m.mesh.k3d()\n",
    "#mesh.k3d()\n",
    "mesh.mpl()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30c7e521",
   "metadata": {},
   "source": [
    "Then we specify a magnetization the indivial cells, in order to do this, we can specify the indiviauul magnetization of each one of the cells throug a function that recieves the position as an argument and return the direction of the magnetization in each one of the regions, e.g:\n",
    "```def m_value(point):\n",
    "    x, y, z = point  # unpack position into individual components\n",
    "    if y > 0:\n",
    "        return (1, 0, 0)  # return, not print\n",
    "    else:\n",
    "        return (-1, 1, 0)\n",
    "m = df.Field(mesh, dim=3, value=m_value)```\n",
    "\n",
    "we can also specify the value of the magnetization fixing the `norm` as an argument in `Field`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "1e9a5b02",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Now we can define a finite difference field inside the mesh.\n",
    "### three parameter must be provided:\n",
    "# Mesh\n",
    "# Dimension: dimension of the object provided (vector or scalar)\n",
    "# Value: Values of the field\n",
    "\n",
    "\n",
    "Ms = 8e6 ### Saturation magnetizacion (See the LLG equtions)\n",
    "m = df.Field(mesh, dim=3, value=(0,0,1), norm=Ms )\n",
    "system1.m = m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "b04cc833",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#system1.m.plane('y').mpl()\n",
    "#system1.m.plane('y').k3d.vector(head_size=10)\n",
    "#m.plane('y').k3d().vector(head_size=10)\n",
    "m.plane('y').mpl()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "cd441977",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Spatially varyng field value\n",
    "\n",
    "# def m_value(point):\n",
    "#     x, y, z = point  # unpack position into individual components\n",
    "#     if y > 0:\n",
    "#         return (1, 0, 0)  # return, not print\n",
    "#     else:\n",
    "#         return (-1, 1, 0)\n",
    "\n",
    "# m = df.Field(mesh, dim=3, value=m_value)\n",
    "\n",
    "# r = 50e-9\n",
    "# n = (10, 10, 10)\n",
    "# region = df.Region(p1=(-r, -r, -r), p2=(r, r, r))\n",
    "# mesh = df.Mesh(region=region, n=n)\n",
    "\n",
    "# def Ms_value(point):\n",
    "#     x, y, z = point\n",
    "#     if x**2 + y**2 + z**2 < r**2:\n",
    "#         return Ms\n",
    "#     else:\n",
    "#         return 0\n",
    "\n",
    "# m = df.Field(mesh, dim=3, value=(0, -1, 0), norm=Ms_value)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5f72858",
   "metadata": {},
   "source": [
    "## Driving the system"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f6a3ac1",
   "metadata": {},
   "source": [
    "Once the system is defined and the dynamics is specfied, then we can drive the system and analize the data. for the backend calculations we can choose mumax3 or oomfc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "e96a7ebb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/08/25 11:59]... (10.8 s)\n"
     ]
    }
   ],
   "source": [
    "td = mc.TimeDriver()                   ### used to run time evolution\n",
    "td.drive(system1, t=0.1e-9, n=200)     ### Drive the evolution of the system in steps of 0.1 ns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06eb7854",
   "metadata": {},
   "source": [
    "The general features of the data at each time are stored in the system class. we can access to it in the following way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b8c4c422",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>t</th>\n",
       "      <th>mx</th>\n",
       "      <th>my</th>\n",
       "      <th>mz</th>\n",
       "      <th>E</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.000000e-13</td>\n",
       "      <td>0.054673</td>\n",
       "      <td>-0.519586</td>\n",
       "      <td>8.526672e-01</td>\n",
       "      <td>-3.435214e-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.000000e-12</td>\n",
       "      <td>0.109020</td>\n",
       "      <td>-0.883427</td>\n",
       "      <td>4.557097e-01</td>\n",
       "      <td>-6.849950e-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.500000e-12</td>\n",
       "      <td>0.162723</td>\n",
       "      <td>-0.984183</td>\n",
       "      <td>-7.003007e-02</td>\n",
       "      <td>-1.022422e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.000000e-12</td>\n",
       "      <td>0.215479</td>\n",
       "      <td>-0.795715</td>\n",
       "      <td>-5.660443e-01</td>\n",
       "      <td>-1.353897e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.500000e-12</td>\n",
       "      <td>0.267007</td>\n",
       "      <td>-0.379896</td>\n",
       "      <td>-8.856559e-01</td>\n",
       "      <td>-1.677654e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>9.800000e-11</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000019</td>\n",
       "      <td>3.949854e-05</td>\n",
       "      <td>-6.283185e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>9.850000e-11</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000035</td>\n",
       "      <td>2.247884e-05</td>\n",
       "      <td>-6.283185e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>9.900000e-11</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000039</td>\n",
       "      <td>9.432812e-07</td>\n",
       "      <td>-6.283185e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>9.950000e-11</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000032</td>\n",
       "      <td>-1.862310e-05</td>\n",
       "      <td>-6.283185e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1.000000e-10</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000017</td>\n",
       "      <td>-3.095779e-05</td>\n",
       "      <td>-6.283185e-18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                t        mx        my            mz             E\n",
       "0    5.000000e-13  0.054673 -0.519586  8.526672e-01 -3.435214e-19\n",
       "1    1.000000e-12  0.109020 -0.883427  4.557097e-01 -6.849950e-19\n",
       "2    1.500000e-12  0.162723 -0.984183 -7.003007e-02 -1.022422e-18\n",
       "3    2.000000e-12  0.215479 -0.795715 -5.660443e-01 -1.353897e-18\n",
       "4    2.500000e-12  0.267007 -0.379896 -8.856559e-01 -1.677654e-18\n",
       "..            ...       ...       ...           ...           ...\n",
       "195  9.800000e-11  1.000000 -0.000019  3.949854e-05 -6.283185e-18\n",
       "196  9.850000e-11  1.000000 -0.000035  2.247884e-05 -6.283185e-18\n",
       "197  9.900000e-11  1.000000 -0.000039  9.432812e-07 -6.283185e-18\n",
       "198  9.950000e-11  1.000000 -0.000032 -1.862310e-05 -6.283185e-18\n",
       "199  1.000000e-10  1.000000 -0.000017 -3.095779e-05 -6.283185e-18\n",
       "\n",
       "[200 rows x 5 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system1.table.data[['t','mx','my','mz','E']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f0715631",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "system1.table.mpl(x='t', y=['mx', 'my', 'mz']  )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ece3669",
   "metadata": {},
   "source": [
    "We observe that the magnetic moment aligns parallel to the external magnetic field"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49e28644",
   "metadata": {},
   "source": [
    "### Finding the equlibrium configuration\n",
    "\n",
    "If we are just interesed in the configuration that minimize the energy, then we can use `mc.MinDriver() ` in order to drive the system, this is optimized to find the equilibrium configuration without the specfities of the intermedial steps. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3fa6f96e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/08/01 08:18]... (6.1 s)\n"
     ]
    }
   ],
   "source": [
    "md = mc.MinDriver()        ###  Minimize the energy of the system (Find the configuration of the system once it ist relaxed)\n",
    "md.drive(system1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "edcb92df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oPDw8JEk9e/a0NV+S5O3traCgIG3dulUZGRmqUaNGofMiIyMVGxurDRs2KCUlRVJBmnbp0iWlpKTIy8tLrq6uBn2TG6MBAwAADqFevXqSJB8fnyLHfHx8ZLVadenSpSIN2L59+5STk6OBAwcWOS8yMlKRkZGKiorSvffea5/CS4EGDAAA2Jj5MO7mzZurWrVqOnHiRJFjSUlJcnNzK7Y5mz17ti3xuurs2bMKDw9XSEiIQkND1bJlS7vVXRo0YAAAwMbMZ0F6eHgoKChIn3zyieLj49W8eXNJUmJiovbs2aOuXbvK2dm5yHlt2rQp8l5SUpIkqXHjxsWuGzMbDRgAAHAY4eHh+vrrrzVy5EiNHDlSrq6uioqKkpubm2bMmCHpSkMWExMjf39/NW7c2OSKS4dtKAAAgI2Z21BIkq+vrzZt2qSAgABFRkZq5cqVatmypTZu3Cg/Pz9J0sGDBzVr1iwdPHjQzr+G/VisVqvV7CLK0x1LF5ldAgAAFUbC1JmF/h64/ym7jhcduNKu168omIIEAAA2Zm5DUZUwBQkAAGAwEjAAAGBj5jYUVQkJGAAAgMFIwAAAgA0JmDFowAAAgA0NmDGYggQAADAYCRgAALAhATMGCRgAAIDBSMAAAIANG7EagwQMAADAYCRgAADAhjVgxiABAwAAMBgJGAAAsCEBMwYNGAAAsKEBMwZTkAAAAAYjAQMAADYkYMYgAQMAADAYCRgAALCxkoAZggQMAADAYCRgAADAhkcRGYMEDAAAwGAkYAAAwIa7II1BAwYAAGxYhG8MpiABAAAMRgIGAABsmII0BgkYAACAwUjAAACADWvAjEECBgAAYDASMAAAYMMaMGOQgAEAABiMBAwAANhYrWZXUDWQgAEAABiMBAwAANjwMG5j0IABAAAbtqEwBlOQAAAABiMBAwAANmxDYQwSMAAAAIORgAEAABu2oTAGCRgAAIDBSMAAAIANd0EagwQMAADAYCRgAADAhgTMGDRgAADAhm0ojMEUJAAAgMFIwAAAgA3bUBiDBAwAAMBgJGAAAMCGRfjGIAEDAAC4SRcvXizT+TRgAADAxmq12PXl6Lp166aoqKjrfmb58uXq3r17mcZhChIAAFRZZ86c0eXLl21///LLL0pMTFRiYmKxn8/JydE333yjzMzMMo1LAwYAAGyq2k2Qe/fu1fz5821/WywWvfvuu3r33XeveY7VapW/v3+ZxqUBAwAANhVhmrA8DRgwQPv379fZs2clSYcOHVKDBg3UqFGjIp+1WCxydXVVgwYNNGHChDKNSwMGAACqLIvFosWLF9v+btmypfr376/JkyfbdVyHbMCOHTum1157Td99951cXFzUtWtXzZw5U3Xq1DG7NAAAKreqNgf5B5988om8vb3tPo7DNWDx8fEaOnSo6tevrylTpig9PV3vvPOOYmJitGXLFnl6eppdIgAAqKSuTj3m5eXp/PnzysnJkfUajwdo2LBhqcdxuAZs8eLFcnV11YYNG+Tj4yNJatu2rZ588klt375dQ4cONblCAAAqr6q2BuyP8vLytHTpUr333ntKS0u75ucsFouOHTtW6nEcrgGrVq2aQkJCbM2XJAUEBEiS4uLizCoLAABUAatWrdJbb70lFxcX3XnnnXabjnS4BmzJkiVF3vvhhx8klS3qAwAAN1bVH8a9bds21alTRxs3blTjxo3tNo7DNWD/Kzk5Wd9++60WLlyoW2+9VQMGDDC7JAAAUIn99ttvGjJkiF2bL8nBG7DevXsrMzNTTk5OevXVV3XLLbeYXRIAAJVaVV8DVrduXWVlZdl9HId9FmRubq6ee+45/f3vf9d9992np59+WmvXrjW7LAAAKjerxb6vEkhJSdG8efMUGBgof39/DR8+XDExMTc8b9++fRo6dKjatWunDh06KCwsTN9+++1Nff3g4GB9/PHHSk9Pv6nzbpbFeq17Kx1Ifn6+hg4dqri4OO3bt081atS45mfvWLrIwMoAAKjYEqbOLPR303++bNfxTj4+97rHMzIyNHDgQJ0+fVphYWHy9vbW+vXr9fvvvys6OlotWrQo9ryvvvpKo0aNUvPmzfXYY48pNzdXGzZs0OnTp7V+/Xq1a9euRPWdPn1akyZNUnp6uoYMGSI/Pz9Vq1at2M927ty5RNcsjkNPQV7l5OSk3r176/Dhw0pISFDbtm3NLgkAgErJ7Fhm9erVSkhI0Lp162y7IAQHB6t79+5as2aNIiIiij3vpZdeUoMGDbRp0yZVr15dkhQaGqrg4GAtXry4xLNoDz30kCwWi6xWq/72t79d97NXbxIsDYdqwFJSUjR48GA9/PDDmjFjRqFjGRkZkiR3d3czSgMAAHZmtVq1detWdenSxdZ8SVfWZc2aNUuurq7Fnpeamqrjx49r9OjRtuZLkurUqaOAgAB98cUXJa4hNDRUFov918E5VAPm4+MjJycnbdmyRU888YRq1qwpSUpPT9fmzZvl6+urZs2amVwlAACVmIkJWFJSkpKTkzV27NgrpVityszMlKenp4YNG3bN82rUqKFdu3YVar6uOn/+vJydnUtcw41Sr/LicIvwn3vuOZ07d05DhgzRO++8o7feekuhoaE6c+aMFixYYEhXCgAAjHfq1ClJV5KriIgIBQQEyN/fXz169NCePXuueZ6zs7P8/PxUr169Qu/HxsYqJiZG/v7+pa7p9OnTio+Pl3Rll/zy4nANWOfOnbVmzRrVrFlTixYt0ptvvqkmTZpo48aNZVrsBgAAbsxqtdj1dT1XH/2zdOlSffrpp5o7d64WLlwod3d3TZo0Sfv37y/x97h48aJmz54tSRo/fvxN/QbZ2dlasmSJHnjgAf3pT39SSEiIJOntt9/WmDFj9PPPP9/U9YrjUFOQV91///26//77zS4DAAAYKDs7W9KVNV27d++2LUUKCgpSjx49tGjRIgUGBt7wOpcuXdKECRMUGxurp556Svfcc89N1RAWFqaYmBh5enqqTp06Onv2rKQr05n79+/X8OHDFR0dXSRxuxkOl4ABAAATWe38ug4PDw9JUs+ePW3NlyR5e3srKChIR48etd2Udy2pqakaPXq0vv76aw0YMEDTpk0r8VeXpDVr1igmJkbjx4/XgQMHNGjQINux8PBwzZw5U6dPn9bq1atv6rp/5JAJGAAAMIeZO+FfTZR8fHyKHPPx8ZHVatWlS5euuR/ouXPnNHr0aMXFxWnw4MF6/vnnb7qGf/3rX+rQoYOmT58uSYXWnlssFo0bN05ffPGF9u3bd9PX/l8kYAAAwCE0b95c1apV04kTJ4ocS0pKkpubW7HNmXRlu6oxY8YoLi5OYWFheuGFF0p1415SUlKhLTCK06ZNG/3+++83fe3/RQMGAAAKmDwFGRQUpL1799ruPJSkxMRE7dmzR126dLnmlhLPP/+8YmNjNXLkSM2ZM6dUX/1qDadPn77uZ3777bdit7y4GUxBAgAAhxEeHq6vv/5aI0eO1MiRI+Xq6qqoqCi5ubnZNmlPTEy0bS/RuHFjHT9+XB988IG8vLx01113afv27UWue/VOxhvp0KGD/vOf/2jatGmqX79+keOnTp3SJ598UqKbAa6HBgwAAPwPc/fb9PX11aZNmxQREaHIyEhZrVZ17NhR4eHh8vPzkyQdPHhQc+bM0SuvvKLGjRvr4MGDkq5s3H6t9KukDdj48eO1b98+DR48WBMmTFBSUpIk6ciRI/rvf/+rN954Qzk5OXriiSfK9D0rxMO4bwYP4wYAoOT++DBuv6iFdh3vp5Gz7Xr98rBjxw799a9/VVZWlqQrO/JffT6ki4uLnn32WQ0cOLBMY5CAAQCAApUqlimdvn37qnPnztq2bZuOHDmitLQ0eXp66q677lJISIgaNWpU5jFowAAAAP6gTp06tmdS2gMNGAAAKEACJunKcx/Pnz+vnJwcXWu1VsOGDUt9/XJpwDIzM5Wamnrd/TkAAEAFYOJGrI4gLy9PS5cu1XvvvWd7NmVxLBaLjh07VupxStWA/fTTT9q1a5e++OILHTlyRJcvX7Ydc3d3V8uWLfXggw+qb9++aty4camLAwAAMNKqVav01ltvycXFRXfeeae8vb3tMs5NNWCxsbFasmSJPv/8c+Xn50u68tgAPz8/Va9eXWlpaTp//rwOHz6sw4cPa8WKFXr44Yc1ceJENWnSxC5fAAAAlJ/KtTfCzdu2bZvq1KmjjRs32jVEKlEDlp2drddee03vvvuuatWqpWHDhulPf/qT7r777mI7w7Nnz+rQoUP67LPPtGvXLn344YcaOXKkpk+frmrVqpX7lwAAACgPv/32m4YMGWL3GbwSNWD9+vVTZmamFixYoL59+8rV1fW6n69Tp4569+6t3r176y9/+Yu2bt2qVatW6YsvvtAHH3xQLoUDAAA7qOIJWN26dW37f9lTiZ4F+fDDD2vXrl3q37//DZuvP6pRo4ZGjBih3bt3KygoqFRFAgAAGCE4OFgff/yx0tPT7TpOiRKwyZMnl3kgT09PTZs2rczXAQAAdlTF74IcOXKkvvrqKw0cOFBDhgyRn5/fNZdPde7cudTjsA8YAADA/3nooYdsjx3629/+dt3P/vDDD6Uep9QNWGJioj788EP98ssvys7OLvYzFotFL7/8cqmLAwAAxrJU8TVgoaGhsljsnwKWqgH74osv9NRTT113d1iJBgwAgAqnijdgN0q9ykupGrAlS5YoNzdX48ePl7+/v9zd3cu7LgAAAFPl5OQoISFBly5dUq1atdSwYcObvhnxWkrVgJ04cUJ9+/ZlUT0AAJVNFV+EL115xOJrr72mrVu3Fnraj6enp/r06aPw8HB5enqWaYxSNWDe3t6qWbNmmQYGAABwNJcvX9bIkSN15MgReXt7q02bNrr11luVlpam//73v/rnP/+pI0eOaOPGjWVKw0rVgPXp00e7du3S9OnTVb169VIPDgAAHEwVXwP29ttv68iRI+rXr5/mzp0rLy8v27Hs7GwtWLBA0dHRioqK0hNPPFHqcSzW662iv4asrCyNHz9eycnJGj58uHx9fe2yR0Zp3LF0kaHjAQBQkSVMnVnob783X7PreD9NeNqu1y+rPn36yGKxaPv27XJyKrpffV5enkJDQ+Xs7Kxt27aVepxSJWBpaWm6ePGiEhIStGDBgut+tix7ZAAAAINV8QTs559/1uDBg4ttviTJ2dlZ9913n95///0yjVOqBuzFF1/U999/r/r16+vuu+8u80I0AAAAR1CtWjWlpaVd9zNpaWlydnYu0zilasC+/PJL3X333dqwYYNcXNhMHwCASqOKJ2Bt27bVp59+qt9++00NGjQocvyXX37Rnj171KZNmzKNU6KHcf9RXl6eOnXqRPMFAEBlY7XY9+XgRo0apbS0NIWFhWnXrl06d+6csrOzlZiYqC1btmjEiBHKyMjQyJEjyzROqTqo9u3b6+jRo2UaGAAAwNF06dJFkydP1vLlyzV9+vQix61WqyZNmqSgoKAyjVOqBiw8PFxDhgzRq6++qrFjx8rHx6dMRQAAAMdQ1Z8FKUmTJ0/WQw89pOjoaB07dkwZGRny9PRU69at9dhjj6l9+/ZlHqNUDdjy5cvVoEED/eMf/9A//vEPeXl5ycPDo8jnLBaLPv300zIXCQAAYKS7775bd999t92uX6oG7OOPPy70d1pa2g3vGABQdaR9/v/k2qC+3JvcIUsZ7xQCYDASMJvDhw/r2LFjSktLk4+Pj9q1a6eWLVuWy7VL1YDFxsaWy+AAKieLq4uSV7wpi7u7PO5qqeqtW6n6XS3l7Fk0KQcAR3Po0CH99a9/1U8//STpyrov6crMXtu2bfXyyy+rWbNmZRqD2xgBlLsaAffowkefKO/8eV08/K0uHv5WcnKS2x1+8mjdSh6tW8m13q1mlwkARfzwww8aN26csrKy1KNHD/n7+8vT01NpaWk6dOiQPvvsM40aNUqbNm1So0aNSj1OmRqwc+fOKSkpSTk5ObrWE40CAgLKMgQAB5OXcVE5p0/f8HMere9S+v/bX/BGfr6yTv6orJM/6vwH/5JL3TryaNVK1du0YqoSgMN4/fXXlZOTo1WrVunBBx8sdOyJJ57QJ598oilTpmjFihV6+eWXSz1OqRqwzMxM/fWvf9Xu3buVl5d33c/yKCKgcrl84oTOrF1X5uvknjmrtM8+V9pnn8upenVVb9lC1du0UvWWTFUCZqrqd0HGxMSoe/fuRZqvq7p166auXbvq888/L9M4pWrAXn/9de3cuVM1a9ZUx44d5e3tLYvF8TdXA+CY8i9dKpiqdHFRzW5dVbNbkJyquZpdGlD1VIDNUu0pJyfnhlOLvr6+2r9//3U/cyOlasB27dolX19fbdmyRd7e3mUqAACcqldXddti/RZyLmZbGwAwQqdOnfTxxx9r6tSpqlatWpHjubm52r9/v+65554yjVOqBuzs2bMaMWIEzRdQBbk3a6b6f550w89djDlceA3YH7jUrSOP1q1UvTVrwACHUsWnIP/yl79o+PDhGjVqlJ555hm1a9fOdiw5OVl/+9vflJycrEWLFik/P7/QuU5OJX/CY6kasIYNG+rChQulORVABedcw1PONe647mesubk6s25D4Tev3gXZppU8WreW66117VglAJTOk08+qby8PB0+fFiPP/643N3dVa9ePV2+fFnJycm2z4WEhBQ6z2Kx6NixYyUep1QN2GOPPaZVq1ZpypQpxT4pHEDVlnHwkPLOn/+fqcW7WFwPVBRVPAG7fPmyXF1d1bBhQ9t72dnZcnJyKteep1QNWGBgoP7zn/+of//+6tu3r26//Xa5ubkV+9kBAwaUqUAAFY81J1f1Jk1gahFAhbNnzx5DxilVAzZgwABZLBZZrVZFRUUVewek1WqVxWKhAQOqIO+HHjC7BAClVNW3oTBKqRqwSZMmse0EAAColPLz8/X999/rl19+UXZ29jU/FxoaWuoxStWATZkypdQDAgAAB1bFE7Cff/5ZTz31lH788cdrfubqLJ/dG7BTp07p9ttvL/UgVyUkJOiOO65/9xQAAIBZXn75ZZ08eVIdO3ZUhw4d5O7ubpdxStSAPfrooxo2bJgmTJhQqr2/zp8/r+XLlys6OlrffffdTZ8PAAAMUsUTsMOHD+u+++7T2rVr7TpOiXYMi4yM1CeffKJu3brp5ZdfLtHzHfPz83Xw4EGFh4erS5cu2rt3ryIjI8tcMAAAsB+L1b4vR2e1WtW6dWu7j1OiBOyee+7R9u3btWzZMm3cuFHr1q3TLbfcorZt2+rOO+9U7dq1Vb16daWlpen8+fOKi4vTt99+q8zMTLm7u2vkyJEaP368atSoYe/vAwAAUGr333+/Dh06ZPdxLFar9ab60QsXLujdd9/VBx98oJ9//rngQv+3LcVVvr6+Cg0N1bBhw1S7du3yq/gG7li6yLCxAACo6BKmziz0d7NXF9t1vBOzptv1+mX122+/afDgwercubOeeOIJ3XbbbcU+E1K6uUcP/dFN3wVZq1YtTZ48WZMnT9avv/6q77//XmfPnlVaWprc3d3VoEEDtWrVSrfddlupiwIAADBDnTp1FBgYqO3bt+uDDz645udu9tFDf1SqbSiuatiwYaGt+gEAQAVXAdZp2dPixYu1fft2Wa1W1apVSx4e9nmEWpkaMAAAgMpkx44dql+/vtasWaOmTZvabZzST14CAIBKp6rfBZmWlqbevXvbtfmSaMAAAABsmjZtqjNnzth9HBowAABQwGrnl4N78skntXv3bn322Wd2HYc1YAAAwKYiTBPa0+nTp9W8eXNNmDBBTZs2lZ+fX7EL8S0WixYuXFjqcWjAAAAA/s/LL79s+98nTpzQiRMniv2cKQ3YnDlzdM899+ixxx675meWL1+uN954o0x7ZAAAAINV8QQsKirKkHFK1YBt3bpV27Zt0w8//KC5c+decyfYm9xkHwAAwFSdOnUyZJxST0G6ublp/fr1SkhI0JIlS+Tl5VWedQEAADOQnUiSLl++rI8++kg//PCDMjMzVatWLbVo0UJdu3ZV9erVy3z9Ujdgo0eP1rlz57Rp0yYNGjRIb775pm6//fYyFwQAAGCmAwcO6Omnn1ZKSkqh2TyLxaLatWtr0aJF6ty5c5nGKHUD5uzsrBdeeEF+fn567bXXNGjQIC1ZsqTMBQEAAPNU9bsgT548qYkTJyorK0uhoaEKCAhQvXr1lJqaqi+//FJbt27VxIkTtXXrVvn5+ZV6nDLvAzZmzBi9/vrrys7O1rhx47RhwwZJkosLN1gCAICKZeXKlcrKytJbb72lV155Rf3799f999+v4OBgvfDCC1q1apWysrK0Zs2aMo1TLhuxduvWTevXr5ePj49efPFFLViwQG5ubuVxaQAAAMN8+eWX6tKlix544IFijwcGBqpLly764osvyjROue2E36pVK0VHR+uuu+7S+vXry9wZAgAAE1TxnfAvXLhwwzXtt99+u86ePVumccr1UUT16tXT+vXr1bVrV507d648Lw0AAKqIlJQUzZs3T4GBgfL399fw4cMVExNzw/MSExM1efJkderUSZ06ddKsWbOUkpJyU2PXqVNHcXFx1/1MbGysbrnllpu67h+VaqFWVFSUGjVqVOyx6tWra8WKFXrrrbf0008/laU2AABgMLMX4WdkZGjYsGE6ffq0wsLC5O3trfXr1yssLEzR0dFq0aJFseedP39eo0aNUnZ2tsaOHau8vDxFRkYqLi5O0dHRqlatWonGf+ihhxQdHa0dO3aob9++RY5v3rxZX375pQYMGFCm71mqBuxGm5RZLBaNHz++VAUBAICqa/Xq1UpISNC6desUEBAgSQoODlb37t21Zs0aRUREFHve2rVr9fvvv2vHjh1q2rSpJKldu3YaPXq0tm3bpkGDBpVo/Keeekq7du3SrFmz9K9//Uv33HOPvLy8lJycrEOHDunQoUPy9vbWhAkTyvQ9uVURAAAUMDEBs1qt2rp1q7p06WJrviSpbt26mjVrllxdXa957s6dO9WpUydb8yVdWTB/xx13aOfOnSVuwBo0aKB33nlH4eHh+uyzz/TZZ5/JYrHY9gNr2rSpIiIirjkTWFI0YAAAwCEkJSUpOTlZY8eOlXSlIcvMzJSnp6eGDRt2zfNSU1OVmJioXr16FTnWunVr7d2796bquOuuu7Rjxw59++23OnbsmNLT01WjRg21atVKHTp0kMViuanrFYcGDAAAFDAxATt16pSkKwvhIyIi9N577yk9PV233Xab5syZo6CgoGLPS05OlnTlZsA/qlu3rjIyMpSenn5Tj01MT09Xw4YN1aFDB9t7//rXv+Tn5ycfH5+b+VrFKte7IAEAAEorLS1NkrR06VJ9+umnmjt3rhYuXCh3d3dNmjRJ+/fvL/a8ixcvSlKxz2i8ui9pZmZmietYvXq1HnjgAW3fvt32Xm5urmbPnq0uXbpo8+bNJb7WtZCAAQAAGzPvgszOzpZ0ZUpx9+7dqlmzpiQpKChIPXr00KJFixQYGFjkvPz8/Bte28mpZJnThx9+qEWLFqlhw4aF1pNZrVaFh4fr3Xff1bx581SrVi1169atRNcstp5SnwkAACofEzdi9fDwkCT17NnT1nxJkre3t4KCgnT06FFlZGQUOc/T01OSlJWVVeTY1feufuZG3nnnHdWrV09bt24t1GC5uroqLCxMmzdvVp06dRQZGVmi610LDRgAAHAIV9dwFbfGysfHR1arVZcuXSpyrGHDhpKkM2fOFDl2+vRpeXt725q7G/nxxx/Vu3fvQg3g/6pZs6Z69eqlY8eOleh61+KQDdi+ffs0dOhQtWvXTh06dFBYWJi+/fZbs8sCAKDSs1jt+7qe5s2bq1q1ajpx4kSRY0lJSXJzcyu2OfP29pavr6+OHj1a5NixY8fUpk2bkn9/i0Xp6enX/Ux2dnaZ74R0uAbsq6++0rhx45Senq7p06dr0qRJ+vnnnzV8+HD997//Nbs8AABgJx4eHgoKCtLevXsVHx9vez8xMVF79uxRly5d5OzsXOy5PXv21IEDB3Ty5Enbe/v371dCQoKCg4NLXMOdd96pzz777JqPMLpw4YL27t2rli1blviaxbFYr+4s5iAeffRRpaen69///rftboazZ88qODhYrVq10tq1a697/h1LFxlQJQAAlUPC1JmF/m71l8V2He/YS9OvezwpKUkDBw6UJI0cOVKurq6KiopSZmam3n//ffn5+SkxMVExMTHy9/dX48aNJV15fmSfPn3k7OysMWPGKCsrS2vWrFHjxo313nvvlfhRRLt27dK0adPUsmVLTZ06Ve3atZOXl5fS09P13XffadmyZfrhhx/06quvFvuoopJyqLsgU1NTdfz4cY0ePbrQraR16tRRQECAvvjiCxOrAwAA9ubr66tNmzYpIiJCkZGRslqt6tixo8LDw+Xn5ydJOnjwoObMmaNXXnnF1oD5+Pjo3Xff1SuvvKJly5bJ3d1d3bp1U3h4eImbL0nq3bu3xowZo7ffflsTJ04sctxqtWrEiBFlar4kB0vA8vLylJiYqOrVqxfZTG3o0KGKi4vTN998c91rkIABAFByRRKwuXZOwF6+fgLmKA4fPqxt27YpNjZWFy5ckKenp1q0aKF+/frd8JnYJeFQCZizs7Otu/1fsbGxiomJ0YMPPmh8UQAAoMrp0KFDoV3wy5vDLcL/o4sXL2r27NmSpPHjx5tcDQAAlZuZd0E6qo8//lhz584t12s6dAN26dIlTZgwQbGxsZowYYLuueces0sCAKByM3EjVkcVGxurrVu3lus1HbYBS01N1ejRo/X1119rwIABmjZtmtklAQAAlAuHWgN21blz5zR69GjFxcVp8ODBev75580uCQCAqqGCplQVjcM1YBkZGRozZozi4uIUFhamOXPmmF0SAABAuXK4Buz5559XbGysRo4cSfMFAIDBKupC+fKSlpYmb2/vQu9ZrVaV965dDtWAHT9+XB988IG8vLx01113afv27UU+ExISYkJlAACgKnjwwQfVrVs39e/fX/fff78sFoumTJmiKVOmlOs4DtWAHTx4UJKUnp5+zfSLBgwAADuq4glYixYt9O9//1sffvihbr31VoWGhqp///66/fbby3Uch9oJvzywEz4AACX3x53w24Tbdyf8IxGOvxN+QkKCtmzZoh07duj333+XxWKRv7+/+vfvr969e8vT07PMY9CAAQBQhf2xAWv7tH0bsO9fc/wG7Cqr1aovvvhCW7du1Z49e3Tp0iVVr15dvXr1Uv/+/cv0SCKHmoIEAAAmq1SxTNlYLBY98MADeuCBB5SVlaU9e/botdde0/bt27V9+3b5+vpqyJAhevzxx+Xh4XFT13bYjVgBAADMlpubq48//lizZ8/WvHnz9Msvv8jNzU09e/aUk5OTXn31VfXp00fx8fE3dV0SMAAAUIAETJL03//+V9u2bdOHH36o1NRUWa1W3X333Xrsscf0yCOPqEaNGpKkrVu3au7cuZo3b57ee++9El+fBgwAAOD/vPHGG9q+fbt+/vlnWa1W3XLLLQoLC9Njjz2mZs2aFfl8v3799NZbb+n48eM3NQ4NGAAAsLGYXYDJli1bJmdnZ/3pT3/SgAED1KVLF7m4XL9datiwodq1a3dT49CAAQAA/J+ZM2cqNDRUdevWLfE5kZGRNz0ODRgAAChQxdeAjRs3zpBxuAsSAADAYCRgAADApqo/jNsoNGAAAKAADZghmIIEAAAwGAkYAAAoQAJmCBIwAAAAg5GAAQAAGxbhG4MEDAAAwGAkYAAAoAAJmCFIwAAAAAxGAgYAAGxYA2YMGjAAAFCABswQTEECAAAYjAQMAADYMAVpDBIwAAAAg5GAAQCAAiRghiABAwAAMBgJGAAAKEACZggSMAAAAIORgAEAABvugjQGCRgAAIDBSMAAAEABEjBD0IABAAAbi5UOzAhMQQIAABiMBAwAABQgADMECRgAAIDBSMAAAIAN21AYgwQMAADAYCRgAACgAAmYIUjAAAAADEYCBgAAbFgDZgwaMAAAUIAGzBBMQQIAABiMBAwAANgwBWkMEjAAAACDkYABAIACJGCGIAEDAAAwGAkYAACwYQ2YMUjAAAAADEYCBgAACliJwIxAAwYAAGyYgjQGU5AAAAAGIwEDAAAFSMAMQQMGAAAcSr9+/XTs2LEi7/fq1UvLli275nlHjhzRokWLdPjwYTk5OalTp06aNWuWmjRpYs9yS4UGDAAA2FjyzR0/Pz9fJ0+eVM+ePdW9e/dCxxo1anTN83788UeNGDFC1atX18SJEyVJ//jHPzR06FBt375d9erVs2vdN4sGDAAAOIxTp04pKytL3bt3V0hISInPe+edd5SZman169erVatWkqT77rtPAwcO1Nq1azV79mx7lVwqNGAAAKCAyWvA4uPjJUlNmza9qfOSkpJUu3ZtW/MlSXfffbdq1aql48ePl2uN5YG7IAEAgMM4fvy4LBaLmjRpIqvVqszMzBKdd/vttys1NVUpKSm29y5cuKD09HTVrVvXXuWWGg0YAACwsVjt+7qR+Ph4eXl56cUXX5S/v786dOig7t27a+fOndc9b+zYsWrQoIFmzJih2NhYxcXFaebMmXJxcdHw4cPL6dcpP0xBAgCAAibvhB8fH6+0tDRlZWUpIiJCFy5cUFRUlGbMmKGcnByFhoYWe17Dhg315JNP6sUXX7StHXN2dtaSJUvUpk0bA79BydCAAQAAhzF06FA5OztryJAhtvf69OmjPn36KCIiQn379pWzs3OR85YuXao33nhDnTp10qBBg5SXl6cNGzZoxowZWrJkSZE7Ks1GAwYAAGzMfhRRcdOF7u7uCgkJ0fLly3XixAm1aNGi0PG0tDStWbNGrVu31tq1a20N2iOPPKLHHntM8+fP10MPPaRq1aoZ8h1KgjVgAADA4fn4+EhSsYvyf/rpJ2VnZ6tPnz6F0jFXV1c9+uijOnfunE6ePGlYrSVBAwYAAApY7fy6jsTERAUHB2vlypVFjiUkJEiSfH19ixy7mmxZi1m/lp+fX+i/HQUNGAAAcAiNGjXShQsXFB0drYyMDNv7v/76q7Zs2aJ777232C0lmjdvrltvvVVbt25VVlaW7f3s7Gxt375dtWvX1p133mnIdygp1oABAAAbM9eAOTk5af78+Zo6daqGDBmigQMHKj09XRs2bJCLi4ueffZZSVeSspiYGPn7+6tx48ZydnbW/Pnz9ec//1kDBgzQgAEDlJ+fry1btujkyZN69dVX5erqat4XKwYJGAAAcBi9e/fW8uXL5ebmpoiICK1du1bt27fXxo0bbbvjHzx4ULNmzdLBgwdt5/Xo0UNvv/22atWqpcWLF2vp0qXy8vLSW2+9pUcffdSsr3NNFmtxE6YV2B1LF5ldAgAAFUbC1JmF/n4wNMKu4+3bFm7X61cUTEECAAAbs7ehqCqYggQAADAYCRgAAChAAmYIEjAAAACDkYABAAAb1oAZgwQMAADAYCRgAACgQD4RmBFIwAAAAAxGAgYAAAoQgBmCBgwAANiwCN8YTEECAAAYjAQMAAAUqFyPiHZYDp+AzZs3TyNGjDC7DAAAgHLj0A1YdHS0oqOjzS4DAIAqw2K17wtXOOQUZF5enlauXKnly5ebXQoAAEC5c7gGLCsrSwMHDlRcXJxCQ0N14MABs0sCAKDqIKUyhMNNQWZlZSkjI0OLFy/WwoUL5eLicD0iAABAmThcd1OjRg199NFHNF4AAJjAwl2QhnC4LsfJyUlOTg4XzAEAUDXkm11A1UCnAwAAYDCHS8AAAIB5mII0BgkYAACAwUjAAABAAQIwQ5CAAQAAGIwEDAAAFGANmCFIwAAAAAzm8AnYnj17zC4BAIAqgwdmG8PhGzAAAGAgpiANwRQkAACAwUjAAACAjYVHERmCBAwAAMBgJGAAAKAAa8AMQQIGAABgMBIwAABQgADMECRgAAAABiMBAwAANhbWgBmCBAwAAMBgJGAAAKAACZghaMAAAEABNmI1BFOQAAAABiMBAwAANizCNwYJGAAAgMFIwAAAQAESMEOQgAEAABiMBAwAABQgATMECRgAAIDBSMAAAEAB9gEzBA0YAACwYRsKYzAFCQAAYDASMAAAUIAEzBAkYAAAAAYjAQMAAAVIwAxBAgYAAGAwEjAAAFCABMwQJGAAAAAGIwEDAAAF2IjVEDRgAADAho1YjcEUJAAAgMFIwAAAQAESMEOQgAEAABiMBAwAABTIJwEzAg0YAABwKP369dOxY8eKvN+rVy8tW7bsmuelpKTo73//u/bs2aPLly+rVatWmjFjhvz9/e1ZbqnQgAEAgAImrwHLz8/XyZMn1bNnT3Xv3r3QsUaNGl3zvIyMDA0bNkynT59WWFiYvL29tX79eoWFhSk6OlotWrSwd+k3hQYMAAA4jFOnTikrK0vdu3dXSEhIic9bvXq1EhIStG7dOgUEBEiSgoOD1b17d61Zs0YRERH2KrlUaMAAAEABkxOw+Ph4SVLTpk1LfI7VatXWrVvVpUsXW/MlSXXr1tWsWbPk6upa7nWWFQ0YAAAoYHIDdvz4cVksFjVp0kRWq1WXLl2Sh4fHdc9JSkpScnKyxo4dK+lKQ5aZmSlPT08NGzbMiLJvGttQAAAAhxEfHy8vLy+9+OKL8vf3V4cOHdS9e3ft3LnzmuecOnVKklSnTh1FREQoICBA/v7+6tGjh/bs2WNU6TeFBAwAABQweRuK+Ph4paWlKSsrSxEREbpw4YKioqI0Y8YM5eTkKDQ0tMg5aWlpkqSlS5fK2dlZc+fOlZOTkyIjIzVp0iRFRkYqMDDQ4G9yfTRgAADAYQwdOlTOzs4aMmSI7b0+ffqoT58+ioiIUN++feXs7FzonOzsbElSamqqdu/erZo1a0qSgoKC1KNHDy1atMjhGjCmIAEAQAFrvn1fNzB8+PBCzZckubu7KyQkRGfPntWJEyeKnHN1jVjPnj1tzZckeXt7KygoSEePHlVGRkYZf5jyRQMGAAAcno+PjyQpMzOzyLF69eoV+swfz7u6mN+R0IABAIACVqt9X9eRmJio4OBgrVy5ssixhIQESZKvr2+RY82bN1e1atWKTceSkpLk5uZWbHNmJhowAADgEBo1aqQLFy4oOjq60JThr7/+qi1btujee+9V3bp1i5zn4eGhoKAg7d2717aPmHSloduzZ4+6dOlSZN2Y2ViEDwAACph4F6STk5Pmz5+vqVOnasiQIRo4cKDS09O1YcMGubi46Nlnn5V0pbGKiYmRv7+/GjduLEkKDw/X119/rZEjR2rkyJFydXVVVFSU3NzcNGPGDNO+07WQgAEAgAImTkFKUu/evbV8+XK5ubkpIiJCa9euVfv27bVx40bb7vgHDx7UrFmzdPDgQdt5vr6+2rRpkwICAhQZGamVK1eqZcuW2rhxo/z8/Oz1a5WaxWo1ecvbcnbH0kVmlwAAQIWRMHVmob8fbjzVruN9mLjUrtevKJiCBAAABSpXLuOwmIIEAAAwGAkYAAAoQAJmCBIwAAAAg5GAAQCAAvk3flwQyo4EDAAAwGAkYAAAoABrwAxBAwYAAArQgBmCKUgAAACDkYABAIACJj4LsiohAQMAADAYCRgAALCxWtmGwggkYAAAAAYjAQMAAAVYA2YIEjAAAACDkYABAIAC7ANmCBowAABQgGdBGoIpSAAAAIORgAEAgAJMQRqCBAwAAMBgJGAAAMDGyhowQ5CAAQAAGIwEDAAAFGANmCFIwAAAAAxGAgYAAArwKCJD0IABAIACVhbhG4EpSAAAAIORgAEAABsrU5CGcMgELDExUZMnT1anTp3UqVMnzZo1SykpKWaXBQAAUC4cLgE7f/68Ro0apezsbI0dO1Z5eXmKjIxUXFycoqOjVa1aNbNLBACg8mINmCEcrgFbu3atfv/9d+3YsUNNmzaVJLVr106jR4/Wtm3bNGjQIJMrBAAAKBuHm4LcuXOnOnXqZGu+JCkwMFB33HGHdu7caWJlAABUftZ8q11fuMKhGrDU1FQlJiaqdevWRY61bt1aR44cMaEqAACA8uVQU5DJycmSpHr16hU5VrduXWVkZCg9PV1eXl5GlwYAQNXAGjBDOFQDdvHiRUlS9erVixxzc3OTJGVmZl63Aft66JP2KQ4AgCpgQ/LbZpdQJThUA5aff+Ou28np+rOmdeuSjgEAUFr8c9QYDrUGzNPTU5KUlZVV5NjV965+BgAAoKJyqAasYcOGkqQzZ84UOXb69Gl5e3vLw8PD6LIAAADKlUM1YN7e3vL19dXRo0eLHDt27JjatGljQlUAAADly6EaMEnq2bOnDhw4oJMnT9re279/vxISEhQcHGxiZQAAAOXDYrVaHWpXtJSUFPXp00fOzs4aM2aMsrKytGbNGjVu3FjvvfcejyICAAAVnsM1YJL0448/6pVXXtGhQ4fk7u6uhx56SOHh4apTp47ZpQEAAJSZQzZgNysxMVELFy7U119/LUnq0qWLnnnmGfn4+JhcWdUwb948nTp1SuvWrTO7lEpr3759WrlypY4ePSonJye1a9dO06ZNU/v27c0urVI6duyYXnvtNX333XdycXFR165dNXPmTP4l0ACxsbEaMGCAxo8frylTpphdTqXVr18/HTt2rMj7vXr10rJly0yoqOpxqH3ASuP8+fMaNWqUsrOzNXbsWOXl5SkyMlJxcXGKjo5mytLOoqOjFR0drU6dOpldSqX11Vdfady4cWrevLmmT5+u3NxcbdiwQcOHD9f69evVrl07s0usVOLj4zV06FDVr19fU6ZMUXp6ut555x3FxMRoy5YtbIVjR7m5uZozZ45ycnLMLqVSy8/P18mTJ9WzZ09179690LFGjRqZVFXVU+EbsLVr1+r333/Xjh07bA/wbteunUaPHq1t27Zp0KBBJldYOeXl5WnlypVavny52aVUei+99JIaNGigTZs22Z4SERoaquDgYC1evFhr1641t8BKZvHixXJ1ddWGDRtsKXrbtm315JNPavv27Ro6dKjJFVZeq1atUnx8vNllVHqnTp1SVlaWunfvrpCQELPLqbIc7i7Im7Vz50516tTJ1nxJUmBgoO644w7t3LnTxMoqr6ysLPXr10+vv/66QkJCin12J8pHamqqjh8/rt69exd6RFedOnUUEBCgb7/91rziKqlq1aopJCSk0BKGgIAASVJcXJxZZVV6cXFxWrlypSZOnGh2KZXe1Sb3f/+5CeNV6AQsNTVViYmJ6tWrV5FjrVu31t69e40vqgrIyspSRkaGFi9erODgYAUFBZldUqVVo0YN7dq1q9jno54/f17Ozs4mVFW5LVmypMh7P/zwg6SCzaJRvq5OPQYGBurRRx/V0qVLzS6pUjt+/LgsFouaNGkiq9WqS5cuscm5CSp0A5acnCxJxSYwdevWVUZGhtLT06/78G7cvBo1auijjz6Si0uF/r9PheDs7Cw/P78i78fGxiomJkYPPvig8UVVIcnJyfr222+1cOFC3XrrrRowYIDZJVVKq1ev1qlTp/TGG28oNzfX7HIqvfj4eHl5eenFF1/Url27lJmZqcaNG2v69Ol65JFHzC6vyqjQ/wS9ePGiJBWbDri5uUmSMjMzacDKmZOT0w0fig77uXjxombPni1JGj9+vMnVVG69e/dWZmamnJyc9Oqrr+qWW24xu6RKJz4+XitWrND8+fNVv359JSUlmV1SpRcfH6+0tDRlZWUpIiJCFy5cUFRUlGbMmKGcnByFhoaaXWKVUKEbsPz8/Bt+hkYBlcmlS5c0YcIExcbG6qmnntI999xjdkmVVm5urp577jm5uLjo/fff19NPP61z584pLCzM7NIqjby8PM2ZM0cdO3bkhikDDR06VM7OzhoyZIjtvT59+qhPnz6KiIhQ3759Wd5ggArdnVy9HTwrK6vIsavvccs4KovU1FSNHj1aX3/9tQYMGKBp06aZXVKl5uLiopCQED3yyCOKjIxUhw4dtHTpUmVkZJhdWqURGRmp2NhYzZw5UykpKUpJSVFaWpqkK/+ykZKSwpYUdjB8+PBCzZckubu7KyQkRGfPntWJEydMqqxqqdAN2NUFsWfOnCly7PTp0/L29mZhISqFc+fOacSIETp8+LAGDx6sBQsWmF1SleLk5GSbjkxISDC7nEpj3759ysnJ0cCBA9W5c2d17txZ/fr1k3SlOevcubNiYmJMrrLquHrnb2ZmpsmVVA0VegrS29tbvr6+Onr0aJFjx44dU5s2bUyoCihfGRkZGjNmjOLi4hQWFqY5c+aYXVKllZKSosGDB+vhhx/WjBkzCh27mny5u7ubUVqlNHv2bFviddXZs2cVHh6ukJAQhYaGqmXLliZVVzklJiZq/Pjx6tu3r5566qlCx67+y4Wvr68ZpVU5FToBk6SePXvqwIEDOnnypO29/fv3KyEhQcHBwSZWBpSP559/XrGxsRo5ciTNl535+PjIyclJW7ZsUWpqqu399PR0bd68Wb6+vmrWrJmJFVYubdq0UWBgYKGXv7+/JKlx48YKDAxUzZo1Ta6ycmnUqJEuXLig6OjoQtPpv/76q7Zs2aJ7771XdevWNbHCqqNCJ2CSNG7cOG3fvl1hYWEaM2aMsrKytGbNGrVq1YodflHhHT9+XB988IG8vLx01113afv27UU+w//Py9dzzz2nMWPGaMiQIRo8eLCysrL03nvv6cyZM1q9erUsFovZJQKl5uTkpPnz52vq1KkaMmSIBg4cqPT0dG3YsEEuLi569tlnzS6xyqjwDZiPj4/effddvfLKK1q2bJnc3d3VrVs3hYeH8xxIVHgHDx6UdCWBuVb6RQNWvjp37qw1a9Zo+fLlWrRokVxcXNSxY0ctWbJEbdu2Nbs8oMx69+6t5cuXa9WqVYqIiJC7u7s6deqkGTNmsDu+gSxWq9VqdhEAAABVSYVfAwYAAFDR0IABAAAYjAYMAADAYDRgAAAABqMBAwAAMBgNGAAAgMFowAAAAAxGAwYAAGAwGjAAAACD0YABKJMdO3bo3nvv1fnz502r4ZlnntGoUaOUn59vWg0AcDNowACU2pkzZ7RgwQJNnjxZtWvXNq2OmTNn6rvvvlNUVJRpNQDAzaABA1BqCxYsUI0aNfT444+bWkfdunU1evRoLV26VMnJyabWAgAlQQMGoFROnjyp3bt3a/jw4XJ1dTW7HA0bNkw5OTlatWqV2aUAwA3RgAFVzLfffqtWrVqpY8eO+v333wsde/nll9WiRQvNmTPnhtdZs2aNLBaLQkJCCr3/zDPPqEWLFkpOTtZrr72mrl27qk2bNurRo4dWrFih3Nxc22eTkpLUokULvfTSSzpw4ICGDRum9u3b67777tNf/vIXZWRk6MKFC5o/f746d+6sjh07asSIEfr++++L1HPLLbfowQcf1JYtW5SWllbKXwcAjEEDBlQx7du317hx45SRkaHnnnvO9v7+/fsVFRUlPz8/zZs377rXyM7O1ocffqi2bdvKx8en2M9MmjRJmzdv1oMPPqjHH39cFy9e1LJly7RkyZIin/3qq680duxYeXt7a8iQIapdu7bef/99Pf300xoxYoS++eYbPfroo7rvvvv09ddfa9y4ccU2WX/605906dIlffrppzf1mwCA0WjAgCpo8uTJat26tT799FN9+OGHSk1N1TPPPCMXFxctWrRInp6e1z3/8OHDunTpktq2bXvNz6Snp+vDDz/UCy+8oHnz5umf//ynXFxc9N577yknJ6fQZ+Pi4vTMM89o5cqVmj17tjZs2KDq1avr008/Va1atbRt2zbNmTNHK1asUN++fXX+/Hl9/vnnRca8++67JV1pJgHAkdGAAVWQq6urXn31Vbm5uenll1/WvHnzlJycrOnTp6tNmzY3PP/IkSOSpObNm1/zM48//rhq1apl+/u2225T06ZNlZaWVmTLCk9PTw0dOtT2d+3atdWkSRNJUlhYWKE1Zv7+/pKkX375pciYzZo1k5OTU7FTlADgSGjAgCqqWbNmmj59uk6fPq2PPvpI999/v8aMGVOic8+ePStJ15x+lCQ/P78i73l7e0tSkQSscePGcnZ2LvTe1RTutttuK/S+u7u7pCvToH9UrVo11ahRQ+fOnbvBNwAAc9GAAVVYz549bY2Pv7+/LBZLic67uv7qajNUHDc3tyLvXb2+1Wot9L6Hh8c1r1OtWrUS1XRV9erVlZqaelPnAIDRaMCAKspqtWru3LnKy8tTrVq19Oabbyo2NrZE515tvNLT0+1ZYqmkpaUV2/wBgCOhAQOqqKioKH355Zd65JFHtGTJEuXk5Cg8PLzYqb0/atCggSSZ+vih4ly+fFmXLl1Sw4YNzS4FAK6LBgyogk6ePKm///3vql27tubNm6fOnTtr4MCBOn78eLHbRPxRq1atJF25e9GRXE3wrtYHAI6KBgyoYnJzczVr1ixdvnxZ8+bNsy2knz17tm699Vb94x//0KFDh657DX9/f3l4eNzwc0a7Ws8DDzxgciUAcH00YEAVs3LlSh05ckRdu3ZVnz59bO97eXnp2WefVX5+vmbPnq2MjIxrXsPd3V29evXSjz/+qMTERCPKLpHPP/9cHh4e6tGjh9mlAMB1Wax/vB0JAErgxIkT6tu3r5588klNnz7d7HJ06tQp9erVS+PGjdPMmTPNLgcArosEDECpNGvWTL1799bmzZtLtHDf3jZu3Kjq1atr9OjRZpcCADdEAwag1MLDw3X58mWtW7fO1Dp+++03bdy4UdOnT7/u5rAA4CiYggRQJtu2bdNLL72k3bt3m9b8PP300zp37pzefvvtEm8mCwBmogEDAAAwGFOQAAAABqMBAwAAMBgNGAAAgMFowAAAAAxGAwYAAGAwGjAAAACD0YABAAAYjAYMAADAYP8fAyDgrHU+wLUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "system1.m.plane('y').mpl()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "65bd59bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8000000.000000001, 6.095517207845668e-05, 0.00011152253820508447)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system1.m.average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f1c67ce0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0, 7.619396509807085e-12, 1.3940317275635556e-11)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system1.m.orientation.average"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efbb6c62",
   "metadata": {},
   "source": [
    "## Dynamics of n sites under magnetic field\n",
    "\n",
    "Now, we are prepared to simulate whatever system we want, in order to practice, lets set a one dimensional chain of n magnetic moments with an external magnetic field and interacting thorught the exchange term.\n",
    "\n",
    "Note: It is important that you read these examples carefully and play with them to become more familiar with the common magnitude of the parameters and the relationship between the different classes in ubermag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5e815c67",
   "metadata": {},
   "outputs": [],
   "source": [
    "system2 = mm.System(name='n_sites_mm')   ### Define the system object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8630660b",
   "metadata": {},
   "outputs": [],
   "source": [
    "A = 1e-12  # exchange energy constant (J/m) \n",
    "H = (5e6, 0, 0)                  ### External magnetic field in the x-direction (A/m)\n",
    "system2.energy = mm.Exchange(A=A)+ mm.Zeeman(H=H)  ### Add the Zeeman term to the energy functional\n",
    "\n",
    "gamma0 = 2.211e5  # gyrotropic ratio parameter (m/As)\n",
    "alpha = 0.1  # Gilbert damping\n",
    "system2.dynamics = mm.Precession(gamma0=gamma0) + mm.Damping(alpha=alpha)\n",
    "\n",
    "L = 8e-9  # cubic sample edge length (m)\n",
    "region = df.Region(p1=(0, 0, 0), p2=(L, 1e-9, 1e-9))\n",
    "mesh = df.Mesh(region=region, n=(8, 1, 1))\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7ee6653d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$- A \\mathbf{m} \\cdot \\nabla^{2} \\mathbf{m}-\\mu_{0}M_\\text{s} \\mathbf{m} \\cdot \\mathbf{H}$"
      ],
      "text/plain": [
       "Exchange(A=1e-12) + Zeeman(H=(5000000.0, 0, 0))"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system2.energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d0a47459",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mesh.mpl()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "17aa6dc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "Ms = 8e6  # saturation magnetisation (A/m)\n",
    "system2.m = df.Field(mesh, dim=3, value=(0, 0, 1), norm=Ms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "472835e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/08/24 22:40]... (9.2 s)\n"
     ]
    }
   ],
   "source": [
    "td = mc.TimeDriver()\n",
    "td.drive(system2, t=0.1e-9, n=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22a1a1f5",
   "metadata": {},
   "source": [
    "### Manipulation of the micromagnetic data\n",
    "\n",
    "In order to manipulate the data we use the class `micromagneticdata`, whit it we have acces to the Data object, that contains all simulation runs of the `System`. these simulations are called `drives`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5a42b4e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import micromagneticdata as md\n",
    "data = md.Data(name=system2.name) \n",
    "drive = data[-1]                  ### Access to the last simulation data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd7f698f",
   "metadata": {},
   "source": [
    "In order to exemplify how to manipulate the data, we create an animations showing the indivual movement of each one of the magnetic moments\n",
    "\n",
    "To run the following cell note that you need to define a folder where the frames are saved, by default you must have a folder called anim in the ubication of this jupyter notebook, you can modify this and also modify the configuration in order to see the individual dynamics. Also, you must be carefull, because this type of micromagnetic animations is possible using this format for small systems. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b2437fd6",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jalil\\AppData\\Local\\Temp\\ipykernel_19508\\3046461536.py:9: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  fig = plt.figure(figsize=(10,10))\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQ1tvpAQAArGVTU1Px6KM/jiNHDsfQ0FBceeVVsXHjpk4PC067WlVV1XK+cO/eo6s9FgCAV1RVVRw4cCBmZ2djdHQ06vXuXYAxPT0d3/jG16Je72mNc3JyMm655dbYtm1bh0cHyzM6OrysrzNjAQAU4+jRI/G9790dk5MTEVGLnp563HjjTXH++a/q9NBe0mOPPbokKiIiBgcH49FHH47bbntrB0cGp5+wAICz2N69e+OJJx6L8fHx2LBhQ1xzzc7YtGmk08M6qR/84PtRq9ViaGhd63P33//D2L59R/T19a3azzs3NxcTExMxNTUVU1OTMTk5EZOTzdfz/ztxEUgVjzzyo5iamo6IiI0bN8VFF10cERFjY8dWbazQKcICAE6jI0cOx/PPPxcjI1ti+/btnR7Oy9q7d2/cc89dMTg4FBERR48ejTvv/Ha87W2/GMPDy1v6cCYdPXok9u/fF319fTE9PR0zMzMxMzMTExMT8Zd/+eexbdu2mJubXfjq2in+LM04qC153dPTEwMDgzE0NBgDA4MxMDAQW7ZsiYGBgRgYGIzBwcGXXJK1ceOm2LdvX9RqS8czNDR0iuOD7iUsAOA0qKoqfvjDe+PnP98T/f0DMTMzHRs2DMdtt92+qu+kZzz++KOtqGgaGBiIxx9/NF7/+je85L9TVVVMTk7G1NRkTE1Ntd6tn3/nfiomJydidnYmTnywb39gPzXT01PxzDPPxHBjLkb+4Pdifb0ec//zb8SG62+Iyy57TVxzzc7o7e2uR5urrromvvnNr8fg4GDrc1NTk7Fz57UdHBWsju767gOABQcOHIhHHnkoxsbGYnBwKC677DVx4YWv7vSwTurpp38Wzz//XGuJTk/PUExPT8dDDz0QN91082n9uaqqiunp6SUP84sP+fOvp6enX/HH2bXrh1FVVZzzwK4YPHw4jm3fHnuv3hl9ff1x9OhLH9pSq9UW3qUfiMHBoRgcHIj169fH1q3bYnBw/t371Qyper0nYu+LsTEiotGIYxuGY2xwKK666uqui4qIiPXr18ftt781Hnnk4Th69GgMDg7Gzp3Xdu2eEMjovu9AAE67qqpiz57dceDAgdix45zYsWNHp4f0so4ePRp33/2dGBgYjJ6e3piZmYkHHtgVtVotLrjgwk4PLyLmf01nZ2djamoyJiYm46GHHohDhw7F7LFjMTd+LGZnZ2K8ty8ajSqOHDlyqj/Lwv/X4vh3/Pv7+2NwcLC1DGdwcDA2bRqJwcH5B/6+vr4Tlt8cr6+vL8bHx2P9V74cvT/525h+w5vinGtfG9u2bTvtMXS6vOENb4zv/8VXYiLmL+OanpuLG254XfT393d6aCe1adNI3HLLrZ0eBqw6YQGwxs3MzMSdd/5NTEyMx8DAYPzsZz+NkZHNceutb+naYzqfeOKx6O8fWPK5wcHB+MlP/vaEsHi5TbVTU1MxMTHxEptqX87yl+z09fUtPNgPxOTkZPT09MT53/haDN9zd8yee36MffJTUavV421v+8UV/PxnzjXXXBt33fWdWL8QIFWjEdPT03H11Ts7PLKT27RpJN5561tiNiJmImL9zW+IuS6eyYKzibAAWIG5ubl44IFd8cILz0Wj0YitW7fFjTfetGT9dLd56KEHYnZ2NgYG5sc4ODgUY2Nj8eSTj8eVV159Wn6ORqOxZN19+4P+xMT85+fm5l7mR1j6znzzJJ3RHz8SI8/8XcysWxdPv+WtUVWNEyLhpTbVbt68ufVu/sDAQPT09JyW/86XMzq6Pe677wfRv7Apt1Y1Ym6uERdc0L1LXrZs2RK33/7WePb3PxkzETHc1x+ve9svxrp1617x3+2kWlXFOQuvD/f2xsv9zgLOHGEBdExzec7evXtjZGQkXv3qi7r2HfSme+/9fhw8eDB6e+fXkB85ciS+851vxy/90jtecdnJaquqqu1d+8V197t23T9/3OWhg1E7NhaNnr6YGtkUP/nJk/Hzn+9Z+LdPXGqzErVarbUcp/kO/saNG2NgYPvCWvzBFa1/37Zte+zZszvW7bo/Bh75UcztOCc2Xnd9DA0NxW233b7i8Z0J5557Xlx++RXxbETMRkRjZia2bdvW9Zt0N20aiQtHRqI/Iqa2bIkjGzZ0ekivqFY1Wq+rLv8zA84mwgLWkKqqOv5wu1xzc3Px3e9+O8bGxqK/fyB27342Hnvs0bjjjrfHwMDAK/8AHTA5ORkvvvjCkvPza7VaTE1NxvPPPxfnnnteVFUVMzMzS96pX3wHf7L14L/wb5/iSE4eAM2H+Oa6+3Xr1sXWraPR01OPrV/8r9H35BMxc9PNMf4vPhwbNmzo2nXfV111deze/UzM1ednGqqFjco33/zSJxV1i6uuuiZee8llMfetb8TAwECMv+FNnR7S8jT/3Gg0Xv7rukWjbdaqJiygWwgLWAPGx8fj/vvviwMHDka9XovzzjsvbrjhdWdk+cepevLJx2N8fKK1jr6/vz+qqoof/ejBkx5zuRKzs7PHXWB14mVW85b/Lv2xY8fi4Yd/FBuqKi791tejZ2oqdt/8pjh0/vlx8ODB1tr//v7+1gP+4OBQDAwMxPDwxtam2v7+/jMagOPjx+LJJ5+IaAbb9FRMTU3Etdded8bGsFJ9fX3x9re/I/7uf3wtJiNioDEXN9zxS7F+/fpOD+0V9Q0OxqaYj+fxTg9muZq/H1e0F6WD2gPIjAV0DWEBxxkbG4uf/vQnUVVVXHLJJbFx46ZOD+llNRqNuPPOv4l6vR5DQ/Nr6F988cW4997vxy/8wps7Ora5ubnjzrhvnns/Effe+/0YGxuL3rGxGBg7GtGoYuzccyMiXuKYy+U+/C9+XW9v7wnr7rdtG25dZjUwMLDiZVdzc3NRq0X0T03Fxj/8dEREDN3xS3Hkiqvijjt+MYaHN67oxztTLr/8ypiYmIy9vb0xHRG1icm44oqr47zzzu/00F5WX19fXPeqV8X6mH+Den8BURERUfXOB32tdVFbAYQFcBoIC1ZVc5NlKctznnrqp/GjHz3YujDq6aefiquuuiauuOLKDo/s5Hbvfjbm5majp2dx+VBPT0+8+OKLMTU1FX19fa2H+ZNdZrW4qfbkR1ueiuam2ubZ9oODgzEyMhIDAzvi0KGDMTk5Ges+98cxcOe3Yu7c82Ls9/599Pb2du0JOj09PXHllVfFIw89FM2EmBw7GhdccGHXRkXTa197fQxdfGnEA7uib2gojnTx7+l21cIsS216qsMjWYGehb9aZwsMixAWwKkTFqyKqampuP/++2Lfvn0RETE6Oho33XRzV58zPjs7G4888vCS9fNDQ+vi8ccfjYsvviQ19pNtqm1fhz8z036Z1fIf5p955ul48cUXYsOLL8aF99wdfRPj8fh73htH+vqit7c31q9fv7DmfvEyq+Hh4RgdPbVNtafL1VdfG9///vdi3cK70LVjx2J6eiouvfTSMz6Wlbjssstjy5Ztsa+/P6rp6bhi67bY/LqbOj2sZelZvyGGImJ2opgFOq3lW7XJyfl300t4k6L5/TRTYFiYsQAShAWr4q67vhMzMzOtIzgPHz4cd9/93Y6+E/1Km2qfe+65ePjhh9oCooqIWszOzsbExHhs374jVvbu/dJ3/F9qU+3mzVta6+57e3tPaWbn6NEj8c1vfiOGB4diwxc+FxER15x7fkxdeGG8853v7tpTlnbs2BHXXffa+NnX/zpmI6Jv/Fhccsmlcdlll3d6aK9oy5Yt8ZqNm6K+b2+M1+txrNMDWqZq4QjR2sREh0eyfFX7XRYzMxFd/OZEU7UQFkUthYqywmLJqVA2b0PXEBacdgcOHIixsSMxNLS4Hrper8eRI4fj0KGDsWHD8HEXWC190J+cnFzhZVbtXn4pz8k21Q4NDcaFF14UMzMzJ2wOnZgYj1tuuS1GR0dPcUyra3h4Y7z61RfF7uefiw0x/189sX9fXPvOX+7aqGi65JJL46qb3xj9X/pi9M/Oxv5LLuv0kJatMTwc9X17o3b0VG9UPvOqdQv3K4yXkkKxuOE85pdDVQWERSwcRVzkUqhCwsKMBXQnYcFpd+zYWPT0zP/FOjs7E48++uOIiJienoqZmZnYseOc1rr75sP91q1bl1xm1YkH4o0bIzZt2hQzMzOtmYOqqmLduvWxbdu2Mz6elbjxxtfF+QODcTQieiLihgtfHYMXXdzpYS3PyEg0r5arHz4UjYXLxbpdtWE4IiJqY2MdHsnyVesWlp2VNGPRfvTw5FTEwq97V2tu3p6dLWf5VmuLRYlhUcCvL5wlhAWn3Y4d50Rj4Q/93t6+uO666yNiPize8Y5fjr6+vg6O7uXdcsutcd99P4iDBw9EVVUxMrI5br75jUVsPt9xxRWxc+H12ORElPLo2Ng00npdO3w44pxzOzeYFaiGF8LihBOsuljzRuiJifkHswLe6W1fClWbnipia3HV0/ZXa6MR0cXHPrcs/F6oFXOPhRkL6EbCgtOuv78/rrjiinjssUdj3br1UVVVTExMxNVXX9PVURERMTg4GLfddnvMLixh6MSm5lPW2xuNkZGoHzoUtQP7Oz2aZatGRlqva4cOdWwcK1Ut3E5cGysnLKq2gwliYiKihONbB9qWPk0VcjJU+58bMzNlhEVxS6HaxiksoGsU9NRESa688urYseOceOqppyIi4rLLLotNbe9Md7uigqJNY8vWqB86FPX9Bzo9lGWrNi3eE1I/fLCDI1mZxaVQBYXFurYbwycmoiogLKqBwdbrWolhUcg+i6q4sDBjAd2ozKcnirB585Z43eu2dHoYZ5Vqy9aIp34a9YJmLBqbNrdelzVjUd5SqPYZi9r4saiiu/cORcQJm7dLULWFRW1utojlW6XNWDgVCrqT70ZYQxpbt0ZElLUUqm3GonbkcAdHsjKtPRZFbd5eOmNRgiWnQBU5YzF38q/rJq2w6Owwls2MBXQl342whjS2zIdFSTMW0dsbjYV3/+slzVgshEW94BmLEizZvF1kWJSxFKq0GQthAd3JdyOsIdWW5oxFOXssIhZnLWqHD3V2ICvQ2rw9fixirox3pUucsYjBxT0WUcpSqLZToWqzMx0cyQq0Tr4TFsCp890Ia0hj8/yelvqB/eW88xgR1cLG/vrhcpZCNYY3tl7XjhWyHGrd4h0h5cxYLC6Fqk1Nd3AkK9B++l1pMxaOmwUSfDfCGlI191jMzBR1WlFj4cjZsjZvb2i9LmUD9wnHzZagffP21GQHB7ICvYvHy9bmCgmLKGwpVOWCPOhGwgLWkOYei4iI2v5y9llUG0tcCrV4A3QpG7iXLIUaH+/gSJZvyc3bheyxWHJBXimbt5vv+hcSFu0X+TkVCrqH70ZYQ9rDoqQN3M1L8krcvB0RUTt6pIMjWb6lm7cLCYslN28XshTq+AvySmDzNnAa+G6ENaS5FCqirLBoLOyxKOq42QJnLKK/P6qFW6CL2bzdPmNRyObtOO4eiyIshEWtmLBw8zZ0I9+NsIY0tixeSFjUUqgS91gsmbEoY49F1GqtWYtSNm9HT0/rwrnaZBlhUTludvWZsYCu5LsR1pBq00hUC3/J1gs6craxcNxs/dhYMUtHlmzeLuVUqFjcZ1HMjEVExMJyqFJu3i7xgrxKWACnge9GWEt6eqLavDkiImoHywmL5nGzERG1I4XsV2hbClUvZI9FREQMzR85W8yMRURUAwtHzha4ebu0pVDFhEX7qVA1p0JBtxAWsMa0bt8ucClURET98MHODWQlenoW3/0vZSlUtJ0MVdCMRTUwf0lekTdvFzIDF6378cq4x6JmxgK6ku9GWGOq9kvyCtHYONJ6XdI+i8bCrEUxm7ejfSlUGadCRURrKVSJm7ftsVglbeN03Cx0D9+NsMY0ZyxqBYVF+4xFSWHR3MBd1IxFa/N2OWHRXApVys3bVcGnQhUTFmYsoCv5boQ1prFw5GxJMxZLlkIVeORsSbect2YsxktcClXKzdvlbd6OWlkX5C0NC3ssoFsIC1hjqgL3WDTaN2+XOGNRUliUdtxsRERz87alUKunNWPR2WEsmxkL6Eq+G2GNaS2FOnhg6V++3WxwMKqFi9Bqhw91diwr0Dxytsw9FgXNWDSPmy1lKVT7qVCzpWzethQKyPPdCGtMcylUbW6uqJusm7MW9cPljLm1FKqgPRYlHjcb/c3jZktZCtWz+Lq4GYtCwqJy8zZ0I9+NsMZU7bdvF3RJXuv27RJnLAq6x6Jat37+RUkzFoMLeyymy5ixiL6+xddzpeyxKCss2o+bdSoUdA/fjbDGNJdCRRS2gbs5Y1HUHouNERFRL2kpVHPGoqCwaN28Xcg9FkuXQpU1Y1ErZfmkpVDQlXw3whrTPmNRUlg0Nm2KCJu3V1uJm7er/rJu3i5x83ZV2IyFsIDu5LsR1pj2GYuilkItzFgUtS+kuRRqYqKcB8jm5u3Z2WJuhV5cClViWJTxa9xaClXKsVDCArqS70ZYY6qNm6Lqmd88WtKRs809FvVDBzs7kBVobt6OKGfWohkWEQXNWpQ2Y1GvR7XwsFvaUigzFkCG70ZYa+r1qDbPL4cqcilUUZu328OijH0WS8KikH0WreNmS9m8HbE4a1HKBXn1wi7Iq4QFdCPfjbAGtY6cLSgsqk2bIyKiduRIMfdvNPdYRBR05OzC5u2IgmYsmkuhJgs5bjZiMSzmCpmxiLJmLJZsMq+5eRu6hbCANahR4u3bzeNmG41ylhUt7LGIKCcsWsfNRkSMlzJj0bx5u5wZi+bJULVC9rGUuhSqMlsBXcV3JKxBVTMsipqxGGm9LuVkqOZxsxEF7bFon7GYGO/gSJavdSt7KZu3IxYvybPHYnU0FsYpLKCr+I6ENag5Y1E7WNKpUJtar+uF7LNYshSqmLBo37xdRlhEMywmJ8t58O2dvySvVswFeQv/X8gyxNY4hQV0Fd+RsAY177Ioacai0T5jcbiMI2fbl0KVckleyZu3I6KcI3Jbm7fNWKyG2r598y8KGS+cLYQFrEGLMxYHIwp5x7R53GxEQUuh1rfvsTjSwZEs39IZi0I2bw8shkUxy6EKDYtaIQ/qvQ8/OP+ikNCEs4WwgDWosTBjUWs0ijm+tcSlUFGvR2MhLhw3u3pam7cjIiYLCYuFu2RqhVyQV3/22fn/f+7nEQX8vqiVsmQLzjLCAtagauvi7dv1Qm7frjYMty72K2UpVMTiPotSToUq8bjZamCw9bqUGYvm+/71PXs6Oo5lW9jIX5uaKmOfRWtmxVGz0E2EBaxBzaVQERG1Uo6crdVasxa1wyXdvr0wY1FKWPT0RLVwL0QJ70xHRMRA24xFIbdvNzfG9/+Pv+rwSJap/S6IEu6FaMZPAUOFs4mwgDWoPSxK3MBdL2SPRUTbjMWxQsIiFo+cLeVUqPbN2+t//5MdHMkKlHZaUQkx0a6EWRU4CxX2Jx+wHEuXQpUTFoszFoc6O5AVqDbM32VRzIxFRFSD82FR/7uny5jRGlxcCtX7yI86OJAVaIZFIZuho32YJURGJSygGwkLWIOqDcNR9S2co1/IHouIxUvyitpjsaGszdsRizMWQ1/+f2Lga1/t8Ghe2ZLN24WcclbajMWSlighLJoX5JUwVjiLlPUnH7A8tVo0Nhd4l8XI5ogocylU76OPxPqPf7TDo1me9iNnS3hQX3KPRSlLYOo9nR7BCpX1gF4zYwFdSVjAGtVcDlUrKCyqjQtLofbvi/ozf1fEHQDNGYv64cPR/82vd3g0y9R25GwRD+ptS6GKGG9EVD3zf72W9bi+oIRZgEYhS8zgLCMsYI1qbuAuacaieUle79M/i603XRv1Pbs7O6BlqIY3tl7XCnj3P2JxKVREFDJjYSnUqituKVTzVKgCxgpnkcL+5AOWq1oIi94HdsWGj344ep76SYdH9Mqap0I11ea6f8aisWHx9u1SHnrbbwwvYhNs+83bhcxYlLcUqk0BD+v1vS/Ov5gr5PcDnCWEBaxRzRmLnhdfiKH//NkiLupqzli0zHR/WFQbhhc/KGDpVsRxt28X8KBeDRS4x6KnsL9ej5VxWWLLzPTCC0uioJsU9icfsFyNrVuWfmJmpjMDWYHmcbMtBTyoNzdvR0TUZrv/1zgiolq3fvGDAt7xtXl79fU+9dPFDwqYsbDHArqTsIA1qmq7JC8iolZAWJywFKqAB/WlMxaFLIVa17bHooQH9dJmLCYmov7sM50exYpU9cJu3jZTAV1JWMAa1TguLGJ6+qW/sIucsBSqsBmLKCCEIso7brY2fiyq5sNuCWHR2xv1o0cWPy7hkrwiYmJRrYRfUzgLCQtYoxpbli6FKuHd/8bG45ZCFbHHYnEjdCmnQi05braAzdvr/uDftR4kS9gTEn19iyFUilphMxbCArqSsIA16vilUCXOWJRwKlT7cbMlvPtff/aZ6Pv2t1oflxBDjfbfFwWEUERE1Ar761VYAKdBYX/yAct1/FKoWgnLio7bY1HEhvP17Ruhu/8hvXbsWPR//3uLn5ia6txglqlauJE9IorYbB4RS0+FKuEhuISYaNf8NS1t3LDGCQtYo0rcYxE9PdFoe1Dv+hmLsbHYcvP1ix8XsEynsX37ko9rRYTFyOIHje6Pt4iIqqesU6GWXOhXwsN6Aa0GZyNhAWvV+vVLbiyuzXR5WExOxuCf/Jeln+v2PRYbNiy5Y6GE9f/VyOalD70FhEWjxBmLwo6bXXr1dgFKmAWCs5CwgLWqVls6a9HtD+n1emz48Iei3n5RVwHLtxrnv+q4T3T5g2+9vmQGoFbATFaJMxbRHm8lPATXhQWQJyxgDep57NHY/JY3Rv2F51uf6/oZi/7+aFxw4ZJPlXCS1dwFFyz9RAkxtLktOKcLmLFo23tTwqxQRET09nZ6BCuzsNm8nMf1ckYKZxNhAWtQY8vW6H3s0aVnvRewEXr20suO+0QBD+mvOi4sCtjA3di2rfW6iBmLzW1LoQp5p7q0PRbFHY9r8zZ0JWEBa1C1ffsJ91iUEBZzl1y69BMFhMXc+UvDous3nEdEY3RxA3etgBmLanjj4vvTxcxYFLYUqrQH9AJ+SeFsJCxgLarVYvbKq5d+qsCwKOGI3MbxS6FKmLE455zFDwqYsYh6ffFeiBIe0iMievs6PYKVKS0slAV0JWEBa9TclVct/US377GIiLlLylsKNXf8UqjZAsLi3PMWP5ic7NxAVqKnrLCo2vdYlDDmelmPA40d50TV2xuN9mVyQMcVtrsMWK4TZiwKeIA8YSnUVPePucQ9FnNtJ1nV2k/h6mY9PfOhWcJDekSBm7fLmrE4eN9DnR4C8BIK+5MPWK4TwqKAB8jGqy6Iqre3tQSqNjbW4RG9ssb2HVHVaq2N8rW52a5fpNE47/zW69rERAdHsnxVT2/Uovv3gzRVfW1LoQqIoWMf/kj0f/tbET0eC4BT508QWKPmrrxyycclPKRHT080duyInj17IiKiPna0wwNahno9qqGhqI2Pz39cwIxFY/uO1uvaZBlhEX0Lf10V8JAeEVFt3TYfmLXa/MEJbZdVdqPp9/9qTL//Vzs9DKBwwgLWqGpkczS2jUZ9396IiKiNd/+MRUTE3KsubIVFETEUEdX64YhmWBSwL2TJqVAFLJGLiKgK2wx9+P/9750eAsAZV9ZuLWBFZi+/ovW69Y56l1uyz6KA5VsREdWmja3XRcwAbNiwuFyrgONmIyIm/8EHY+ba18b07W/r9FAAOAkzFrCGzV6zM/rvuTsiygmL2dcsxlD98OEOjmT5GpsX7wypHSpjzBG1qKKKWqOMpUXjv/t/Rhm/gwHOXsIC1rDZa1/bel3C5u2IiLlrdrZe1/bv6+BIlq/9Juv68891cCTLt//Jp6PaNFLcaUAAdC9LoWANm7uq7WSoY2XsV2i/f6N++FDnBrICM29+SzQ2jcTcjnNibvs5r/wvdIFqZLOoAOC0qlXV8o7Y2Lu3gNNZgKXGx2PbRedELSIa69fH/p8V8G56VcW2HZuiFhFz23fEgUf+ttMjAoCz2ujo8LK+zlIoWMvWrZu/WGxuLmrT3X/zdkRE1Gox9tu/G43t22P2pps7PRoAYJmEBaxxjS1bon7gQDS2jXZ6KMs2+b9+qNNDAABWSFjAGnfgxz/t9BAAgLOAzdsAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGnCAgAASBMWAABAmrAAAADShAUAAJAmLAAAgDRhAQAApAkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIE1YAAAAacICAABIExYAAECasAAAANKEBQAAkCYsAACANGEBAACkCQsAACBNWAAAAGm1qqqqTg8CAAAomxkLAAAgTVgAAABpwgIAAEgTFgAAQJqwAAAA0oQFAACQJiwAAIA0YQEAAKQJCwAAIO3/B2m+vox7dkPOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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35aGHHsy/+Bc/teavv/OdvzmQJUBfy4c+9If5kz/50LP+tfvuuyf33XfPmh97rrC4+upr8gu/8B/yi7/473Ly5Mm8613/5bTvueyyy/Mrv/LrmZraXD7w59DpdHL33Xfm7rvvfM7vecMb3pSf+Imfes6/DgAsExYwQD/5k/9zLrvs8vyP//HH+fKXH87JkyeytLQ06GG9KF73ulvz3ve+Px/4wO/k9ts/ngMH9md0dCwveclledOb3pLv//4fzMTEuZux+ZEf+Xu57robcscdn87999+XgwcP5MiRI0mSXbt25brrrs/b3vad+eZvft05GwMAbCStpmma9XzjgQPHz/VYAACAIbNnz/ruu7J5GwAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAqNL0d7w5O69/aaa/862DHgqQZHTQAwAAhsPYhz+YiQ+8P5mczPFf/OVk165BD+lrGr3nnrQWF9I+enTQQwFixgIAzp0TJzJy5x3JU08ki4uDHs0ZTb77NzPxxx/MxO//XkYee3TQw1mHZvm/Wq3BDgNIIiwA4JwZ/8DvZOfb3pw9r7o2W/7lPxv0cM6oNTfbe+7s3DHAkaxTIyxgmAgLAKox9hd/lt0Xbs/ui6Yz9XP/dtDDOaP24UO952bb9gGOZH1ac/O95xrG252waIQFDAVhAXAeG//t92XnNVdkx83XZfRjHx30cM5o5MtfTqtp0up00jp2dNDDOaPW4aO95ypmAObnVp8nJgc3jnUzYwHDxOZtgBfQxH95Z8buvyeLL315Zv7Vvx70cM5o7K8/mpHDh5MczshjX8mw7wJo73uq99zs2j3AkaxPuy9+OtM7BzeQdWotLKx+MTY2uIGsV28plM9JYRgIC2Cote+/N51rrktG6/jX1dT/9Z8zcvhwmqSKsBg5eKD3vHjFVQMcyfq0Dx7sPXcuuGiAI1mf1vHjvefO7uEPoayERZMkIyMDHcpZaZuxgGEg8YHhdexYdr35ddl9yc5s//Y3Dno069KaXdn8WsnSjNaRI73n5pJLBziS9WkdWd2z0LnwwgGOZH36w6LZOdxHtybPmLGoiRkLGAr+JMJ5ZOct12f3xTuy8/qXDXoo6zJ6z91JklaSZsvWgY5lvVrzK5tfK/m0t3XsWO+52T78m3X77yvoXLBncANZp9apE73nZtu2AY5knRYrCwunQsFQERZwHmnv/2paS0trTqoZZqP33dN7Xrr0JQMcyVlYWlr+70qWbrVOnew9N+MTAxzJ+qwNoeHfDN06dar33Gwd/rBoLS4NegjPz4jXGRgG/iTC+aS7frqGTZlJRr/w+d5z56qXDnAk6zQ3l9bKJ6jNpvEBD2Z9WjMzq19MVBAWJ/tCaMuWAY5kfXpL45JksoJTlpYqDYu21xkYBv4kwvni5MnVl97JqQEPZn3aj36l99x5yWUDHMn6rDmxaHL4X9KTpLVyvGiTVPFy1ppZnQGoIoT6wqIZrSDoe2FR19Kixh4LGAr+JMJ5YuTLD/eeq1jrnWSk70V96aKLBziS9Wk/9WTvuZka/k/TkySLKwfMVrJGfc2L+qZNAxzJOs2vXjiXTcMfFq3OSljU8Y/Dqkr2NMFGJyzgPDH6uft6z50Kzv9Pktbhw73nZnr419P3x1tnevg3Qmd2Nq1OZ/m5khezVt8FbjUsN2st9N1kPVZBCHX/eagkNHsqmG2D84E/iXCeGH3gc73n5qLhP/8/Sdr9R3Vu3jzAkazPmlmhHcN/tGj7wP7ec1NJWKT/ONTx4Q+L1HbhnLAACviTCOeJkS8+1Hvu7LlggCNZp7m5tZ9OT1UQFo8/2nuu4ujWvsvxUsOn6U3TW7rVJFWcvNU9ZamaC+c6FR3furS0umKrht9bOA8ICzhPjHylbyP0BcN/sdjIE4+t+bqGGYv2E0/0njsVLN1aM2NRwX6F1skTqy+SNbz4JsnS4qBHcHaa7oxFBa8HfbNBzaiwgGFQwb85gBdCe9/qxuIawqL92NqwyNTwn2S15kV9RwVhsf+rq19UcBRq/y3hVSx9aZr6lhZ1T46r4Pe31X+ZX3v4Z6/gfDD8/+YAys3MpN1/sVgFp0KNPNa3rGhkpIoXyfahg73nTg1h8WT/KVYVhNvRvrCoYenL7GzfDMvw//Pbu8U6qePCuf79K2YsYChU8G8OoNTIVx5Z83UNF4u1+8Oighuh0zRrb4XeVsEeiydXl27VcLfJmlPCathfceLE6hc1vKjPz6+GUAUhv+Yo3xpCE84DFfybAyg18vCX1nzdbNk6oJGs35oxV3DZXOvQobT6by2uYGlRe9++3nN1MxY17Ak53heaFbyot2b7bmGv4EV9zZ0m7eEfL5wPhv/fdECx/mNQkzpmLEYe+XLvuYZP0/svx0sqGXPfqVA1bI5vHembsajgDov2idXjkjNSwQzLzGpYVHH88NzqqXFVHOUL5wFhAeeBZ4ZFZ3MFYfHk473nKkJo3zPDooIZi8OHes81/B63D67uYanhDotW3z0sNRyNm5n+GYvhH2//jEUN44XzgbCA88DIlytbCrWwkFbfS2Rn6/BvNm8/9dSar2sIi1bf0qJmy/D/HrdqOx63b49FMzb8L75rXtQr2Ay95p6bCsYL5wNhAeeBkS99cc3Xw/7pdPvJJ9LqO6Gmisvm+jZCJxUshVpcTOvkyd6XNZwU1j9j0UxUsO+mb49FDRcQtmZO9Z6b0eFfWrR05Ut7z52LLx7gSIAuYQEb3dzcmvX/Tas99BuL+4+aTZJm+/RgBnIW2vvWzlhkarh/j1uHDq2Ntwr2WPQv3UoFJ4W1jj3de65hhmXpqpem909EBZv51xw3W0G4wflAWMAGN/LoV9a+QE5NDf1lXe1nhsXU8L/0jlS2ebv/Mr8kaSaGO4SSZyzdGvI4TpKll1y++kUFe0Kardt6x83WcMTzmqVQ9ljAUBAWsMGdvr9iuJdBJc8yY1HDp+mnLYUa7hff/hOhkiQTw//im74jRYf99zdJFm/++tUvavhEfc0pSxW8qPffY1HD5ng4DwgL2OBOu8OigovbTguLCpZlnLZ5e8hnWWqcsTj1L3629zzsv7/J2nshmgpmLNbMANQQQn0zrwuv+aYBDgToEhawwZ12h8XW4Z+xaD/+2Jqvm2E/HndmJu3+9fTt9tCfqz//rd+W+Ztv6X1dxWbok32nLFUQm2vuhahgj0XmV/csLN540+DGsU79Szw7u3YPcCRAl7CADe60sBj2l/TUN2PRWlrM7Dt+cPUHJiaGfh9Ls2Nn+kdYR1j0nWJVwT/H/TMWnYsuGuBI1qd/xmLhm187wJGs0+Li6rOlUDAUhAVscNWFRdOkM71j9XSaDP8ei2bL1sy9/W+tfl3B+v8kaR3ru8CtsrAY9pPNkiQzq/dCzPzTnx7gQNanPywyXsEMi7CAoSMsYCObnz/9hKVh37zdauXoh/5s7afpQx4WSdJ++mjvuYb1/0nSOrF6z0INeyxaJ5ZDqLNtW079458a8GjObM29EBX8/vYvhaphj0VraTUsnAoFw0FYwEY2Opojn/hslvrugRj6sEjSPnRwzdc1hEXrSN9RqLWExcnlF9/5192apSuvGvBozqw7Y9Fs257mggsGPJoz67/JuoZZrLUzFsO/2XzNjMWI1xkYBv4kwkbWbmfpiqvS7rsBuNmydYADWp9nhkUqeFFvr9yx0IyOZvG66wY8mnXodHqboee/7W3pXHb5Gf6GwWudWgmLCkIzqXDGou+42So2my91Vp8thYKhICxgg2sdOpRWZ/X/gGuYsWgdOrTm6xpeJLszFktXXpXj73rPgEdzZq2TJ3qn6tRwBHGyeipUDf88JEn6ZiyG/Sb2JGktWAoFlPEnETa40+4rqCAs+mcsDv/JX2bp6msGOJr16d4K3UzvGPBI1qd1bHUWq7N12wBHsn6tE92wGP5ZtyRpnap3xqK6pVBmLGAo+JMIG1x7/1d7z6d+4p9m4TXfPMDRrE83LJpWK0s33ZyMjJzh7xi89sqMRWdHfWHRbKskLE5WthRqZcaiGR0d+ntNkqTVd5N1U8F4hQUMH38SYYPrn7E49TP/Ks3OXQMczfp0l0I1O3ZUERVJ34xF30b5YdZ6uu9Cv2rCoq6lUN09FlXMViRJX1jUMGOxdilUHf+egI3OHgvY4Nr7l8OiGR2tZplOeyUsOhVEUFd383YtMxbt4zWGRXfGYviX8yV9p0JVcCJUsvZUqGbT8IdFFpdWn4UFDAVhARtcd8ais+eCpF3HH/neUqhduwc8kvXrbt6uJd7W7rGoZPN2d49FBfuEkiQrN2/XcNRskqRv83Y2WQoFnL063jKA5627x6KzZ/jP/e/qhkWnlrBYWEi7e3lbJTMW9lice62ZusKiNVfZjEWnb8ZCWMBQEBawwXWXQnUquFCsq1VZWLSOHu09VzNjsXK3SbNpUzIxMeDRrEPT9O2xqGPGohcWleyxWHNBXgX3WLQWHTcLw0ZYwAbXPtgNiwsHPJL1ax9e2WOxq449Fu2nj/aea5mxaK/MWNQyW5G5ubSWlj+hrm3GoopwS5L55aVQzehoHcsm1yyFsscChkEF/+YASnSXQjW1LIVaWlrdr1BJWLSOHO49VzNjcWx583anlsvxVvZXJPZYnCu9GYsalkElyZKlUDBshAVsZAsLaR1efumtZSlU6/Dh3o3QtSyF6p4IlSSdasKirhmL7jKoxFKoc2Zlj0UzPvzLoBJLoWAYCQvYwNqHDq6+pFcyY9F/63YtYdGdYUlW7t6oQG+PRS0nQq1s3E4qWgrVnbGYqiMsWiunQjVjdYTFmqVQjpuFoSAsYAPrv3W7lj0W3f0VST1LobozFk2rlaaSpUW17bFYsxSqlrCobcaiuxSqgsvxkiRLjpuFYSMsYAPrv3W7lhmLVsUzFs227dV8ctpdCtWpJSz6l0Jt2TrAkaxfb/N2LXssukuhKjgRKsnqZv5Wq47N5nAe8CcRNrDW/r6wqGSPRftgfWHRm7GYnh7sQM5CbylUNWFR31Ko1DZj0b0gr5Kw6N28bbYChoawgA2sO2PRjI/Xs0Sne4fF5i3VHNPZnbGo5ajZJGk9vXwqVLO1lrCocCnU7GySik6F6s1YVLYUSljA0BAWsIGtuXW71RrwaNantbLHopb9FUn/jEUlYdHppLVyU3g1MxYnKjwVarayGYv5+eX/Hhsb7DjWqXsqlBOhYHgIC9jAujMWtSyDSvpmLCoKi9bRumYsWieO904Lq2Umq7sUqhkfr+PFd2mpNwOQyUpm3lbCoqll83b3VKhK9jXB+UBYwAbWXtljUcvG7SRpH+zeul3H/oqkb/N2JTMW3Y3bSdKpZSnUqeUZi1qWQWVlGVSSNJNTAxzI+q1ekFfJHoveUihhAcNCWMAG1lsKVclRs8nqjEVTUVi0nz6apKIZi76wqGYpVHfGopZlUN0ToZI0lewV6m7erudUqE4SS6FgmAgL2MB6S6EqmrHo7rHo7KxkKVSnk9bRo0nqnLGoJixO1DVj0d1fkVQ0Y9FdulXL5u1Fm7dh2AgL2Kjm5tJeeeGtJiyapm+PRR0zFq3jx9LqLH9y2qkkLNrHn+49VxMWJ7thUeGMRSV7LLoX5NUyY+FUKBg+wgI2qPbBA73nWpZCtY4fS6u7HGN3JWGxsr8iqXPGorNtenADOQvVLYXqm7FILTMW85UtheqdCmWPBQwLYQEbVHd/RVLPjEXr0KHecy0zFt2jZpN6ZiyqXArVC4s6lkLlVIV7LOZrWwrlgjwYNsICNqh2jbduH+q7dXvnzgGOZP3WzFjUsnm7e+v2+HhSydGi9lice6vHzdYxY9FbCmXGAoaGsIANqrtxO6lnKVTbjMWLor0yY1HLrdtJ3x6LLbUsheo7braaGYvuBXl1hEWrd4+FGQsYFsICNqjuUqhmaiqp5GWsf8aizj0W04MbyFloHVvevN2pZBlUUuEei5lTved6ZixWNm9XM2OxvBSqsRQKhoawgA2qyqNmV2YsmrGxaj5N785YNFOb61lWtBIWteyvSOpbCtV/QV4tN29nbmXGopY9Fi7Ig6EjLGCDqvLW7e5Rszt3Ja3WgEezPt0Zi1oux0tWN283W7cPeCTr1DT1HTd7qm/GYmJygCNZv9bCyh6LSpZC9TZvWwoFQ0NYwAbl1u0XR2/GopL9FUnfHotaZixmZtJqmiT17bFoRkaSsbEBj2Ydmqa3eTuVLIXqHTdrKRQMDWEBG1SryqVQdV2OlyStp48mqWzGYuVUqFr2WHT3VyT1LIXq7rFoJibrmH3rRkWSpralUE6FgqEhLGCD6i2FquSo2SRpH17eY9HZvWvAI1m/9pH6Zixalc1YtE4c7z1XsxSqu8disq5lUEmSSi7Iy6KwgGEjLGAjOnUq7ZWXsaqWQh1c2by9s56waK0shepUciJU0r/HopKwqHDGIt0Zi0rCordxOxXdvO1UKBg6wgI2oDV3WFgKdU61apux6HR6MwDVzFj0h0UteyxmVvZYVBIW/TMWtYRF97hZN2/D8BAWsAGtvRyvkrCYnU175eSfasKiaXqbt2u5HK914vjqRuhtdZwK1T0RKqloKVT/HosazM2tPteyx8IFeTB0hAVsQN39FUk9Mxbd/RVJ0qnkcrycOtU7SaepZPN2dxlUknSqDIs6lkJVt8divr4ZC6dCwfARFrABdY+aTSoKi/5btyvZY9GdrUgqmrHoCwtLoc6h2ZkkSTNRyeV48xVu3nYqFAwdYQEbUO/W7a3bkqmpAY9mfVoHV8OilqVQ3f0VSZ0zFvWERd+MxVQlMxYzK2FRzYzF6lKoao6b7V2QJyxgWAgL2IBWb93eM+CRrF//jEUtYVHjjEX72NHecz1hsTxj0UxMVLNRtzVbV1j0nwrlgjzg+RIWsAH1ZixqOmp2ZY9F02rV8+l/5TMWna2V7LE4sTxjUcv+iiRpneouhaojLNacCjVWR1ik41QoGDbCAjag7h6LppL9FcnqUbPN9HQ1Lwo1zljUvBSq2bx1wCM5CyszFvVs3u47FaqSGQsX5MHwERawAVV56/bK5Xi1LINKktbRo0lWTtGpZS/L8ZXL8cbHk/E61tL3lkLVNGMxU9eMxdoL8ir558JSKBg6wgI2mqZJ+2B3j0VFYdGdsagoLLozFs326aTVGuxg1qld2a3bSaVhUdkei/6lUPWcCtXdvC0sYFgIC9hgWidPpHVq+XKumvZYtA7XOGOxcjleJfsrktWlUJ1KlkElWb0pvKawqOxUqP4L8mq5x8JSKBg+wgI2mNb+Cm/dzuqMRWdXHXdYJEl7ZfN2U8n+iiRpHX86ST37K5K+GYstleyx6HTS6r6oVxIWay/Iq2spVC17suB8ICxgg6nx1u2kPyzMWJxLrd5SqDpOhEoqXArVvXU7Fe2xqPGCvJVToZpRMxYwLIQFbDDdo2aTipZCLS31jm5tzFicU709FjXNWFS2FKq7DCqpZylU91SoptWqZwZg0R4LGDbCAjaY7lGzSdLZXccFea0jR9JqmiSVzlhUFBbdU6Gq2mPRm7HYMuCRrE9343ZS4YzFpk3VHEQQS6Fg6AgL2GDaB5bDojM9Xc1xomtu3d5Z4YxFjUuhtlW4FGpLJWHRN2ORyYnBDeQsdPdY1LK/IklaSyvHzZqxgKEhLGCDaR84kKSiZVBZGxbN7kpmLObm0jq1/MJb1YxFbUuhOp3e73MtS6GyZilUHfeb9GYsarkcLzFjAUNIWMAG010KVdPG7Vb/jEUlS6G6l+MlFc1YLC2lfbyysDh1qrdMrpqlUP1hMVHZjMVYJWHRNKunQo14lYFh4U8jbDDdzdt1HTV7qPdcy1Ko7uV4ST0zFt1N0EnSqWQpVHcZVFLPjMWaPRbVzFisHI9bzYlQnd6jm7dheAgL2GC6x83WNGPRu3V7anM95/73z1hMTw9sHGejuwwqqefm7dbJE73nGvdYVDNjMbcyY1HJvqzerduJU6FgiPjTCBtJ06wuhapoj0V3KVSnlv0VqXTGoj8sKlkKtXbGopKw6JuxyFQdMxathZU9FrUsheoug0qq2GMxNzeXBx74XI4dezqTk5O55pprs62SWUM4G2YsYANpHXu6t1a6xhmLmm7dbh053HuuZY9Fd39FUk9YtPtnLCpZCpUKZyy6S6GaWjZvLy7kYJJ9SZbaw/0qMz8/n9tu+9Ps2/dUZmdnc+TIkfzVX/1lDh48eOa/GSoz3H8agbPSf+t2U9Uei+WX9Fo2bierMxZNq1XN0a2tY0/3nmsJizVLoWqZsajwVKjeUqgKjps9fvxY/vTP/0f+IslHk3zw/vvyxBOPD3pYz2nv3gfSbo+k3RdAExMTeeCB+wY4Kjg3hn/+EFi3Km/dTt8ei0o2bierl+M109PJkH9i2tW/FKqztY4YSv9SqFr2WMzOJkmadjsZGxvwaM7swIEDufOrT2UxyfjJk7ni6aPZvn160MN6Tp/61CfTWmrSS7ZNm3LHHZ/NBRdcmLFz+Pu9tLSUmZmZzM3NZW5uNrOzM5md7T4v/6dZOcFsVZP77783cyvhtm3b9lxxxZVJkhMnTgY2GmEBG8iaW7crWgrV22NR04zFkQpv3a5+j0UdS6GOHTmcx5Ls2DSekSG/xfrAgQO5/faPZefMbMaSHGu38pGP/FXe/OZvzdatWwc9vNMcP34shw4dzKZTJ7OQZD7J00cP58Rjj+aP/ugPs3v37iwtdfdfPN/f+24ctNY8j4yMZHx8IpOTExkfn8j4+Hh27tyZ8fHxjI9PZGJiYs2sRNe2bdtz8ODBtJ7xz8JkJQdVwNkQFrCBdGcsmlarnpf0punbY1HJmNM3Y1HJ/ookaXXvsBgfr+dW9r4jcpup4Q6Lpmny2c9+OoceejDbksyOjSZ/8ee59dY3ntNP0ks8+OADmZiY7Ltsbizj4+N58MEH8g3f8Jpn/Xuapsns7Gzm5mYzNzfX+7R++ZP7uczOzmRxcSGnv9j3v7A/P/Pzc3n00UezdeuWjP2fv5yx9kjGJyYyOTqSl73s5bn++hsyOmSbua+99vrcdtufZaJvv83c3GxuuOGVAxwVnBvD9acPKNLdY9Hs3FnFEoxk+W6F1sJCkopu3c7qjEVT0YxFu3vrdiVHzR4+fDhfuP++5SU6mzblgicez+WXf92gh/WcHnnky9m376lsX+pkJMnEpvEcm5/PPffclVe/+htf0F+raZrMz8+veZlffclffp7v3qb9Ndx552fTNE32vPzlGb/wgsxM78yh++7J2NimHD9+/Fn/nlartfIp/XgmJiYzMTGezZs3Z9eu3ZmYWP70/lyGVLs9ctqSo9nZmVx77XVDFxVJsnnz5rzxjW/K/fffl+PHj2diYiI33PDKXHrpSwY9NHjBDd+fQOB5a9V41GzfySi1XI6XrM5Y1LIUqmmaPP7kkzmZZM/UVIZ9vuL48eP5+Mc/mu0nTmQ8yfz4RO666860Wq1cdtnlgx5ekuXf08XFxczNzWZmZjb33HNXjh49msycyo7JqcyNjub+++9Np9PkWN8ytLP8VVb+u5VnfuK/adOmTExM9JbhTExMZPv26UxMLL/wj42Nnbb85pnGxsZy6tSp5Mabez92SdNk9+7dL3gMvVBe85pvyu23fzxzc3Npt0eSJDff/PXZNMSX+23fPp3Xvvb1gx4GnHPCAjaQ3q3be+oJi+4yqKSu42ZXZyymBzuQdVhYWMhHPvKXaR59JNuS7G21sumjf5XXv/4Nz7omfBh8/vN7s2nTeLJyJ0Sz8uL8xS9+4bSw+Fqbaufm5jIzM/Msm2q/lvUv2RkbG1t5sR/P7OxsRkZGMvOOH8ri3/m7GRvblFeOjabVaufNb/7Ws/j1XzzXX//KfOxjH+0t0+nOhFx33Q0DHtlz2759Om9723dm//79WVxcyEUXXZyRkZFBDwuIsIANZfXW7T0DHsn6tQ8d6j3XsMdiaWkpd911Z06t/F5vOXE8183Orlk/PWzuueeuLC4uZsvc8l0FE1u25tiJE3nooQdzzTXXvSC/RqfTWbPuvv9Ff2Zm+ceX+m9LPs3aT+a7J+lsufCibH7b29MZGc2Be+9O03ROi4Rn21S7Y8eO3qf54+PjL8qL5549F+Qzn/nU8p6FFYuLi7nssuFd8rJz58688Y1vyt69D2RmZiZbtmzJtdden6khv9iv1Wrlwgvr+QAFzhfCAjaQ3oxFJUuhmqbJ4196KA8l2Zlk686dBds6Xxyf/vQnc+TQweycOZVWkqOjY/noR/8q3/ZtbzvjspNzrWmavk/tV9fd33nnHZmbm8/lSbZNT+fpditfeOD+fPGLD+XJJ59Y+btPX2pzNlqtVm85TvcT/G3btmV8/IKVtfgTZ7X+fffuC/LEE4+nfeNNvR+7OMsn6dx66xvPenwvhosvviRXX/2KfOELX+hF1CWXXDL0m3S3b5/ON33Ttwx6GMAGICxgo+h0VvdYVHDU7NLSUv76r/8qc/fdl+kkj7TbOXX7J/KWt7w140N6YtHs7Gz27/9qppaWVl+9t2zN3Nxs9u17KhdffEmapsnCwsKaT+pXP8Gf7b34L3shjsNcq/sS3113PzU1lV279mRkpJ3Rn/lfMjcykslWKzcm2bJly9Cu+7722uvy+OOPZmmpycjIyMoSnbl84zc++0lFw+Laa6/Py152dU6cOJ7JyamhnskCeKEJC9gATp06lb/5y9uyuLSUdpLpE8dzw9LSUK87fuihB3Pq1Ey2zJxKkoxt25Z2u5177737OY+5PBuLi4vPuMDq9Muslq3/U/qTJ0/mvvvuzeToaKa//29ndHY2x5smp/Y+kCNHjvTW/m/atKn3gj8xMZnx8fFs3bqtt6l206ZNL+rsxqlTJ/PQQ59fM2MwNzeTV77yxhdtDGdrbGwsb33r2/Lggw/k6aefzsTERK699vpsruAui7GxsezYsXPQwwB40QkLeIYTJ07kS1/6YpqmyVVXXZVt24b7huJOp5OPfOQvM7rvqXQPEd3Xbufkpz+Zb/mW1w10bEtLS88447577v1MPv3pT+bEiRO5+NRMLrjwoixMTuVz992TJM9yzOV6X/5Xv290dPS0dfe7d2/tXWY1Pj5+1huXl5aW0molY2ObkltenWR5ec7MzEze8pZvzdYhPcb16quvyczMbL7ylUfS6SxmdHQsr3jFdbnkkksHPbSvaWxsLK985asGPQwA1klYcE51N1kOeu35ej388Jdy77139zZfPvLIw7n22uvzildcM+CRPbfHH38sS0uL2XTs6d6PtXfszP79+zM3N5exsbHey/xzXWa1uqn2uY+2fD66m2q7Z9tPTExkeno64+MX5ujRI5mdnU37la9KJ8lIkhuTjI6ODu0JOiMjI7nmmmtz//33ZXJyeXPr7OxMLrvs8qGNiq5XveqmXH/9DZmdnc3U1NTQngYFQL2EBefE3Nxc7rjjMzm4ckfBnj178upXf+NQnzO+uLi45oUxSSYnp/Lggw/kyiuvKhr7c22q7V+Hv7DQf5nV+l/mH330kezf/9WMzs1n8w/+nWw6eTJH9n81J/c9mdHR0WzevHllzf3qZVZbt27Nnj3Pb1PtC+W6616ZT37yE5mcXD1BZ35+Li996Utf9LGcjZe97Ors3Lk7X/rSF9LpdHLZZTcO/Sf/XaOjo9myZcughwHABtVq1nm494EDz34DJzyb2277sywsLPQ+Fe10OhkfHx/oJ9Fn2lT71FNP5d577+4LiCZJK4uLi7nyyitzwQUX5uw+vV/7if8zN9X2n54zMTGZ0dHR5zWzc/z4sdx225+fdjzk4uJCvuM7vmuoP5l++OEv5fOf35vZ2dmMjY3lyiuvyvXXD/cJOgBwvtmzZ+u6vs+MBS+4w4cP58SJY5mcXN1k2W63c+zY0zl69Ei2bNn6jAus1r7oz87OnuVlVv2+9lKe59pUOzk5kcsvvyILCwunbQ6dmTmV17721uwZ0rshtm7dlq/7uivy6KOPZHJyKk3TZHZ2JjfddMtQR0WSXHXVS3PllVdlbm4umzZtGvrxAgDPTVjwgjt58kRGRsaSLH9q/sADn0uyvMxlYWEhF1540ZpP6sfHx7Nr1641l1kN4gVz27Zk+/btWVhY6M0cNE2TqanN2b17uC9uu+WWr8+ll16aRx99NO12Oy9/+cuHftN5V/f+AwCgbpZC8YKbn5/Pn/zJH5/2sjg/P5e3ve07MzY2NqCRndns7Gw+85lP5ciRw2maJtPTO/KN3/hNQ38LLQDAubLepVDCgnPiwQcfyN69D2RqanOapsnMzEyuu264T1fqt7i4mCQD2dQMADBMhAUDd+TI4Tz88MNJkpe97GXZvn16sAMCAOCsCQsAAKDYesPCESwAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABRrNU3TDHoQAABA3cxYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADF/n+R3qo/yHW+NAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KlEnyeLzabLPN5Xbbeb9p06ZFt0I+d+4c/fzzmpvxlStXOn/+6acf9fzzz1S7fl1nN+688zZNmDBWRxzRUnvssae23PI/CgZDisfjWrhwgV58cbo+/XSuJKmsrExduvSU1/v3/6iaPft93XPPHdpjj7108MGHavvtd1SDBg2VSiX1448/aNq0x/XVV19Ikk455bSNMgcAAP5J+E0JFEgoFNZZZ52rBx64V1999YU6dLih2uvjxk1Sixb7Fmh26/bss9M0ffqz63zt00/nOoFgtfUdCq+oWKVnnnlSzzzz5Hq/1iabbKru3Xtrv/0O2PAJ/4l8Pq85cz7SnDkfrfeaI444Stdcc8N6XwcAADaCBVBArVu30VZbba0ZM57Tt98uVCwW/cf3Tbj55lv1wQfv6eOPZ+u7777TihXLtWrVSvl8fjVq1Eg77riTDj74MLVseawCgY33xOaCCy7Rrrvurtmz39Nnn32qpUuXaMWKFZKkxo0ba9ddd1OrVifpoIMO3WhzAADgn8RlWZZVmwuXLKnc2HMBAAAAUGSaNq1dvysObwMAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGMECwAAAADGCBYAAAAAjBEsAAAAABgjWAAAAAAwRrAAAAAAYIxgAQAAAMAYwQIAAACAMYIFAAAAAGPeQk8AAADgnyyVSmnevM9VUbFKwWBQu+zSXPXq1S/0tIC/ncuyLKs2Fy5ZUrmx5wIAAPCnLMvS8uXLlc1m1bRpU7ndxbsBI51O66WXZsjt9jjzTCaTOuSQw9SkSZMCzw6onaZNy2t1HU8sAABAyaisrNBbb72pZDIhySWPx60WLfbVllv+p9BTW6f58+dVCxWSFAgENG/epzr88KMKODPg70ewAADgX2zJkiX68sv5isfjikQi2m233VW/foNCT2u93n33HblcLgWDISmfl9xuzZ79gTbZZFOVlZVttK+by+WUSCSUSqWUSiWVTCaUTK7+s/1/NTeBWPrss0+VSqUkSfXq1VezZttKkqLR2EabK1AoBAsAAP5GFRWr9Ntvv6pBg0baZJNNCj2dP7RkyRK9/fYbCgSCkqTKykq99tqratnyGJWX127rQ12qqKjQ8uVL5fX6lE6n1XLqXXKn03rlkMP0dDajJk2aKpfLVl3t2sCvsjocuKr92ePxyO8PKBgMyO8PyO/3q1GjRvL7/fL7AwoEAuvcklWvXn0tXbpULlf1+QSDwQ2cH1C8CBYAAPwNLMvSBx+8p19++Vk+n1+ZTFqRSLkOP/zIjbqSbuKLL+Y5oSK4coU2+/wzfXvgwfrii3nab78D1vkxlmUpmUwqlUoqlUo5q/X2yn1KyWRC2WxGNW/s175h3zCpVEo//PC9IpFybbpqlXb98AO5LUvNP52rRYcfKU/fgdLue2zw598YmjffTS+//KICgYAzlkoltfvu/1fAWQEbB4e3AQBFafny5frss7mKRqMKBILaYYcdtfXW2xR6Wuv17bcL9emnc+X32zeQ7kxGWY9HTZs21b777v+3fi3LspROp6vdzK+5ybf/nE6n//TzfPTRB1p9F3Dayy/qkI8/1KLGjTXz8JbynH2utI4VeJfLVbVK71cgEFQgsHrFfs2fN2aQevHFGbIsS4FVK7X709O0w6svy5vJOK+nTj5NsY5dldtt9402h79q1aqV+uyzT1VZWalAIKAdd9ypaM+EAOtS28PbBAsA+BewLEs///yTli9frk033Uybbrppoaf0hyorK/Xqqy87N+mSXUmnRYt9tNVWWxdwZmtYlqVsNqtUKqlEIqm33pqllStXKpPJqOGPP+iie+/Uq/sfpLf32lt7HXjwhn6Vqv/v0u9X/H0+nwKBgLMNZ82f7Rv+srKyGttvfu+NN15XPB6XK5vViX26q+GPPzivZXbfQ/FuPZU+tpX0J5+nLq1atVJvv/2mUqmU3G6PgitX6uiPPtAmTz4mVyLhXJc68RTFO3ZR9v/2LOBsgX8GggUAQJKUyWT02muvKJGIy+8PKJlMqEGDhjrssCOKtkzn7NnvO/vS3em0dnlxur465ni569XTUUcdXe3aPzpUm0qllEgk1nGo9o/UfstOWVmZczM/b948ZTIZ+XxlOuW2idrm008kSdHGTZTvO1Cps/8neTx/YR4b3/Lly/XGG68rEAjIlcup2VuztMeTj6l86VLnmsw++yrWtZcyRxxVNAHDsiwtXrxY2WxGm222uTwej1yLFik0cZyCd99ePWC0OlHxjl2V3XPvAs4YKG0ECwDYCHK5nD7++CMtWvSr8vm8GjduohYt9q22f7rYzJ79vpYsWWKHiHxennRaKa9X22+/vXbZZde/5Wvk8/lq++7XvtFPJOzxXC73B5+h+sr82pV0jnjvXZ0061VVhsKacejhsi69XJZ7zQ36ug7Vrr2C7/f75amDG/pff/1F77//rgKBoDaZP097P3y/mn6zwHk923xXxXr0Vfq44nsCMH/+PCUSCUUiETXffkc1efpJhcaMkOfXX5zr0gcdoni3XsocdEgBZ/vnXEuWKHTreAXvnCJXfE3lpdSxxyveqZuye+9TwNkBpYlgAaDord6es2TJEjVo0EDbbNOsaFfQV3v77Te1YsUKeb127QvLsuRyuXTcca3+dNvJxmZZ1lqr9mv23b/22kylUmllMhnt+cnHOmHWa3ruiJaav9fe2v3/Vh90rbnV5q9wuVzr3I6z9o3+6v9mtfHJJ3P1888/ye1269AJY9XsvXec17LNd1O03yBlfvfkohjMn/+5vv76aztEWZZa/PCd9nrkQXkXfO1ck9n/QEV7D1D2gAMLONNaSCYVvPdOhcaOknvpEmc4fWRLxbr1UrbFvgWc3J9zLVum0K3jFbjjNrljUWc8dfSxdsDYZ78Czg4oLQQL4F9o9U1uKcjlcpo161VFo1H5fH6l02l5PB4dffSx8vv9hZ7eOiWTSc2Y8ZxdP1/S1u+/q2R5Pf243Xbab78DtPnmW8iyLGUymWor9WtW8JPOjb/t7yiHWd3qm/i1992/99678njcCuQtndm1g0KrVkqSlu2yq9y3TC7KPeiZTEYvvTRDq8t8bj73Y7V4YKoa/vKzc0265TGK9hus3C7NCzfRdchkMopGKxUMhuwnWdmsAg/dr9CIm6o9AUi1OlGxHn2Lbv41xGIK3nGbQhPGyL1ypTOcOv4Exbr0VO7/iqsK0++5li9TcPItCk6ZLHd0zb1M+siWinXqruz+665+BWANggXwLxKPxzV79vtavnyF3G6XtthiC+299z51sv1jQ82f/7kWLlzorGKXJeJKB4Jq3Ljxestc/hXZbPZ3DaxqNrOy1X6VPh6Pac6cj+T3BxSJxdTpjtsUSiU1e9fd9f7Z/1Pj5va2Ip/Pt9Z2nOBade7tVXyfz1enAfCrr77QV199qTJvmbb8+CPte/89Kl+8SJJkuVxKXnipYt17y2rSpM7mVBuZTEZffDFPq1atUiAQUPMdd1bjp55QeOggZwXdcrvt+XfpIavIe0YokVDw9skKjRstd1W4s9xupc45T7EuPZT/z1aFnd+fcFWsUnDyRAUn3SJ3ZYUznjz1dMU7d1du510KOLs/51qx3J7/lEnV5p8+/CjFO3VVZoMP2AP/fAQLYANFo1F9880CWZal7bbbTvXq1S/0lP5QPp/XjBnPy+12OzeruVxODRo00MEHH1rQueVyud/VuF9d9z6h9957V9FoVJaV17Y//qBLn3xM0w8/Uu/tubda1CjNWdub/zXXeb3eGvvug8E1N/l+v/8vb7vK5XKaPv1ZlZX5tMn8eTpi3Cj5o/YWi1z9+or36q/kRZeus0Rnoc2dO0fff/+d8vmsfJZ0xEcfapupdzt70PP1GyjepbsSl14pFWnPhdVc0UoFx49R6NYJclUFxHw4osSNHRS/5nqpyBuPuVauUGjcGAVvn+TM3/L7lbj8asVv7CCrUeMCz/CPuVYsV2jieAWn3CpXPC7JDqipM89RrFM35bfbvsAz/GOuVSsVvO1WBW+71Ql4kpQ+9HDFO3VTpsA/N4FiRLBAUVj916tUtucsXPiNPvlkjtMwKplMqHnz3bRzEa/E/fDD95o792P5fPb2oZ1fmK6f99pbS+rV1wknnKSysjLnZn59zazWHKpdf2nLDbH6UO2aOver9+D7NWfOx3a5SEknd++kBlVbXBbv0lzeO+9TbocdN/jrbkwLFnylzz77VMFgSP7KCu3xwFTt/OYs5/VMi30UHTG2KLcX2U9xkgqFQnK73XL/+ovCA/sq8NjDa67Zpbmig4Ypc/iRhZtoLbl//knhIQMUePQhZyy35X8U69FHqTPPKcqAtzb3Lz8rNHKoAg9MlSuflyTly+sp0aad4le1lsLhAs/wj7mWLFFo3Gi7ClPVQXvL41HyvAsV79ClNJ7ATJmk4ORbqm3xSh90iB0wDj28qA7ZA4VEsEBBpVIpp1ykJKdBlM/nK/DM1i+bzer555+tsb8/mUzohBNONpr7+g7Vrr0PP5NZu5lV7X+Z/fDDd1q8eLFcLpd2+O5bXf3oQ0qXlempgw5V7JLLFIqUOzfzv29mtSGHav8uixYt0jvvvKVgMKjG3yzQgbdPUsOffpQkWT6f4h27Kn5Du6JcPV++fLm++eZr5fN5bbXV1tr6xx9V3qW9vPM/l2Rvb0lccbXiXXvKKvInXpLkfe9dRXp2Udknc5yx1EmnKtp/sPJF3JBuNe/cjxXu21O+t990xjJ77a1Y/yFFX8FIkjxffanwkAHyP/+MM5bbZFPFO3dX8vyLivLfwNrcv/6i0NiRCtx3j1xVjeosn0/JCy9RvF0n5TfbvMAz/GOuygoF77hNwVvHy71ihTOeOeAgxTp1s0M2AQP/cgQLFNTLL7+oTCbjbDXJ5/Py+/1q2fKYgs3pzw7V/vbbr5o7d658vuq/xLPZrJo1206bbrqJ/trqffUV/3Udql17373X692gJzuVlRV6+eWXFAqFtNNLL2jf+++Ru+oJROrQwxUde0vR3hwuXPiNvvxyvpLJpPwulw577x1tO/Vuuao6Bmeb76bKsRNKozxkJqPg7ZMVHjbY2V6U23QzxQYMUeq/Zxb/jUkup8CD9yk8uJ/cy5ZJkqxAQPHr2iretoMUChV4gn/CsuSb/pzCA3rLu/AbZzh14imK9emv3HY7FHByteOd/b7Cg/pVC0jZ7bZXrEcfpU/5b9H/HXL/8L1Co4cr8PADclX9DLICASUuu0rxNu2L7gzP77milQrcebtCt45z/g1IUma/AxTr2NWuQlbk3wNgYyFYoGCWL1+uWbNeUTBY/TF+IhHXkUe2VCRS/rsGVtVv9JPJ5F9sZrW2P97Ks75DtcFgQMlkUm++OUvhcKTGvA855HA1bdp0A+e08X300Yf64YfvFAyG1ODbhTpo8i1q/PNPkuy957EBQ5S88JKi/KW4+mmOz+eT2+2W5+uvVN6hjcqqyotabrcSV7VWrFuvot8aItnbWyK9usn/7FPOWPrwoxQdNlK57Ytze9faXKtWKjRyqIK3T3ZuDnNb/kexvgOVOu2Movw7VE06reA9dyg0cqiz+mx5vUpcfpXiHbvKatiowBP8E5Yl3ysvKTywn7zzPnOGM3vtrVjvAcocdkQBJ1c7noULFBoxVP4nHpWr6me5FQorfk1rJVq3kdWgYYFn+CeiUQXvvkOhiTfL/btGgfFO3ZRueWzx/zsA/mYECxTMjz/+oDlzPpbP51M2m9W8ql+O6XRaO++8izbZZNPf1bmv2cyqUL0MZs58SZlMxnlyYFmW3G63jj32+KI/J7Jo0W/64Ycf5Ha7tePWW2uzKZMUGjfa2budbnmMKsdMUH7zLQo801rI5xW4506FB/Z1ykPmtt5GlSPGFmXvgnXxzXxRkW6d5Pn+O0lV27tuaKf4jR2L/nCxJHm+/EKRnl3lm/WqM5Y+6BBFBw9Xbvf/K+DMase1coVCY0baB6Srtufk6zdQvEMXJS6/SirSksaOfF7+xx9ReNhgeX743hlOH9lSsd79i/IMz+95vpiv8PAh1UJ2vl59JVrfoMTVrWWV1yvg7GohFlPw3rsUmjBW7iWLneHM3i0U79hV6WOLq9EhsDERLFAw6XRa06c/V6MTcTqdUqtW9mHiYpVMJvX+++9qxYrlsixLDRo01P77H6hQsW8DWQ/vR7NV3uZaeb/+SpJ9YxUdPEyps/9XEr8Q3b/8rEjXDvK/MN0ZS557vqL9Bxd95RxJUiKh0M2jFJow1tneldummaJDRyp99HEFnlwtVG0vivTp7tzcWm63khdfpli3XiXxPXB/u1CRQf3kf2aaM5bbppmifQYqffKpxf/vIJWym9SNHl5te07y9DMV69Zb+W23K+Dkasf76VyFhg2W/8UZzli+USPFb2hvh7xi//kajys49S4Fx4+Vp6pMsyRl9tjLDhitTiz+v0eAIYIFCuqLL+Zp/vx5CoXCsixLiURCu+5a3NWV1pbNZiWpIIea/3aJhMJDByk4aYKzLSHV6iRVjhgra9NNCzy5WrAs+Z9+UpHunZ3eBfkmTRUdMrw0tuZI8nzztSJdOsr3xmvOWOrk0xQdNFT5LbYs2LxqLZlU6NbxCt08yikvmm/QQLFuvZW8+DKpBP6deN97V5F+PVT24WxnLHPAQYr2H1z0HaSlqgPGE8fbJXarzvBYXq8d8jp0Lf4eHqo6QzJ0cLWnYPmmmyjerqMSF10m/W4xqugkEgrcf49C48bI89uvznBm9z3sgHHCSUVfiQzYUAQLFNyKFcu1cOFCSdIOO+yg+vUbFHZC/3Led99RvbbXyvPdt5LsFcPo0FH2weIS4Fq+TJF+vRR46H5nLHVcK0WHjVZ+y/8UcGa1ZFnyT3tc4d7dnVXPfDiieJceSlx1bUncnLt/+VnhAb0VeOIxZyzbfDdFhwxX5pDDCjizWlr9PRjUT54ff3CGk2ecpVjPfspvtXUBJ1c7rsWLFR4zXIF771pTgSkUVvza65W4vm3xby+SVPbWGwoPHeSco5Kk3BZbKt6hi5LnXVj0VbCUTCpw/70KjR8jz1qd4LO77q5Yxy5Kn3QqAQP/OAQLADXFYooM6qvgHbc5Q8lTT1d02GhZjYt/W4sklb32iso7tZPnh+8kSflIuWK9+il56RUl8cvcVbFKoWGDFbzjNuf8S3bX3VU5bLSyBxxY4NnVTtm7byvSvbO8n3/qjCVPPV2xfoOKvneBJCmZVHDKJIXGjnQ6MFt+vxJXX2c3qCuBEsHubxcqPGxQtZCXb9xY8fadlbjkiuI/Q2JZKnvtFYWHDlTZxx85w7mtmynWqatSZ51b/GE7lVLgwfsUGjdanqpS2ZKUbb6r4h26KHXKf0viZxJQGwQLAOtV9sbrKm93vbNqm2/SVJUjb1b6xJMLPLNaisUUHjZYwdsmOjfnmf0PVOXo8crttHOBJ1c73k/mKNKlvco++tAZS1xwsWK9+pdGyMvlFLjvHoVvGiD38uWSJCsYVLxNe8Wvv7EkDqi7li5VeMQQe/W/qgJWvkkTxTr3sDuoF/uNrezzC+FB/eR7daYzltt6G8W69LCbBHo8BZxdLViWfC9MV3jooGpVsLI77Kh4lx5KnXp68d+cp9MKPPyAQjePqnbQPrvzLoq372xv2Sz27wPwJwgWAP6Qq7JC4X69FJx6tzOWPPt/ig4eVvzlIKt4P/5Q5e3bODckls+nePvOirdpLxVxM0bH6pvzQf3kXrVSkr1FLdZ7gL0lpNhvqCS5VixXaMRNCt51+5rytFttrWi/waVxOFpVDeoG9K52uDi7086K9R2o9DHHl8R7KHvjdYUH9a22+p9tvptivfvZhQKK/T3k8/I/M02h4UOcYhNS1Xvo2tM+v1Ds7yGTUeCRBxUaM9J5oipJ2R13sgPGf88sibAKrAvBAkCtlL3yksrbt5Hn118kSbnNNld0zPjSqFokSZmMQrfcrNCoYXKlUpLsrQiVo8cru89+BZ5c7biWLFGkfy8FHnnQGcvsd4Aqh49RbrfdCziz2vPM+1yRXl3le3OWM5Y+7AhFBw1TrvmuBZxZ7ZXNek2Rvj2rbfFKH3akov0Hl0SJXVmWfM8+pfCQAfJ+s8AZTh90iF2idt/9Czi5Wsrl7DK7I25ySjVLVX08uvVS5qhjSiJg+B9/ROHRw50zbZLd7DDevrP9JImAgRJDsABQa65VKxXp2bXajW3igosVGzCkJA6DSpJnwdeKdGgj37tvS5Isl0uJq65VrFtvKRL5k48uDmVvv6lI1w7yfvmFJMnyeJS4qrXiXbrLitTuh3pBWZZ8zz6tSN8ezp5zy+NR4rIrFe/SozSehOVy8j/yoMJDBsiz6DdJ9t+l5HkXKt6tl/KbbV7gCdZCJmPv/R9xk/MeJCl1wsmK9exbGtsFMxkFHrpfodHD5alq9inZWx5j3XuXRrGAbFb+xx9RaMyIat3gs9tutyZgFPtBdaAKwQLAX+ab8bzKO7Z1mkHl/rOVKsfeoszhRxZ2YrWVzysw9W6FB/RxDuXmttrabqzX8pgCT66W0mkFJ92i8OhhTmnX3OZbKDpoqNInn1b8q7WSFI/bT5HGj5ErmZRUtcWrex+7A3wp7DePxRSaOE6hW252vg9WKKT49Tcqfl3bkugCr3hcwSm3KjR+rNwVqyRV9SE570LFO3cvjVLHqZQC991tby9aq4dE+rAjFOvaS9n9Dyjg5Gopm5V/2uMKjR4u74KvneHcNs0Ub9dJyXPOI2Cg6BEsAGwQ1/JlinTrqMC0J5yxxOVXKdp7QGncTEly//qL3VhvxvPOWPLs/yk64KbSOBgtyf3jD4r07Cr/jOecsXTLY1R508iSaIom2e8h3L+3Ak8/6Yxldt9D0SEjlD3woALOrPbcv/2q0NBBCjx4n9MHJrfZ5op1763UOeeVREhyLV+m0LgxCt4x2dkuaAUCSlxxjeJt28tq2KjAM6yFeFzBu25XaMKYao0CU8ccp3jXnsruuXcBJ1dLuZz8Tz1hB4yvvlwzvPU2it/YUclzzy+Ns2H4VyJYADDie/pJlXdp71T8yTXbVhXjJpXMDaEsS75npqm8W6e1Gus1UXTQMKVOP6s0Vv4l+V6YrkiPzk4FLysQUPzGjorf0K74S4pWKXvrDUV6dJF3/ufOWPKMsxTrM7A0Vs0leT79RJF+vao1Oczsvodi/Qcrc9gRBZvXX+H+6UeFRtykwMMPONXU8vUbKN6mvRJXXlP8HbAluaKVCk6ZpOAt45ynMJKUOvEUxbr2LI3zPLmc/M8+pdCoYfJ+MX/N8H+2UrxtB7twQ4n828a/B8ECgDHX4sUq79xO/unPSqo6t3DN9Yp1710S5UQlu2pRuH9vBR+Y6oyljjlO0eFjSqPngmSX1x07UsGJ45ymaNnttld02GhljjiqwJOrpWxWgXvuVHjYILlXrpRUtbXoxo6Kt25T/F2XJTusvvyCwv17V1txTh3XSrG+g5TbcacCTq72PF/MV3jIgGpPw3Kbba545+72TW0JHCx2rVyh4KQJCk6+Ve5YVJL98yl1+pmKd+6u3PY7FniGtZDPy/fc0wqPHFYtdOe22FLxNu2VvODi0vh3gX8FggWAv4dlyf/Yw4r06OKURM3usKMqx08qmapLkl3xp7xjW6fSTD4cUaxXXyUvu6okyrpKdlnUSNcO8r31hjOWPP1MxfoPKY1DxbK35YSHDrJ7R1Stmue2bqbogCGlUVJUskPS1LsVHjFE7qVLJdmH1JMXX6ZY5x6ymjQp8ARrx/veu4oM6lutA3Z2hx0V69FX6ZNOKYnvhWvZMoUmjFXwztvkSiQk2edIUuecp1jHrspv06ywE6yNfF6+6c8pNGqYyj77xBnObba54m3bK3nBJSWzkIN/LoIFgL+V+9dfFOnQRv6ZL0myf3knbminWOfupfPYPh5XePgQBSdNWNNYb9/9VTlmgnI771LgydXS6qDXt+eaLV6RcsW791LisqtKYrVZkjyffapIzy7yvfOWM5Y+4ihFBw8vjapFquqiPm6MgpNvcc4u5MvrKX5jRyWubl0aq82WJd9LMxQe3F/e+fOc4cw++yrWq39pVF+S5F70m4I3j1Lw3rvkSqclSZbXq+QFlyjevlNpbLmzLPlmPG8HjE/mOMO5TTdT4oYblbj4cgIGCoZgAeDvZ1kKPDBV4d7d5Y7aPxOyzXe1n17ssVdh5/YXeOd+rPJ2Nzj9CiyfT/F2nRRv26FkDk+6Vq5QeMgABe650zlUnPm/PRUdMUbZFvsWeHa1ZFnyP/WEwv16yfPLz/aQ16vEFVcr3qmbrPoNCju/WnL/+IPCg/sp8MRjzlhuq60V69XPbopWAiv/yuXkf+xhhYcNdkoFS3bBgGiv/qXRx0NV50jGjLAP22ezkiTL71fikssVb9tR1iabFHiGtVAV9kIjh6pszsfOcL7pJorf0E6Jiy8rmUIa+OcgWADYaNw//qDydjc4B1ktr9fueN2uU+mUTcxkFLx1vMIjblrTWG+X5qocNU7Z/UqghGUV78cfKtKlg8rm2jcglsul5EWXKdarb2n0jZDs0q7jx9ilXVev/DdpoljPfiXTgVySvB9+oEjfnip7/11nLLPPvor2v6k0yqJKUjKp4N23KzR2pFO4wXK5lDrjbMW69SqNrUWS3N8uVHjUMPkfe9h5OmmFQnYlrOvbympUAtXhLEu+mS/aAeOjD53hfJOmil/XVolLryiZHj0ofQQLABtXPq/A3XcoMqC3U+c/s8deqhw/qTQqs1TxfPO1Ih1vlO/tNyVVHVC/4mrFevQtnV/auZwCd9+u8JCBTv+OfJMmivYZqNS555fGirkk9/ffKdKvl/zPPe2MZfbcW9HBw0vnxnx1k8CBfap1XU6d8l9Fe/UrmVLBropVCk4cp9CkW9b08Sgrs1f+23eR1bRpgWdYO56vvrQrYT21pnx2PlKuxLXXK3Ht9bLq1S/g7GrJslT26kyFRw5V2ez3neF848aKt26j5OVXlUYDTZQ0ggWAOuH+dqHKb7xuTcdrn0+xzt2VuP7Gktnvr3xegfvvVbhfrzWN9f6zlaIjxih99HEFnlztuRYtUqRvDwWeeNQZSx90iKLDRiu3S/MCzuyvKXv9VUV6dXU6kEtS8qxzFeszoGQOqSuVUvCuKQqNGu4UPbDKyuwV8w6dS+ZpknvRbwqNGqbAffc4W4vy4YgS17VRovUNJXND6/nsU4WHD6lWCSvfoIHi19+oxBXXlMYigmWpbNZrdsBY68B9vmFDJVq3UeKKq2WV1/tLn7LslZcVvPt2VY4aXzJhEYVBsABQd/J5BW+bqPCQAU6n5cw++6py3KSSKcEp2c3QIl07OuV1JSl55jmKDhxaMpV+JLsCVqRrB3m/WSCp6txC6zaKdehSOnuzMxl7S86wIWu6RofCinXoosQ115VMwQDX8mUKjR6u4J1T1tyYN2yoeKduSlx6ZclsHXQv/EbhoQOrNc7MN2miWIcuSl58ecmcTfJ+NFvhYYPle3WmM5Zv0kTxth2UuOSKDToc7f52ofJbbV13CymWpbI3Zyk0cmi14gf5Bg2UuOZ6Ja66tlZPYlzLl6nhEQfJs+g35Zs0UeWYW5Q+/oSNOXOUMIIFgDrnWfC1yttco7IPZ0uym7nFevRR4urrSmafvCT5nnlKke6d5Fm8SJK95SA6cKhSZ55TMtuKlEopNHGcQmNGOGEv95+tFB083C7rWiJcS5cqfNNABe672zmknt12O8UG3qT0sa1K5vvhWbhA4QF95X/+GWcsu932ivUZWDpldmUXPggP7CffrFedsdw2zRTr1stuPFki/869776j8NCBzhZIqaq8a7tOSl54Sa2Dkmv5MjU86hDltmmmyolT6rw3Ttnbb9oB481Zzli+fgMlrm6txNWt/7gAQiKh8KC+Ck2ZtGboossU7T+4NJ7goE4RLAAURjar4MRxCg8f4pR9TB94sCpvnlgy+8ulqqpL/XsreP+9zljq6GPtxnpbbV3Amf017u++VaRHZ/lfftEZSx1/gqKDhyu/9TYFnNlf4/1kjiLdO6vsg/ecsdTRxyo2cKhyO5RAM7QqZe+8pXCfHs5he0lKH3yoYv0HK7vn3gWc2V9T9vqrCg/qV+19ZHbfQ7FefZU56pi/FJQ8C75W2euvKHn51XUbsCxLZW+8rvBNA1X24QfOcG6rrRXv2FXJc87706cQoZsGKDxmpCT7iUHl6AlKn3zqRp32upS9+7ZCI4ZW6wyfL6+nxFXXKnHNdbIaNlr/x746U+VtW8uz6DdJdnCvnDilpPoUYeMjWAAoKM/8eSpvc61Tj90KhRTtM1DJS68omVVNSSp743W7sV7VQVwrFFasZx8lLr9a8ngKPLtasiz5nn9WkZ5d1pR1DQbtbUWt25TMNhZZlvxPPKpw/97y/ParPeT1KnH1dYp37PKX95cXTD4v/+OPKDxkgDw//+QMJ8/+n2I9+ii/5X/++ufM5er+72M+L//TTyp000B5v13oDKcPOUyx3v1rV/Y4HlfDE46Wd/7nSp18mirHTqj7A9VVHdVDQwer7NO5znB22+0U79zdfhKzvv+22axCo4bZTwarqk8lLrlC0QFDCtJzwvveuwqPGirfa684Y/lIuRJXXmMfVl9PNSzX8mUq79xe/memSbIbPsbbd1a8Q5fSOSuHjYpgAaDwMhmFbh6l0Ojhzv7y9GFHqnLshJJa9Vc8rvDIoQreOl6uXE6SlNlnP7uxXgkdilY0ar+Pybc47yO7086KDhtdMo3QJNnv4+ZR9vej6qlYvukmivbur9Q555VOcE0kFJp8i4I3j5Y7FpVkbx+Mt75BiTbta30w2vvRbJVff7UqJ91RmKcemYwC992j8Mihci9Z7AynTj5NsR59/vCJkvunH1X/grOd5ny5Ztuq4vZ7CtMXx7Lke+4ZhYcPlveL+c5wduddFOvS0+5Gvp6/W2Vvv6ny1lfK8+sv9sfs0lwVk+8qWIU87wfvKTxqmHyvvOyM5cMRJa+4WvHWbWQ1XkfAsCz5H3lQke6dnT5FmRb7qHLiFOW226Gupo4iRbAAUDS8n8xReZtrnZuHfKRcsQFDlLzg4pLZWy5Vbcdpd4PKPvtEkl3lJ35jR8Vv7Fgyh4klyTPvc5V3aV+t30LyrHMV7Te4NBqIVXF/u1CRvj3kn/G8M5ZpsY+iQ0b8tSaBliXvhx8ou+/+G2GWf861eLHCw4fY50iqVr3zTTdRrGtPJc+/6I9XjGMxNTp0P3l+/kmW36/KEWOV+t8FdTTzmnMJ3TZRwfFjnRtTy+NR8vyLFO/UTfnNt1j3x8XjinTvpOCD99kf4/crOnCokpdcXpifD7mc/NMeV2j4kGpPYjL/t6fiXXus92yPa/kylbe7wak8ZQUCivYfYj+lLdDPOe9HsxUaNUz+l15wxqxQWInLrlT8urbrrATl/v471bvhGqfylBUKKTrgJiUvurSkfl7j70WwAFBcUil7tXz8GOfmKXX0sYqOmVA6JUQlu1rRpFsUHjHEORSd3WlnVY6eUDq9FiR7G8vDDyjSv5fTCC1fr75iPfrYN3Slss1LdsnMSK+u8i742hlL/u8CRXv2k7Xppn/68cHxYxUZ2Eexjl0V79y9YE88PPPnKdK/V7VV5mzzXRXtO0iZlses9+P8jz2s8o5t5UokJEmJS69QdNCwgm1xcy1bptDYkQreNcV5omQFg0pc1VrxNu3We6DY/9D9Ku/awXkfyTPOUnTkzYUraZvNyv/oQwqPHCrPjz84w5l99lWsW29lDj+y5o22ZSlw1+2K9O3hNHtMnXCyvcXrD845bGzeuR/bAWOtEG6FQkpccoXi199Yc0Ehl1PwlpsVHjZYrkxGkn02q3L0BMrS/ksRLAAUJe+HH9hPL6puAvP1Gyg6ZLhSZ51bUqthnoUL7MZ6b70hqarj9eVXKdazb8nU9pfsVdbw4P4KTr3bGcvs3ULR4WNqva3G8+UX8j/1hOKduhVuG1I6reAdtyk0cuiaJoGRcsU7dlXiqmvXf5Mdjdor/lVnT1InnaqK8ZMKWhWn7NWZivTrJe/8z52x9FFHK9pv8Hq31ng++1T1L7tAnu+/k2Rv1au4c+r6nxLUAfePP9i9Ix550KnolW/QQPG2HZW44up1nkHwzJ+neldc5Px8yG6/gyrumKrcrrvV6dyrSacVuP9ehcaMcM72SPah+3i3XsoceHCND/HM+1z1rrnM6cWS22JLVd56uzIHHVJn014X76dzFRo5rFpJbSsYVOLiy5W44UblN92s+vWfzFH5dVfJ+9WXkkRZ2n8xggWA4pVIKDx0kIKTJjg3HKkTTlbliLEltRVHlrWmsV5Vr4Xclv+xG+sdc3ztP086XfAD1N4P3lN5lw7yfv6pJMlyu5W87ErFuvf+w8O0rsWL1fDEo+X54XslTztDleNuLcih1bXnEx7SX8EHpjpj2e13UGzQ0PU2O3T/+ovqXXKeyubYFY6yu+6uVVMfKuw5oFxOgQfvU2joIKfsseV2K3nBxYp16bnOJzGulStU3vpK+We+JEnKN2mqijvuLfjNrGfe5woP6S//izOcsdwWWyrepce6Ky9FoyrvdKPT6NEKBlU5dJRS511Yl9OuKZFQ8N47Fbp5lNxLlzrD6SNbKtatV83td/G4In16KHjvnZLs71+8fWfFO3Yt+IFoz2efKjx6uPzPPuWMWYGAEhddqsQN7aoH0kRC4YF9FLp98pqhiy6zD6iXSl8cGCNYACh63nffUb221zoVl/KNGqly+BilTz29wDP7a9yLflOkWyf5n3vaGUuecZaig4b/eWO9ZFL1/3eGsvvur1jPvoV9apPNKnj7JLspXdVh4nzTTRQdMESpM85e977yxYtV/+JzVfbRh5KkzL77a9W9DxW8oaD34w8V6dGlWhnR1HGtFB1wk/LbbV/zAxIJlbe/wbmZzTdpooo771vnanSdikYVmjBWoVvHO1uE8uGIEm3bK37N9VIoVP36XE6hETcpPHq4JPuMQ6zfILuXTIGfCHrffUeRgX2qlQzO7rSzYj361uzlYVkK3HuXIr26OluKkueer8qhowp/MxuNKnjnbQpNGCv3ypXOcKrViYp16anc7v9X7XLfM9NU3qGt04E9c8BBqrj19jrvebEunnmfKzR6uPzPTHMWeSy/X8kLLla8bQflt9jSubbslZdVfuN1lKX9lyJYACgNsZgig/oqeMdtzlDyv2coetOodVcu+b10Wt5P5xbFLzffs0/bjfWqfvHmGzVSdMBNSp39v/Xe1IV7d1No8kRJVTdOo8cXvBuz+9dfFO7dXYGnn3TG0ocdoejQUevupB6Pq94N1zirn7ltmmnVA48Vvut6Pm/vkR/Yd82qv8+nxDXXK96+U80ta5al4PgxCg/uL5dlySorU3TYaLthWoG5f/lZ4SEDFHjkQWcst8WWivXoY28j/N0WNN8L01V+3VXOtrDkGWerctS4wt+UW5Z8M55XeEh/Z5uQZAfSWO/+NZ6ueD+dq3pXXOwsPmR3aa6K2+9Vbqed63Ta6+KqWKXg5IkK3jrBOawuSclTT1e8S49qc3T/+IPqtb7SKZiQr99AlaPHK33KaXU+73XxfDFfoTHD5Z/2xJqA4fPZB+/bdnBCkGv5MpV3auf8W6cs7b8HwQJASSmb9ZrK210vz08/SrJXyitHjVO61Ynr/6BcTuXXXiH/88+oYtKdRfFL2rVqpcID+lQ7s5A+6mhVjhi7zoZ0riVLVP/8s5xGY6ljjlPFlHsKfwOoqhXKbh3X9PAoK1P8hhsVb9e55nanfF7hgX0VuuVm+382aKCKu+4vijK2rmilQqNH2GV2qw6i5jbdTLE+A9Z5tsf3wnSVX3uF89QmfuU1ig24qShunLyfzFG4b0/nbI8kZfbcW7H+g5U5+NBq13oWLlC9Sy9wSqdmm++mVXffXxyNKnM5+R95UOFhg53zLZKUOvZ4xXr2q3amwlWxyq62tPpmNhRW5cix9veuCLiWL1No4ngFb58kVzwuyd72lDrzHMU6dVvz33tdPS8uvtzeUvT7J08F4vnqS/sJxrTHnTlaZWVK/u9CxW/sYP8Msyy78EOPLmvK0u6zrypvuY2ytP9gBAsAJcdVWaFw354K3nePM5Y85zxFBw9bZyUZz1dfqkGrlnJHK2W53aq8eaJS555fhzNev7K33lCkQxunXKUVCinWvbcSV15bo+KSK1qpepddKN/rr0qyf0mvuu/R2j2x2diSSYXGjVZo3Ginwk9u62aKDh2xznMkgXvuVKRbR7lyOVllZaocPb5ovieeb75WuE+PaqU3M/vur+iQ4cru1aL6tV/MV/2LznUOQ6cPP0oVU+4qaGUfh2XJ98J0hfv3kvebBc5wqtVJivUdoNz2a/WNiEZV3uEGBaY9IalqpfzWKX/tDNDGlEgoeOcUhW4e6Wwrslwupc46V7GuPdeEcctS4I7JivTt6YTDxEWXKTp4mBQIFGjy1bkWL1Zo/GgF777D2b5leTxKnneh4h26OKv+xdbzYl08C75WaMwI+R9/ZE3A8HqV/N8F9hOMZtvaZWmvv9p5CkNZ2n82ggWAkuWb+aIi7ds4FVhym2+hyjHjlWl5bI1rvR9/qPr/O0PuFSskSZVDRyl5+VV1Ot/1SiQUHjVMwVtuXtNYr8U+qhw9oWaVm3Ra5W1bO3v8szvsqFUPPbHOpxyF4Fm4QJGuHZ3wI0mpE09RdPCwGp2iy155WfWuvMRZzYx17Kp4lx5Fc7Phe2mGwr27y7vwG0lVFb3Ov0ixHn2rldJ0LV+meldeIt+bsyTZe8orpj5cFNtwJNmN6e69U+ERNzklgy2vV4lLr1C8U7c1XZYtyy6RPKC3HfhcLsU7dbMPERdJM0HXqpUKTbhZwdsmOmdJLJ/P7rfQrrMTsr0fzVa9qy51yr9mdt9DFbffs+5zMwXi/vUXhcaMUOD+e50QZPl8Sl50qeLtOim/6WZF2fNiXTwLFyg0dpT8jz7k/AyzPB4lzznPfi9bb6PghLF2WdqqJqiUpf1nIlgAKGmulSsU6dWt2p7yxEWXKtZ/cI298Z7589TgrFOdrr/RXv2VaNu+Tuf7R7yfzlWkfRuVfTJHkn3zF2/bQfH2nas31svnFe7XS6FJEyTZ23VWPfSEcrvtXoBZr4Nlyf/0kwr36uacI7FCYcU6dVPimuuqnQ3xfP6Z6l9wtrPNJXnmOaoce0vxNBJMpxW87VaFRg1bc1C9Xn3FO3dT4vKr17yXTEaRXl0VvOt2+5ryeqqcfEfxrPir6qZ8zEh7K87qTuT1GyjevrNd1rXqv3nZm7NU7+pLnYpGqeNaqfKW29bbV6IQ3L/9qtDIYQrcf49zI5uPlCtxfVv7sHokIteK5Spv21r+F6Y7r1eOnVB0RR/c33+n0OjhCjz8wJpV/0BAicuvVvyGdrIaNy7Knhfr4v52oUI3j1LgkQedAGF5PEqdeY7iHTrLFY2qvPWV8n79lSS7Ilnl2AlKH0dZ2n8KggWAfwTf9OdU3ulGJzTkttpalWNvUeawI6pd51m4QPXPOs05oxFr10nx7r2LZ/Uvm1Vw8kSFhw92VmSzO+5kN9Y74MBqlwZvGadI/16S7BvZiqkP1dg/X0iuygqFhg9RcMok54Yp23xXVQ4bo+yBBznXuX/7VfUuOEdln86VJKUPPFgVd9+/ZiW9CLgX/abwoH4KPPyAM5bdaWdFBw1T5siWzljg7jsU6dFZrmxWlsulWJ+BSlzXpnj+fklyf/etwoP7K/DUE85Ybptmivbur/Qp/5VcLrl//kn1rrjIqeKVa7atVt39QGH7RKyDZ8HXCt80UP5npjlj+aabKNaxq73VxutV8NYJCg/s4wSQxBVXK9pvcPGE1yqeb75WaMRQ+Z98bM3B6FBY8WtaK9G6jdy//FIUPS88n36ifLNmssrrrfca9/ffKTRutAIP3rcmYLjdSp1xtuKt2yj4wL3VCnFQlvafg2AB4B/DtWyZIt07OvvEpaqbiF79q/3Ccv/0o+qfdaqzxSV+1bWKDRxaNNs9JHvlr7zTjfK98bozlrjsSsV69av2C93/yIMqb3e9fSPr96ti4u1FcTh9bZ5PP1F5l/bVSromzrtQsd4D1pSbjUZVr/UVzupydrvtteqBx4pq64okeWe/r0iPzk4vC8lePY72H6x8s20l2edm6l1xkbPtKHnOeaoceXPR7PFfzfv+e4r07VHt+5LZ7wBF+w9Wdt/9pVRKkR5dFJx6lyR7b3zlmAlKnX5Woaa8Xt6PP1R4YF9nO5pkh6FY995KnXaGvB+8r3pXX+qcV8jstbcqptyj/DbNCjTj9fPMn2c3DFyrLHW+Xn0lrmujxEWXKjxsSOF6XliWGrXYTe7fflV23/2VPupopY9saTfJ/N2ZMMmuchW6ebQCD05ds93L5VLq9DOVOeRwhYYPoSztPwzBAsA/jv+pJxTp2sG5sctuu50qx02qtuLvWrRIDc75r9O1OHHehYqOHr/OX44FY1kKPHifwn17OrXtc1tsqejw0dW2DpS98pLqX36xXPGYLJdL0aGjlLzsygJNej3yeQXuu0fhQX2dw7f5hg0V69VfyQsutkNdLqdwn+4KTZlkv96okVbd81CNJzUFl8/b1W4G9pV76RJJdk3/+HVtFG/bUQqH5f7uW9W/5Dx558+TZB+0r7j7gRodiwvOsuR/6gmFB/WT54fvneHkf89QrFd/5bfeRoH77rEP2ldtn4pfc71ifQYUvNxxDZalsldnKjyon8o++8QZzuyxl2K9+im7+x6qd/1V8r06U1LVAfVxt9q9MeqQ5+uvFHjkQaWPPlaZffdfbyDwfjJHoWGDqxURyDdqpPgN7ZXbfHOVd+tU5z0vPF99qUaH1rzxzzdooPThRylzZEulj2xZYx7un35UaPwY+zxJ1d8jy+VS6oQT5Y7G5Jv1mj3m8SjeoYu9/bMIqqvhryNYAPhHci1erPJON6459OhyKXHtDYp16+WUQHWtWK76553pbPdInnq6KidOKXh3699zLVqk8h6dq233SJ5+pt1Yr+rgo/fjD1X//LPkXrZMkhTr0Fnxrr2KaguOJLmWLlVkQG8FHrrfGcvss58qh49R7v/2kCQFp9yqcO/ucuXzsnw+VY6fVJSr5K6KVQqNHGafWaja7pHbfAvF+g5U6vSz5IpFVX7dVfLPeN55reKeB2pUlioKyaSCt09WaMwIp6eF5fcrcVVrxdt1lGfB16p3+UXOWZj0wYeq4ra7ZW2ySWHma1nr/7udz8s/7XGFbxroVOuSpPRhRyrWs498s15TaOggZ3tevHUbxXr1q7OgFBw3WpFB/eyp1quvzBFHKX30sUq3PEb5zTavcb33g/cUHjpYvjdec8byTTdR/LIr5H/1FaeRYJ30vMjl5J37sXyvzpTvtVfknf2+s8Vsbdkdd1L6yJZ20DjoUCkSkWT3WQmNH6PAffc450Uk+wmS96svnTK8lKUtXQQLAP9cliX/Yw/bddSrVvayO+6kyvGTlG2xr6SqEq4X/c+p95869nhV3H5vzf4LRcD3/LOKdOvoVMHKN2yoaP8hdplWl8s+P3LOGfL88J0kKXHhJYoOH1OUK39l776tSJf2Tu8Ey+1W4qprFe/aU1akXL4XpqveNZc5Nxqx7r0Vb9ep6IKSZK9AR3p1dVbCJXsFOTpkuLK7/Z9CQwcpPHakJPtQbuXNE4syKEl28AuPvEmBe+5ccyi6cWPFOnVX6sSTVe/6q53tRrnNt1DFHffa26bqUjarRgfurcxeLZQ+9niljzl+3SWX02kFpt6l8KjhzpMlyV5ASB9/gsL9ezsNETP77q+KKXfXqFy2MYQH9FFwyq3VbqxXy+y+hzJHH7vOpxllb72h8E0DnbKtkv0EM7vb/8k388WC9LxwVVao7M035Httpspee8Upm702q6xMmf0PVPqoo5U5sqWyu+8h9+JFCk4Yq+C9d8mVTDrX5hs2kntFVeUyytKWJIIFgH8896+/KNKhjfwzX5JUtS+5bQd7X7LfLyUSqnf5hc7r6UMOU8XUh2p2XC4CropVCg/o6+yxlqT0EUepcuTNym/TTK5Fi+ynMFVbQVKtTlTFpDuLprFWNZmMfVB95E1OgMhttrliA29S6tTT7W7KF5zj7MFOnHehoiPGFt0TJUl2z4gXZyjSq6uzSm65XEpedJli3XvL9/or9lmYqpuoWLtOinfrVbBzPd45Hym33fay6tVf5+uer79SeEBv58yLZIfyWK9+Knv/XYVuGSfJvmmMDhmh5MWX1dnNX9k7b6nBaWu2Aloul7L77q/Uca2UPu4E5XZpXn0u0ahCkyYoeMs4p7KX5fEoeea58n6/UGXvVXW5btRIlbfcpvTRx238NxGPy/fWLPlmviTfzJeqPVlZbZ1PM1Zv9xo6sNo5n9ymm8mVSsm90i6nXaieF+7vvpXvtVfke+0Vlb3xuvP0a235xo2VPuIopY88Wrldd5P/sUcUvOcOp1iFZH9PVx9gpyxtaSFYAPh3sCwFHpiqcO/uTt+EbPPdVDFhsr0FJ51WvdZXOtuNMi320aoHHy+6co6rlb39pt1Yb3WPhVBIsW69lLiqtVzxmOpdeoFz8Duz3wFadd/DRfte3D/9qEivbvI//4wzlj6ypSqHjpL8ftU//2znLEz6sCNUcefUoip9Wk0yqeDkWxQeM1KueEySvUUl1rWHsnvvY28nqjpAnGp1kion3lb3ATafV6M9dpZ7xXJlDj1cqRNOVrrVievchlP25iyF+/Z0KnZJ9vcgddTRiowc5rzHxPkXKTp0VJ0cUPd89aWCd02R78UZTp+KteW23kbpY49X6thWdkf3qupPriVLFBo7wm5Mt/ogcTCozB57qez9d50b2fiNHRXr2rPunvRZljwLFzgho+ztN//8acY++8n38osKDxss77zPnGvy4bDcMft7YgUCivYbbJ+3KsSKfzYr70cfyvfaTPlenSnvxx86T1WqXdZ8V2X2P1CuZcvkn/litYCxGmVpSwfBAsC/ivvHH1Te7gZnv7Ll9dqHBW/sKLlcKu/Qxtn/n911d618ZFrh9pH/mWTSbqw3Yeyaxnp7t7Ab6+2wo8pvuMYpKZrdeRe7kV4dbPXYUL4XpyvSo4tziNjy+xVv016Jy65SvTbXyPfKy5LsMq+r7n+0oBV9QqOGKbvTzkq3PHadJTLdv/6i8MC+Cjz2sDOWbb6rYh27KnTreJV9ONsZW3XvQ3X6XrwfzVbDVi1rjGda7GOHjBNOVm7HndbcjObz8j/yoH1moSoUWS6X0q1OlPfzz5zvV2avvVVx530b/QCxw7Lk+WK+fC/NkP+F6fZ+/9/dqlihsNJHtlT6uFZKHX2crE03lfv77xQeNtjuFl11fT4SkSzLuSlPH3SIKiffuc6wtdH9lacZRx0t5ewS1d4FXzuvV1vxb3WS3fOiwOWbXStXqOyNWVVPNGauMxRaPp/ym24m92+/OuFvbZSlLX4ECwD/Pvm83W9gQO81hwX33FuV4ycpt9POCvfqqtDtkyVJ2e130KrHni7qG3LPZ5+qvP0NKptrb42wvF7F27RT/MZOCg/q67yX3BZb2o30dmleyOna1nf4Nh5X6OaRCk242bmxyG67naKDh8v/wnQF77lDkr2CuWrqQwUpTelaskSN/29H+3B5MKh0y2OVOuU0pY89vkZtf+977yrSs4vT9FCyy9PK5XKe0OQbNVLFHVPt1fW6YFn2Adzpz8o//TnnnMvastvvoPQJJyt1wkn2f2O32/7e3DpeofFjnScVVjCo3BZbyvvNAvu9NG6sisl3KXP4kXXzXtbiWrZMvpkvyvfiDPlenbnObTiZFvsofWwrpY9rJUsuhYf0d7ZASvaNrdM8sElTVUy6oyDvZc2Eavk0Y7f/U36LLeWdO0eexb/VeD23xZaqnDilePrcWJY8336jsqpD4GVvvuFsU6t22VoBabXcFluq4s6pzjk5FBeCBYB/LffCb1TvxutU9t47kuybiliXnkpc10ah4UOcA7e5rbbWykefKrqeCtVkswredqvCwwataay3w46Kjhon7/vvKjK4vyR7W86q+x4paAlX92+/qsEJRyt18mlKnX6msnvvUyNkeL7+SpGuHar1JUieerpyO+yo0JgRclmWrEBAFbdMqfO+Hd7331O9Ky92DtGvZvl8Sh9lv6/08SfIatDQfiGXs8sGD+7nVO2y/H5lDjhIZW+8br8Xr9c+q3DpFXX6XiT734F/xvPyT39W3rW2BK2Wb7qJUq1OUvrEk5Q+9Ai5V65QaOggBR6YumbFPxyRKx6z34vbrVjPfkrccGPhDt2m0yp7923naYbnu29rXJLbfAulj22l3FZbyf/8Myr7+KMa11gul+KduineoUtxlKKuxdMMKxCUZFU7FC0VoOfFX5FOq+zDD6qCxkx5586p8fdwbZak5DnnKzp2QvG9l385ggWAf7dczi5vOmSA84s4s89+qhw/Sb7nn3HKQuY22VSrHn2qzg9Drov7xx9khcLrrITj/u5blXdqJ9+sV52xxCVXKLvrror06CJXLmffkE++q87r968WvG2iIr26Of87t3UzpU4/U8n/nml3dl59M2pZ8j/+iCJ9ezod1fPhiFKnnKbAtCfkSiYK1906n5d39gfyPzNN/ueedjq5r2aVlSlz2BFKnfJfpVqdJKtxY7lWrVRo5FAFb5/sbF3LNW4sdzzuhMHEZVcqOmhYwXpEuBYvlv+lGfJNf1a+11+tsTqeD0eUPuY4pVudqNx/tlJ45FD5Xl/zd81ye+TK2+8tdfJpqhw3sfBFECxLngVf208yXpqhsvfeqVEi1QoGld1pF7l//VmexYtrfIr04UepYuKU4toWWcunGb+X3XU3rZr6sPJbbV0Hk9wwrmXL5HvjNZW99op8r850tuD9XrbZtlrx/tx1vobCIFgAgOwV8vK21zp7361AQLGefWV5vCrv0VmSXd511cNPFrwPQfm1V8j/9JNKH3Ockmedax9oXPvQrGXZDdz6dHea0eU230LJ8y5U6NbxciUSstxuRUeMtUs51rGyN15X8M4p8r38Qo0boexOOyt12hlKnX6WcjvsKElyrVqp8E0DFbjrdmcVM7vt9nKvWOa8v8TFlys6dGRhVi8tS945H8n/zFPyPzOtxiqy5fEoc/BhSp1ymlInniL3iuWK9OxaLfxZgYATbNOHHq6K2+8p+J54RaPyvTpT/unPyvfSC07J5tUsr1eZQw5TbrvtVfb6q04hgbVld9pZFXc/4Hwvi4FrxXK7D8OL0+Wb+XKN9yVJlrdMrmz1Pf75xk1UcedUZQ46pI5m+hfV4mnGapbbrfiNHRXv3rvu5rehLEuer760D4G//KLK3pzlBMOK4WOUKsBTPqwfwQLAv4qrYpWCd9ym5Dnn1Tw3kc0qOHGcwsOHOPus0wcdovSxrRQe1FeufF75SLkqHnhUmQMPLsDsJcViarLrdtUqp+Tr1bdvWs/+nz2vqhKmrsWLFenZxTnALUmpw45U2SdznJupWNee9jaPAmxZcVVWyDf9OfmfekK+V2c6TeZWy+y+h1L/PVOp/56h/NbbyDv3Y0U6t6tWZjNfv4HzXtJHHW3fkP/unEOdsix5PvtU/menyf/MU9UO1Er21prMgQcrdfJpskIhhceMWHNYXdLq70Jum2ZaNfXh4jgPI0mZjL21qOpchufnn2pckttqa7mWLZW76tzSavlwxC7jeuLJdTXb2stmVfbBe/K9MF2+l2bI+/VXf3i5JZfibW5UvGe/gpUKrpXfP81460250tVDvOVyaek3PzvN60pGKiXfKy8pcOcUVTwyjR4XRYZgAeBfJXDvXSrvdKN9g3fEUUqef5FSrU6qtuLvmT9P5Tdc45TYtEJhJU8/S4FHHpArk5EVDGrVXfcr0/KYgrwHz7zPFXjsYfkff6TGFoHcf7ZS6sxzlDzrXOV23kWS5JvxvCJdOzjX5svLJW+Z04gqcekVit40sqB7yF3Ll8n//LPyP/m4yt6aVaMsZWaf/ZQ6/UylTjpVvhemKzxkgNwVqyTZ246cg97Nd9OqBx4tjsP2liXPl1/Y26WefUre+fNqXJJpsa/yDRrI9/abNfbE5yPlqpx0e/GV2LQseT+dK9/zVYe/q0oBV7tEa0LSarEb2ines29xnFVYD/fCb+ytYC/OUNk7b9UIu6vlGjXSitfelbXZZnU8ww20+mnG88/KP+1xuWMxJU88RZV331/omeEfhmAB4F8l3KurQrfdWm0s36CBUmecreR5Fyq7x172Clgmo9DYkfZB4aqbi8zue8j79ZdypVKyysrscwonn1qAd1Ell1PZ228q8OhD8j3zVI2qKpk99lLqrHOUPP1sKRhQeFA/Be++w3k9HwrLXVXdJ3XSqaq49fY66UPwZ1yLFsn/7DQFnny8WpdhqWrF/6BDlD76WHnnfKTAM0/V+Pjcppup4r6Hld1z77qacq14Fnwt/7NPyffMU9X6QqyWb9DQaXC2muVy2Qeh27Qr2pVZ97cL5Z/xvHzTn7X7QayjV8Fq2V2aa+UTz8lq0qQOZ7hhXBWrVPbaK/JXPc1Yve1OsrcSLV3wU+mt9kt24H3vHeV3ab6mwADwNyFYAPjXcf/wvQIPP6DAQ/fXqKWe3XV3Jc+7QMkzz5XVpIm8n8xReZtrndXmfDAkVz4vVyopy+NR5c0TlTrnvEK8jericflfeF7+xx6W75WXqx1OtdxuZY5sqeRZ5yrfpKkiPTo7W3Qst9u5EUwfdIgq7n2wqJrPuX/+Sf6nnpR/2mPVtkBJ9tmF7P/taR+4XbSo+mvBoCpuu1vp44tstb+K+7tv5X/2afmfnaayjz780+tTJ5xkd1APButgdhvOtWSJveI/4zn5XnulxlMYyf6+LftswTqLDxStXE7eD2crcP89Cjz2sJKnn6nohNsKPSug6BAsAPx75fMqe+sNBR6YKv9zT1e7CbLKypQ+7gQlz79Q6YMPU3jsSAXHj3Fuwi2v13mSUTlstN3dtki4liyR/6nHFXj0oRolNK1QWKlWJ8qSpcBTT9aojpNtvptWPfS48ptvUZdTrhX3wm8UeOoJ+ac9XmNbkeXxSJZVbbXccrkUGzhUiatb1/VU/xL3Tz/K/9zT8j/zVI0nNGvLNWmqlc++WNxlj9cWi8n32iv24e9nn3LOXuSaNNHyeQsLPDlD+Xxxn7EACoRgAQCyKw/5pz2hwINTa6wg5zbdTKlzzlNmjz0VHjZ4zWr/Ws2bon0G2nX7i4xnwdfyP/aQAo894hwSXi3fuIksj7tGec3clv/Rqkem2d2Xi5Rn/jz5n3pc/icfl/fbP75JTZxznqI3Tyzqvf2ruX/7Vb7nnpH/2afsPf6/21aUr1dPyxbUPDhd9LJZlb3xusJ9eig6YIiyRx1d6BkB2AgIFgDwO54v5ivw4H0KPPqQ3EuXVHsts89+ykfK5Xv9lZqHUzt0Vrxrr+LcC29Z8r73rn3o++knqu0Xl2oets2X19Oqh59Qdt/963KWf13VQWL/k4/LP+3xdVYrkuxyu8tffkNq2rSOJ7jhXEuWyD/9WQUevE/eDz+QS9KqcZOU/t/5hZ4aAKwTwQIA1ieTke/lFxV48D75XppR/dyC3y/LW1bjwHT86taKDbipuLdJpFL2+3rsYft9VZXW/T3L41HFpDuUPu2MOp7gBlrdtG7aYwpMe6JaKLQkrZr6kDLHn1i4+RlwLVumwF23K9Gpa6GnAgDrRbAAgFpwLV6swGMPK/DgVHm//OIPr02eeY4qJ0wuia03rhXL5X/mKfs8xnvv1HjdkpS84GJFx0yo+8mZyOVU9s5bCtw+Wf7pzyq3/Y5a8fbsQs8KAP7RCBYA8FdYlrwff6jAA/fJ/+RjcldWrPOy9H4HaNWTz0k+Xx1PcMO5v/9Ogccfkf+h++X97ltnPNa2veK9+hdwZobSabmiUVmNGhV6JgDwj0awAIANFY/L//wz9lapN16v8XJum220/INPCzAxQ5Yl75yPFO7fW55vv9HyuV8WekYAgBJAsACAv4H7++8UePgBBe+6Xe5lSyVJlYOHKXlVcZc6BQDg70KwAIC/Uz4v37NPKfDIA6q479FCzwYAgDpDsAAAAABgrLbBoojrJgIAAAAoFQQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMESwAAAAAGCNYAAAAADBGsAAAAABgjGABAAAAwBjBAgAAAIAxggUAAAAAYwQLAAAAAMYIFgAAAACMuSzLsgo9CQAAAACljScWAAAAAIwRLAAAAAAYI1gAAAAAMEawAAAAAGCMYAEAAADAGMECAAAAgDGCBQAAAABjBAsAAAAAxggWAAAAAIz9P9CK2kS4A6VMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nemqHHnpAzjzzj1V//lMt1brzzn9njz2+8pTvGrznPe/N17++17N+Ub/pppXv3yc+8enssstnl/q9n/3sxznuuJ8+7dfYYoutst9+h6S1tfVZzQAA9W7WrOpOj/QIDmro85//77ziFa/MWWf9Kf/+9+z09HRnZOSpT0p6sVh55VVy3HG/zqmn/j4XXHBe7r33nvT19WbGjJl57Wtfl+233/F5DauPfGTnvOY16+aqqy7PDTdcn0cemZN58yrH2i6zzDJ5zWvWybve9Z686U2bPm8zAMCLiXcsAACAJ1XtOxY2bwMAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQWFOtBwAAeDEbGBjITTfdmIULF6S9vT1rrbV2pk6dVuux4DlXKpfL5Wo+cc6cRc/3LAAAT6tcLmfu3LkZHh7OrFmz0tAweRdgDA4O5pxzzkpDQ+P4nP39/XnLWzbLsssuW+PpoDqzZk2p6vO8YwEA1I1Fixbm4osvSn9/X5JSGhsbsuGGG+dlL3t5rUd7QjfffNNSUZEkbW1tuemm67P55lvVcDJ47gkLAHgJmzNnTv71r5vT29ubrq6urLPOupk2bXqtx3pSl112aUqlUtrbO8Y/dtVVV2a55ZZPc3Pz8/bnjoyMpK+vLwMDAxkY6E9/f1/6+xf/uvJ/j18EUs4NN/wzAwODSZKpU6dl5ZVXSZJ0d/c8b7NCrQgLAHgOLVy4IA8++ECmT5+Z5ZZbrtbjPKU5c+bkkksuTFtbe5Jk0aJFueCCv+atb31bpkypbunDC2nRooV59NFH0tzcnMHBwYzedmsGk/TMXCann35all122YyMDI99dulZ/imL46C01K8bGxvT2tqW9va2tLa2pbW1NTNnzkxra2taW9vS1tb2hEuypk6dlkceeSSl0tLztLe3P8v5YPISFgDwHCiXy7nyystz//33paWlNUNDg+nqmpLNN9/yeX2SXsQtt9w0HhVJkqGhtLa25pZbbsrrX7/JE/5vyuVy+vv7MzDQn4GBgfGn9ZUn9wPp7+/L8PBQHv/CfskX7M/O4OBA7r777kyZ0pXOs/6crksvTtfLXpGO3fbM6quvkXXWWTdNTZPrpc3aa6+Tc889O21tbeMfGxjoz7rrvraGU8HzY3L90wcAY+bOnZsbbrgu3d3daWtrz+qrr5FXvvJVtR7rSd1557/z4IMPjC/RaWxsz+DgYK677tpsvPEbntM/q1wuZ3BwcKkX8xMv8iu/HhwcfNqvc801V6ZcLqexrz+vuuTCTL/rrly78yfT1NaeRYue+NCWUqk09pS+NW1t7Wlra01nZ2eWWWbZtLVVnt4/nyHV0NCYcrmcltVWT/ulFyf33ZO5V16etXf8wKSLiiTp7OzMlltulRtuuD6LFi1KW1tb1l33tZN2TwgUMfn+CQTgOVcul3Pfffdm7ty5WX75FbL88svXeqSntGjRolx00d/S2tqWxsamDA0N5dprr0mpVMorXvHKWo+XpPI9HR4ezsBAf/r6+nPddddm/vz5GRoayui8uZlx9ZW5a6PXZ7ScLFy48Nn+KWP/v5THPvFvaWlJW1vb+DKctra2TJs2PW1tlRf8zc3Nj1t+81jNzc3p7e1N88UXpuOaq5MkG957b6Z+/JPPeQw9VzbZ5I255JKLsmDTzVM+/9w03n9fNj/jtLTue2DKLTNrPd4TmjZtet7yls1qPQY87xw3C/AiNzQ0lAsuOD99fb1pbW1Lf39fpk+fkc0222LSHtN51VVXLLUuvdTTnXJnV1paWrLVVlsv9blPtal2YGAgfX19T7Cp9qlUv2Snubl57IV9a2666cYMDQ2l88H7s/z3vpPGvr70fO4LGX7LZnnnO7d5Bn/+C2fu3Lm58MK/pa21NZ0H7ZvG229Lf0tr3nTh5WlbZdVaj/ekyuVyHn744eSyS7L2p3dOY5K+T3wq3d/4Zq1Hgxelao+bFRYAz8DIyEiuvfaaPPTQAxkdHc0yyyybDTfceKn105PNVVddkTlz5iwVEcPDw1lttdWy1lqveU7+jNHR0aXW3S/5Qr+vr/LxkZGRp/gKSz+ZX3ySTmN/f1558UVZ/obrcu0nPpX+KVOy8cZLr/1/ok21i5/gL/7rxsbG5+Tv86k88MD9ueKKy9LW2JSuPb+axoceSv+06Zn5y9/mdZu86Xn/85+tBQvm5+abb8rgTTdkhT2+lvWSNL3/Q1n0/Z/UerSqTPnsJ9J26skpNzRk3jl/z8hrX1frkeBFR1gAk97i5Tlz5szJ9OnT86pXrTxpn6AvdsklF2XevHnja7nL5XJKpVLe8Y53Pe2yk+dbuVxe4qn9xLr7Cy44LwMDgxkaGkr7ffdk+l135t5N3pSWlpa8dvxF2OOX2jwTpVJpqRfzi5fjLPlC/5msf//nP6/Lfffdm6b77k3XPrunNDqawU3elHx9z2y++ZbPeL4Xys0335jbbrstpWuvTuf3v5OXJVnvS19N/97713q0qnR99Utp/8VxSZJ5fzwnw2944g3ck0nD/fdl5ps3Sqm3N0NveGPmn/GXpMb/LMKLjbCAl6DFL3LrwcjISP7+97+mu7s7LS2tGRwcTGNjY7be+u1pbW2t9XhPqL+/P2ed9aeJ8/MHB1IaHk5/Y2Ne//pNsuKKK6VcLmdoaGipJ/UTT/D7x1/4VzwXx2EubfGL+CXX3V9++WVpbGxI15WXp/OnP0opSff+B6d9/Q0n7brvoaGhnHPOWUlK6fzV8Wk55y8ZSLLxL3+Xrne8q9bjPaWhoaF0L1qU5T/3yUy74PyUW1oy98IrMjqJlxYtVnrkkcx804ZpWDA/Q69bP/P/8tfkBXi3p6j2Y7+ZrkMOSJIs/P5PMvD+D9V2IHiRERbwEtLb25urrroic+fOS0NDKSuttFI22GCjF2T5x7N18803Zvbs2Us9xS6Xy1lmmWWe9JjLZ2J4ePgxF1g9/jKrsT917P8//Yv8np6e/OMf16StrS3L3nJzVrngvMxddbXc9rZ3ZoUVVhzfVNzS0rLEcpz2Jc65rzzFb2lpeUED8NZbb8mtt/4rLX396fral9LQ15vuVVbNa04+Iyu9/BUv2BzP1NDQUG655aYsuPfeLP+Fz2S9RYvSus5rM+/cv9fFi93G22/LjC3emNLQUAbe9e4sPOHEWo9Ulbaf/ThT9vx6kmTR0d9J/8c+UeOJqjAwkBlbvDFNs+/IyHLLZ96lV6c8ZWqtp4IXDWEBz1J3d3fuuOP2lMvlrLrqqpk6dVqtR3pKo6OjOeusP6ehoWH8xerIyEimT5+eN79505rONjIy8pgz7hefe9+Xyy+/NN3d3SmXy+mY83BW+Oc/MnurtycNpWy00esf85WqffE/8XlNTU2PW3ff3j7xIr+1tfUZL7saGRnJmWf+Mc3NLWn/wXfTculFKZdKmbPvQdlq509kyiR+IXPddf/IXXfdmca//DlTTzoxayV5eR092W37+U8zZY+vJkkWHfXt9O/8yRpPVJ3OA/ZJxw+OTZLMP/GUDL31bTWeqArDw5mx9WZpuvnGjM6cmbmXXpPyjMl52tKSWs47O9M+vFOSpHfXL6bngENqPBG8eAgLJoXFP171sjxn9uw78s9//mP8wqj+/r6svfY6efWr16rxZE/u7rvvynXXXZuWlsryofZ5c9M/dVp6BwezzTbvSXNz8/iL+Se7zGpiU+2TH235bCzeVLv4bPuJNfitue66a9Pf35/mW25O5xGHpFQup/fTn0/5rW/L1lu//Vn/mc+322+/NTfccH06+voy5etfTv/gYFZab4O8+uwLJv267uHh4fQvWpiXbbN1WmbfkZEVVszcS65OurpqPdrTe+yL3cuuTXn6jFpP9bRKixZm5hs3TMOchzO8xpqZd8GlySS9LG9JzZdclOk7vDtJ0rfLZ9J9+NE1nqg6U//rg2n9y5kpNzVl3t8uy8gaa9Z6JHhREBbU1MDAwPhxkUkya9asbLzxG9LS0lLjyZ7c8PBw/vznPz5ufX9/f1+22WbbQrM/2abaJdfhDw0teZlV9S9Q7777zjz88ENpGhnNWy+/JFtccXn+uNXWuWCttbPBBhuns7Nz/MX84susKi/y25/VptrnykMPPZRLL7047c3N6drr62l84P70TpuWV/7+jKy+3vov+DzPxNy5c3PHHbel5ZfHZ63f/DIvT7Lg/36dwXdvW+vRqtJy7l8y7T/fnyTp+Z+vpXfP/Wo8UXWaL/p7pr+v8j3u/czn03PIN2o8UXVaT/xVpn7x80mS7oMOS9/nvlDjiaoz5TMfT9tpp1ROWzrvooyss26tR3paDf+enZmbb5LSwEAGt9gqC3532qQPfqgHwoKaOvfcszM0NDS+1GR0dDStra15aw2XATzdptoHHngg//znP5YIiHKSUoaHh7PKKqtkueWWzzN7er/0E/8n2lS75Lr7pqamZ/XOzqJFC3Puueeks60t2+y7R2befVf6p0zNyUccnbft+IFJfcrS7Nl35F//ujnDV12e6d/9TlZPstpXvp7ePfat9WjV6e3NzLdsnMb77s3Iyqtk7oVXJJN04/ljTf3wjmk975yUW1sz96IrM/qqlWs9UlWmfvK/0vrHP6Tc2Jh5F1yakUn8buK40dFMf/fWab7m6oxOmVpZWrTccrWe6mk13HdvZr5l45R6ezP45k2z4NQ/1cWL9I4jDk7nN49Kkiw47lcZfM92NZ4I6p+woGbmzp2bv//9/LS3dy718b6+3my55VvT1TXlMRdYLf1Cv7+//xleZrWkp17K82Sbatvb29LfP5CLLvp7OjsfP/db3rJ5Zs2a9Sxnev5dc83VufvuO7Py7Nl5+xEHJ0ke+K+Pp+mYY2s82dMrl8sZ6O/PrJ0/nLYLzk+5rS1zL7k6o5N4U/GSWk85KVM/t0uSpHu/g9P3hS/VeKLqNN52a2Vj8fBwBrbbIQt/dkKtR6pKw913Zeamr0+pv7+unkg3XXNVZrzrrUmSvv/8r3R/+/s1nqg6Hd86Kp2HV/6dsvAnx2Vghx1rPFEVenszc9PXp/HeezLyildWgr+jo9ZTQV0TFtTMPffcnX/849q0tLRkeHgoN910Y5JkcHAga665VpZffoXHnHP/+MusavWU/bzzzsnQ0ND4OwflcjkNDQ15+9vfOen3iTz00IO5++67s9HB+2X5yy6pHHF50ZUZXXmVWo9WlcZbbs6Mrd6c0shI+t+3Uxb96Oe1Hqk65XKmv+ftab7qiox2Tams/a+Dp9FJ0rnvHun48Q+SJPNP/VOGJunRs4/VccQh6fzmkUmSBSecmMF3vbvGE1Vnyhc/n7YTf5VyqZT5Z52f4Q02qvVIT6+/PzM3e0Ma77ozIyu9LHMvvip5zMOXyajljNMybZePJUl6vrZHenfbq8YTQX0TFtTM4OBgzjzzT4+7iXhwcCDveldlM/Fk1d/fnyuuuCzz5s1NuVzO9Okz8oY3vDEddfS0q/GO2zJjs03q7kl0knTt8dW0//ynSerncq4kabr26sx451ZJkr6P7pzub363xhNVpzR/XuXOgkcfzXAdHeOanp7KErT776urJWilhx6qfL+7F2Voo9dn/p/OSSbxUsXFWs76c6Z9rHJ6WN3sySmXM22n7dNy4QV1t9wPJqNqw2Ly/xuNutPS0pJXv/rV6e3tSVJ56t/b25s111xrUkdFkrS1tWXzzbfMe97z3my77fbZcsu31lVUJMnIamukb5fPJElazzgtzZddUuOJqtfz9b0yOna8b9d+eySjozWeqDrDG2yU/g98OEnS9qsT0nT9dTWeqDrl6TPSM7afpenG69P2qzqJ0M7O9Ox3UJKk8c5/p33sXZfJrrz88un92h5Jkuarr0zrSfVxr8XgO7fJ4Nj+uI7vH5uGf8+u8URVKJXSfdiRKTc1pTQwkK79vGMBLwTvWPC8mTdvbmbPrvwHaPXVV8+0adNrO9BLSGn+vMzcZP00zJuXofU2qNyeWwdPRpOk/UffG38RUE836DY8+EBmvnHDlHp76mqja0ZGKse43nRDRpdZprKUqx7+WS2XM327d6b5issy2tmVeZddk9HlV6j1VE9vcDAztnxTmm6/rXKR22XXpNxV3ZPAWqrXy/4699srHT/6XpI6ukcEJiHvWFBzM2bMzEYbbZyNNtpYVLzAytNnTDwZve7atP7+tzWeqHp9n/xMhlddLUnSecgBSU9PbQeq0ugKK6b3S19JkrRcclFa/nh6jSeqUmNjug85IknS8Oij6Ti6Po5wHX8iXSqloac7nQfvX+uJqtPSMv79bnz4oXSMnV402Y2svkb6PrNrkqT1rD+n+fxzajxRdXq/vkdGZ1X2PHXtvVsyOPg0/wugCGEBL1J9H/9UhldfI0nSeeiBdfMCPS0t6TnwsCRJ4wP3j99aXA96P/eFjLzilUmSrgP3Sfr7azxRdYY23TwD226fJGn/2Y/TeNutNZ6oOsOvWz/9H6ls0G373W/SdPWVNZ6oOkNvfXsG3vGuJEn7j7+fxjtuq/FE1en9ytczstzySZKuvXevixfp5SlT0z22bK7pjtvrZtkc1CthAS9Wzc3pOeCQJPX3An3wHe/K4GZbJkk6vvftNNx/X20HqlZ7+8Ta/7vvSvuP6+NI0STp3v/glFtbUxoeTuf+9bMevWfP/TI6ZWqSsSfSdbIvp/ugw1NuaUlpaCiddbL+vzxl6vjPd9Mdt6f9Jz+s8UTVGXj/hzL0+spBEB3fPDIND9xf44ngxUtYwIvY4NvflcHNK6cVdXz/O/XzH9RSKd0HHZZyQ0NKfX2VJVF1YuC9/5HBN745SdLx7WPS8NCDNZ6oOqOvWjm9n//vJEnruWen5dy/1Hii6pRnzZpY9nfN1Wn93W9qPFF1RlddbfwG7tZz/lI33++BnT6YoY3fkCTpOOYbaXjwgRpPVIWGhnQfftTEsrkD6+QCTqhDwgJezJZ8gd7bW1kSVSdG1lk3/R/9eJKk7fe/TdM1V9V2oGqVSuk5+PDxFzEdhx1U64mq1vvFr2RkbAN053571cVSlyTp2+UzE8v+Djkgpe76OGyk98tfnfh+77NHfXy/GxrSfcTRdbe3Zfh166f/Y59MkrSdclKaL724xhPBi5OwgBe5kdesk/6P7JxkbB36P66p8UTV69l974llLvvskTzrG9lfWMPrbZD+D30kSdJ24q/SdN21NZ6oSl1d6dm3Ep9Nt9+W9p//pMYDVemxG6K/dXSNB6pOuWvKxNKi2XfUzdKi4detPxH9J52Ypisur+1AVerZc5+MzpiRJOna8+vJ8HCNJ4IXH2EBLwE9u++d0bEjLTv326tuXqCXZ81K71d2S5I0X3VFWk87ucYTVa9nr/0z2tmVUrlc2ehaJ9/zgZ0+mKENKzdCdxz9jZQeeaTGE1Vn6K1vz8Db35mksiG6YfYdNZ6oOo9bWlQnS+d69tw3o2On/XXt9fVkZKS2A1WhPHOZ9Ixd7td00w1pO/7nNZ4IXnyEBbwElJdbLr1f/mqSpOWyS+rnKNQkfZ/6bEZWXiVJ0nnQfklfX40nqk55+eXT+z9fS5I0X3FZWk8/tcYTVamhId2HVI6cbVi4IJ1HHFLjgarXc/DhKTc3pzQ4mK4D9q71ONUplZZe/18n+4nKyy6bnj0q3+Pmf/6jbi5X7P+vj2foteslSTqPOKRuwhnqhbCAl4i+z+yakVe+KknSddC+ycBAjSeqUmtruvcfO93qvnvT8cPv1nig6lW+5ysnSWXDaJ1E0fDGb0j/2MWEbb/8vzTecH2NJ6rOyKqrL33Xwl/Pq/FE1Rleb4OJY3N/++s0XXVFjSeqTv/Ou2R47XWSJJ2HHZjSvLk1nqgKjY3pPqxyd0jDgvnpPLx+9kBBPRAW8FLR1ja+fr7xrjvT/tMf1Xig6g2+e9sMvmWzJEnHsd+sj5NokqStLd37H5wkabz3nrqKop59Dki5oyOl0dF07Vs/+1t6v/L1iQvR9t0jGRqq8UTV6dlzv4xOnZakjo7NbWpK92FHJkka5s5N55GH1Xig6gxv8sYlwvn4utp3BpOdsICXkIH3/sfEee7fOiqlOXNqPFGVSqXKuf+lUuV0qzo6aWlw2/dm8M2bJhmLojo58nd0xZXS+6Wx5XMXX1g3y+fKU6ame58DkiRNt/4r7cf9tLYDVak8a1Z6vz52bO6116T1t7+u8UTVGXrLZunf/n1Jkrbj/jeNN95Q44mq07PfQRntmlLZA7Xn1+oj5KAOCAt4KSmV0n3w4UmShkUL03lUfTxhTJKR175uYrlIPZ20VCql++AjJqKojo787f3cFyaWzx24T90s5Rr44H9maIMNkyQdRx5eN+vo+z75mQyv+eokSdfB+6e0cEGNJ6pOzwGHTLy7tfdudfHu1ujyK0zcf3L1VXUTcjDZCQt4iRnecOP07/iBJEnbCcel8ZabazxR9Xp23yejnV1J6uv42ZHXvi79H13iyN96uZOjvX1if8vdd6XjR9+r8UBVeuwG9MMPrvFAVWpunpj7kTnpOPobNR6oOqMve/nEu1uXXJTWP5xS44mq0/fpzy0RcvultGB+bQeCFwFhAS9BPfsckHJ7e+UJ4/571Xqcqi110tLll6bljNNqO9Az0LP7PuNH/tZTFC21lOs79bOUa/j1m6R/pw8mGduAfv0/azxRdYa2fGsGttk2SdL+vz9K42231nii6vR+/r8z8qqVkySdB+yT9PTUdqBqNDen+9CxPSKPPJKOow6v8UBQ/4QFvASNvuzl6f38fydJWv56XlrOO7vGE1Vv6dOt9kv6+2s8UXXKyy239J0cp5xU44mqtHgpV0NDSr09dXMcalJZR1/u6By7S6Q+lugkSfeBh6bc2prS8HC69qmTO1Da2tJ98Nglhfffl45jj6nxQNUZ2mKrDGy7fZKk/Wc/SePNN9V4IqhvwgJeonq/8OWMLL9CkqRz/73r5vScpU5auvuutP/kBzUeqHp9n/7cxJ0cB++f9PbWeKLqVJZyfTzJ2E3LdXIc6ugKK6Zn7B2ulssuqZslOqMrr5LeXZcI/7PPqvFE1Rl85zYZ3GrrJEnH949Nw79n13ii6nQfeGjlHdyRkcplf/UQcjBJCQt4qerqSs/e+yepnJ7TdsJxNR6oeoPbbp/BN745SdLxraNTeuihGk9UpdbWdB9Y2TDfeP996fj+d2o8UPV69thn4jjUfXavm1N0+j77/yaW6By4b93EXO8Xv5qRFVdKMvb9rod35kqldB965MQlhXWyzHL0Fa9M7xe/kqRyAlq9BChMRsICXsIGPvDhiVtojzqsfjYvlkqVW5YX31Z8RJ1szk0y+K53Z3CzLZIkHd/7dhruu7fGE1WnvOyy6f3a7kmS5muuTuvvf1vjiarU1jYRc/fdm47vfbu281SrszM9i9+Zu+vOtP/4+zUeqDojq6+x9CWF559T44mq0/v/vjRxmeUB+yTd3bUdCOqUsICXsoaG9Cw+fnbu3HR886gaD1S94fU2yMAH/zNJ0vbrX6Tp+utqPFGVltyz0NdXWRJVJ/o++ZkMr75GkrGlXHXy4mtwm/dkcPOtkozF3D1313ii6gz8x04Z2uRNSZLObx1dNxvne7/y9Ywst3ySpGvv3ZPBwRpPVIW2tnQfMrFHpPM79bFHBCYbYQEvcUNv3jQD794uSeUUmobZd9R4our17LXf+Obczn33rJu10SOvWSf9//WJJEnbKSel6crLazxRlVpaxkO08aEH03HsN2s8UJVKpXQfckTKjY0p9fdXlkTVg1Ipiw47amLj/EH71XqiqpSnTE3PfpVLLJvuuD3tP/lhjSeqzuA7t8nA1m9PkrT/8LtpnH17jSeC+iMsgHTvd1BlXfTQUOWkpToxusKK6f3S2NroSy5Ky5//WOOJqtez+94Texb23aNu9iwMbv2O8RdfHT/8bhruurO2A1VpZK210/eJTyVJ2k4/Nc2XXFTjiaqz1Mb5k3+Xpssvq+1AVRrY6YMZ2vgNSZKOY76RhgcfqPFEVSiV0nPIEeN7RDr32aPWE0HdERZARlddLX2f+lySpPXPZ6T54gtrPFH1ej/3hYy8/BVJkq4D9k4GBmo8UXXKyy6b3q/W4Z6FJD0HHZ5yU1NKAwPpqpen/0l6d9srozNnJhlbojMyUuOJqtOz574ZnTY9SSrH5tbD3A0N6T78qIl9UHWy5G9ktTXSN3YUd+u5Z6fl7DNrPBHUF2EBJKmsi178oqtzv73q5gl62tvTs++BScY2uf70RzUeqHp9u3wmw6utniSV+yHqZM/CyBprpm+XzyZJWv/4hzRf9PcaT1Sd8vQZ6dl9nyRJ043Xp+0X/1fbgapUXmaZ9Oyxd5Kk+Z//SNuvf1HjiaozvN4GEzfOn3Rimq6ojyV/PV/+2sSJXHvXyYlcMEkICyBJUp42PT1frxwP2Xz9dWn93W9qPFH1BnbYcWLZxTePTGnOnBpPVKWWlvQceGiSpPHBB+rnxKIkvV/bPaPLLJNk7CbxeniKnqT/Y5/I8GvWTZJ0HnFwSvPn1Xii6vTvvEuG135NkqTzsAPrZu6ePfebeLdlr6/Xx89JV1d6DjgkSeVhRccPv1vjgaB+CAtgXP/On8zwmq9OknQeemDdPEFfvDk3SRq6F6XzG4fWeKDqDb79XRnc8q1Jko4fHFs3JxaVp01Pzx6VZVBNN92Qtl8eX+OJqtTYmO5Dv5Fk7CS0ow6v8UBVampK9yFjcz/6aDqOPqLGA1WnvOyyS7/b8qsTajxRdQZ22DGDb940SdLx7aPTcO89NZ4I6oOwACY0NU08QX/owbp6gj684cbp3+mDSZK2X/5fGm+8ocYTValUSvdBh0+cWHRw/Wye7//ozhNP/w8/qG6eog+9ZbMMbLdDkqT95z9N4y0313agKg1ttkUGtt0+SdL+s5/UzdyVd1vWSTL2bsu8uTWeqAqLL/trbKwcC33APrWeCOqCsACWMrj1OzK41dZJxk79qZML3JKkZ58DUm5vT2l0NF377VU/x8+utXb6d/5kkqTttFPSdNmlNZ6oSo99+n/MN2o8UPW6Dzgk5ba2lEZGKqdy1cnPylJz7717fczd1JTuw45MUvk56TzysBoPVJ2RddZd+iSxv19Q24GgDggL4HG6Dzxs4gK3Qw6o9ThVG13pZen9wpeTJC0XXpCWv9TPiS49u+2V0enTk9TX8bNDb9ls6afot91a44mqM/qKV6b3/30pSdLyt7+m5aw/13ii6oy+8lVL/4zXyRHLQ2/ZLP3bvy9J0nbc/9bNO4q9u++d0WWXTTJ2ItfQ0PjvtZx9ZqZ+4qPezYAlCAvgcUbWWnviAreTf5ema66q8UTV6/1/X8rISi9LknQesHd93PqbpDxzmfR+fc8kSfN119bV5vnu/Q9OubU1peHhdO63Z63HqVrvf//P+M9K13571s3pP71f+HJGXvbyJEnX/nslfX01nqg6PQccMvGO4t67Pe7dltKcOWm+7JIaTffEytOmp2fvA5IkTf+6Je0/+/H477We/Lu0/un0tP3u10sFB7yUCQvgCfXsvndGp0xNkrpaVpSOjvTsc0CSpGn2HWn/+U9qO88z0PfxT2V4jTWTVI6fLXUvqvFE1Rl91crp3XXs7P/zzknLuX+p8URV6uhIz/4HJxk7qvgnP6jxQFXq6Ej34r1Qd99VN6cWjb7s5en90leTVC60bP3DKeO/1/6dY7LM69bMlE/tPOlOjur/8EcztMGGSZKOo45I6aGHkiQDO34gSdLwyCNp+dv5NZsPJhNhATyh8rLLpvd/vp4kab7isrSefmqNJ6rewPven6ENN0qSdBz9jZQefbTGE1WpuTk9B1XWnzc+/FA6vvPNGg9Uvd7//kpGll8hSdK57551807RwA47ZvCNb06SdH7zqPq4ITrJ4HY7ZPAtmyVJOr5zzFJ7oRpvvy0dhx2Uri/tWqvxnlTvrl/MyKtWTpLKEqKeniTJyBqvTmlkJI0PP5TmC/9WwwmfQENDug8/uvLLRQvTdUjlsr/Brd42fvdP6+9/V7PxYDIRFsCT6vv05yZeBBy8f90sFUlDQ7oPHjt+duGCdB5ZR8fPbv2ODGz99iRJ+4++l4a77qztQNXq6hq/qLDpjtvT/rM6eaeoVErPod9IuVRKqbfnCW+ILi1ckIbZd9RguKdQKqX7kG9M7IU6cGKdf+upv0/nt49O229/nYaHHqzhkE+grW38n83G++9Lx7HHJEkGt377+H0XbZPwFvrhDTdO30c+liRp++2v03Tl5UlzcwbG9o20nvWn+jmeG55HwgJ4cq2t6d5vbKnI3XfVz1KRJMOv3yT979spSdJ2/M/r5mjOJOk56PCUm5pSGhhI10H1c/zswE4fzNBGGydJOo75Rt1cVDj82vWWviH6qivGf69zv72yzDqrZ8ruX6nVeE9qZJ110//xXZJUThNrvvTiJMnAju9PkpRGR9N66u9rNt+TGXznNhMnz33/2DT8e3bS2pqB9/5HkqTlT2ckvb21HPEJ9ey1f0anTkuSdO1Zuexv8RHXpd7etJ5ZHxvp4fkkLICnNLjte8eXinR8+5iUHn64xhNVr2efAytHc46OVjbn1sk+kZE11kzfJz+dJGk947Q0X3JRjSeqUkPDxCVuCxek84hDJn6vXE7TFZena4+vpvGG62s04JPr2XO/iReNe+82fipXuasrpYGBNF/4t/G19ZNJz+57Z3TGjCRjL3aHhzOy6urjewJaTzmpluM9scV3RDQ1pTQ4WNmAnmRgp7E9Cz3daT178p3oVp4163GX/Q1v/Ibxd3XbTrYcCoQF8NRKpfF1//V2q/Xoy1+R3l2/mCRpueD8tJx3do0nql7vV3cff8HYuc8ej9/QWi5Pyr0jwxu9Pv3v/1CSsYsKr/9nkqS0aGGm77ht2n/+07SddGItR3xC5WWXTe/X90iSNF97zfipXEs+/W/7w8k1m+/JlGfMXPoG9F/8X5KJjcXN/7g2jXfcVqvxntTI6muk7zOVPSCtZ/05zeefk6FN3jR+2lXrJH2R3v/xTy192d/8eelf/L2+4Py6evACzwdhATyt4fU3TP8HPpwkafvV8Wm86cYaT1S93i98eWJT8X571c2xkOUZM9Oz29jT0Rv+mbYTfzX+e60n/y4zNn19pm/3jkn5LkzPPgek3NGZUrk8fvlceeq0DL7tnUkqewAm28k/SdL3yc+Mn8rVdfD+KS1amJHV1sjQ+hskmaRP/5P0f+wTGV7ntUmSziMOTmne3PRvv2PKDZX/xE/WjcW9X90tI8stnySVy/6GhzPwvkrItZx3TkpzJ184p6kp3YcflWTssr8jDsnA4uVQkzQ+4YUkLICq9Oy9f8odHXV3q3W6utKzd2VDbtPtt6X9//53qd9uvPVf6Tjq8Em5Mb1/509meK21kySdhx6Y0qKFSZLSwECabrs1Tbfflqbrr6vliE9odMWV0vvliWNFW/74hyQZ3/PS+OADk+6+giRJc/PEpv85D6fjW5WTgBa/2G2+5urJt4k7qdyAvvhm63nz0vmNQ1NefvkMbbZFkrEgmoT/vJanTF16w/9Pfjj+9L80PJzW00+r4XRLazn7zLT938+SJENv3nSp/Vvp65uIz0m48RxeSMICqMroiitN3FT897+m5ZyzHv9J5fKkvDF64AMfztB6lf/wdxx1eErz5iZJmq64PDM3fX06jzo8LeedU8sRn1hTU7oPOjxJ0vDInIkXuu/ZLuWWliRJ6ymTb3NukvR+7gsZeeWrkiRdB+yT9PVl8G3vzGjXlCST9+n/0FvfloF3bpMkaf/x99M4+/YM7LBjyqVSkqRtEm6GTpKhN70l/TuM3Wz9fz9L4403jL9Ib/r37DRde3Utx3ucxcv4Bt7/oQxt/IYklQ3/5Zkzx5caTZY9C4tv2J6y2/+k7ZfHJ0l69j+k8q7c6Gim7Pm1DLxvbDnUtddMyqVn8EIRFkDVenf9YkZWXCnJ2Bn0Y8uKSgvmp/Pg/TNz49em+aK/13LEJ7bk8bPz56fj6MqvhzfaeHwpxmQ8PSdJhrZ8awbe8a4kSftPfpCGf89Oedr0DG79jiRJ62knT8qYS1tbuvevbN5uvOfuyiVu7e0ZfM92SSqb0jMwUMMBn1zPgYem3Nyc0tBQOvffO6MrrJihTTdPMrb2fxI+/U/GXuwuvtl6n90z+O5tU25rSzK5Qq7jm0dm5mavT+Ot/xq7I+KolEulNPR0p/Pg/Sf2LFx+aRruubvG01b2g4zOXCZJ0vXVL6b1d7/J6IorpecruyWp3PNTbmqa9EvP4IUgLIDqdXYutayo7fjK0oByW3vlSNd77p60L9CH3/im9I8dZ9n+859WXtQ0NmZg+8rHWs8+c3yp0WQz/kJ3cDBdB1Y26vaPbSpuvP++NF9+aS3He1KD27534hK3Y7+ZhgfuT//YsqKG+fPT8tfzajnekxpZdfX0ffb/JUla/3Jmms8/d3wz9GRbflZauCDtP/huUi5Xbrb+YuVY3JaLL0zzBedn4B2Vd1/aTj05GR6u5ahJksYbb0jHNw5NwyOPZNqO26Vh9h0ZXm+DpY77HV519fHPnwxBNLLq6llw8hkZXXZWSuVypnzx82k97eT0fXbXDK+6WpKk49tHZ2jsZ71tEscnPN+EBfCMDOz0wfH1xJ1HHZ7S/HmVM+gXP4n+4+mT90n0vgem3Nqa0shIOg+obIxevH6+1N+fljP/VMvxntTIamukb5fPJkla/3xGmi/6ewbf/q6MdnZVPnZy7V98PaFSKd0HH1G5xK23N50H75+hzbbI6LKzkiStp07Cucfehev9ytcnNhbvu0cG3rHNxPKzSfL9Ls19NNN2fG+6Dtg7nWOb5Ht3/eJSS9AGtt0+SWXPyGS40XpknXXT/a3vJUkaH3ow03d6bxruubty3O/YBXmd3z5q/IjryfIifWTNV2f+70/P6MyZleVPn/9UWs49e3xvS+PDD6XcXPn5aLzz32m6+spajgs1IyyAZ6ahIT2L1/3Pm5eOYyr3FgzssGPlYwsm75Po0VetnL7PfSFJ0nru2Wk+/9wMb7jx+Dn0k/XdlqRygs7oMmPLMfbZI2lpyeC7t02StJ5xajI4WMvxntTIuq9N/0c/nqRyo3LTtVeP7wVoPevPk+q24tbf/DIz3rZZSo88knLXlPTsc0CSpOm2W9N28m8n36lWTU3jv+z4yQ/TcfjBSXt7ug+oHAndeO89abr5xoxOn54kaZsET/+TpP8//yuLDq/sF2q8955Mf9+2KQ0Npmf3yn0Wzf/8R0Zf/ookSdMtN6fxxhtqNuuSRl6zThac9IeMTpue0shIpn7m4ykND2fgXe9OkrT87fyUW1uTTJ79IfBCExbAMzb0xjdnYLsdkiTtP/tJGu+4bekn0adN4hfoX/pKRmctlySVi7lGRtL/H5UTXlr+9tdJeTdEkpSnTU/P7vskGbuv4JfHjy+Hapg3Ly1/O7+W4z1O4+zb03jzTUmSnj32mbh8bp/dMzD2/S719aX1rMnxLlHTtVdn6pd2TdPNN2XaB/8jpQXzK5v+N9woSdJx1BHje10aH3xg/JbrWipPnZYFvz0lw2u/JknS+e2j0/HtozP4nu0yuNmWSZKOH343g1u9LcnYjdZ9fbUadyn9u3xmIoDuujPTdtwuA+957/jfS8u5f0m5uTnJ5HqRPvza9bLgt6dktGtKSkNDmfrJ/8rAu7cbfyd08c956x9OqZujreG5JCyAZ6V73wNTbmlJaXg4nQfumzQ1ZeC9OyQZexLd01PbAZ9EuWvKxD6Rf92SthOOm3ihOzxc2VQ8SfV/dOeJy7mOODjDr1t//F2MyXQ6VOONN2T6du/KtPdvn4bZdzzu8rnGO27PyCtXTjI51tAnlbtaFp961nz9dZn2n+9P+vrSfejYMa4LF6T58kszOmVqkskzd3nmMpl/0ukZXq2yL6HzsIPS/pMfpPvQb6Tc2JhSf38aHnwwSeWCy8l0o3Xfrv+dnj3GYvn22zL9QzuOX/bXMH9+RscOimg99feT6oCC4Q03zoITT6mcCjU4mCm7/U/6xx60NM6pXJDX8Mgjky724YUgLIBnZXTlVZa+OffCv6V/h7EX6L29k+oFzGP1f/A/M7Tu65IknUcemtEVVxx/UjrZlkOVHnoo096/fRpn3145fvaQsdOtHn00Hd/9dgbGNqS3nvmnpLe3lqOOa7r5xjTMeTiNDz+U6e/fPg333Vu5fG71NZJU7uQY2O69SZKWv56X0iOP1HLcilIpPfsdlL6P75Ikab7y8kz72IczvM5rJy6HPPFXGXrzW5IkrWf8YdLsJSovt1wWnHzGxN6KffdM85WXp++Tn06StFx6UUaXWTbJ5NkfsljvV3ZLz/98LUnl56bjmG+kf2yJ3+IToRrvv29SvEO0pOE3bJIFvz6pcgpXf3/a/nR6RsbeCXU6FC9lwgJ41nq//NWMLlt5wdK1316V41tf9vIkk+8FepKU5syp3GHR2Jieg8f2icydm45jjhx/16Ll0ovTcN+9tRxzQn9/pu+wTVr+9tdM26nyAn1osy0ysE3lhVf7//4oQ5u8KUlS6u2ZNDE3sNMHs2jsduLGe+7OtPdvn9L8+ePf88aHHkxpwdhlfyMjk+ddolIp3Ucck/73fyhJ0nLhBZn66Z3Ts/ve4zeJN951Z5KxvUST6O6T0ZVelvm/P338OOiur30pI2u+evwdrcUboFvOO3v8HpfJonePfdM7tvep+Z//SOM996Tc1pZSuZxyY2OSsWN+J5mhN2+aBSecWFkG1deXhsUXWI69u9J61p8m1R4ieCEIC+BZK0+dlp7dKqcrNd14fdp+95vxTdwt551TOTFqkmi4955Mf+87K0tcenoy9JbNMvCeylPz9p/9eHwtfZK0nnZKrcZcWlvb+LtCjffeU3mB/sgj6d7/4PF7FlpPOSkjYxtdJ8vynCTp3+Wz6dlrvySVZS7TPvgfGdr4DRl4W+X+jbaTfpPh1des/HoSzZ2Ghiz6zg/GfzZa/3JmOg/eLz1jN4k33XJzRqdOruVQi42uvEoW/P70jC67bErlcrp2/+r430fD3MreodLQUOXdlsmkVErPgYem7xOfSlJZirZ4H1RpbJP8ZHqHaElDW2yVhcf9svLPY39/yo0TG+pLvb1pPfOPNZwOXnjCAnjGmq6/Lu0//n6SsXX/a62dpLK+e/EJKaWhobT+efL8R7Xt179I0x23p/nqKzPtEx9JBgbSvd9B4/tE2v/3xxna6PVJJte7Lf2f+FS6l7g7ZNqH3pfysstOLEM7+6wMbbhxkrGYm0RPo3u/9NX0/vf/JEmab/hnpv3n+9Oz534pNzWlNDCQNFWeRk+Wi9DGNTVl4Y9+lsG3VjY9t512Shpn3zF+etjiE6Em490nI2usmfknnZ7R6dNTGh1N229+meFXrZJkiSU6kyyIklTeLTr86PT9538lqbzTtfhyv2TsHaJzz67VdE9p8G3vzML/PaHycz0ynCUPx237/W9rNhfUgrAAnpGmKy7PtO3fna5990zb8T+vrPs/8LAklbPyW849e3wj6WTaUNz7tT3Gb/RtueD8TPl/n8noK1+Vvk9/Pklln8jQ69ZLMrYc447bajbrY/V98Svp/cKXk1Rmm/rRD6b3818YP4Wr6Z//SDIWc386o0ZTPoFSKT37HLDUvoWuA/dN386Vv2665ebxT2099eSajPikWluz4Oe/zOCbKnsq2k/8VYbXXCtJ0jB2MEGpvz8tkyieFxtZZ90s+O2p4ycXNd5fWdq3eIlOyyUXTZ7lfktqaEj3MceOX6JY6u9f6rcn84v0wW3ek4U/+lnlzpYlPt58wV9Tevjhms0FLzRhATwjoy9/ecpj5+J37fY/aTn91AxttfX4EpeOH30vg1u/PUnSfNHfUnrooVqNurSGhiw69ofjR4a2nX5qunb7n6X2ibRc9PclnupOnihKqZSefQ9M3399IknSctklmfKlXdOzW+Xc/6Y7/z1+mdukexq9eN/C4qj7+1/TePedGZ05M0lSbu9IMsmWQy3W0ZGFv/xthjbYMEnSes5Z4xuky6XKy8fJdBTqkoY32CgLfv37lDs6UhoaGt+rsNik+vleUmNjFn3vx+NLuJbUcvaZKS2Y/8LPVKXB9/5HFn3/J+M/G0lSKo9O6iCC55qwAJ6R0ZVelgUnnTa+jnvq5z+V5gvOT88Bh1aOtxwYSOPsO5JUnpC2/vG02g68pObmLPzp8RNPoX/xf+n47rfHj7hsuu3WjKw69m7Lqb+fFDf+jiuV0n3kNyculzvvnDRf/PcMv2bdym+PLclpvvjCNDz4QM3GfEKLo+5d70mStJ7zl4ysslqSpNRXOcmq6aYb0rjEOxiTRXnK1Cw48ZTxY34b774r5VIppbGfjea/XzBpn0gPv/FNWXD8b8bvWFhqic5kDLnFmpqy8Mc/z8Db37nUh0tDQ2n94+k1Gqo6Azt+IIu+/f2lPtb+g2NrNA288IQF8IyNrLZGFvzm5PGlFtM+/pGUuhelf+dPJqncar14OVTbZHsy2t6ehb84MUOvrSx76jj2mynNnzf+Ar3hwfuTVPYzNF1/Xc3GfEKNjVn0vZ9kYOwdobY/nDq+cbth7OKzUrmc1tMm2bKipBJ1Pzlu/OK25quvzOiMsXctxj6l9dTJ+WK3PGNm5p/0hwyvOhZDSwRnaXQ0radPks3+T2Boi62y8Gdj6/+X+HjTjddPypAb19KShT/7RQY332qpD7f99Ic1Gqh6Ax/+aBYd+c3xv258+KE0/uOaGk4ELxxhATwrw+ttkIUn/Kay+bm3J9M+vGP63/eB8ZtnF6+Pbr7y8sm1MTdjNxafeMp4/HQdckAGt9gySdLQ3T05l0MttvgF1xvfnKSygXjx38fEC/RJOHeStLVlwfG/ztDGb0iSNIxtNF/8grft5En2LtESysstlwW/P3085JY0WZdDLTb4jm3G1/8vqe3EX9Zooiot/nl5/SbjH2q66cY03Hln7WaqUv/HP5Xej38q5VIpPbt+MSPrvLbWI8ELQlgAz9rQpptn4Y+PS7mhIQ3z5mXqZz6evl0+myRpXGJz6KTbmJukPGtWFvzutIys9LIkSfuPf5Ch9TcY+83Ki9vW006eVDf+jlu89n/sXZemO26vLEMb++3ma6+pXKg3GXV1ZcGvT8rwE7zQarz7zjRdfWUNhqrO6MtfUbkrYmw/y2LNV1+Vhn/PrtFU1Rl8739k0Xd+sNTH2k44btKG3LjOziz47SkZHrsfJ0ma/3ZeDQeqXs+R38yjt/w7vQcckjQ313oceEEIC6CQwfdsl+5jKmuIG++/L62nn5LhxRtcW1qSZHIuzUky+opXZsHvTsvozJkpjY6m6YbrKy/Qx15sNd5/X5qvuKzGUz6x8tRpWfDbU8dvs1583v9ikzHmFitPn5H5vztt/J2WJU22m6Efa3TV1bLgpD9kdMaMpT7e9utf1Gii6g188D+XWqLT0N2dlpN+U8OJqlPumpL551+UoXVfm0f/cUsGxk4VqwflseV+8FIhLIDC+j/ysXTve1CSytPzjJ1AUxocTFK5w6DxtltrNt9TGVnz1Vlw4ikZ7exKaXg4KS39r8VJd8rSEsrLLpsFJ/1hfHnOks+eW0/+3aR+Gl2eNesJlxa1nXRiMjxco6mqM7L2a7Lgd6el3NEx/rH2//3xpP5+L9b/8U+l97P/L0ky/KpVMrzBxjWeqDrlGTMz//yLU15ppVqPAjwFYQE8J/r++8vp3fWLSZKmf8/O6LTKXovxdf+T+AX68PobZuEvTqycnjM8tNRxka2nn5YMDdVuuKcx+rKXj53SNWvpzbm335bGG66v2VzVGH3Zy7Pg938Yv48jSRoWLkjzXyf/Upfh9TbI/BNPHf9ZKfV0p+HGG2o8VXV6Dj488/74l8y78rqMrrFmrccBXkSEBfCc6dn/4PR9+KNJkoYFC1LOxMbcSXd862MMbbp5Fv7k/5ZaCpUkDXMfTfOFF9RsrmqMrLZG5v/utIxOnbrUx9t+fUKNJqreyKqrZ/7vT0+5vX38Y1377VnDiao3/MY3ZdGR38zotGmZd84FGV23fjboDr/hTbUeAXgREhbAc6dUSvcxx47fV7DUE/TZd0y+41sfY3Cb92TRt773uI+3nfjrGkzzzIys+9os+NXvU25tHf9Y+69/MTk3nz/GyGvWyfyTz0g5lXe4RpdfodYjVW1g513y6K13Z2S9DWs9CkDNCQvguTV2udXgmzd93G9N5uVQiw186CPpPvjwpT7W+qfTk7F7Iiaz4U3eWLkQbeyvS319aZmMR+Y+geGN35CF3/pu5v/pnCw47c+1HueZKZWe/nMAXgKEBfDca2/PwhN+M34c6mJtJ/6qLp6g9332/6XnK7uN/3VpaChtx/+shhNVb+itb0v3wUekXCqlb6cPZvA929V6pKoNfmTnDC9xZwEA9aVULle36HnOnEXP9yzAi0zp4Yczfdu3p+nOf49/bP7JZ2Rosy1qOFWVyuVM+dwuaTv19yknGdxq6yz87am1nqpqpfnzUp4+4+k/EQCexqxZU6r6PGEBPK8a7r4rM966aRoWLkiSDL96rcy78IoaT1Wl0dFMe/fW6dv1Sxl87w61ngYAaqLasGh6nucAXuJGX/mqzP/DmZnx1rckpdL4xu660NCQBWf9tdZTAEBd8I4F8IJo+vvfMrLBBilPmfr0nwwATBqWQgEAAIVVGxZOhQIAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAoTFgAAQGHCAgAAKExYAAAAhQkLAACgMGEBAAAUJiwAAIDChAUAAFCYsAAAAAorlcvlcq2HAAAA6pt3LAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgML+PyRbA2uWtjgTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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96c/lyCOPrmi6rTvzzG/k7LPP3OrPXXfdNbnuumu2+LFthUWjMZ7LLrskl112yVZ/fu+9l+V//+8/a+5x2FnGx8dz9dVX5uqrr9zm1xx//Il597vfu82fBwAmCAuo0O/8zu9lzz33yjnnnJU777wjGzasT71er3qsne6P//h/5bLLLsnKlTfk4YcfzuDgxsyfvyD77rtfTjjh5Jxyymt2+h2CN7/5N3PwwYfkiisuzfXXX5c1ax7Ko49O7OtYtGhRDj54RU455TV50YteslPnAIBni1qj0WjM5Asfemjdzp4FAABoMUuWzOx5VzZvAwAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQCw4zUaVU8APMOEBQCw4zQamf3ed2fB8S9MRkaqngZ4BgkLAGgXGzZk1h//YTI+XvUk27TwiIPT/+//mq6bVmbem9+YbNxY9UjAM0RYAECSjjvvqHqE7er/+GlZvGz3DJz+xcx577tbdqnR8Mtf2bzuufD8zP+V16f2+GPVDQQ8Y4QFADtXi74BntJ56SVZcPShWXjM4en73N9VPc42NRYtSm3y72Xff/xbZn3kQy3593bwv/1xNp+q+7JLMv/1r0lt9erKZgKeGcICgJ1j7eOZ9cH3Z9G+e6Tjrjurnmabum64Nl2r7k4tyewPfyBdV15R9UhbNfSWt6XRsek/2wOf+VQGPvWJCifauvFdd8vY4Udu8WNdN1yX+a99RTpW3V3RVMAzQVgAtKHarTdn1h+9r+oxtmvWRz+cgc//XTrWr59Ya9+i+wKGf/2tadRqSZLa+Hjmvu3N6XjwgYqn2ore3owe+5ItfmjWxz6S/i98tqKBtm3oN97WvJ76e9t15x2Zf+or0nnzTRVNBexswgJgc+PjqT3ycNVTbNe8U07Kohc/PwNf/od0//CCqsfZpsHf+p3mddett6T/i5+rcJrt6OtL/aDlzZedD9yfuW/79WRoqMKhtm7oTW9pXk/dvZj9J3+c3n/9p6pG2qrhU38hja6uJEmt0cjo5B2Mzgfuz/w3nJqsX1/leMBOIiwAJi04YkUW77YgC190VNWjbNfYikNSm7ye89//a8veCRjfb/80enubr2d95MPpvOXmCifatqE3vHGL190/vWLi722L7WEYedkrmkFRGx/P+Ny5SZI5f/De9Hz7GxVOtqXGgoUZOellzddd11yV9f/zg2l0dWX9hz6SzJ5d4XTAziIsgJ2q69zvZt4rTsii/fdM7c7WXWefJJ2rH0yt0Ujt0UfScfddVY+zTcO/9CvN68677kzv175a4TTbUatl9HmHb3o5PJQ5v/uuZHS0upm2YeSklzevp1Ki79//Nf2f+9tqBtqGxoKFGX3hi5uvx+fOy/jCRWnMnZvx3feocLInG/7FX25e1xqNdF9/XR758U8z/CtvqnAqYGcSFtCOxsfTdfFFGfjEX6T7zG9VPc129Z59ZnquvjIdjz+e/i9/sepxtqu+555JklqS/i+06LKdJGOHH7nFqTuzTvuzln1WwMgrX7PF6+5rrsrAJ/9PRdNsW33FIRmfvyDJxP//64uXJEl6z/xmMjZW4WRPNvKqVzevu+69Jxve+7489p/fydhRz69wqicbfuWr0xgYaL7u/fY30uHYWXhWExbQpub/4msy6+OnZc6HPlD1KNs1utlyiN7zzq1wkumNHX5E87rvn7/cuuvABwbSmHzjmySd9/8sA5/9mwoH2rbRF76oeT21hGfgU59Ixz2rqhpp6zo6MnLiSZted/dk8L/8Vh77+reTyb0CrWL4lC1jre/b/5n6wSsqmmY7Zs/O8CtflSRpTC7em3Xan1U5EbCTCQtoR5sdOVl79JEKB5ne2PM2vVnvvP3WltwQO2X0mGOb1x0bNqTv3/6lwmm2b/Sww7d4PfA3n2rJk4zGDjt80ybe8fHUd90ta7/y1YzvuVfFkz3Z6PGbwqLz/vsy/IpXJX19FU60dePP3TtjyzeFRPdVV6b7xz+qcKJtG/7Fib0rtcl7bD3nf79lZwXKCQtoV52dSZJaiy6BmTK+627NZTu1ej3dP76o0nm2Z+yw523xuv+Ln2vZjdGjL9oUQY1aLcOvfV0atRb8I723d4tnGoy+6NiMnPyKCgfatpHjTtjidf8Zp1czyAwMTy6Hmvp3a+BvPlndMNsxcuLJGZ83P0nS6OlJksz68z9tuU3xwI7Rgv8VAmZi6j/StfHx1n6ibXd3MjlrkvSe850Kh9m++rJ9t3hd27gxHffeU9E02zd26GHN68acOVn313+XxtKlFU60baPHbFoO1XvO2S27H2T8OXtmbLN/Bnq++52WvAuUJCOTy6GmTgfr+cF56bz+uuoG2pbe3gyf+gsT15PPs+i+/NL0nPfdCocCdhZhAW2qMWvTcY1dN15f4STTG1+woHnd892zW/bTysaChRnfbLPpo+demPG9nlvhRNs2tmJTWHSsXZuuG1rwTeWk0ecf07yuDW5Mz/e/V+E02zd6/InN61q9nr5/+UqF02zb2GGHp77rbkmSxuTdy4HPfKrCibZtePIo39rwcOqTG+RnnfaRlr0bCDx9wgLaVGPhwuZ11403VDjJ9MZ32bV5ve6v/67CSaY3/tx9mtdd119b4STb19hll4wvXtx83X3+9yucZvtGj37BFq/7vvH/KppkeiPHnbjF675/+nJSr1c0zXZ0dGTklZOnQ02GRe83/186Vt1d4VBbN3rsS1Kf/DNgKtS7brguvd9s3X8OgKdHWECbGl+4qHld32WXCieZXv25e2960dHRXBLRisZWHNK87v7pFRVOMr2xQzbdtehp4bBoLF2a+t6bgq3nvO+27Ilboy95afP0qiTpvGdVei5ozb+3U/ssaiMjaXR0pFavp/9zn6l4qq3o7Mzw634xSdJ1y02pT8bFwF98tCWfaQI8fcIC2tT4ok2fVrfa+fVPVD/goOZ1qz55eUp9v/2b191XXFbhJNPbPCy6L/lxauvXVTjN9m25HGowvd87u8Jptq0xb37GjpjYbN7o7k6S9H25NTdxj774uIzPnpMkqe+zLEnS/89npPbww1WOtVVTD8urDQ01n8jddecd6fvqP1c5FrCDCQtoU+NLN92l6Fj9YIWTTG/zOxadLb4fpL7vfs3rrp9e3rL7QZJk7JBDm9e1ej3dP2rdE7c2D4sk6W3l5VBT+yzqE3sAes49Jx33/6zCibaht7f5Jr22biIqa4OD6f+Hv69yqq0aO/Lo5p8DHatWNY/LHfjEXySDgxVOBuxIwgLa1PhuuzWvO+69t8JJpje+66ZZu1feWOEk09v8ZKiOtWvTecdtFU6zfWMrDt3idc/551U0yfSeGBY9Pzg3tbWPVzTN9o1O7rOojU/srajV6+n75zOqHGmbRk6ZWA7VufrB5l6W/i99PtmwocqxnqxWy9DkXYueH56fjb/3viQTD3fs/8cvVTgYsCMJC2hT9efs2bzuXHVXdYPMwPhuuzevO+66s8JJpje1pGRKVwvvs6jvu18amz3ArZX3WdQPWt5ctpNM7AvoOfusCifattGjX5DG5OlgU/+e9f3zGS25iXvk5Jc3T4Uam7zb1vHII+n719Y7zap5OtTYWGrr1zVDaOCvP5HaurVVjgbsIMIC2lRj8ZLmdcd9LX7HYrO7K50Pr2m9T1M305g9p3mCTZJ0X9m6YZGurowtP7j5svOuO9Nxx+0VDrQdnZ0ZO+roJEmjtzdJ0vuNr1c50bb19GTkRS+euJ48aKDzvnvT84NzKxxq6xoLFmZ0ctaulTdk9PCJJ90PfPYzydhYlaM9Sf2g5Rl8x7uy9vP/kKE3vikb/uRDSSZCqP9zf1vxdMCOICygTTXmz29edz7Qmg/xmtKYM7f5ZjJJulp4eVGy5XKoVr5jkWy5gTtp7bsWzeVQk294ey48P7VHWm+jcbLpeRad96xqnsDW16JP4h455dUZW35wRl72imz83f+aZGLuVjzOdf3HPjGxkXvWrIy++KXN/Sz9n/1MS246B54aYQFtanzuvOZ1x0Mt/OTtJKnVtniWRedtt1Y4zPS2CIsbrmvpzaVjBx+yxetWPRo12RQWtcklRbWxsfR+58wqR9qmqedZjM+ek5ETT06S9Jz73Za8Ozj4zt/Ooxdeko3v/2BGTn1dxiaX8w185q9b+vCBJJvuWqxfl4FP/1XF0wClhAW0qc3vWLTqp76b22JPyK23VDjJ9OrLNp0MVRsbS9e111Q4zfY98Y5F948uSkZGKppm+8aOOjqNyaVF9cmlfK16OlR9+cF59Kxz8/DNd2XDH/9JkqQ2Pt6am7g3e+5GOjsz+J7fTzIRxd0tvKE/ScYOPzLDr/mFJEn/P/x9On52X8UTASWEBbSpxuZ3LB57rLpBZmjzDdydt7V6WOy7xetW3mdRX7Fii9cdG9an+/JLK5pm+xpz52Xj+/9X1n7uSxn+5V9JknT/6MLUHnqo4sm2olbL2POPSbq7M773Phk54aQkk5u4W2zvwhMN/eqvZ3wy3AY+89cVTzO9De//XxMP+BsezsD//XjV4wAFhAW0q66uNHp6kmTiRJUWX/KwZVi0zx6LJOlq4bBozJ6TkRe9OMMnv7z5QLeeH7Tup9Qb/+CPMvyGN2boLW9LMnEXoPfMb1Y71AwMvvW/JJk4HrXnvO9VPM00+voy+K7fSZL0/OiH6brqpxUPtH31Aw/K8Bt/LUnS9y9ntPQRz8D2CQtoY42BWUkm1qy3+nGNm58M1XXbLcn4eIXTbF99732aS3aSpPunl1c4zfQe/+bZWfuvX8/oS45LknS38AbuKfUDDmw+JK0VNxk/0cgrX5X65EMp+874h4qnmd7g296R8VmzkyQDf/OpaoeZgQ1/9D/T6O5OrV7PwMdPq3oc4GkSFtDGGnPnNq87Vrf2Bu76rpvuWNSGhlp7LXV/fx696LKs+9gnkiSd996Tjgdb++StJM1Nxt3XX5tai//zkCTDr39DkqT7Jxen44H7K55mGt3dGfr130iS9Hz/3HTce0/FA21fY/6CDL317UmSnrO+1fJ3Acb3em5z3r7/9x/pvP66iicCng5hAW1sfLMN3B2rH6xukBkYO+x52fjOdzdft/wG7gMOzOgLj22+bvVjZ5Nk5MSXNa9b+XSoKUOvmwiLWqOR3m9/o9phZmDoLb+ZRq2WWqORvn/6ctXjTGvw3e+ZuAvQaKT/b/+m6nGmteF9f9R8MOGsv/hIxdMAT4ewgDZW3+yo0VYPi/Hn7p0Nf/Lh5uvO21v7yNlk4oFeU8vNWnkD95T6AQemvvseSVr7eRZTxpftm9HDDk/SuqdDbW58r+dmdPKuUN+/fKXlN3GP775Hhn9pYpN837//S2oPtvafEY1ddsngb03sDen93jnpuvSSiicCniphAW1s3f/9dPO61cMiSTJrVvPY2a4Wv2ORJOnszOgRRyZp7Q3cTbVaRk6auGvRc8H3W3ofy5ThybsW3Zdf2pLPiHii5ibuB+5Pz/fOqXia6U09MK82PJyBL36u4mmmt/F3fz/j8+YnSWad9qctfygFsCVhAe2suzvjiyaeCtzRikd2bkV9v/2TtP5D8qaMHfX8JEnXVVcmkw92a2VT+yw6Hn44Xde17vM3pgy/7heb173f/M8KJ5mZkVeckvquEwcR9LfBJu76gQdl+JWvSpL0nf7Flj/koTF/QTa+dyKGen5ycVscRABsIiygzY1PnlRTa4c7FknG2iwsRo88OsnE8yE6b76p4mmmN/rS49OYfGBaWyyH2uu5GT1q4u9x7ze/XvE0M9DV1dzE3X3+99Ox6u6KB5rexvf+QZKkY+3j6TvjH6sdZgYG3/nbGV+yNEky67Q/c9cC2oiwgDY3vmQiLNpiKVSS+n4HJJl4HkBt/bqKp5ne2OSb3qT1j51NJj7xHZuMoXb5tLe5HOqqK9Nx150VTzO9oTe/ta02cY8d88KMvuCFSZL+z/9tyz6ZvWnWrGz4wz9KknRfe3V62uA5J8AEYQFtbnzpxCd7rX7c7JSppVBJ0nl7ax+BmSTju+y6aV9IO+yzyGbHzl5+acsvfUmS4V/YbDnUt1p/OdT4nntl5OSXJ5ncxD06WvFE09v43vclmdgb0vv1f692mBkY+o23p77Xc5Mks/7ioy2/UR6YICygzU0tGWibOxb7H9C8bvUjZ6dMLYdqh5OhkjQ3cNfGxtJ90Q8rnmZ647vvkdFjXpSkPU6HSpKhqU3cqx9Mz3fPrnia6Y284pSMHXhQkmTgM59q/Y39PT3Z8N/fn2TioIfer3214oGAmRAW0Oam9lh0rHmo9d8sJBnfdbfmE4E7b2uPsJjawN1508q2uAMwdviRGV+wIEl77LNIkqGph+Vdf21bHEU88rJXpL7bxEMf22ETdzo6midEdd16S1vE0PAbfy1jBxyYJJn1fz6WDA9XPBEwHWEBbW5qKVStXk/tkUcqnmYGarXNToZq/aVQyaY7FrVGI11XX1XxNDPQ2ZmR405MMhkWbbD5dfjU1zc3nbfFXYuurgy9+a1Jkp4LftAWe0OG3/DGZgwNfOZT1Q4zE52d2fD+D05c3ntPewQc/JwTFtDmpu5YJG20HGoyLNriWRaZeGp4o6srSXts4E7SfJBb56q70nnn7RVPM73GLrtk9NiXJEl6v9kGYZHJJ3FPxlB/G2ziTk9PBt/9u0km9t90XfKTigea3shrXpvRw49Ikgx88hPJ+vUVTwRsj7CANtfOYdF55+1t8WyI9PdnbMWhSdpvA3eSdP/gvAonmbmp06G6blqZzpU3VjzN9MZ33yMjL39lkslN3K1+2lKSobe+LeNz5yVJBj7zyYqnmYFaLRs+8KEkE8s9B77w2YoHArZHWECb2yIsHmqPk6HGJjdw14aG0nHvPRVPMzNjRx6VJOn+6RVtsbRofLfdM7b84CTts89i+NTXpdHZmaRNnmmRZOitb08y8aa355yzKp5meo3ZczL09ncmSXq/d046b1pZ8UTTGz3+xIy85LgkSf/ffjq1R9tgySf8nBIW0OYaCxY034y1zZGz+246crarTTZwj05u4O54aHU67llV8TQzM3LCxF2LnosvaouNr41FizL60uOTTO6zaIOAGznp5anv8ZwkSf+XT694mpnZ+Fu/k0Zvb5Jk4G//uuJpZqBWy4YP/O8kEw/5G/hMG8wMP6eEBbS7jo72O3J22b5p1GpJ2ucJ3Fs8KK/NlkPVNm5M92WXVDzNzAy//peSJF133J6u66+teJoZ6OzctIn7ogvScUcb7GdZujRDv/rmJEnv1/89HffdW/FE0xs7+gUZPuXVSZL+L34uHQ8+UPFEwNYIC3gWaB452yZhkf7+jO858fCrzlvbIyzqy/bL+Pz5SZKudtnA/cJj0+jvT5L0tMs+i1efmkZ3d5I2OR0qk0/inrxr2BabuJMMvue9E08PHxtL/+f/rupxZmTD+z84MfPgYAb+6uNVjwNshbCAZ4F2e/p2ktT32y9J2uKZBUmSWi1jUw/K+2l73LFIX19GJk9aapd9Fo35CzJywklJJk+HaoPlUOO77Z6Rl5+SJOn76j+1xSbu+rL9MnLq65IkfV/5x9Qee7TiiaZXP3hFht/wxiQTM7fDEb9ThoeHc9VVV+bCC8/PZZddkrVrH696JNgphAU8C2x6SF77hMXUBu52efp2sul5Fl3XXdMWbx6TTcfOdt14fdssH5laDtW56u50XfXTiqeZmaHfnNrEvSa93/l2xdPMzMb3Tjwwr2PD+vSf/sWKp5mZDf/jAxNHP4+NZfCjH8qDDz6Y8RZ/MOjIyEjOO++7eeCB+zM0NJRHH30055//g6xZs6bq0WCHExbwLNBosz0WyaYN3J2rH0ytTT69Gz16YgN3bXg4XTdcV/E0MzNy4sua191tctdi5JRXNzcXt8tyqJETTk59z72SJH1ntMcm7rEjjtp02tIXPpsMDlY80fTG91mW1W98U76d5Eff+kYu/fq/5ayzvpX7WnifyMqVN6ajozMdHZvecvX19eXGG9vjzxB4KrqqHgAo11wK9fDDyehoMrlGvZXVJ+9YJBMbuKeWGbWysSOOal53XXnFFq9bVX2//VN/zp7pvPee9Fzw/Qz/2purHmlajTlzM3LyK9L7nW+n91v/mQ0f/mjS0eKfg3V2Zugtv5lZH/tIen70w3TefusWp5+1qo3vfV8e+9EPc8OaNVnz4T9Jz+vekBUrDsm8efOrHm2bzj/2JRn4j69m1uhoer71zWz8g/+eK664PEuX7pLunfhnX71ez+DgYIaHhzM8PJShocEMDU1dT/yv8aSle41cf/21GR6euMM5d+687L33PkmS9es37LRZoSrCAp4FtniWxZqHMr7b7hVOMzNj+20WFrfe0hZh0ViwMGPL9k3XHben+4rLM/SOd1c90vRqtYyc+LL0f+X09Fzwg4kHEk5uNG5lw69/Q3q/8+10/uy+dF1+WcaOeWHVI01r6E1vycDHT8vaej13feqv0vvBP83SyehvVT875LBcu8eemXXfPek+69tZd8JJueCC83PSSS/LnDlzqh7vSdatW5uHGuOZfcJJqZ373Qw+8LM8fsftGazX861vfSOLFy9OvT42+dW1p/ldpuKgtsV1Z2dnenv70t/fl97evvT29mbhwoXp7e1Nb29f+vr6trgrMWXu3HlZs2ZNarUt5+mfPFgBnk2EBTwLPPHp2+0QFo2lSzM+Z2461q1N5+23VT3OjI0d9fyJo1Db5MjZZOLY2f6vnJ6ORx5J17VXt8WdluGXn5LGwEBqGzem95tfb4uwqO+yay54/gvz0CUXp+vMb+SR40/I7AULc9xxJ+zUT9JL3HTzytR+4XXJZz+TztUPpuvyy9L7ghfmpptuzPOff8xWf02j0cjQ0FCGh4cyPDzc/LR+4pP74QwNDWZsbDRPfmO/+Rv2p2dkZDirVq3KnCOPSv+ixakdeXQGenszu6OW/fbbPytWHJKurtZ6a7N8+Yqcd9730tfX1/yx4eGhHHLIoRVOBTtHa/3bBzwt45t9KtouT99OrZb6/vun48qfpqvNNnD3fe2r6brzjtQeeTiNhYuqHmlao8cdn0ZnZ2r1enrO/35bhEVmzcrPjjsxN51zVh77969m7KSXZb8DDspeez236sm26a677szdx7woiy65ONmwIXOuvzbDxxyba665Kkcf/YId+r0ajUZGRka2eDO/6U3+xPXIDA4YuPLKy5OBgRyyx3Py8P4H5sHOztSvuybd3T1Zt27dVn9NrVab/JS+N319/enr682sWbOyaNHi9PVNfHq/M0Oqo6NzYsnRIc9r/tjQ0GCWLz+45aIiSWbNmpUTTjgx119/XdatW5e+vr4ccsih2WPywYrwbNJ6/wYCT9nUA/KSNjtydt/9033lT9PZJk/fTpKxyQ3cycSD8kZe9soKp5mZxtx5GT3y6Dxw+aV54MxvZuDNv5lddtll+l9YoXXr1uWH+yzLoiQ9ax/PyPXX5aoNG1Or1bLn5CbpqjUajYyNjWV4eCiDg0O55pqr8tjuu2X2goXpHNyYB2+/PffOmp3x8UbWrl37dL/L5P+t5Ymf+Pf09KSvr6+5DKevry/z5s1PX9/EG/7u7u4nLb95ou7u7mzcuDE5/KgsTrJ48q9r8eLFOzyGdpRjjnlhfvzjH2V4eDgdHRPL+o444qj09PRUPNm2zZs3Py9+8UurHgN2OmEBzwKNOXPT6OtLbWiovU6Gmjpy9s47krGxpAU/bXyisYMPaf697vppe4TF6OhovvXcvdO4/NL03nhDVp9/bubvtkde+tLjt7omvBXcfPPKdB51dMZ7+9IxPJTuS36SvuUrcttttz4pLLa3qXZ4eDiDg4Nb2VS7PTNfstPd3T35xr43Q0ND6ezqzsO//bvJbrtn9qzZObS7K7VaR0466WXT/l5VWLHi0Fx00YXNZTpTd0IOPviQiifbtnnz5ueUU16T1atXZ2xsNLvuuls622DfEPw8aP3/igPTq9UyvnSXdK66O7U2CoupDdy1kZF0rLo748v2rXii6dU7OnLxPsvy0MobM3L2Wel76fE58sijt1g/3WquueaqDK84JHP/49+S8fHMvu22rJ8zL7fcclMOOujgHfI9xsfHt1h3v/kb/cHBiR+v1+vb+R22/GR+6iSd5zz/Ban39mbNgQdl9Nqr02iMPykStrapdsGCBc1P83t7e5+RN55LlizNZZddkr7N9jyNjY1lzz1bd8nLwoULc8IJJ2blyhszODiY2bNnZ/nyFRkYGKh6tO2q1Wotf9cNfh4JC3iWGF+yNJ2r7k7HQw9VPcqMje27X1YleTBJ18UXZfe992nZT9CnXHrpTzK453Mza+WN6bjrzqx9/LFceOH5ecUrTpl22cnO1mg0NvvUftO6+yuvvCLDY/Uc3t+fkYGB3H3XnXm4tze33XZLfvaz+yZ/9ZOX2jwVtVqtuRxn6hP8uXPnprd36eRa/L6ntP598eKlue++e9Nx2OFJkiWTP97f35/jjjvhKc/3TNhtt91zwAEH5tZbb21G1O67797ym3TnzZufF77w2KrHAJ4FhAU8S4wv3SWNtM9D8ur1es6/5+7UkvQlefySH+faRYtz8skvT+/kw9FazdDQUFavfjBzDzgg+d7Z6di4IZ0PPpjBhQvzwAP3Z7fddk+j0cjo6OgWn9Rv+gR/qPnGf8KOOA5zS1Nv4qfW3Q8MDGTRoiXp7OzIuk98Oh1z5mSPWi17JJk9e3bLrvtevvzg3HvvqtTrjXR2dk4u0RnOC16w9ZOKWsXy5Suy334HZP36denvH2jpO1kAO5qwgGeBjRs35oqxsaxL0rjjtsy94rIcccRRLb3u+JZbbsrG0bHMX7pLsvrB9D30UAY7OnLttVdv85jLp2JsbOwJD7B68sOsJsz8U/oNGzbkuuuuzZzx8Sw94aSs2233rLv//tQffCCPPvpoc+1/T09P8w1+X19/ent7M2fO3Oam2p6enmf07sbGjRtyyy03p7N/0/KW4eHBHHroYc/YDE9Vd3d3Xv7yU3LTTTfm8ccfT19fX5YvX5FZs2ZVPdq0uru7s2DBwqrHAHjGCQt4gvXr1+f2229Lo9HIsmXLMnfuvKpH2q7x8fFccMEP0j9rIP1JxteuzerVq3PppT/Jsce+pNLZ6vX6E864nzr3fjCXXvqTrF+/PgfOn5/+RiMPjwxn1XXXJMlWjrmc6Zv/TV/X1dX1pHX3ixfPaT7Mqre39ykvu6rX66nVku7unuRFL8nUQbODg4M5+eSXZc6cuU/p93umHHDAQRkcHMrdd9+V8fGxdHV158ADD87uu+9R9Wjb1d3dnUMPfd70XwhASxAW7FRTmyyrXns+U3fccXuuvfbq9PVNPBH1rrvuyPLlK3LggQdVPNm23XvvPRNPmp2/IEnSMTiYzvpYVq9eneHh4XR3dzffzG/rYVabNtVu+2jLp2NqU+3U2fZ9fX2ZP39+ent3yWOPPZqhoaF0HPq81JPMn/xfV1dXy56g09nZmYMOWp7rr78u/ZOf/g8NDWbPPfdq2aiY8rznHZ4VKw7J0NBQBgYGWn4vCwDtR1iwUwwPD+eKKy7LmjVrkiRLlizJ0Ue/oKXPGR8bG9viDWOS9PcP5Kabbsw++ywrmn1bm2o3X4c/Orr5w6xm/mZ+1aq7snr1g+nv7s6s1/1iRmbNzvobb8jgyHC6uroya9asyTX3mx5mNWfOnCxZ8vQ21e4oBx98aH7yk4vT39/f/LGRkeHsu29rnwy1334HZOHCxbn99lszPj6ePfc8rOU/+Z/S1dWV2bNnVz0GAM9StcYMD/d+6KGtP4ETtua8876X0dHR5qei4+Pj6e3trfST6Ok21d5///259tqrNwuIRpJaxsbGss8++2Tp0l3y1D693/IT/yduqt389Jy+vv50dXU9rTs769atzXnnnfuk4yHHxkbzqled2tKfTN9xx+25+eaVGRoaSnd3d/bZZ1lWrGjtE3QA4OfNkiVzZvR17liwwz3yyCNZv35t+vs3bbLs6OjI2rWP57HHHs3s2XOe8ACrLd/oDw0NPcWHWW1u+0t5trWptr+/L3vttXdGR0eftDl0cHBjXvzi47JkyZK0ojlz5ua5z907q1bdlf7+gTQajQwNDebww49s6ahIkmXL9s0++yzL8PBwenp6Wn5eAGDbhAU73IYN69PZ2Z1k4lPzG2+8IcnEMpfR0dHsssuuW3xS39vbm0WLFm3xMKsq3mDOnZvMmzcvo6OjzTsHjUYjAwOzsnjx4md8nqfiyCOPyh577JFVq1alo6Mj+++/f8tvOp8y9fwDAKC9WQrFDjcyMpKzzz7rSW8WR0aGc8opr0l3d3dFk01vaGgol112SR599JE0Go3Mn78gL3jBC1v+KbQAADvLTJdCCQt2iptuujErV96YgYFZaTQaGRwczMEHt/bpSpsbGxtLkko2NQMAtBJhQeUeffSR3HHHHUmS/fbbL/Pmza92IAAAnjJhAQAAFJtpWDiCBQAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYrVGo9GoeggAAKC9uWMBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABT7/zMnnP1aYA/xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KtrbW+M1vNsd//df/q96Z+YM/eGnk8/66BICD8S8lDJGmpmHxilf8SXz3u9+K++67J9797qt7fX4ohwH1ZcGCW6sfr169Ml772oNPHJ848YT493//0dE+rCTlcjnWrVsT69at6fc58+dfGX/911f3+3kAICMsYAi95S1vj5NPPiV+/vOfxEMPbYr9+/dFR0fHUB/W74RXveq1ccEFF8WqVcvjrrvujB07tseuXbsiImLMmDFxwQUXxote9Psxa9blQ3ykAPDskKtUKpVDeeL27XuP9rEAAADHmHHjDm2/K5O3AQCAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBk+aE+AACA32ZtbW2xYcPdsWfPU9HY2BjnnXd+HH/8iKE+LBhwuUqlUjmUJ27fvvdoHwsAwDOqVCqxc+fOKJVKMW7cuKipOXYHYLS3t8cvfvHzqKmprR5na2trzJkzN8aOHTvERweHZty44w7pee5YAADPGnv37oklSxZHa2tLROSitrYmpkyZFied9JyhPrQ+bdy4oVdUREQ0NDTEhg13xrx5Vw7hkcHAExYA8Dts+/btce+9G6O5uTmGDx8eF154UYwYMXKoD6tfy5bdHrlcLhobm6Ju795obxgeq1atjPHjJ0ShUDhq37ejoyNaWlqira0t2tpao7W1JVpbuz7O/jtwEEgl7rrrzmhra4uIiOOPHxGnnXZ6RETs27f/qB0rDBVhAQADaM+ep2LLlidi5MjRMX78+KE+nIPavn17LF26KBoaGiMiYu/evXHbbbfGVVc9L4477tCGPgymPXv2xM6dOyKfr4v29vZ45ec+HSN3bItHTzwpHv/Pf4/WSyfF9tPPiPbjj4+I3BF+l644yPX6uLa2NurrG6KxsSHq6xuivr4+Ro8eHfX19VFf3xANDQ19Dsk6/vgRsWPHjsjleh9PY2PjER4fHLuEBQAMgEqlEitXLo/HH38s6urqo1hsj+HDj4t58644qlfSU9xzz4ZqVEy8+844cf262H7W2fFQXV1c8uLf7/NrKpVKtLa2Rltba7S1tVWv1mdX7tuitbUlSqViHHhi3/OE/ci0tbXF5s2PxPDhx0VDribGPf5o5Ds64uwHH4h48IGIn/4oIiI6Tjs9ilOmRWnK1Oz/F18aUV9/xN83xfnnXxi//OX/RkNDQ4/30RoXXXTxkBwPHE0mbwNwTNq5c2fcddf62LdvXzQ0NMZZZ50dp5xy6lAfVr8eemhT3Hnn+qivb4jatrZo2Lsn9o4aHePGj49p02YM6PeqVCrR3t7e62S++yQ/+7i9vf0ZX2fNmpXRdRbwf371v3H5mtXVz+0fMzaePPucePLsc+PJc86JXaedEeVCIXK5XOdV+vpoaGiMhoauK/bdHx/NkPrf//15VCqVqGlvj5NXr4yxDz4Qox+4L8Y/+pvIdQ45erpKoRCliy6O0pRpUZw8NUpTp0XHGWdF5I48cg7HU0/tjrvuujP27t0bDQ0NcfbZ5xyzc0KgL4c6eVtYAPwOqFQq8dhjj8bOnTtjwoSJMWHChKE+pIPau3dv3HrrL6O+vvsqb2tra0yZMjVOPvmUITyybpVKJUqlUrS1tUZLS2ssWbIwdu/eHcViMU67647483/9Tjw1fHg8fOJJUb5sduw457zYfdppUc4fzkl338NyIiLq6uqioaGhOgyn++PshL/QGQEHs2jRgmhubo6IiGnf/kacsXhB1HX++IAjqauL0sWXRnHa9ChNmxHFqdOjfNJzBu3kvMtTT+2OpUsXR1tbW9TU1EZExKRJk+OUiSdEfsNdkV+zOgprVkV+zarIP3B/v69THjkySpM772hMnRbFydOiMmbMYL0NeFYRFgBERESxWIzbbvt1tLQ0R319Q7S2tsTIkaNi7tz5x+wynatWraiOSx/x6G/i4v/+j9h2znmx68KLYsprXh9RW1t97sEm1ba1tUVLS0sfk2oP5tCH7BQKherJ/IYNG6JYLEZdXSHm/OSHMfnnPz3wlRsasivm02dGcfrMKE6fEZXRQ3cyu3Pnzli0aEF1mE6loyOaNj8SV9TXR9Od66OwakXU3ntP5Pr5+euYeEKUpk6PYmdolC6dFDEIcwcqlUps27YtSqViTJx4QtT2+P3QU273rsivXZOFxtosOGp27Oj3dTtOPS2KU6dldzamTIvSRZdE9BjCBL+rhAXAUdDR0RFr166JrVufiHK5HGPGjI0pU6b1Gj99rFm1akVs3749ampqonH3rqhta4vdo8fEmWedFeedd8GAfI9yudxr3H3PE/2Wluzxjo6Og7xC7yvzPVfSmb1mVbzsV7+oPrO9qSl2nHNe7Dj3vNhx3vmx++xzo3D8iF6Tantewa+vr+/3xHMgPfHE47FixbJoaGiMYTu2x4SNG2LMvRvjpEcejuEPP9Tv15XOOjuK02dGacZlUZw+MzrOOjtiEIPvqad2x8aNG6KlpSWGDx8e559/YQwfPrz6+dyep7K7AKtXRn7ViiisXhk1u3f3+VqVfD5KF10cxWkzqsFRPuXUQb+r0a9KJWo2P1K9o1FYvSryd64/+BCqCy/qDo1BHkLVl8YvfynaX/Ti7DhgkAgL4JjXNTxn+/btMXLkyDj11NOO2SvoXZYuXRy7du2KfD5b+6JSqUQul4sXvOBFzzjs5GirVCo9rtp3j7u/7bZfRVtbexSLxZi/eEG8aPHC2DNseDxy6qnRdtns2H7+BbHnpJMjarqO//DfRy6X63M4Ts8T/a6fs0Nxxx3r47HHHo2ampo469e/jPP/5ycx4vHH+37fhUKULp0cxctmR3HmrCG9C7Bx491x//33VyPqxBNPjOnTZ0btnqeyE/OVy6OwckUUVq+KXHPfy42WR47MTsw7Q6M4aUrEsGGD+TYOrlKJ2gcfyCJj1coorF4ZtRvvjly53OfTy+PGR3Hq9O4hVJdOPjbeT0tLdnelvT3yG++O/OpVhzeEqnOuRnHK9EEbQpVfsypGveiqqNTURNvLXh7N73xvdJw/MBcH4GCEBfwO6jrJfTbo6OiIhQtvjX379kVdXX20t7dHbW1tPPe5z4/6IVq95Zm0trbGz3/+k2hsbIqIiGnf+lrkKhGPnnV2TPyTP4/xF14UlUolisViryv13VfwW6sn/pmBWA6zt66T+J7j7pcvXxa1tTVRKNTFCz7/6TjxrjsP+Lry6NFRnDk7irPnRHHWnChdeHGv4UaDrVgsxi9+8fPoWuazUqlEzZPb44q6uhh1111RWHF75Nevi1yp1OfXl849L4ozZkXxsllRnDkryiefMmhXmYvFYuzbtzcaG5v6v5NVKmXzAVYuj8KKZVFYuSJqH/1Nn0+t1NZG6eJLsrsa02dGccZlUT7xpKP4Dg5fbt/eyK9bG4VVKyK/emUUVq2Imief7PO5ldraKF1wUZSmTe8MjhlRPv2MQb0LULP5kRj1vLnR+hevj+a3vD0qT9sBO7d7V/Z+uu5sHM4QqslTs1WojsJdzIZvfDWGX/++yBWL1cfafu8Povma90bp0skD/v2gi7CA3yHNzc2xatWK2LlzV9TU5OLEE0+MyZOnDsrwjyO1cePdsWnTpsjn81HYvz9GPPFY7DjtjBg9fnxMnz4z+fVLpdLTNrA6cDOrzKGPp29u3h/r1q2J+vqGqCmX46Nf+tto6LHyzu6TT4ltF14Uuy6ZFHsmTYnaCRM6r9rX97qKX1dXN6gBeN9998R9990bhUJdNO3YERPu3RhjNtwZp23eHA39DNEpH3d8FGfMjOKsztC4dHJEXd2gHXNEdoJ+zz0b4qmnnoqGhoY4//wLY1jPK93NzVFYsyoKy2+PwvLbI79yRdTs39fna3WccGIUZ16W3dGYOTu7ynuM/fmoefyxKKxc3nlXY3nk77yj33DqOOk5UZw+oxoapQsuihiCJW1r77s38hvuirb/84e9h29VKlHz8ENR6Bw6lV+1MvJ33xm5fobDlceMyeZodIZGafKUqAw/evtoDH/PO6Lx29/IDrVpWLS84a+i+a3vOCAwqnoNoeqcHH7n+shV/x552tP7GkJ1+pkDMsSt5rFHo/Ef/z4av/PNXt+/7XkviOZrro3SAPz9CU8nLOAI7du3Lx588IGoVCpxxhlnxPHHjxjqQzqocrkcP//5T6OmpqZ6strR0REjR46M2bMvH9Jj6+joeNoa913r3rfE8uXLYt++fVGplGPSxrvjz3/8w2ipq4+HTj452ubMja0XXRJPVa8yH+rJf/fz8vn8AZtZNTZ2n+TX19cf9rCrjo6O+NnPfhyFQl3U790TM7/2TzHhno1Rv6/vk9nSBRdF+5zLozhnXhRnzY7KqNGH9f0G0vr16+KRRx6OcrkU+Xwhzj773Dj33PMit21bFJYtibrbl0Th9qWR33BXn19faWzMJuheNjuKsy+P4pRpgzJJ97B03gUoLL898suXRWHZ0qjdtrXPp5aPOz5K02dkoXHZ7Gy40VC+n1Ip4ulDxZqbo7BuTTU0CiuXR82uXX1+eaWpKYqTp0ZxRuddjanTB+X32/Fv+Iuo//F/R+mCi2L/+66L9hf/fv93Hpqbo7B+beRXZXc0CqtWRM32bX0+tVJTEx3nXZDd0ZiezdfoOPOsAZt7kr9zfTR97jNR/7Mfd3/PpqZoeX1nYIwb98wvUixmd526hlCtXR35++/r9+nlESOjNHlK71Wo+guZQ5DbujWabv6HaPz6P/caVtc+d340X3NtFOfMPXbmtvCsJyw4JnT99nq2DM/ZtOnBuOOOddUNo1pbW+L88y+Mc889b4iPrH+bNz8S69evjbq6+ohKJa666cbYdcqp8cg558Ylb31HFI4/vnoy399mVt2Tavtf2vJIdO1U273OfdcY/PpYt25t53KRNTHzq1+Js2/79QFfXx47Ltrnzovi5fOjfe78KJ92+hEfy0B54IH74q677qwOh2pt3h/nlzri0l1PRmHxoijcviRqntp9wNdVcrnouOCiaL98bhRnz81CY+SoQT327C5OazQ1NfUbVbldO6OwfFkUbl8ShWVLIn/H+j6vMlcKhWyc+aw50T5rTpRmzDyqV5iPSKUSNY88HIVlS7PhRstv7/fErzpPY2Y2dKo4Y+bgzdNoa4tRV82J9he8OJrfcU3/QVAuR+2DD2R3M1Ysy/5/kBPZ0rnnda48NTNKM2YO/KTjffti9FVzorbHXa/ipZOj+f3XRftzX/DM36tSiZrfbO41fOpgd2nKI0dmdwC6VqCaOi0qiRd++g2M170xmt/2zkMLjB5yT+3uXoXqUIdQTZnafWfjCIZQ5XY+GY3/9H+j8Z+/EjV7nqo+Xpw+M5rffW20X/V8gUEyYcGQamtrqy4XGRExbty4mDZtRtQN8lCKw1EqleKnP/3xAeP7W1tb4sUvfknSsfc3qbbnOPxisedmVof+j8DmzQ/Htm3bIpfLxcTt2+Ld3/hq93sqFGLHeRfEzilTY/eMy6J4/oXR0NRY3czqSCbVDpStW7fG7bcvicbGxig0N8f4ezbG+DvXxWkPbYphDz7Q59d0nHJqtF8+L4pz50f75fOjMkR7MezcuTMefPD+KJfLcfLJp8SJPce7d3RkV82XLIrC0sVRWLqk1z/2XSq5XJQuuiS7+n/5vCheNisqI0YO3ps4RLl9eyO/YnkUli2NutuXRH7t6sj1sfFapaYmSpdcGsXL5mTvaeZlg36HJr9qRVSGHxcd553f73NyO3ZUI+OQ52l0DqE6WqsbNf7Tl2P4hz4QERHl40dEy9veEc1/9ZaIHisz9Se388korF4ZhRWdQ6jWro5cS0ufzy2PHt0ZGpdFacbMbBJ16l2aYjEavvcv0fSFm6L2sUe7H542I/Z/4ENRnDv/8H7OWloif8f67D2tWhH5VSuidssTfT61kstFxznn9lqBquOcc4/orkbtnXfEsM9/Juo7d+6O6AyM1/5lFhjjxx/2a2Yv0hlPa1Z139k4lCFU1f01pkfHGYc2hCq356lo/Not0XjzP0TNzp3Vx4uXTIrma67N7iYd44tjcOwSFgypX/7yf6NYLFavipbL5aivr4+rrnrekB3TM02q3bLliVi/fn3U1fUep1wqleK0086ICRPGx+Fdve99xb+vSbU9x93n8/kjurOzd++e+OUvfxFNTU0x+uFNcekPvh8T7tkY+fYDl08sjx0b7fOuiPb5V0Vx/pVDPgF006YH4957N0Zra2sUCoU4/fQz4sILL47ctm1Rt2RhFBYvjLqFt0XtIw/3+fWlc8+L9rnzozj3iijOnnNMnphHR0fk774zu5uxdFEUbl8aNXv3HPC0Sk1NtvnY7MujOOfyKF42O/lq7BGpVA5+ItjSks1r6Bw6VVi1vN8T2dL5F0Zx1uxon315FGfOProhWCrFqCtnR+3990Xrn74qmt9/fZRPOPGZv665OQprV2d3NQ5nnsaMWdFxwYUDMk+j9p6NMexTn+h11bw8dlzsf/e10foXr484nMUMisXI33VH512NbGJ4vyfmhUIWg9NmZkOoZlwW5QkTj+xNtLVFw3e+EU1/9/mo3bql+nD77Muj+QMfiuJls4/sdSObU5BfvbJzNa2Vkb9jXZ9xG9E5xG3K1OyOxvQZUZwy7bACt/auO7PA+MkPq49VGhu7A2Mgfg93DaHquZHfQA6h2rcvGr/9jWj8x7/vNRSwdN750fyu90bbS19+zM0v4tgnLBgyO3fujIULfx2Njb2XE2xpaY4rrrgqhg8/7mkbWPU+0W9tbT3Mzax6OvhQnrq6uh5r3HePt29sbIjW1tZYvHhhDBvW+yphS0tzzJkzL8Yd5i3xwbRmzerYvPnhaGxsikqlEu1798Scmpo45Z6NUVjw6+yqbB8/p6Wzz4n2+VdGcf5VUZxz+ZAMZem6m1NXV9fv8JyazY9E3eKFUVh4W9QtWtDnuOxKTU2ULp0UxblXZHc1ZlwW0dR0tA//8HV0RP7O9VFYsrg7NPYd+Pdr9Q7AnHlZaMycFZXjjj/qh9fwtVuibuFtse8jH4/yGWc+8xe0t0d+/dosMpYticLyZX2GU0RE6cyzssngnfM0ys85ecCOO79+bYz8gxdWrwRXGhuj5U1vjea3v+vwAq1UivzGu6OwbOnhzdOYOSuKk6cm3QHIr1oRw278eNQtXlh9rOOUU2P/tR+Mtlf8yZGdDFYqUfPYo9kcjRXLIr9yxUEnUXeccmo21KhzUnjH+RccOPfjYFpaovEbX42mL32h1xCg9iuuiv0f+FCUpkw7/PfwdG1tWTxVh1Ct7HdFrYhsn5CuncKL02Zkd7Se4eey9u67ssD48X9XH6s0NkbLa94QzVe/a8AjudcQqrWro7B6VdTs2N7v8ztOOS2KU59hCFVLSzR899vR9A9/1+tuUumMM6P5ne/Jfk8NwYR/np2EBUPmN7/ZHOvWrY26uroolUqxoXMyaHt7e5x77nkxfvyEp61zf+BmVkO1l8GvfvWLKBaL1TsHlUolampq4vnPf+ExP09k69YtsXnz5qipqYmzzz6716Tz3M4ns6v/C26NugW3Ru3mRw74+ko+n51QzL8y2udfGaVJUw7vhGKwVCpRe+89UVi8IOoWLojC0sV9DzWqq8tOjjqHTZUmTxm0f0RrHtoUUVubDZ15JqVSFhpddzSW3d7nFfNKbW0WTrPndofGAIdgbs9TMXrmpKh58smoFArR8oY3RfN73nd4c0G6hoItXVyNjZ7DMno99eRTssiYNSeKs+dkq+Yk/DmreeLxaLrpxmj41+9U91Qojx4dze9+X7S89i8P78p/l655Gp0rTz3jPI1LJnXvp3Ek8zQqlSgsuDWGffJjUVi/tvpw6bzzY/8HPnzwydGHat++7C5N1wpUq1b2OS8oIqI8bHh28jqjc67GtOmHFmr79kXj1/4pmv7h73ptptf2ghdF8/uvz06EB1DNlieySeFdQ6jWr+13uFH2njrvakybnu1D0c8dgNq774phX7gp6n/0X9XHKg0N2R2MoxAY3d/kMIdQ5fNRuvDi7H09fQhVe3s0/OB70fT3n+81H6bj5FOi+e3XROufvsru4jwjYcGQaW9vj5/97CcHrN/e3t4WL3rR70fhGL5C0traGitWLItdu3ZGpVKJkSNHxYwZl0XTsXjl+0hVKlHz0Kaou+3XUbfg1igsXtjnFeby8SOiePm8aO8MjcFeZ/6QdZ2YL+oMjRW39/mPb3nY8GyPhs6J4B0XXHh0xhtXKjHij18WhWVLo/lt74jmt7/78DYDK5WyOwBLFmfDwZYv63MjtUptbZQmTY7inHnZUKMZlx3SmPyDye3dE02f/XQ0fvUr1XXyyyNHRvN7PxAtr3vjkS03Wy5H7f33ZaGxbEkUli7pNVSmp47xE3rd0eg497wjGy9/z8YY9jc3RP3//rz7tU85LfZf9+Foe9kfJf+653bsyO4ALL89CsuXHnyexjnndt/ROJx5GpVK1P34hzHs05/oFTLFqdNi/3U3ZHMXBkq5HLX33dvjrsbyyG96sO/DyuWy1Zqmz4zi9BnZnhqnnd7ve8rteSoav/LlaLz5H3v9PdP2kpfG/vddd9D5MEna27PhRl2b+K1aGbWbH+736aXTz+he6nba9Gz53h4XVmo33J3dwTggMN4QLVe/68iHkB2OYvHAjfyeaQjVpMnd+2tcMjnqFi+Ipr/7XOTvu7f6vI6JJ0TL294RLa9+3bGxcSHHJGHBkLrnng2xceOGaGoaFpVKJVpaWuKCC47t1ZV6KnWeJAzFpOZBVypFfu3q6t2M/OqVfZ4kdZxyahYZV1wVxcvnHfWJucM+9P7ouOCi7Gra4ZwItrVlS1kuui3qFi2M/JpVfQ77KI8ZE+1zOieCz50/YOFUe8/GGHXVnOrPYccJJ8b+j3w82l7+yiN7/WKxMzQWRd2SRVFYsSxyzc0HPK2Sz0dp0pQozpkb7XPmRnH6zCM+SajZ9GAM/8QNvcaZl04/I/bf8DfpV8w79zfIlrfN5mn0d8JXHjUq27Sv845G6cKLD+suWmHp4hj28Q9HYc3q6mPFSyfH/o98fGBPzLvmaSy/PRtCdbB5GhNP6Fzi9hDnaZRK0fBv/xpNn/1Ur+Es7fOujP3XfyRKk6cO3PvoIbdjR/bnqGv1qXVrItd24LytiGw+SNfqU8UZl0XpkgOH5eR27YymL38pGm+5uRrKlVwu2v7wj6L52g9Gx5lnH5X30esYtm3L7misXpkFx7o1ff5ZiuhcvvfSyb2GUFXGj4/aDXdH0xduioYf/mf3cxsaouU1r4+Wt18zOIHRQ+6p3b038juUIVRTpkSlviH7de0RkOWxY6P5zVdH6+vfOCjDLnl2ERYMuV27dsamTZsiIuKss86KEcfixFoOkNu7JwpLl0Tdbb+KwoJbI//A/Qc8p5LLRWnS5Ook8OL0mQO6eVrh9iUx8qUvjojsCu2+z3whSpdMOqLXyu3bm53ALloYdYsWRP7uA3edjojoeM7J2R2aufOjOHd+lCeecKSHH7X33RvDP/T+qOuxhG5x+szYd+NN6bvjtrdHft3aqFu6KBs+tXJZn5OnK/l8lCZP7V7edvrMw55zUli2NIZ95INRWNc9JKd99uWx/+M3HvGvR19qHnu0ezL4siX9XoUtDz8uSjNmRvusOVGcdXmUJh3Cpn2VStT96L9i2Cc/FvmHNnW/j6ueF/s+/PHouPCiAXsfVZ3zNPLLb4/Csmz4VH93acrDj+u9n0Z/8zRaW6Pxm1+Npr/7XK8drdte8tLY/4EPZashHU3t7ZG/Y102gbpzudv+5p5U6uqyIWEzLqsGR9eqSrnt26PpH/4uGr9+S/d8mJqaaPvjP4v973l/lE897ei+j566fp0699XIr17Z752aiK75J9kmfh1jx0X9j/876n/8w+r8tUp9fXdgJPz9kaRrCNXa1d13Nu5Y1/8QqpqaqDQ0RE2PwCqPGBEtf/WWaPmrNw/p3jscW4QFMCBqHns0GzK14NdRt/C2Xic1XSpNTdnJ3hVXRfv8q7IhLAlXtfMrl8dx11xdvV1fyeWi9bVviP0f/HDyP3S5HTuisHRRNmxq0W29TjZ7Kp19TufdjCuyie2Hu+dEpRJ1v/h5DPvwB6vfo5LLReufvTr2f/AjAzc2u7098mvXZMOmlizOQqOPk4hKoRClKdO6N+ybNuPQJhqXy1H///4thn3yY1H7+GPV99H2yj+N/dd95KisLJbbti27+n/74qi7fWnUbrirz8UHKg0N3Zv2zZoTxanT+4+n9vZo+PbXY9jnP1OdVFzJ5bIT2vdfP6ATyQ880B7zNFZkE8KfcZ5GdT+Ny6IypnueRm7f3mi8+R+j8ctfqk76r9TUROuf/Hk0X/vBo/s+eh1o507UncOnCitXRO3Gu6tzW56u47TTe93VqIwcGU1f+tto+PY3qis8VfL5aP2zv4jmd18b5ZOeMzjv42lyTz4ZhTWddzRWZXcB+rv7VGloiNJZ50SutSVqH3ygd2D8xeuywDiUlcmOtqcPoVq7utdQqP5UCoVon3dF7L3pb6Ny8imDcKAcy4QFMPDK5Wzp1Ntujbrbfp3NZ+hjeETHxBOiOO+KbOjUvCuP7CS6vT0ab7k5mj736eo/7OUxY2L/9R+N1j//iwGbH1Hz6G+qy9oWFi3o88pyJZfLTvbmzs9WnJo569CHGbW1Ze/jCzdVTwTLw4+L5ve8P1r+6s0Deqen6/sV1q7O9tFYsigKK5f3+WtUqauL4pRpUZwzN/tv2oyDT+Bsbo6mr/xjNH7xb6u/HpXGxmh+6zui+W3vTJ7fcTC53bt6b9q3fl3/m/ZNmpJFxqzZ2Qns04Z05PbuicZ//GI03fwP1WEwlfr6aHnjm6P5ne8etE0Le8/TuD2bbPxM8zRmdO6nceppkdu5M5q++IVo/No/VX99K3V10fK6v4zmd773sDd2Gwi5vXuyk9fOXcLzq1b2ueJZROeKWlOnRem886P2gQei7rZfVd9/pa4uu/L/zvcM+tCiA3R0ZItF9NzE7yDzGirRvQ5hpVCI1le9JpqvufbYCIyOjsjt2hU127dF7eaHszs0d90ZtZsejNrHHotcW993NXZ/59+i+IIXDfLBcqwRFsDR19KSbZzWNT+jn2FGpfMv7J6fcdnswxqSU/PE4zHsYx+Khv/49+pjxanTYt+nP58+rOjpKpWofeD+bFnbxQujsGRhrxVtqk8rFLIr5ZfPi/a5V0RpytRnDITc1q0x7MaPReO/fqf6WOmMM2P/Jz4V7c974dGbGN/amoXG4oXZBOpVK/oOjfr6bCx514Z9U6b1GRq5rVtj2E2fjIZ/+Vb16nTHhInR/MEPR+uf/PngrI+/b1928rqsc/jUmlX9b9p38aXddzQum1Vdpalm65ZouulT0fDdb1UjpTxyZDS/69poecNfDf4qOT3naXTtp9HPSXl1nsbMy6Lj9DOi/kc/jIbv/0v3+xg2PFre/LZoeevbh3asfEdH1N6zscddjeX97klTyeWiMmJk5J7a3X3lv7Ex2wH77dccfN+GQZbbvSubz9C1r8aa1X2uTNelEhHNf/3WaP7Epwf+YFpbo2bH9uy/7dsit2NH1GzfFjXbsx/XdP14x/bIPbmj3ztKBzv2HY/vPDZXCGRQCQtg0OW2bYu6RbdldzMW3NrnxlyVuroozpzVuX/Gldmyk4dw96GweGEM/+B7I3/vPdnr5HLR+po3xP7r0odH9aujI1svf9HCqFt0WxSW3973xOmmYVG8bFY2bGre/GyScT/vKb92dQy//v1RWLWi+lj7Vc+LfZ/4dHScfc7ReR89tbZmE1i77misXtn3SXnXMKPZl2d3NKZM67Vca+2Gu2P4DddF3YJbq4+VLrw49n3sk1Gcd8XRfx89tbYeuGlfP5NyS+df0B0as+ZEbs+eGPY3H+21OV3Hc06O/R/4ULbO/1DtVNxznkbXfhoHm6dx4UVR89RTkb9nQ/fjo0dH8zveEy2vf2P6DtsDJLd1a+9J4QfZ7K5Lpa4uWv/wFbH/+o9GZeIg38Foaek8Ue9xsr59W+R2bO/145otW/rdvyUiYu/HbozWt1w9oIdW96P/ihF/+Zrk1ymPHh3lceOjPHZclMeNi/LYcVEZNz7Ko0ZHpVyOtte8XlggLIAhVqlE7X33Rt2CLDLqlizuc9nU8ujR2Qn5FVdly9oebIx4sRiN//yVaLrpxu7hUaNHx/4PfWxAh0f1q709O4Ht3KivvxW0yqNGZcvAzp0fxXnzo+OMs3rfkahUsnkLH/9INb4q+Xy0/OVfR/N73z+4O4i3tGSh0XVHY/XK6lKzPVUaGrLx8XPmRvvsudldmkIh6n79ixh2w/W9xmy3veBFsf+GvxmcUOpL10paPTft6+eKcumMM6M4a06Ux4+Pul/9Igp3rO9+mYsuif0f/lgUr3zuYB15/54+T2P57f2Ok6/kcr3mpHRMmBjN77suWv/s1cfWCWK5HLmtW6KweFHULVsa+TvWRe0D90XN/gP/noiIaP39P4i9X/+XAT+MbHGHBb1DYfu2yG3f3u/8ikNVyeUiamtj189+HR2XThqYA+5UWLwwRr78JQd+z7q6zkgYH+WxY7NIGDuuVziUx42PyrhxUR4z9tj6PcExS1gAx5b29uwEdsGvo+62X0d+3do+b8uXzjyrc5O+q6J4+dw+h3LUbHkihn30Q9HwHz+oPlacMjUbHjVpylF9G73s2xeFFbdnE8EXL8w2sOrjr9SOE0/qveJU14Tnffui6UtfiKYvf6k6PKk8dmzs/+BHslAajGFFT9fcnF1RXroo6hYvivza1X2HRmNjFKdfFsU5l0f7zNmR33BnDPvCTd0To2trswn3117Xa/LxkOjoiNoNd0fd7T027etjEYKIiI4xYyLX1t5rGFL7vCtj/w0fH/BN3VIdzjyNiIhKQ2M8dcs3o/jCozhevlyujuOv/rdta/WkPbd9W9Rs29Y9POcgx/t0u77zb1E6CmP9mz77qRj22U8d8vMrjY3ZSfu4zpP3ro+7rvT3eKwyYuRRG+aY27Yt6n/8392R0HUMx484Nvcc4llNWADHtNzuXdkQowW3Rt2CX/c59rpSW5utZDT/ymi/4rnZVfIeV9cKSxZlw6Pu2Zg9P5eL1r94fTY86nB3PB4AuZ1PZhvbLV4QhUUL+lyqN6Iznjr3zyjOmRu5PXti+Mc+3GvfiOLFl8b+T34mm5MylPbvz0Kjcx+N/NrVfZ4MVpqasqVSy+UorFwRuVLnBnvHj4jma66Nljf+9ZHtfH00VCoHbtrXx7C9p2t73gti342fzTaEGyrNzb1P1rdt7f74icej9uGHombrlsjt3XNAuFciYueCZVE+/4Kjcmij5s+K2vvvPaxYeLpKLheVMWM6T8wndJ6cj4jYuzeaP/yxo7KMa8M3vhrDPnFD9r26rvT3ioYeoTBuXFSGDXfizu8cYQE8q9Q8/FB1Enhh0YKoeWr3Ac8pH3d8NhRn/pVRvOLKbIhRqRSNX/1KNN30qe5Vl0aNyoZHveo1QzdGPiJqHn8sW3FqURYaXcu19lTJ5aJ00SVRvHxelEePjoYffD/y991T/Xzry14e+z/yicFbRvSZ7N8fhRXLom7p4uwuzbo1fa/QVFvb6/GOU06NfR/5eLT/wcuOvZOyrmFGC2/Lhu6tXNFvaFRqamLHpscPe0+QQ1V7/31RWLGsGgy5p8fDQcbxH4rtj2w9avMtRs2bWY38nrpjYULvk/bxE3qfwI+fkN3dGuyhOZXKsfd7Eo4xwgJ49uroiPy6NZ37Z9yaLZna127gzzm5Ogm8eO4FMeyLn4+G//dv1c8XJ0/Jhkcdpd2JD0ulErUPPRiFhQuy0FiyMGp27jzwabW1UT75lKjZ8kT3BmKNjdF89buyZV2P0gntEdu3LwuNJYuisHRRNsStj9Do0jF+fOz5x1uiNP/KwTm+cjlyTz7ZfXK+bWs2FGfb1qjZvjVqtvZ4rI+YPeDlxoyNJzf2vffJQGi85f/G8Ovff1hfUx5+XJTHd56Yjxuffdx14t7z47Hjjupdo4ZvfDVy+/YdG7EADChhAfz22LcvGx+/INs/o69Jq117TXSceVYUVq2I2s2PVB9vffXrYv/1HxmS4VH9Kpej9u67Ou9m3BZ1ty/tc3J7z3XxO8ZPiP2f+FS0veyPjo0rrB0d2Un71i1Ru21L5LZti9rNj0T+rjui9oEHombL45Hbvz+efqR7vvClaHv1a4/aYdXef18c95Y3Rs3WLdk4/oOEzjPpOmmvjBodlbbWKM6/Kppv+MQAHm1v9f/9H3H8X72ucxz/08Jg3LjOWOjx8bjxx15sAr91hAXwW6vm8ceyYSu3de4GvmP7Ac+pFArZ1equtf1Hjco213vVa4ZmUvQzKRYjv2Z1tqzt4oXZXZo+Jk1HRBQvmRS7f7nw6B5PW1vk16/LTs63bY2abVuyq/pbt3Rf5T/Ck/Ydd94/cDuP96Fm8yMxZtrF/X6+ks93X83vOlEf3zmmf/yEKE+YWD2hP+SNEAdKS0vkOkrG8QPHFGEB/G4ol7MVfzongReWLa0OIepLx8mnxN4bPxvFF754EA+yU6USuX17sxPzrVu6T9K3PNF9At/12EE23Gp9+Sti781fO6qHWrPliRhzybmH/XWV+vrOE/Ouk/QeJ+sTJkR55OgoXTpp4Hcc76m1NY675ure0dDjeCojRw3p3BuAZxthAfxuKRazE/PNj2S7Zq9YFrUb7o7a7dsOeGrHhAmx886+V2waSLWbHoimT/1NNSJqt27pd+O2Q1EePjyiUom9X7o52l/y0gE80j6USjH2pDHV5XPLo0Z1npx3Xs2fMLH7yn5XSEyYYKlLgN9ChxoWZlMBx7ZiMVtec+uWbHfbLU9EzdYnqlf6a7dkJ+25J3f0uYdEX9qffxTX8e+pWIqG//6Pgz6lUlOTjaHvuqJfPUmfGOWJJ3Q/Nm780b3K/3T5fOz+n1ujPGZslMdPOHaWigXgmCUsgGNa0+c/E8O+cNMRfW155Mjs5Hz8xChPzK6wVyqVaHv5Kwf4KPv5/hMnRnHK1F7fv1dATJiYrdRzLM75iBjczQYBeNYTFsAxra8NscojRmYn6l0n7BNPiPLEidExYWKUJ5zQ+bkJR229/kNVGTEydv/81iE9BgAYLOZYAMe0moc2ReGOddHRFQwTJg55MADA7xKTtwEAgGSHGhbW2wMAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkuUqlUplqA8CAAB4dnPHAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABI9v8B6A54sH5CPTsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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blVdetUrTvdC111499uO///1v2Wmnl39xfMklX59zz73gZb/mqqv+lIGByjKwBfm0YqaRkZHcfvutuf32W1/yaz784XXyuc/t85KfBwAqhAVU0Z577ps3venNufTSi/LPfz6S7u6uDA8PV3usBWbm2RW1tbX56Ec3WqC/9w477JR3ves9ueWWm3L33XflueemZNq0yrseiy66aN71rndnww03yQc+sOYCnQsAFlalcrlcnpcvnDJlxms9CwAAMM4svvi8nXfl5W0AAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUJiwAAAACqur9gAAAP/N+vv7c++996Szc3qam5uz7LLLZdKktmqPBa+6UrlcLs/LF06ZMuO1ngUAYK7K5XKmTp2aoaGhLL744qmpGb8LMAYGBnL55ZempqZ2bM6+vr588IMfymKLLVbl6WDeLL74xHn6Ok8sAICFxowZnbn++r+kr683SSm1tTVZeeVV83//98Zqj/ai7rvv3jmiIkmamppy7713Za211qniZPDqExYA8D9sypQpeeCB+9LT05PW1ta8+93vSVtbe7XHekk33vjXlEqlNDe3jH3sllv+lte9bonU19e/Zr/v8PBwent709/fn/7+vvT19aavb+aPK/974SKQcu6++8709w8kSSZNastb3/q2JElXV/drNitUi7AAgFdRZ+f0PP30U2lvXySve93rqj3Oy5oyZUpuuOG6NDU1J0lmzJiRa665Ouuu+5FMnDhvSx8WpBkzOvP888+lvr4+AwMDyRV/ymBdbTqXXzHnn/+HLLbYYhkeHhr96tJ8/i4z46A0x49ra2vT2NiU5uamNDY2pbGxMYssskgaGxvT2NiUpqamF12SNWlSW5577rmUSnPO09zcPJ/zwfglLADgVVAul/O3v92UJ598Ig0NjRkcHEhr68Sstdbar+md9CLuv//esajI8HBqH/t3Gt/yttx//71ZbbXVX/TXlMvl9PX1pb+/L/39/WN36yt37vvT19eboaHBvPDCfvYL9vkzMNCfRx99NBMntqbpwX9k0gV/yMQkE6d1ZKmDv553v+e9qasbX5c2yy337lxxxZ/S1NQ09rH+/r685z3LV3EqeG2Mr3/6AGDU1KlTc/fdd6SrqytNTc1ZZpm3581vfku1x3pJ//rXP/P000+NLdGprW3OwMBA7rjjtqy66vte1d+rXC5nYGBgjov5WRf5lR8PDAzM9fvceuvfKst3ysnSl1+aJe66Mw9tsHHuX2mVzJjx4pu2lEql0bv0jWlqak5TU2MmTJiQRRddLE1Nlbv3r2VI1dTUplwup6axKS2LvS61zz2b3muuzOoN9ek79tdJa+tr9nvPjwkTJmTttdfJ3XfflRkzZqSpqSnvec/y4/adECjCrlAA/wPK5XKeeOLxTJ06NUsssWSWWGKJao/0smbMmJGrr74ijY2z7vL29fVl5ZVXyZve9OYqTjZLuVzO0NBQ+vv70tvbl+uv/3M6OjoyODiY5mefycd/f17O2WDDPDepPautNr9h8eLLcpKkoaEhTU1NY8twZv24csFfX1//guU3/+m6665NT09PSlOeTevBB6amrzflJK2f3CHL/+KXyVx+fTVMn96RG274S/r7+1Pb3Z0JR/0iqz/8YN6aZOjdy2f66WdnxEU7vKrmdVcoYQHwX25wcDDXXHNVent70tjYlL6+3rS3T86HPvThcbtN5y233DxrXXq5nNffdUeeWn6FNDQ2Zp111pvja1/updr+/v709va+yEu1L2fel+zU19ePXczfe+89GRwcTEuSbQ7/QRZ56sn0TZyUqw84MKvuvd8r+P0XnKlTp+a6666tvB/w2L/T/OMfZHja1GycpGaLrTLj579MZlvCM16Uy+U8++yzGRoazJKTF0n7lz6fpnPPTpIML7FkOk87K0MrrlzlKeG/h7AAeA0MDw/ntttuzTPPPJWRkZEsuuhiWXnlVedYPz3e3HLLzZkyZcqsiCiXMzQ8nKWXXjrLLvuuV+X3GBkZmWPd/ewX+r29lY8PDw+/zHeY88787DvpfOT66/LRG/6Sv6y8Ss5fe92s8r4PzPErX+yl2tnv4Dc2Nqa2tvZV+f/5cp566sncfPONaWpqzrKXXpRVzjwtpXI5w42N6Tr21xnYZLPXfIb5MX16R+6779709vZmYn9/3v+j72Xy3XcmSQbf9/5MP+U3KS+6aJWnnItyOS0//VEm/PC7lZ82N6fz6OMzsOnHqjwY/HcQFsC4N3N5zpQpU9Le3p63vOWt4/YO+kw33PCXTJs2bewF0XK5nFKplI9+dMO5Ljt5rZXL5dnu2s9ad3/NNVemv38gg4ODWfqhB7LeX2/IqZtvmcH29iy//HtHf/ULl9q8EqVS6UWX48x+of9KXqq988478sQTj6d+cDAbf+OgtD35ZJLkife9Pw2//WMyTnfUue++e/Lggw9meHg4b731lqx30vGpHRhIuVRK97e+l97P7V3tEeeuuzuT9tw1jZdelCQZfuvbMv3MczO8zNurPNjcNf7hvEzcd4+U+vuTJF1fOyy9+35hXC7pgoWJsID/QTMvchcGw8PD+fOfr05XV1caGhozMDCQ2trarLfe+mlsbKz2eC+qr68vl1560djLuYs88nAGJkzI8+3tWW211fP6178h5XI5g4ODc9ypn3UHv2/swr/i1dgOc04zL+JnX3d/0003pra2JotMnZqPHXpw6vv707nEkrnx0O9kpa22mc8ZXluDg4O5/PJLk5TS3NubD//sR1niHw9UPrfKapl++jnj9i764OBgurpmpLm5Ja333JW2T22bmueeS5L07LZHur/1/WQBPEEpZHg4E7759bQce1SSZKS9PZ0nn5nBNdas8mBzV3fLzWn79HapeW5KkqR3ux3T9eOfJw0N1R0MFmLCAv6H9PT05JZbbs7UqdNSU1PKG97whqy00ioLZPnH/LrvvnvyyCOPjN3FLo2MZKRUyqKLLvqS21y+EkNDQ/9xgNULD7OqmPe79N3d3bn99lvT1NSUxac+n73OPC0jpVJO2GLrDK+w0thLxQ0NDbMtx2mebZ/7yl38hoaGBRqA//jH/fnHPx5IfW1dVjr7zLz74guSJIOLLJqus84bt2vRBwcHc//992b69OlpqanJmr86JhNGZx9aaulM/815GXnbUlWecu5q/vXPtG2/VeoeejBJ0r/hxuk85sRkwoQqTzZ3TSedkNavfimlkZGU6+sz42dHpX+b7ao91lzVPPrvtH1q29Tdd2+SZGCNNdP569NSXmR8xiiMd8IC5lNXV1cefvihlMvlLLXUUpk0qa3aI72skZGRXHrpxampqRm7WB0eHk57e3vWqPLdxeHh4f/Y437mvve9uemmv6arqyvlcjlvfPrJbHvxhTnt41vk2UUXyyqrrPYf32leL/5nfV1dXd0L1t03N8+6yG9sbHzFy66Gh4dzySUXpr6+IUv9+ep84ITjUiqXM9DYlOePPyl1G27yir7fgnTHHbfn3//+V0ZGhvLeq6/K+846I6VyOeWWCZn+61MzuO761R5x7kZGMuGwr826i77YYpl++jkZWnnVKg82d6VpUzNpp+3TcOMNSZLBlVbO9NPOSXmcH6CXJA1X/ikTd/1Marq7kiTdX/xKeg48eNwvLyrN6MzE3XdO45WXJ6nEaOcZ52R46fG/pAvGG2HBuDDzr9fCsjznkUcezp133j52YFRfX2+WW+7deec7l63yZC/t0Uf/nTvuuC0NDZXlQ2/8+9/y7LLLZXpNbTbaaJPU19ePXcy/1GFWs16qfemtLefHzJdqZ+5tP2sNfmPuuOO29PX1pbG3Lx//8v5pmtGZ/tbWXPuVQ7LSOF6H/tBD/8jdd9+V5uaWvOXGG7LGsUeldni4cjf3qOPS/4mtqj3iS6o8xelLS0tLmi78YybttVtKAwMp19Vlxk+PTP8nd6j2iPOk+fhjMuFrB1XCqLk5ncedlIENN672WHPX35+Jn98zTb87N0ky/Oa3VN5deMc7qzzY3NXec3fadtg6tU8+kSTp22LrzPjFL5NxumxxzNBQJnzjq2k54bgko0u6Tjojgx/8UJUHg4WLsKCq+vv7x7aLTJLFF188q676vjSM4zWuQ0NDufjiC1+wvr+vrzcbbbRpodlf6qXa2dfhDw7OfpjVvF/MP/rov/Lss8+kVKrJ8g/clx0u+GOeXmzxHL3Zx7PMmh/OhAkTxi7mZx5mVbnIb56vl2pfLc8880z++tfr09zcnKWvuSqr//pXqSmXM9zUlBknn5nBdT+ywGeaV1OnTs3DDz+YkZGRLPfkE3nbFz+fmq7KvyO7vvOD9O6+V5UnnDf1N/wlkz69XWo6pydJur/69fTs/6Vxfyc6SRouPD+T9to1pb6+lGtq0vW9H6dvl92qPdbcjYyk5QffyYSfH175aVt7Ok9eOC50a55+KpN23Db1d96eJBlc/QOZfvKZ4/Zdl9k1nfirtB5yYGVJV11dug7/Rfq2/1S1x4KFhrCgqq644k8ZHBwcW2oyMjKSxsbGrFvFi8W5vVT71FNP5c47b58tIMpJShkaGsrb3va2vO51S+SV3b2f847/i71UO/u6+7q6uvl6sjNjRmeuuOLytLS0ZJXTT8lyl12cJOl83evSf8GfknG8Bv2RRx7OAw/cl76+vix91x1Z57hjUjM4ULn7f+Sx6d9i62qPOE/q7rw9bZ/ccuxl0Z79Dkj3IYcuFBfotffdm7btthy7E937mc+m6/uHj/+Xi5PU3XxT2j69bWqmTk2S9Oz7hcqf+zjfWSxJmk4/Ja1f3j+lmU+7fn50+rf+ZLXHmrvu7kza87NpvLTy75mhty2VzjN/u1AsL6q/6vJM2vUzYzcBevbZP91fO2yh+PsC1SYsqJqpU6fmz3++Ks3Nc76Y2Nvbk7XXXjetrRP/4wCrOS/0+/r6XuFhVrN7+aU8L/VSbXNzU/r6+vOXv/w5Eya8cO4PfnCtLL744vM502vv1lv/nkcf/Veam5rz3nPPznvP/32SykFR08/5Q4aXe3XOKngtzHya09DQkMYbb8ikT30yNTM6Uy6V0vXdH6Zv1z2qPeI8qfnnI2nf9hOp/dc/kyR9226fGT89Mqmvr/Jkc1fz5BNp227LsRdd+zfaNJ3Hnjhut3SdXe3DD6btk1um9t//SpL0bbFVZvzimPG/RCdJ/VVXZNKuO41d6HZ/5ZD0HHDg+A/S4eHKuy7HHZ0kGZk8ubJj1Ac+WOXB5q72vnvTtuM2qX3s0SRJ/8abpfPoXy0UL9JDNQkLquaxxx7N7bffloaGhgwNDebee+9JkgwM9Ocd71g2Syyx5H/sc//Cw6yqdZbBlVdensHBwbEnB+VyOTU1NVl//Q3G/XsizzzzdB599NHU1NRk1b9cm8W++80klTXF0888N0Orvq/KE86b2rvuTPsnt0jNlGeTJN0HHJierxwy/i+2kpSmTEnb9lul/o7bkiT9H/loOo8/ZaG4aClN76i8XHzDX5Ikg6utnumnnbVQ7KJTmjIlbTtunfrbbk2SDHzwQ+k8+YyU29qrO9g8qL37rsq7C09Vzuno3W7HdB3+i4UiSOdYXrQQPXUpPfts2nbaLvV//1uSZHCFldJ52lkZWfL1VZ4Mxi9hQdUMDAzkkksuesFJxAMD/dlww8rLxONVX19fbr75xkybNjXlcjnt7ZPzvve9Py0tLdUe7RVrPOuMTPzCPpWlFi0TMv3kMzK49rrVHmue1PzzkbRvs/nYXejeT++Srh/+ZKFYnlPqmpFJO++YhmuvTpIMrrJqpp/+24ViHXr6+jJxn8+lafSJ19Ayb8/0s36XkTe/pcqDzYPu7kzaY5c0XnZJkmTonctWtqN945uqPNjc1Tz5RNq23zp1996dJBlYa510/vrUlMf5jnRJ0nDFZZm4286zdoz60kHp+fJXx/+NgN7eTNx/rzT9/rwkyfDr35DO08/O0PIrVHkwGJ+EBVV1//335r777k1Ly4SUy+X09vbmXe8a37srzW5oaChJqvJS86up4ZKLMmn3z6TU359yfX06jz0xA5ttXu2x5knNM0+n7ZNbpu6eu5Ik/Zt+PJ3HnLBQLHHJwEAm7rfH2O4/Q8u8PdPP/n1GRs+5GNdGRjLh0IPTctwvkyTDr1si039zXobHTugex4aG0nrwl9N88olJRpcCnnnuQjF7aUZnJu26UxquvjJJMrTcuzL9jN8uFGH0n09d+rbaNjN+dtT4/2e1XE7Lj76XCT/5YeWnLRMq/45cGHYYgwVMWFB106ZNzSOPPJIkWWaZZdK2ECxL+G9U/5c/V3b+6ZpR2T3n8F+kb8edqj3WPClN78ikT2+Xhr9enyQZ+NCH03nKmSm3ztu/4KpqZCQTDj1kbB368JKvz/Szfpfhd727yoPNm+ZfHpnWww5Jkoy0TkznSadn8MPrVHmqeVAup/nIn6X1O4clSUYmtKbz16dlcJ31qjvXvBgcTOtBX0zzaScnqYRR5xnnZOi9K1Z1rHlR89STlR2j7rojSTLw/jUqy9EWgqV0jeeenYn7713ZerlUSveh30nvnvuM/6cusAAJC2BM3R23pe2TW6Tm+eeTJF1f/1Z6992/ukPNq97eTPrczmO70AyusFKmn3luyuP4Zfox5XKajz4ird/6epJkZFJbOk87a6F4yTVJGn/320zcd4+UBgcrZ10ccUz6t9q22mPNk8bzzsnE/facNfvCck7Hf4RRuWVCOk84OQMf2aC6c82Lrq7KjlEzl6MttXRlx6illqnyYHNXd9ONafvMdmP/juz91M7p+sHhC8W7LrAgzGtY2GMN/gcMrbBSOs6/LMNv+L8kSeu3v5EJ3/pGMt+7by1Azc3p/PXp6d1uxyRJ/R23pX2zj6bm0X9XebB5UCqld5/Pp/PIY1OurU1N5/S0bbN5Gi48v9qTzZP+LbauvGPROjGloaFM2mu3NB/584Xi703/lttUlp9NaqvMvt+eafnx98f/7KVSevc7IJ3H/TrlhoaUerozacdt0zS6vGtca21N58lnpmf3PZMkdY88nPaN1kv96Gnj49nQ6u/PtEuuytDoYYXNp52Utk9umVLHtCpPBgsXTyzgf0jN44+lbeuPp+7hh5IkvTvulK4f/3yheCk65XImfOewtBz5sySj6+fP/v1Cs7So4co/ZdJnP51ST09lSdoPfpK+z3y22mPNk9q776qcdfHM00mSnt32SPe3vr9Q/L2pve/etG2/VWqfeDxJ0rv9pyp/5xeCO9H1N96QSZ/+ZGo6OpIkPXt/Pt1f/+ZCce5C04nHpfWQr1R2jGpoqOwYtRA87SpN76i86zK6+cLQMm+vvOsyjs8DggXBUijgRZWmTEnbdluOnZ7bv9nm6fzl8eP/RctRc6z9b2vP9NPPydDq76/yVPOm7u9/S9sOW48d6LbQ7KCTpOaxRytnXfzjgSSjf2+O/lXyH7u/jUc1Tz2Ztu22mrXr0jrrpfPEUxeKd3VqH3qwEnUzz+n42Ccy46jjFoo/94bLL82k3XZOqac7SdL95a+m50sHjf+/74ODaT34wDSfUnlKNLLIIpVzOt6/RpUHg+oRFsBLKs3ozKRPfXLszIKBD6+T6SedkbS2VnmyedN49pmVly2Hh1NuakrnCadk4KMbVXuseVL70INp2/YTYwd09X5q53T96KcLxd3/0rSpafvUJ1N/841JRl/QPfU3KbdPrvJkc1ea0ZlJu3xq1jbAy6+QzjN/m5EllqzyZHNXmjIlbZ/eNvV/vyXJ6Bkjp561UGxhXHvXnZUdo55+KsnCtWNU869+mQnfODilcrlyTsdPj0z/tttXezKoCu9YAC+pPHFSpv/mvPRvULkYb7j26rRv/bGUpk2t8mTzpn/b7SsXtM3NKfX1ZdJO26fx7DOrPdY8GV7m7em46PIMves9SSpruSft8qmkt7fKk81defIi6fjtH9O/8WZJkoYbb0j7ZhukZnSZ0XhWnjgp0888N32jF4b1d92R9o3WS+0D91d5srkrL754On53Ufo3+ViSpP5vN6V94/VS+8hDVZ5s7oaXf286Lrs6g++pbPnbdO7Zadtm8/H/75pSKb2f2zudp52VcsuElAYHM2nfPdLy/W8lIyPVng7GLWEB/6tGX4ruGz0pt/7vt6T94xulZvTO4ng3sP6G6Tjnjxlpa09peDiT9t0jzcccVe2x5snIkq9Px/mXZGCNNZMkjZdcmLZtP7FwvCja3JzOE09N7y67JUnqHrg/7Rt/JLX33lPlweZBfX1mHHFMur/4lSRJ7eOPpX3Tj6Z+9MnduDb6596zxz5Jkrp/PpL2jT+SupturPJgczfy+jek4/xL079+ZWerhr9en/aN1kvNIw9XebK5G/joRpl24Z/GNr6Y8LPDM3H3nReKGwFQDcIC/pfV12fGkcemZ7c9kiR199+X9k0/ulD8Bz+p7OTS8cdLMjy6nKX10IMz4duHjv+df5KUJ7Vl+lm/S/+mH08yevf/4xulZvSQsXGttjZd3z88XV87rPLTp55M+2YbpP7666o717woldLzlUMy42dHVXbqmt6Rtm02T+Pvz632ZHNXU5Pub30vM77/45RralIzdWrat9osDaMnpY9rra3pPPWs9Oz6uSSVHaMmb7xe6m78a5UHm7vh9yxfeeqy0spJkqbzf5/2T2yc0jPPVHkyGH+EBfyvq6lJ93d+mO4DD06S1D7670zebIPU3nN3lQebN8PvendladFSSydJWo78WVq/sE8yenr6uNbUlM7jT07vzrsmSeruu7dy93/0Belxbea2qEcem3JdXWpmdKZt20+k8Q/nVXuyedK3w6fTefrZlWUuAwOZ9Lld0nzULxaKKO377OfSecpvUm5pSam/P2277rRwzF5bm+7v/Thd3/3hHGHUeN451Z5srkaWWDIdv784/ZttniSpv/XvmbzRugvNvydhQfHyNjCm6cTjMvGrX05SOcxt+hm/XWh2XHrBblcbbpzO405KmpurO9i8KJfT8rMfZ8IPvpMkGZk8ubLb1WqrV3mweVN/9ZWZtMunUtPdlSTp+vb30/u5vas81bypu/P2TNp+69Q+W7n73LvLbun67o8Wipfp626/NW07bJOaKc8mSXp3+my6vv/jpK6uypPNXcOfLsmk3XeZtWPUVw5JzwEHjv8do0ZG0vKD72TCzw+v/HRCa2Ycf9LCcYAhFGBXKGC+NJ53TuW05aGhlJubM/2k0zO47vrVHmuelGZ0ZtJndkjDddcmGd216LSzUm5rr+5g86jp9FPS+qXPV/b+b25O5/EnLzS7XdXdeXvatttq7CK3Z899033otxeKMxdqHv132rbfatZWuhtuks5jT0xaWqo82dy9YPaPfDSdvzp5odjhre6uOzJph21m7Ri1zXaZ8dMjk4aGKk82d41nnZGJX9yvcrJ7TU26v/399O66x8uGUf1112ZwzbXGfzzBi7ArFDBf+rfcJp2nnJlyU1NKvb1p23HbhWP9eWbt/DNzuULlvYWNUzN6sNt417fjTuk86YyxP/tJO22fxt+cXu2x5snQe1fMtNmXpB1zZCbu+dmkv7/Kk83dyJvfko4L/5SBD3wwSdJ46UVp33LTlJ57rsqTzd3Im9+Sjosuz8CaayVJGq/400KzCcPQ8iuk49KrMvTu5ZMkTef8ZuHYMSpJ/yd3yPRzz8/I5MkpjYyk9ZCvpPWgL774Esyurkzca7e0b7nZwnGCOhQgLIAXGFh/w0w/5w8ZmTgppaGhTNzjs2k66YRqjzVvGhvT+auT0vvpXZIkdffeXXkh/Z+PVHmweTOw0Sbp+O35s3a7+vxeaf7FT8b/+vkkI299WzouuiKDq6yaJGn6/Xlp227LlDqnV3myuSu3T870s3+fvo9vkWR0l7RNPrJQbGRQbmvP9LN+N2uHt5lb6S4EO3WNvOH/0nHBpen/yEeTJA03/CXtG3/kZf95rbv1lrRt9fGq/70a/MAHM+2SqzK09DJJkuaTTkjbDlu/cK6amtSNLtFsPfTg1N537wKeFBYcYQG8qMH3r5Hpf7goI4stnlK5nIlfOSAtP/vxQnGBm9radP34Z+k+4MDKT//9r0ze9KOpvevOKg82b4ZWf386LrhsbIvL1u9+MxMOOXCh2D+/vOii6TjvwllnpPzlz2n/2MJxBz1NTZlx3K/Ts9d+SSpbuk7e5COpu+XmKg82DxoaMuOo49L9pYOSJLVPPF7ZqWv0QMCX1Ntb9QApt05M56lnpfezuydJ6h5+KJM3WvdFt9KtffAfad/0o2n489VpPfCABT3qC4wstXQ6LrkyAx/6cJKk4eor077J+qkZPSk9SdLSks7jTkq5sbFy7s7nbFfLfy9hAbykoeVXSMeFl2X4TW9Okkz4/rcz4RsHLxQXuCmV0nPQ1zLjez9KktRMeTbtm2+8cJxZkGR42eUqu129451JkpYTjsvEz+2yUCwtSktLOk86I72f+kyS0adGG39koTiMLjU16T7sO5UtXUul1Dz/fNq33CwNl1xU7cnmrlRKz4EHp/OIY2bt1LXdli+5nK72nrszeYO10771x1OaMmUBD/sf6uoqWxh/94eVP/epU9O+5aZp/N1v5/iy4be/I/1bbJ0kafrdb9P427OqMe0cyu2TM/2s36V3x52SVM52mbzRuqn7201jXzP87vek67DvVj5//31pPfTgqswKrzVhAbys4aWWSccFl826wD3u6Ezcf++FYzvXJH277pHOY0+cY0vUhosvrPZY82Tk/96Yjgsuy+Do7lBNf/xd2rbfKqUZnVWebB7U1aXr8F+k+yuHJJl1GN3CcG5BMrql669Pn/W+y2e2T9OJv3rJry91Ts/E/fZM3V13LMApX1z/J3fI9LN+N7aUcdLn90rLD77zgqeNtU89kbr770vNlGcz8Qt7j4unkb277TlrK92BgUza47MveFLa9YPDM/yWtyZJWr/yxfGxzLG+Pl0/OSJdh36nEkbPPZf2LeYMo75ddkv/hhsnSZpPPjENF11QrWnhNWNXKGCelJ5/Pm3bb5n6225NkvRvtGk6j/t10tRU5cnmTf1VV6Rtlx1T6ulJuaYmXT85In07fLraY82bnp5M+tzOabzskiTJ4Hvem+m/OS/lJZao8mDzpumMUyu7XQ0Pp9zYmM5jTszAph976V8wMJCaZ5/JyBvftOCGfAl1f7spbZ/aNjVTKy8U9+z9+XR//Ztz7nY1NJTJ66yRugfuz9A73plpl/95XGxzXHvfvWnbYevUPv5YkqRvq20z42dHJY2NY1/T+tUvpXk0mGb88KfpGz1Tpdrq7rgtk3bcNrWjGy/0bbt9ZvzkiLEdo+r+/re0b/rRlIaHM7jKquk4/7Kkvr6aI49puPjCTNpr15R6epIk3V/+anq+dFBSKqX0/POZvM4aqX36qYy0t2fa1Tdk5P/eWOWJYe7sCgW8qsqLLprp510wtpa48ZILK3fPuxaOmw6D634kHeddMLaLy8Qv7JPmI346Lu7SztXMpUWjIVR/952ZvMn6qX3koSoPNm/6dvh0Zdvf0QPdJn32U2k68bgX/dra++9L+0brpW27LZO+vgU86QsNrbZ6Oi6+IsNvfVuSpOXoX7xwt6u6uspWo0nq/vFAJnzn0GqM+gLDy70rHZdcmcH3rpgkaTr37LR9couUOqaNfU3XN76doXcumyRpPeyQcXM449AKK1V2jHrXe5IkTWefmbZtPzE2+9Aqq6Vn9GlY/d9vScvh36/arP9pYONN03H+pRle8vVJkgk//n7l70xfX8qLLpoZvzy+8lSjoyMT99w1GR6u8sTw6hEWwDwrt07M9DN+m/6NN0tSeTG3bYtNU3r++SpPNm+GVlktHRf8adZL0d85bOF5Z6SuLl0/PTLdB1QOMKx99F+VpUW33/qSv6T2vnsz4VvfGBfxNPCRDdLxuwszsuiilc0AvvrlTPjOYS+Yrf6mv6b+rjtS98D9mfDdb1Zn2P8wvNQymXbRFRlceZUko7tdbbP5HBfofZ/eOf0f3TBJ0nL8sam/6oqqzPqfRpZYMh1/uDj961cOcGu4/rrKLmmP/rvyBc3N6TzmxJQbGlLq7c3EPcbPFsEj//fGdFx4WfrXq5yj03D9dZUdo/71zyRJz75fyMAaayZJWn7+k3H1/tTQe1dMx2VXZ3D5FZIkTb87N+1bbJrSlCkZXHOt9Oz/xSSVLbFbfvbjao4KryphAbwyTU3pPOGU9G7/qSRJ/e23pf1jG6TmicerPNi8GX7HOysvRb/9HUlG3xnZd49kcPBlf9242Fu/VErPQV/PjO8fPmsd9+abpP7qK1/wpfXXXZvJ66+VlqN+nsazz6zCsC80tPKqmXbRFWPr41uO+Gkm7vO5ZGBg7Gv6Pr3z2NajLccdnfo/X1OFSV+ovPji6fjdRWNr5Bv+en3lAv2xRytfUCplxk+PyshiiyVJJu635/gJ7tbWdJ7ym/R+5rNJKk9VJm+4bupu+3uSZPg9y6f7kMOSVJ6GzTwBfjwot05M52lnp3d0iVbdQw9WXoy++aaktjYzjv5VRtrbK7G6127j45/TUSOvf0M6zr80/RttmiSpv+XmTN5o3dTef196vvTVDK76viRJy+E/WGjePYK5ERbAK1dXl66fHTVrW84H/5H2zTZI7cMPVnmweTP2UvTMO9C/PSuTdtouGV0TPYeenkw45MAs8v6Vxs2WqX2f3T2dx59cucvc0522HbZO47lnz/E1g6usNrabV+vBB866AK6ykaWWrtz9X3GlJJU/+7Ydt5m1pK5UyoyfHZ2RRRZJMnqBPr2jStP+h5lL0mZe5P7jgbRvtN7YC9vl170uM352dJKk9tlnMvFLnx8XT4uSVP6Z/eFPx3YmqnluSto333hst6vez+2VgbXWSVJZ7jVegi5JZfYf/CRd3/7+bDt1bZrGP5yXkf97Y2b85MgkSe2TT2TiF8fRn3mSTJiQzpNOT8/en0+S1D7677Rvsn7qr7s2nceeWHnBfmQkk/b87BxPwGBhJSyA+VMqpfvQb6fra4clGd31Z7MNxg6CejG1Dz+YxrPOWDDzzUV5kUXTce4FGVh73SSjJxZv/fEX3PGsu/uuNJ9wXGqmTUvrAfuOm4uWgY99Ys6df/baLc3HHDXrC1paMuOo41KuqUlN14xM3G/PcbPkq/y611Xu/s9c4nLNVWn7+MYpPfNM5fNLLJEZhx+RpHKx2PrVL1dt1heora1c5H79W5WfPvtM2j620djSp4ENNho7nLHxovPHzdOiJEmplN699s30E0+tnKkwc7erE45Namoy46hjMzJ5cpJk4r57jKu7/ymV0vu5vdN58pmz3tXZfee0/PzwDGz6sbGtjRsv/GOazjyturP+p5qadB/67cz46ZGzdqfbYes0XPGndP3kF0kq545MPGC/cfPvF5hfwgKYf6VSevc7IDN+/POxpTltm2/yomudGy48P5PXXTMTv7DPy8bHAtXamumnn5O+T2yZJKn/201p//hGqXnqybEvGXrf6undfa8klfgYTxctg2uulY4/XJzh11V2h2o99OBMOOxrYwExtMpq6fl85RCxhuuvS/MJx1Zt1hdoba0cirbdjkkqp0VP3uQjqX2o8tRrYNOPpW/b7ZNUXjpu/OPvqjbqC5RK6d13/8o2xg0NqenuStsOW4/93ej65ncztNTSSZLWr3557J2A8WJgs83Tcd5s77scfGAmfP2gjCz+usz4aSVOa596cvzd/c/oyfR/vGTs7/yE730rEz+/V7q+/s0MLfP2JEnrIQeO/T2qprq77pjjxey+HXfK9LN/n5G29pSGhzPxoC+m7m83jS0rbbzwj2k67eQqTQuvDtvNAq+Kxj+cl4l7757S4GDKTU3pPP6UDIyevpwkNf/+Vxb58AdS6unO0HLvzrQ/XTPHtpdVNTKS1kMOHNt2c/iNb8r0c/6Q4dELlfT2ZvJ6a6buoQcz0jox0679a0ZGlxmNBzX//lfatv1E6h55OMnotqK/+GVl+82BgbRvuG7q774z5aamTLvyLxkefb9kXCiX0/LD72bCTysHGY4sskimn35OhlZ9X0qd0zN5nQ+m9rFHK1tzXntjRl7/hioPPKf6G/6SSTttn5rR5VrdXzooPV/+aupu+3vaN1m/sh3qaqun44+XJHV11R32P9Q88nDatt9q7O9N/8abpfOXx6f1a19J8+mnJEk6f/HL9I/G33hS8/hjadthm9TdVzk1fGDNtdL9xQPTvs0nUhoczODyK6Tj4iuq9u+Y0pQpWXSl5TKy5OvTu/Nu6dvhUym3V54G1T70YCbtsHXqRs/f6F9n3dT++9+pe+ThlJubM+1P12Z4dKcuGC9sNwssUP2bb5npp51dWabQ15dJn9l+jlNxR97y1nQd+u0kSd1996Tlpz+s1qgvVFOTru/9ON0HfS3JzGVds+241NycGUceO2tZ0f57j5tlRUnlz7bjwsszuNLKSUa3Fd1xm6SrK2loyIyjf1V5H6OvLxP33m2uL6ovUDNPSP/xzyt/vlOnVk66vvTilCe1Vf7cZ27Nuf/4OMRtdoNrrJmOCy7L8OhZBBMO/0Fa9987Q8uvUDm7IJUnYS1H/qyaY76okaWWTsdFV2Twfe9PkjRefEHat9gk3ft9ceyJy8Svfjk1o+FRNSMjmbjP59Jw4fljTwBG3vimdFx4WQbW/UiSyg51Ew88ID177Zuk8gRswve/XbWRm875TUoDA6l99N9p/ebXsugKy6b1i59P7X33ZniZt6fjkisz8IEPJkkar74qKZdTrq+vLE/bfedxsdUyzA9hAbxqBtf9SDrO+ePYo/5Je++e5uOPGft83067jJ2D0XLEz152q9QFrlRKzwEHzlrW9fzzafvEpqm/9uoko8uK9htdVnTdtWk66YRqTvsC5cUWS8d5F2ZgnfWSJA1XX5n2LTdN6bnnMrzcu9J90NeTVHbxavnFT6o56ovq22mXdJ50xpwnXZ/y6wyusWZ696xcLDZcfeW4+3NPkuFll6ucF/Ge9yZJmn9zetp22Dq9u+yWwVVWS5K0/Pj7Y7swVVW5PMcObuVFF03Hueen7+NbJEnqb/17Jm/1sXQf/I2U6+pS6unOpL12rWqM1l9zZZrO+U3adtkxi7xvhTQffURKHdNSnjgp008/J707je529eA/0nz6KWOB3fLLI1J/zVVVmbl39z3T+auTxqKt1Nub5tNOyiIffn/aPrFJ6v96Q6b/5rz0fXKHyuz/fCTlhsrTlbr77knrN79WlbmhKEuhgFdd7T13p23bT6T22crLuDOXh6RUSs2j/87kD38gNd1dGVp2ucopxeNlSdSohgv+kEl77prSwEDKDQ3p/OXxGfjYJ5L+/kz+6Nqpu++elFtaMvWq6zMyemd33BgczMTP75Wm0V2ihpZaurKu+41vSvvmG6f+pr+mXFeXjkuuzNAKK1V52Beq+9tNadtxm9RMq+yQ033AgenZ/0uZvME6lT/35ubKcq6Zy9TGkVLXjEza5VNpGL2YHXr38pnxo5+mfevNK0sAl14m0664LpkwoWoz1t/wl7RtsWkGNt4sPbvvlaHV35+USsnISCZ895tjT1ZG2tvTv9nmaR5d8999wIHpOag6F7sNF/whrV//amqffGLsY+WWlvRts116d9szw8u8Pc3HHp0Jhx2SUrmcckNDyg2NqemakeHXLZFp1/w15dFtgKuh7s7b03zCcWn8/bkpzXZGyPAb31TZYay7O62jSwHLNTUpjT4NnX7qWRkY3d4Yqm1el0IJC+A1UfPPR9K+9eapffRfSZKeXT+X7u/8MKmpSdMpv87EL+9f+fjnv5juQ8bHScWzq7/u2kz69Hap6e5KuVRK1w9+kr6dd03tXXdm8gZrpzQ0lMH3vb+ydr62ttrjzmlkJBO+9Y20/LKys9Lw65bI9LN+l3JraxZZe43KRe473lmJuubmKg/7QrUPPZi2T26R2tFD3Hq3/1R6P7NrJm/ykcr6+ZVWTseFl1feIamihksvTs1zU9K31bZJU1Plg4ODaf3S59P8m9OTJMP/98b07rhTWn9Y2ea1d6fPpuvH1VsWNekzO6Tx4gvGfj644krp3X2v9H/sE0lDQ5pO+XVav3JASiMjKdfXZ/itb0vdg/9IuaYmHX+4JEPv/0B1Bh8cTOPFF6T5V8ek/m83zfGpgXXWS+/ueya9fZm0924p9fbO8fn+j26YztPOrgRUFZWeey5NZ5yS5pNOmDOSmpoyuNrqqb/5xjnCY2Ty5Ey75q/j7r0i/jcJC6Dqap5+qvJS8X33JpntpeK6urRtvXka/nx15YLl4isytPKqVZ72heruuC1t222ZmueeS5J0H3hwer74lbT89EeZMHqh2HXod9K7937VHPMlNR9zVFoPPThJMjJxUjpP/U1qH36ocr5Ckp499kn3t75XzRFn6elJWlrGflrzzNOZtN1Wqb/7ziRJ/3rrZ3DV941doHd/+auVp2DVUi5n8tprpO6+ezKy2GLp3Xm39H5m15QXX7zyQvrhP8iEH38/SeXPfuhd707DTZVD0KafcU4G1t+wKmPXPPZomn99fJpOOzk1ndPHPj685OvTt8tu6f3Uzqm/7ZZM2vUzKfV0J0lla9r+/gy/6c2ZdvX1KU9qq8rsM9Xdfmuajz82jX84L6XZlmgNLb1MBjbcOI1n/ya1z02Z49fM+MFP0rfLbgt61Bc3NJSGSy5M8wnHpeGv18/xqXJ9/Rz/nwY+8MFM/92F4+/mBf9zhAUwLpSmTU3bDtuk/pabk4zePTz+lNQ8N6WyJKprRuXu+RXXzbrrO47UPvxg2rb5RGpHD5jr3WW3dH3ze2nf7KOpv/22lBsbM+2K68btLi6N555dOWRuaGhsWVfTb05P45WXp1wqZfrvL8rgGmtWdcaaf/8rk9f5YPq3+WR6Prd3Rt62VJKkNKMzk3b+VBr+XHnPZXCFFZO6+tT//W8p19ZWTlCvUpCWnn027Vttlrr77xv7WLmxMX1bfzK9u++V4WWXS9OZp6X1i/ulNDyccn19ys0tqemcnpHFFs/Ua2+sREi1dHWl6ewz0vyrY8Z2J0oqd8/7tt4uA2uvk9ZDvpLa/zgUsm/LbTLjmPHxnkvpmWfSfMqJaT75xNTMFhIjra1JQ0Nqps46h6Pc2FjZbWm5d1Vj1JdUe/ddaT7xuDSdd05KL/HCdvfnv5iecfhUl/8twgIYP7q707bzDmNrzwc+8MF0nnZWGv/4+0z8YuVuf8++X0j3179ZzSlf0guevGy+RXr2+2Imb7RuSv39GVxxpXRcfOW42E608Q/nZfC9K87x7kf91VembecdU+rpTrlUSvdBX0vLMUempqMjw29+S6Zdc0PKrfP2H43XwoRDDkzL8ZUzNsqlUgY2+Vh69twnQ6utngwMZOL+e4+9MzL8f29MzbSpKfX0VN5ZuPIvczzpWKDK5dRfc1Vajj0qDVdfOcenBtb9SHo+V9k9bNKuO6Wmu2uOz/dvsFE6Tz2r6stzMjKShssvS/OvfpmG666d41MDa6yZ2sceHYvqmTqPOSH9W26zIKd8ef39afzDeWk+/tjUz3ZGTjnJ7H+6Q0svk2lXXT8ul/+Vpj6fptNPTfPJJ6T28cfm+Fw5SeevTsrA5ltWZziIsADGm4GBTNx79zSNHnQ2uPwKmf6b8zJpn93TcM1VlSVRF/4pQ6u+r8qDjiqX57joK3VMS9uO26b+5huTJAMfXicDa6yZ1tEtLbsP+lp6DjiwKqPOVHr++Sy68ruS/v7Kxfne+43d0a+77e9p22HrsWVdfRtvmqaLL0yS9O64U7p+emTV5q696860HHNkZWnL0NDYxwdXWz09e+6bgQ02yoQffGfWi8Wtranpqlyo9+6yW7p+UP1drmrvuzfNv/plmn57VkoDA2MfH1ruXenf5GNpOvWksc0MZppx+C/S9+mdF/SoL6n27rvSfPwxlbvns/1/KLe0pNTTM/bzkdbWytr/N7+lGmO+tHI5dTfflObjj0njReenNNvhdDP1bbJZZpx0RhWGm0dDQ2m49OI0n3BsGkYPGi3X1FSetrx3hSoPx/8yYQGMP8PDaT3wgDSfdlKSyo5FM448Nm2f3DI1Mzoz9PZ3VJZEjYM7ihP32i3l5pb07r1vhpdapvLBnp5M2m2nNF5+WZLKi6+pqU39rbekXFeXaZddk+Hl31u1mRsuuiCTdttpjovzgQ98ML1775eBj2yQ2n89krZtthh7oX7oLW9N3b8rP55++tkZ+OhGL/JdF5yaJx5P8/HHpunUk1LTNeu/OcNvfVt69tgn6e9L62Ffq+z8U1s7duHYcdZ5GVx3/WqNPYfSs8+m+eQT0nzS8al5/vmxj48sskjKpVJqZ/tYubk5066+ftbfr3Gi9OyzlSVGJ50wxxKj2Q2+573puPzacbv2v+bxx9J80glpOu2k1HR0jH28nGTaNX/N8LveXbXZ5lXtPXdn4n57pnfXz43LQwr53yIsgHGh7tZbMvyOd85aalMuZ8L3vjV2lsLw69+Q3k/vPPZSbs9e+6X7sO9Ua9wkSe0jD2XyB1apXMCWShnY9OPp2Xf/DK24cmU71y/sk6ZzfpMkGXrzW1L77LMp9fVm6F3vybTLrq7q9rk1Tzye5l8dU3k5d7aL86F3LpuevfbLwJprpW2n7cdeip75Yu7I4q/L1D/flPKii1Zr9DGlGZ2VZSG/+mVqZztzYWTy5Ax8cK00/umSylbAqSx1GV5iyUy79q8pL1L92cf09qbpvHPSfOxRqfvHA2Mfnn070aTy5K7j0quqvsPVi+rvT+Pvz03LsUen7t67X/Dpvo03zYyTz6zCYK9AT0+azj07LYf/ILVPP5Xe7XZM1y9+We2pYKEjLIDq6+3NoqsunwwOpHeX3dO7255jF67NRx8xdgjUyOTJGV767am/5eaUS6XKkqjVVq/a2DWPPZoJP/5+Gs87Z84dWj704fTss38G11o7E7759bQce1SSZKStLTXTKzvsdO//pfQc/I2qzD270vSONJ16cuXi/Jmnxz4+vMSS6dtpl9Rfd+0LdqTp32zzdJ5wSvXX/c80OJjG83+f5mOOmnPtfF19UiqlNDhruU7fxzbPjOPH0ewzjYyk/por03LMUWkYPWzxP42X5VwvqVxO/fXXpfm4o9Nw2SVj7y30r71uOs/5QzUnm3flchouu7iyG9c4fcoC45mwAKqu4fzfp23XncZ+Xm5uTu+OO6V3z30z8sY3pemMUyu75oyMZKS5JaVSadZBYuPgJcuaJ59I87FHV+7+z/by7eDyK6R37/1S89ijaf1u5YXzcl1dZeelmprKbkWjJy5XXX9/Gn/327T88ojUPXD/2IdHWlszssTrU/fwg3N8+bh7MTeZdWF7zJFjy9BeTOdRx6V/m+0W4GCvTO09d1few/jPdxiSyjK60ROjx7PaRx7KhIO+nNp//zPTbrq92uMAC4iwAMaF+htvSPMvfpLGKy8f+1i5ri79W22bnn2/kNoH7s+kPXapLG2Zbd38eDpjodQxLc0nnZDm448Ze/k5SYbf8tYMrrZ65clGuTy2NGdombdXdisaB++KjBkZScOVf0rzUb+Y40lFuVSTUnnW0pyR1omZdv3fxu2hXLUP3J/mY496wUvSSWWZ0dRr/pqRZZer0nTzpvTMM2k+6fg0//KI1PT1ZWDV92X6RZePv6ctL+c/NjcA/rsJC2Bcqb3rzrQc+dM0nv+HsTXm5VIpAxtvloEPrZXWbx1a2Q41lYvzcqmUjvMvy9Dq76/q3HPo7U3TWWek5ZdHpHb0peekcgBaqad7jl1oxlMY/ae6W29Jy9FHpOHCP6b0Iv8JGFxplcq6/3F84Vi5OP9Vmn99/NjLueUk3V//Znr3/UJVZ5tnPT1pOfrn6dn3gHF5hgvATMICGJdqHnk4LUcfkaazz5jjjvPgiiun9qF/jG0jmiRDb1sq066+oXrnFLyUoaE0XvjHNB/589TfdcfYh2ffN79cKmX6Hy/J4PvXqMqI86LmkYfTcuxRaTrrjBccztW7827p+uE4Xvc/U3d3ms44NRO+9Y0MrL9BZpx0erUnAvivIyyAca3m6acq7y+c8us53l8o19fP8cJ0z+57pfs7P6jGiHNXLqf+2qvTcuTP03DdNS/49EjrxDx/5/1JFQ+fmxel555L84nHpfnYo1PT3ZVyqSbTLr8mw+9dsdqjzbvh4WRoqKo7cgH8txIWwEKh1DEtzb8+vvL+wmx7/M9UTjL99xdl8IMfWvDDvQJ1t9+a5qN+kcYL/zjHdqLdB3w5PQd9vYqTvQI9PWn9xlcz8P41MrDVttWeBoBxQlgAC5fu7jSfeWqaf3nkHGcXJEm5oTHP3fNg0tZendlegZpHHk7L4T9I07lnZ2jFldPxp2uqPRIAFCIsgIXTwEBle9Sf/yR1jzyUJBmZMCFTb7wt5SWWrPJw8670xONJa2vKC0EMAcDLERbAwm1kJA2/Py+t3/hqpl35l5SXXHiiAgD+mwgLAACgsHkNi5rXeA4AAOB/gLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoDBhAQAAFCYsAACAwoQFAABQmLAAAAAKExYAAEBhwgIAAChMWAAAAIUJCwAAoLBSuVwuV3sIAABg4eaJBQAAUJiwAAAAChMWAABAYcICAAAoTFgAAACFCQsAAKAwYQEAABQmLAAAgMKEBQAAUNj/A+HjCNa6MlE6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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85JGx0067RFPT4CiVivHmm7PjmmuujJdffjEiIj796TM3678WANgc+H9K6CP9+m0R5547NiZOvDRefvnF+OpX/6bT6305DWhdli5dEtdff3Vcf/3V63zP8OEj4lvf+k4ccshhvTiyTVOpVOKpp56Ip556Yp3vOfroY+OLX/ybdb4OANQIC+hDX/rS38Z2220ft9xyY7z++sxYsWL5Zntuwk9+8vN47LFH4sknp8esWbNi0aKFsWTJ4mhoyMeWW24Zu+yya3zyk0fFccedGIXC5vOkZV3OP/9zseeee8f06Y/Ec889GwsWzI9FixZFRMSQIUNizz33ipNPPi0OP/zIPh4pAHw4ZKrVanVD3jh//rKeHgsAALCZGTZsw867sngbAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGTCAgAASCYsAACAZMICAABIJiwAAIBkwgIAAEgmLAAAgGR1fT0AAICPggF/88XIznknKsOGr/5j+Ko/ho2I6vDhURkyNKLO5RcfTf7NBgA2O/X33h2ZJUuiMnzEqgvz4RH9+/f1sNar7rFHou71met9TzWTieqQIVEZNmJ1eAwbHtX+/aN1v/2j5aRTemm00P0y1Wq1uiFvnD9/WU+PBQAgIiIGjTkrGu6+s9P3qv226LgQ7wiO4SM6/3rVk4IoFHp9zP2/9fXIvjErsvPnR3be3MjOnxeZ1tYN/vnWXXaNRQ9M78ERwqYZNmzABr1PWADAR9ygc8+M3Csvdb4Y7/jziNrd81W/3lyeCgw+9oioe/7ZTf750pGjYulVN3TjiDZBpRKZxYs6hUZ27tyoe/6ZqHvyicjNej0y5XLH26sRsfDhJ6Mycqe+GzOsxYaGhalQALChqtXo92//FNUhQ6MyYqtOF+jV/gMiMpm+HuFaZd95K3Jz3oncnHc+8L0dTwVW/bVVW9ui+Lk/j/LxJ/bCSFdbdPMdtQvx+fMiO2/e6gvzeXNrv17j68zKFV1+vn76YxGlUkQ+36vj7iSbjeqWQ6JtyyFRbWyM+sceify0yVH32qtrfXvpzLOjssOOvTxI6D6eWADQN1asiEy1Ursg/5DILF8WQ0duu9bXqo2Nq+/8j9iq8xOB4Wt8f8RWEblcr4678JtfRO6NNyI7/30X5YsWbdDPl445LpZOvaZnB7mRMosXRf66a6IwZWLUP/ZIl9er+XwsvO/RPr1QzyxdEvnrr4381EnR8NADnV6rNjTUnmismiq1/Lv/HM1f/tvNNk7502YqFACbtcJvfhEDvv2N1XfI13wC0P71iNpFedvwraI6dGivX5C/X/bN2TH4U8dEdsGCTf6MhQ89EW077dyNo0pQKkV2QW2aTm72rKi//baof/D+qHtzdqe3VXO5eO+lWVEdOKiPBrpKuRwNd90e+amTI//HmyJTKnW8VI2I9kvy1p13iSVTr4nKx7brmzHefUfkp02O/C03RaZYXD3GTCbKR46K1h1HRuOkyyNTLke1vj6WXfzzKJ0zpvfHChvIVCiAPxXVagz427+OSsf0nM4X5tVBTZvlXdDsvHkREZFZuSJys16P3KzX1/v+ajYb1SFDo234iMhENUqnnB4rv/Ht3hhqh8p228d7L8yMKJcj+96C2l3/ue+unqrTPk1n3tzIvjsnsnPeiUxLS6fPyF/6u1j5D9/v1XGvU11d5F59JQpTJkb+pusjs3Jlx0vtF+rVurpY+tNf9V1UVKtR99wzkZ8yMQpXTesSda277hbR0hJ1q/79KR98aCyZMDWqg7fs3TE+81Tkp02OwlVXRHbB/C5jLI4ZH6VzxkT+2quj//cuioiISv8BsfT3E6I86pjeGyv0IGEBsIbcq69EtaGhNl2lL+dmb4TMksVRmDppna9X8/nOU3JGjOj8RGDo8Gg94MBej4/Sp8+KyvYfX3VhPjeyc+eucXE+t9Od3oiITKUSmVVz7iMiMvPn93pYdKivj8pWW0dlq607f79cjoY7bovClIlR98T0TgtzV+v7yMu98nItJq6YErl33u70WtuQIZF7773IRERl4KBYetnkKB9+RK+PMfvunMhfMTUK0yZF3YwXOr1WGTosiueMjpbjT4z+//D/ou7llyIionTyqbH0F7+L6Nevd8b49luRv3JqFKZNjrqXXnzfGIdG8TPnRmnM+Gjdd/+IajW2+O5F0e+XP42IiLbhI2LJpCujbZ99e2Ws0BtMhQJYQ9Onjon6J5+IiIhKU9OqC/CtVl+Md/x59dd9vUYg+/ZbMfBz563e3rKtbaN+vprNxoJ3F/fM4DZVtRqZZUsj9+orkb/mymj4401R93rnJxrViFh0z8PRtseefTPGNeSeezYKUyZE4cqpXe6oVzOZyFSrUa2ri2U/+VmURo/rkzFmFi2M/NVXRmHqxKh/4vFOr1WamqJ05tmRWb48CldOjYhVF75Tro62vfbuvUGuWBH5m2+IwtRJtXMsKpWOl6r5fJROPi1KY8ZFyzHHR272rBg09uzIzX4jIiKaL/hcLP/3H/f44XOZ5cui4YbrojBtctTff29k1riM6hjj6LHRcuwJEfX1tRdKpRjwN1+MwrVXRcSqqVqTr4rK9h/v0bFCdzEVCuhT/b7/j1H36isdF99tHRfjtT+qW24Zkc329TC7yM6du/rrxYsju3hxxPvuRL5ftd8WUWlqimpdXSy+8faojhjRw6PsrLLtx2Lx7ffWftHWFpn33lt113/VFJ2573Y8FcjNnBm52bMis3Tp6vvmlUrkJ1wWpfMv7NVxr1NbW9Tfc1cUpkyI/E03rHUefTWXi2U/+VmfRkVm/vwoXDU18lMmRf1zz3R6rTJseJT33jca7rkrMpW2qDY2xtLfXhotJ3yqdwfZ/gRl6qRouPXmTtOyqrlctBx/YhTHnhctx54QA775tY6oaB25UyyZcnVUPr5Dz4+xUon6hx6I/NRJkb/umsiuWN75L+HQT0Rx7HlROuOs2rS+iKh7/LEYdMGYyL73XkRErPjqN2Ll/7mo5566tbZG/b13R2HqpMjffENkmps7vdxy+BFRGj0uSp8+s2OM7TJLFsfAPzs/Gh64r/bXc/ChseTyKVHdckjPjBX6kLAAekTDffdE/eOPrfP1al3dGtNytu78NKCpKVpOPLlPDrha+ps/RHbOnNpF+dza/Pnc3HcjM29e7c8L5ne6Qxmxao3Aqu0us7Nei7ZeDotOcrmoDh8ebcOHR1vsUxvfggVRuHJKNDz4QNS98FzXn6lv6Dqlpw/kXnslCpMnRn7qpC7borZts21k350TmUql7y7SIyJaWqLhtj9GYcrEaLj9j50OP6s2NETLp06N4rjzIvfSi9H/H/9fRERUBjXFkgnTovXQw3pnjB+wJqG8975RGjMuimePierw4RErVsTAv/xc5G+/tfb6/gfEkolX1hbL96Dcq69EftqkKEybErm33uz0Wtv2O0RxzLgojh4XlR1Hdnqt4Y5bY+BffDYyK1dGNZOJ5f/2oyh+/gs9M8bnno3CtMmRv3Jq5ObN7fRa68idojRmfBTPGbPOAMvOeScGjTsn6mY8HxG9P1ULepuwAHpE6z77RmQyHYtb17zrHBGRaW2N3Dtvd5nf3W7By29EtQ/CovXgQ9f/hlIp8tddHYXJE6P+wfu6TDva4kf/EUunXt2DI9xAra21O9WTLo+G227pfAhXLtcx7rYRW8WSqdf02Z3/zNIlkb/26ihMntBly9DK4MFROnt0VAuN0e+nP6l9b+CgWHL51Gj9xOG9N8hqNeqefTrykyfULtQXLuz0cvnAg6I45rwofeacqDYNji3++XvR779/HBERbVttXZtO1At/fzNz50bhyqm19R2rLmTbVYYNj+I5Y6I49rxOU5syC9+LQeeP6bgJ0DLq2Fj6+8t7bHpfZtHCyF9zVW061uOdT5iuDBgYpbPOjuLo8dF62CfW+vQhP3lCDPj7v4lMW1tU8/lY+vPfRsvpZ3TrGLPvzon8ldNq6ybeF+KVwYOjdNY5URwzPloPPHi9T0hyL70Yg8adHbm334qIiObP/nks/7cf9vhULehL1lgAPa9ajcySxbUnAO/OWTU1pxYcdS/NiNyLM2prA9aYT918/mdj+Y//pw8H3Vlu5qtRmDRhrXfT25VOOCmW/u7yPnnS0i730otRmHR5FKZN7ljk3K68/wFR3aJ/x5SMtu13iMVXXNv7+/xXKlF/3z1RmDyhthPRGtNKVk/POT9aTvxU9Lv4P2OLH/5b7ceGDY/FU6/ptTn/qy/UJ3RZPNw2YqsojR5Xu1DfbffaN1tbo//X/y4aJ15W++XInWpbnvbkPPpiMfK33Fg7J+GuOzqFbrWhoTbff+z42nz/913QZt9+KwaN/UzHwufiZ86JZf/9y4iGhu4dY0tL5+lY74vclmOPj9KY8VH61KkRjY1r/4xqNRr/+7+i/z9/NyJ6YFH5ihWRv+n62rqJ96/taGiIlhNPjuLocdFywkkb9Pen7uGHYtCFYyO7ZHHt4//PRbHyq9/YLHdngw1hjQWw+chkoto0ONqaBkfbbrtHZuF7UbhiSjTcf+9ap+ZU6+ujdNIpfTDQ91m+PPI3XBuFiZdFw8MPdnqpMnhwRDbbMce7eO7YWPaTn61erNmLMkuX1BblTr68613gocOiOLo2paTfL38ahSkTIyKidfc9ahe9vTgFKjvztShMnRiFKZM67uK2a91t9yiOuyBK546p7chVqUT/i74Rjb/9VUSsiqBp13SZFtPtSqVouPXmKEyeEA133t75Qj2fj9Kpp0dx7HlRHnVs5wv1YjEGfvHPI3/zDRERUd53/1gy6cqoDhvW/WOsVqPusUdruzpde1Vkly7p9HL54ENraxLO/ExUmwav9SNyL78Ug8ac1fHEcOUXvhgr/vkH3bfuqVqNuqefrI3x6iu6PuVpn471mdEfvCapUoktvvPN6PfrX0TEqqdAk6+Ktj33ShtjW1vU339vbarTDdd1Ob27fMhhURw9rvb3cSO2rs09+0w0jT4jMqVSVHO5WP6ji6N43mayfgl6mLAAekf7gtyJl0X+lhs7LyKtq+uYq14ZPDiWTLk6Wvc/sG/GWa1G3aOPRGHy5ZG/5qpOC0mr2Wy0nHBSlE46Nfr9/OKoe+3ViIho/rO/iOX/9qPeXYzeftd/0uW1u/5rHsJVV1e7wzr+gmg5/sSItrbOF70HHhRLJl7RK4tHM8uXrZ7q9MhDnf8SBjVF6exzozju/No/7/a7ueVyDPjbv47CVdMiIqJ1jz1rC4l7KoKq1ah78vHVF8GLF3d6uXzwoVEcd37tAvN9C3MjamE38LPjo+HB+yMiouXIUbH0DxOjOmBgtw4z++bs2kXw1ElRN/O1Tq+1fWy7KI4eG6Ux46Ntp13W+zl1jz1SW/i86tTt5Rd9N5q/8tVuuZvesf3q1EkdT0I6xjh8RJTOGRPFMeM3/KnT+3dT2mXX2m5K222/yWPMvTijtgj7yqld1/K0r+04d2xURu60SZ/fttfeUTr5tMjfdkss/c0f+mYtEPQRYQH0qOwbs2pTc6ZM7HKXunzAgdG29bZRuOn6iFg11eWK6/pkvn927ruRnzIpCpMu6wiGdq077RzF8RdGacy4yKxcEYPOPbNjsenKr3w1Vlz03V6b4pCd9XoUJk+IwtRJXRa8tu6xVxTHnx/Fc8auvlO+fHkM+tx50XDf3RER0XLU0bWL3p7cIrdSifoH7qtNdbrxus6HrmWz0XLs8bXoOemUrtPGVq6MgV/47OqFxD142Fl2zjuRnzYlClMndr0I3mbb2oFmY8ZH287rvlDPzJsXg8ad3bErVOm0M2Lpz3/TfdPh2p+aTZnYMYWtXbXfFlH69Jm1JyifPHKDwrbhtlti4Bc+F5nm5qhms7H8hz+J4gWfSx/jjddFYerkqL//ns7brxYKtac8Y8Z3fcqzATJLl3Zs/1w+6JDavwubEMSZefOicPW0yE+dHPXPPt3ptcqgpiid8ZnauolDD0v/bzmbjWX/88tY+dqr6U9V4EPGGgug+zU31+YrT7wsGu67p9NLlS23rE3NGXdB5G+4Nrb40Q8iIqJt24/Fkiuvi7aRO/feOFtaouHWW6Iw+fJouOO2TtNeKlv0ry0kHX9htB5yaEQmE7kXno+m0Wd2rF1Y/n+/V7vT29NWrIj89dfUpuesuiveMc6mpiidPTqK4y+oHcK1xkVRZtHCGHTeuR3To0onnxZLf3VJj60Byc56PQpTJtai583ZnV5r3WXX2lSn0WPX+eQhs2RxDLpgbMeTjZZjjosll0yI2GKL7htkc3Pkb7mx9gTlnrs6z6VvbIzSqZ+O4rjzo3zkqIhcbr0flX1jVgwac1bUvT6z9tEX/lntHIUP+LkPVKnUpuhMmdg1zDKZKB85qhY9p50R0b//Bn9s7pWXY/Cow2oLnwuFWPrLS6LllNM2bYzt04imTuoyxohV26+OGV/bfjXxxO7czFej349/GMt+8J8bt5vSqn/W+amTouHuOztPa6uri5YTTori6PHRcuKnenxdVKlUihdeeD6WLl0SjY2Nsfvue8TAvjrJHDbBhq6xEBZAt6l75qkoTLg08ldd0bFoMWLVxdCxx0fzeRdGy6dOjWhoiC3+37c7TqBt3XFkLLniuqTpDRsjN+OFKEy8LApXTO5YI9Gu5ROfjOJ5F0bp9DM7XbTVPTE9Bo07u2OazLJ/+1EU//wve26Q1WrUPfJwbUrWtVd3mZJVPua4KI6/oLbgdS0XRdm579YuelctOi6OGR/L/uun3b8jTfsd9bVFz8BBUfrMuVEcd94H7qCTmTs3msadHXXPP1sb75lnx7Kf/qp7FhJXq1E3/dHaVrZrW5Nw2OG1qU5nnLXB05dyLzwfg8Z+JnJz342IiBX/6+ux8lvfSbrbnXv1ldWnYb9/DcrInaI09rza9qsf226Tf48t/uUfonDJb2Lp5VOi/IlPbvwYX36pFhNrObG7dceRte1Xzx3b4+dfVKvVWLhwYbS2tsawYcMi2/60pv1MjGmTa2diLO987VI+8KBV6ybO6fHtdNu1tLTEbbfdEtlsrmOcxWIxjjjiqBjaS2OAVMIC6BWZRQtrc6onXt7lkLC27XeoTc0Zd35Utv3Yqm+2Rf9vfDUaL7skIlYtIp52bW3Bbk+Oc8ni2gLnSZd1TK3oGOdWW9cuLMedt9YnJvUP3BcDLxgb2RXLOw5mK40Z3yPjzL7zdu3CbfKELvPoW0fuVIuJMeOjsvU26/6MN2ZF07lnRO6NWRHRAwtzK5Wof/jB2vqO66/ttOi1msnUomfc+VE6+bR17/Lz/vGOPjNys2onazd/9s9j+Q9+lHznP/v2W7U1CVMmdpne1rbd9rUnZ2PGb9Jc+rrpj0bTuWdEZuXKWP5P/xrNX/z/NmmM691+dVBTbWvTseOj9aBDume6XbUa2bff2qg4ySxYEPlrrqidhv3Uk2sf45hxta2ae2FK4LJlS+OBB+6PYrE5IjKRy2XjkMFbxsh7747CFWs5E6N9/cm546Jtl117fHzv9/TTT8U777y9On5WaWwsxKhRx/b6eGBT2BUK6DmVSu0U2omX1k5GXnMhdqEQpdPOiOJ5F0b5iKM6X8y2ttYW5a463be83wGxZMpVPbeIuH1KycTLui5wrq+PlpNPi+J5F0TLMcev8yK24daba4dxlUpRbWioTR857dPdO85VW4YWJl3eZXpOZYv+UTrzM7UpWRsw/zv34owYNPrM1XfSv/Z/YuU3vt09C3Nnv1Gb6jRlUuRmz+r0WutOO9diYvS4qGyz7YZ/aLUaA7/4+Y6oWPH3X4+V30y4879yZW0a3uSJUX/f3Z3n+/frF6XTz6xNddrANQnr0nrwobHkd5dHdsH8jY/Mcjka7ro9ClMmRcMfb+p6GvZxJ9ROw17bGpRUmUyXqJg/f3689NKMWLlyZfTv3z/22mvvGFRorB0EOHVS14MA6+pqWwKPGd8nB1k+/PBDkclkol9E1N9/T9Tff0+8OHNm7B4R7f8VV/oPiNIZZ0VpzPjak5luiOq2trZobm6OUqkUpVIxisXmKBbbv6790fVebTWee+6ZKJVq/4wHDhwUO6za3nn58hUBHzWeWAAbLPvm7NpC7MkTutwVLO93QG0K0dnnrnXnnCiVYuBffX71zkSHHV5biNkD84yzb86uLXCePKHrXP89947i+RfWTh0esv6gyV9zZQz48l9GprU1qv36xZLfT4zyMcd1zyCr1drUsUmXR/6qaV12Imr55JG1C/VPn7XBawzqnny8Nl2rfbefhDvpHVasWL14+P57O73UcaDZuPOT7lbnXnoxms46JVZ+5WvR/KW/2fgPqFaj/pGHIj9lYm3a2Pumv7QccVTtQv30M3p20foqS5cuiXffnRNNTVvG8OHDO76fe/aZ2na7V06L7IL5nX6mda99ojh2/OrTsHvJ/Pnz48EH74tCoTGiWo3ca69E5e474/QnH49BS5d2em95vwNqW8SedW7PbKO7AZYtWxo33nh91NfXR+uC+VH/nW9Fa0SsjIhtImLwAQdF8aijo3zQIRH5/Cb+Lu2XRZlOX+dyucjnC9HYWIh8vhD5fD4aGxsjn89HPl+IQqHQ5alERMT06Y/GggULIvO+/z4aGhri2GOP38QxQu/yxALoHsVi5G++IQoTLutyB7gyeHAUzx0bxfEXRtve+6z7M1aujEF/dl403H1nRES0HH1sLPn9xO5flHvT9VGYNKHrOAc1Remc0VE878Jo3We/DboALlz2++j/9b+LTLVaO+154hW1JwaJMgsWROGKyVGYNKHL6chtH9suimPG16aObcKhddVVF4fVbDaW/fh/ojT+gk0bZPuF+uQJXdd3ZDJRHnVMLXpOOX3jFtOuQ9tuu8fCBx/f6J2fsm/OjsLUSbUdx1Y98ej4zI/vEMX2NQk9PN+/XbVajcceeyTeeeftaGjIR7ncEgNa2+KkOe/EgCumdD3Feeiw1adhr++/nx704osv1KIiIvp9/x+i/sUZUY2I5yPik1GbJlg6d2wUR4/r2K2tWq1Gsbk5SqVilEqljrv1tTv3pSgWm6O1tRy1C/M1rXnBvmlaWkoxe/bsGDCgf9TX18fAXXeL/IqVkTv0sNhq/IWx55FHRd1mdrL1HnvsFbfffmsU1niyUyoVY+8++mcOPckTC2Ctcs8+E40TL438lVM73U2vZjJRPvrY2tOJk0/7wGkQmWVLY+D5YzoOmCudfGos/dXvu2f6RPshXBMvqy0YX2NR7saOc03Z12fGlp88KDJtbVEZOrR2rsY++236OMvl2snDky6Phttu6TytpFCo7UQ0/oIoH3V08pSNuscfi+ycOdFy+hkb/bPZt96sXahPntDlQr11x5FRGnd+8uLhjbFw4cJ47rmnY/ny5VEoNMbOO+8S2285pPYEZeqkrk9QVk0bK407P8qHHd7rpxy//vrMePbZpyOfL0TdU49Hw+23RvaZp2OrajU+seo9nU7DPub4TT5QsVqtRktLS6eL+dUX+bWvW9aYYrUuTzzxWMf0nR3vujM+Nv3RaKuri2W77RHbnfmZmLf3PlHNdp4mmMlkVt2lz0eh0BiFQvsd+9Vf1/fgQZG33nrL6ilHxWJEoRDFYnOccsrp0dDdp4Z3kyVLFsdzzz0by5Yti0KhELvssmts277uDD4ELN4GNlpm8aLIXzktChMv67LXe9t220dx/AVRHHveBu/elFmyOAaNOatjsXTx7HNj2X//Mvl06vXe9W9fMD72vKQL4PzUSbHFv/5TLJl6zSYv+My9OKM2dWza5C5TX8oHHVzbfvWss9c+daybVavVePvtt2LhwoUxYsRWMaL9tOP1rEno2HJ37PnRetgnevVCfdmyZXHXXbdHPl+IqFYi9+KMqNx1Rxzx5BOxQ7F59V9XJhPlI4+O4rjzonTqp7v3KdgHqFar0draGqVSMZqbi/HAA/fG4sWLo1wux/AbrokRD9ViuhIRR+yya8wadWzMPvyIKG/EFrHrmpYTUZtKUygUOqbhrP66dsFfX1/fZfrN+9133z2xctVWsdk570TulZejfMghMeRj28fBBx+6EePsPUuWLI4HH7w/SqVSZFdFz/77HxDbb//xPh4ZfHQJC2DDdCxwvjTyN14fmVKp46VqPh+l0z4dxfEXbtrd9JaWGPi58ZG/47ZovuBzsfw//mvTd/ppba0teJ14eTTcenNkyuXV42xsrC3KHX9B8qLcTlau3OipPpkliyN/1RVRmHx5192nho+I0uhxURx3frTttnv3jHEDlMvluPvuO6O5eWXk84UoNq+MnebNjcNmvBCFta1JOOro2lSnXr5QX9Oa89Ibf/7fHVvZNkTEp6Lz9qvlrbdZ56LaUqkUzc3Na1lUuz4bPmWnvr6+42L+hReej3K5HA0NDdE4990Y8rOLo+WIUdF65NFx4uf/YmP/FvSKhQsXxn333dMxTaf9ScgJJ5wU/bphmltPqVarMW/evGhtLcdWW20dudSzQ4D1EhbAemXfenP1AufZb3R6rbzPfqsXYqeeeNzcHIVJl0fx81/YpDveuddeicKkCZGfMrFjp6OOcR50cO1E7LPO7pFF4GvT1tYWTz75RMydOycqlUoMGTI0DtzvgBjw6KozJ266oXOc1ddHy0mnRHH8+dFy3Indf47EBpg+/dGYP39+ZLPZ2POGa2Pne+6Kge/O6fSeto/vEMVx59e2X92E80QqlUrHPPv2i/n2C/3m5tr329Y4oKyrznfm19xJZ9gLz8XuN14f5YaGmL/7HrHTOWPjvV136/j3aW2Late8g5/P53vlwnPOnHfi0Ucf7lizENVKtLZVYrvtto99902YStfDlixZHDNmvBDNzc3Rv3//2GOPvaL/Rj1VAT7qhAXQValU29Z0wqW1bU3XnPbS1BSlc8asXuDcC9qn58yfPz+ampri4x/fIbLZbGSWL4v8ddfUpmQ9+nCnn6kMHVZb4Dz+gl6969/uwQfvj0WLFkVdXV30n/tu7HTv3THy/ntji4WdD9pr3Wuf2pSss8f02kFc1Wp1jbv2q+fd3333HVEqtUS5XI7PTp0Ye6w6H6NUXx9vH3FUzDr6mJi/254R2fbw2/gAzGQya52Os+aF/sYsqn3mmafj7bffqu2yUypF/ROPRfmgQ6JxUFOMGnXMRo+vt8yY8Xy88sorHRG1zTbbxCGHHLbW3YIAPiyEBfwJqlara51TnXv+uShMvDQKV0zp2Iq0XcuoY6N4/oW1HX56cT/6tra2uPfeu2L58uXR0JCPllIptn7t1Rj12ivR74brOh+6lstFy4mfiuL4C6PlhJOS12hsqmKxGLfccmM0NvaLpjdnx+nf/t+dXq8MHhzFs8fE8tFjY/kuu3bcqV99B7/YceFfs6lrFtY9Vaf9In7NefePPPJw5HLZqK9viB2eeDx2v/2WmHnUMfHeMcfFJ044aRPH0LPK5XLcdtst0b7NZ22KTimOOuroGJz6FK2HlcvlWL58WTQ29uu0ExDAh5WwgD8hK1eujOnTH42FCxdFNpuJbbbZJg4cuXP0u/aq2l3/pzufltv2se1q017GnR+VPlrwOGPG8zFz5syoq6uLXW6/Nfb4401dpue07rJrFMdfGMXR46Lavth4A7W2tr7vAKuuh1nVbPh8+hUrVsRTTz1Ru1isVuPrv/tVDF20KF7aYcd45YhRUfrUKVGpr4+GhoY1puOsuc997S5+Q0PDBy6q7U4vv/xivPzyS1Ffv3rHnFKpOQ4++LDYZmMOs+tl5XI5XnzxhViyZEkUCoXYY4+9Yos+WvMB8KfMORawiZYvXx6vvfZqVKvVGDlyZAzspbn7m6pSqcTdd98Z2Ww2GvMNMeLFF2Lkb38ZQx9/LHJrnujb0BClU0+P4nmfrS3E7oU5521tbe/b47593/vmeOSRh2L58uVRrVZjuxee7YiKYkNDvH3k0fH6scfFezvvWptH//wztY31P/Dif3Uk1NXVdZl3P3TogI6L/Hw+v9HTU9ra2iKTiY4L9Cf+9u9jxZZDY2FjYxx//AkxYMDAjfq83rLrrrtHc3Mx3nhjVlQqrVFXVx+77bbnZh0VEbWF0fv00rQ8ANIJC3pU+wOx3rw7m2LmzNfimWee6lh8OWvWzNhjj71itz6Yy7+h3nrrzWhra41cLh873Xt3HP6bX3R6vbzX3rFs9PhYePKp0dyvX+1C/5WXO83DX72odt1bW26K9kW1q/e5L0RTU1Pk8yNi8eJFUSwWI5vNxdIhQ2PusuXx6tHHxDufOCKOOe3TsTleTuZyudh99z3iueeejcbGfrFg512jWGyO7T62/WYbFe3222//2GuvvaNYLEa/fv3M+Qeg25kKRY8olUod20VGRAwbNiwOPvjQzfbwooja1Jmbbroh8vl8p+93x8FL61pUu+aOOeXymodZbfjF/OzZs2LevLmRyWSjsdgc//dn/x2tdXUxfdfdYtFnRkdxz72i0Ni41sOsNmVRbXeZO3duPPTQA9HY2NjxvZaWUuyxx56x886bdm5Eb1m4cGG89torUanUdvzZ3O/8A0AKayzoU7fffmuUy+WOu6KVSiXy+Xwcd9wJfTamarUa5XK508X8motq58yZE88889QaAVGNiEy0trbGjjvuGMOHj4iNu3vf+Y7/2hbVrjnvvq6ubpOe7CxbtjRuv/22jj3nh730YizccWSUspk45ZTTN+s70zNnvhYvvTQjisVi1NfXx447joy99tqnr4cFAKzBGgv6zMKFC2P58qXR2Lh6kWU2m42lS5fE4sWLon//Ae87wKrzhX6xWNzIw6zWtP6pPGtbVDtgwMBobCzE9tvvEOVyucvi0ObmlXHEEaNi2LBhmzimnjVgwMD4+Md3iNmzZ0VjY7+Yt+tuUSw2x/77HLhZR0VExMiRO8WOO46MUqkUDQ0Nm/14AYB1ExZ0uxUrlkcuV9sOtLW1HC+88HxE1Ka5lMvlGDFiq/ftc5+PIUOGdDrMqi8uMAcOjBg0aFCUy+WOJwfVajX69dsihvbSOQSb6sADD4ptt902Zs+eHdlsNnbZZZfNftF5u/bzDwCADzdToeh2LS0tcfPNN3a5WGxpKcXJJ58W9X10BsGGKBaL8eijD8eiRQujWq1GU9PgOPTQT3RMMwIA+FNjjQV96sUXX4gZM16Ifv22iGq1Gs3NzbHnnpv37kpram1tjYjok0XNAACbE2FBn1u0aGHMnDkzIiJ23nnnGDSoqW8HBADARhMWAABAsg0NC1uwAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQTFgAAADJhAUAAJBMWAAAAMmEBQAAkExYAAAAyYQFAACQLFOtVqt9PQgAAODDzRMLAAAgmbAAAACSCQsAACCZsAAAAJIJCwAAIJmwAAAAkgkLAAAgmbAAAACSCQsAACDZ/w+BSkIfkKbVeQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cc76Zpqbm7LLLrmlsrPf+mDFjXrRHyD/60b/Paae9L93d3fnbv/1QTjnlvZk4cUp6erpzzTW/zGWX/TRJ/Y7kb3/7O7fIGKZPvyXf//53cvjhE/Inf/Ky7Lff/hk9ert0d1fyhz88nEsvvST33FOfqvUXf/HGLRI3APBi4l9KGCKdncNywglvy//+73m5556783d/96F1fv+5phO90B1wwEH5zGf+K//+75/MypUrc/bZX3/WNmPH7pnPfe4r6ewctsXG0d/fn1mzZmTWrBkb3OblL39F/uqvPrTB3wcA6oQFDKHTTvtwxo7dM1dd9fM88MD9WblyRfr6+oZ6WFvFy152bL7//Qty0UXn56abbsj8+U+lubkle+wxNq94xavylre8Le3tW+6MzcknvzuHHHJopk+fljvvvCMLFszP4sWLkyQ77LBDDjlkfF772tfnJS952RYbAwC8mDTUarXaYDacP3/5lh4LAACwjRkz5rnvd7WGxdsAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQLHmoR4AAMCLWXd3d+bMuSvLli1NR0dHDjro4IwcOWqohwXPu4ZarVYbzIbz5y/f0mMBANioWq2WRYsWpVqtZsyYMWls3HYnYPT09OTqq69KY2PTwDgrlUpe+tJjsuOOOw7x6GBwxowZMajtnLEAAF4wli9flhtvvCGVSleShjQ1NWbSpCnZffc9nv8Pq9XSNHdO+g4Zv9lvMXfunHWiIkna29szZ84dOfbYVzwfo4RthrAAgD9i8+fPz7x5c7Nq1aoMHz4848cfmlGjRg/1sDbo5pt/l4aGhnR0dKZh5YrU2tszffqt2WmnndPS0vL8fVCtlmH/9ql0fPNrWfbt89L12j9PV1dXuru7091dSaXSlUplzeP6j2dPAqnlzjtvT3d3T5Jk5MhR2XvvfZIkK1asfP7GCtsIYQEAz6Nly5bmiScez+jR22ennXYa6uE8p/nz5+emm65Pe3tHkmT58uW59tr/yytf+acZMWJwUx82Revll6btyiuy/KvfTJo3fRdk+fJlWbhwQVpaWtLT05OWL5yR6sL5WbHHnrnqyiuy3dSp6Rm7V9LSnKRhM0dZj4PGhQsz7Nxvp7GvL3n/Ken+2D+n8SXHpKOjPW1t7Wlra8v222+ftra2tLW1p729fb1TskaOHJUFCxakoWHd8XR0dGzm+GDbJSwA4HlQq9Vy663T8thjj6a1tS29vT0ZPnxEjj32uOf3SPpaWm68PtVDxqe23fab9fq7754zEBVNd92ZlttnpmncAZnX3p4pr3ndel9Tq9VSqVTS3V1Jd3f3wNH6+pH77lQqXalWe/PMHfud7rw9L//sv6Wxvz9PPv5Ypv31R1Nratqk8fb0dOfhhx/OiBHD05Jku0cezvD+/oycNzeHzZubw396UZra29M7cXJ6j3pJqkceld4pR6Y2ervN+eNJ837jMuqEN6ZxxfLUvvi5LP3BlPQe/ZJNeo+DDx6fa675Vdrb2wee6+6u5NBDD9usMcG2zOJtALZJixYtyp13zs6KFSvS3t6RceP2z5577rVlP7Ra3awj6UnywAP35447ZqetrT2pVNKwfFn6tt8hY3baKVOmHPm8DrNWq6Xhl7/Iju87JZVx4zLva9/Kqvb21Tv59ek6PT09G32fGTNuHZi+s++vr87uM25LkrQnOXrnXbLwgAOz4MCDsuCAg7Jsjz1Sa2xKQ0PD6qP0bWlv70h7+5oj9k8/Xm9IdXVl1Dvfltbrr02SVN58YpZ//VvJJsbFr351VX3MPd1pmX5Lmu6Zl9675+bNjz6StvX9WTU0pO+gg9M79ej0HnV0eo88Ov177pU0DO6MRvO0mzP6bX+ZhlUrU+voyNLzL0nvn7xsk8a8dOmS3HnnHVm+fHna29uz//4HbJk1IbCFDHbxtrAA+CNQq9Xy6KOPZNGiRdl5512y8847D/WQntPy5cvzf/93TX0nfbVKpZJJkyZn7Ng9t8hntl14fjrOPitLf/zT1AZxtZ5arZZqtZru7kq6uiq58cbrsmTJkvT29qbjjtkZd8GP0j1sWJbuulsmH/WSLNz/wCzed9/0ta5v93eDn7L654ZnPE4mnf/D7P+znyRJVux/QO775nfTvPMuaW+v7/C3tLQ8a/rNM11//W+zatWqJEn7ed9Ny/XXpaHSlTFJnnlcvn/EyFQnT0nv1KPSe+TRqU6ektrwTZwutWpVRp18YlpvvD5JUjnxpCw/8xubFBdLly7JTTfdkO7u7jQ21l83YcLE7DV6dJqn35KWW25Oyy3T0nLbrWno6lrve/TtvMvTZzSOPDrVQw9/zqBsueG6jHrHCWmoVFLrHJYlF16a6pFHbcIXhxc2YQFAkqS3tzfXXvubdHWtSltbeyqVrowevV2OOeblW+4ynf396fjO2el613uTtaaADNb06bcMzEtv/MNDabv0J+kbt38aDzokL3/P+9Z5z76+vg0uqu3u7k5XV9d6FtWua/QD9+fVH/9YGmv9WbrHHrn2Xz6dyuiNTy9qaWlZfbS+LXPm3JXe3t60trZm+ysuy4hfXjmw3V+s/rnW0pLqoYeld8qRqU45Mr1Tjkz/HmMHffR8HbVahn3yn9L5rW8kSarjD8uSiy9LbYcdBv0WixYtyvXX/3Zgmk6tr5q+Bx/I65qbM2rWzLTcOi1NDz24/o9vbEzfwePTO/XIgdgY1JmAlSsz6h0npPV3NyZJKiednOVf/nqyCX8Xa7VannrqqVSrvdlll13TtL4w6e1N8523p2Xa79Jyy7Q033Jzmp56cv3v1zksvWui6aiXpDplamojRq6zTctvrsmoU05KQ09P+keMzNKLf5bqxMmDHjO8kAkLgC2gr68vM2fOyJNPPp7+/v7ssMOOmTRpyjrzp7eEhuXLnrWjM1jTp9+S+fPnp7GxMQ2LFqahqys9O+2U/cbtn4MOOuR5GV9/f//T8+4rlez0mU9m559clIUTJ2faP38qqxrqf3Ybtu6R+bWvpLPrjOkZ9+ur65+T5Pim5izZe+8s3P+ALBx3QJYcdHCqY/dKR2fHwKLa9vb6Yto1v17vjuc6H1/LsP/4dDq/+qUkSXW/cVn6kyvSv+tug/4zePzxx3LLLTenvb0jDQvmp3nunPTfMy/jHn4wUx58IA39/et9Xd/Ou6Q6tb4WoHfKkakefsTgY6xWy7BPfTydZ3+9Pu5DDs2SSy7fpLhYunRJ5s6dk66urgwfPjwHHzw+w4cPH/j9hiefTMv0W9Jy67S03DotzbNnpmED06z6dtq5/l2mHpXeqUemeviEpG09Z2hWrMjot78lLdN+lyTpese7suKLX92kuNhktVoaH3xg9RmN+o/meXevf9PGxlQPOXTgjEbvUS9J/+57pPVXv8jI95ychmo1/aNHZ8klV6TvsMO33JhhGyEsgG3emuk58+fPz+jRo7PXXntv0ze6SpKbbrohixcvTvPqaRO1Wi0NDQ35sz977UannWyuxgcfyOg3vDZdp384XR/80Aa3q9Vqax217x6Ya3/ttb9Od3dPent7s/t1/5e9brohva2tqe62ew6dMDELx9V30LtHr7kT8KZ/j4aGhoGd+fam5hz675/K9r/9vyRJZfLULPnRRWnafvALjG+/fXYeffSRNDY2pvXa36T1l79I4yMPZ1iSV61n+/4dd0zv5KmpTp5a/3nipE2fplOrpfN//jPDvnhGkqRv732y5CdX1M8oDNLcuXfl3nvvHYio3XbbLVOnHpWmVSvTPHNGWqbfUp+uM/2WNC5evP5htLSkevgR657VeK75+LVahn36X9L5ja8mSaoHj6/HxZa6+VqlkubbZw+ERsstN6dxwfz1D62tLdUjJq4OjfqP2pgxSZKGFcsz6m1vTsut05IkXe96T1Z87stbNi6eoWHxotXfoX5Go2XmbWno7l7vtn2775HeI49KrXNY2s//URr6+9K/ww5Z8tMr03fQwVttzDAUhAX8EVqzk/tC0NfXl+uu+7+sWLEira1t6enpSVNTU171qlenbX1HOJ8v/f3pPOM/0/XeU1PbxHUGlUolV13183R0dCZJ2r9zdhr6+rJyz70y+fg3ZKdjjkutpSW9vb0D8+7Xno6z5nF3d2X1Ow7iv1Wtlld85pPZ6e45SZI73/LW3HXCW1dPN3n269ccrV9z+cv29vZMm3Zzmpoa09LSmpFf/lxaZs9KkoxIctxar+3bY2x6J01JddKU+s+HH5F0dm7Sn9GAajUjPvzBtF9yYZKkd8LELL3gJ6ltP7gj6b29vbn66qtSvwFaU2q1WnqWLs4rR4zKTvfcnebbbk3LbbemccGC9b6+vmD3kPROeTo2+vY/YFA7rZ1fPCPD/vs/kiR9e+6VJZdcnv699h7UuNeMfcWK5eno6NzwmaxaLU33/b4eGbfWQ6Pp7jlp2MA/yX277jYQGb1Tpj77TECtlmGf+WQ6zzozSVI9+JAsufjygZ34LWrNmYBbp9W/y63T0jT3rg1+l+o++z59VuOQQzPiU/+clttuTZJ0vft9WXHGFzdvatjzobs7zbfPqq/RmPa7tNx6cxoXLlzvprXU/w/sHzY8S359Xfr2HbdVhwpbk7CAPyKrVq3K9Om3ZNGixWlsbMhuu+2WiRMnb3z6x/Og8YnH07/Lrpv8urlz78r999+f5ubmNCxdmsbHHknf3ntn+93HZurU8kWR1Wr1GTew6kqlq5J9v3RG9rz8Z1m+8y757cc/lZUDcbHxHZmVK1dm1qwZ9Z3F/lpe8tUvprmnJ31J9k9yUEtLFu+9T5YccGBWHDw+XYceltp++6eto2NgHn57e0daW1s3KQAbH34oo094Q5oefCBJsurU07Ly3/5r0Ed277nn7txzz7y0tLSmYdHCNP3+3vTeMy8vWzA/e8+dk4ZV679RV62pqT4dZNKU9E6uB0ffuP0Hf0S5ry/D//Fv0vHD7ydZvbN70WWpDfLeDr29vbn77jlZunRp2tvbc/DB4zNs2LC1BlhL40MPpuW2WwdCo/mO29NQra73/fpHjEx10uT6GY0pU9M7acoGQ6fjq1/O8H//VP1r7L5HPS723W9w33szNSxfluYZtz19VuO2W9O4ZMl6t621tqZ62BFPTzmacmT6d9k1w/79X9P5tS8nSaoHHZwll1yxdeLiGRqWLU3zbdOfnj512/Q0rlj/fkT/6il+jcuXJUm63vnurPjCmUMXF2tbHYAtt9xcP6Mx7Xdpvu/3627S1p6Fs+Zu0vQzeKERFrCZVqxYkfvu+31qtVr23XffjBw5auMvGkL9/f256qor6/PnV/9D3NfXl9GjR+dPNvGSiJuq7cLzM+IfPpplZ307Pce/4Vm/39fX94xr3K+57n1Xpk37XVasWJFarZad7rojB155RWpJVm2/Q4469LAs2ndcFu03Lkv22jv9rWsuXbmxHY2n5+k3Nzenra19nZtZdbS3Z9ezv54dvl4/qtu3085ZeuGl6Ttk/KC+b19fX37xiyvqO+irVqb9e99O0333peepJ/PaJOtbAdE/anSqEyamd9LkVCdOSe/EyZt8piRJGp98IqPe+qY0z62fuaicdHKWf/Grg7406uzZs/LQQw+mv7+a5uaW7L//gTnwwIOSajVN8+5Oy4zpaZ4xPS0zpqfp7rkbPNrcP3JUqhMmpXfy5FQnrd45f64d12cuMN5vXJZecnn6d9t90/4ABqurK8133L5ObDQ9+sgGN6/uu9/T06emTE314PHJ6kuldpz99Qz/5D8nqa+DWPqTK+pnPbaW/v6nz2pMX3NWY8P/bfp23yO9k6emcfGitF7/2yRJ9cCD6nEx1Dfq6+tL091zB6ZOPeei8CRLfn19qocdsVWHOBiND9yfYZ//77T95KI0rJ7u1j9seBbOezBpbR3awcEWJCzYJqz56/VCmZ5z//335fbbZw3cMKpS6crBB4+v74Btox5++KHMnj0zra1tSX9fhn36X9K/+x5ZscfYvOakd6Th8InpbmoamG+/vptZPb2odsOXtnymlpUrc/xHPpjWlSvT39CYGf/vA7nv1a9ZZ5umpqaBI/VrT81pa2vL7NkzU6lU0tjYlPbzvpu2q3+ZpH7XzrVvy1Vrbq4fNT9iYqoTJ6V3wqT6fObNvNdAknR866wM/5d/SlLf8V/6o4sGfenI3//+ntx55x0D06Eqla6MHTkqR9X60zLjtjTPvC0tM2/b4BSdpL4DWJ04Ob0TJ6c6cVKqR0wY1MLshsWLMurtb0nL6nsNdB//xiz7xrfXvzh2PepncSrp7Ox8zrUsDSuWp3nWzHpo3FYPjqYnn9jw99lzr/p3WXsK1dp3Fa7V0vlf/55hX/78wPZLLr4s/XvvM6hxl2p8/LH60fM1sTF75gYvQ1rr6EjvERMHYqPpvnsz/D8/kyTp33FMllxyefoOfn4WvG+OgTMBq0Oj+bbpaVy29Dlf07fLrll8/bTURo3eOoMcpDWLwluvvDxt1/wqDYsXpSH14F90571DPbx1NM27O51f/nzafnrxwCL8WkNDut/4l1n10X9I3/hDh3iEsGUJC4ZUd3f3wOUik2TMmDGZMuXItG7DR3Sq1WquvPKKZ83vr1S68rrXHV809g0tql17Hn5v79pXWRl8iD388IN56qkn09DQmI6FCzLlu+ckSVYkeX2S4Y2NWb7nXll+wEFZNf7Q9Bx6WPrGH5a2UaMH5uM3b+ZOevOM6Rl18okDc5BX/uM/Z9U//NOgpjA8+eST+d3vbkxHR0dSqaTpoQdTvefuHLFoYQ657/dpfuD+Db621tGR6qGHp3fipFQnTEp14qT07bPfJi36bLvw/Iz46Olp6OtLraMjy777g/S86s8G9dpFixblvvvuTX9/f8aO3TO7PfPoe62Wxj88nJaZt6V5TWzcPisNq+8X8Kzv09CQvgMOfDo2Jk2uHzlfz9+5hhXLM/KUt6f1huuSJD3HvTJLz/1RsvYUoedbrZbGxx5dJzSe8/usicFJk+uhMXlq+vYbl84zv5hhn/23JPU1A0svvmzrngFYo7c3zXPvSvP0Wwdio/n++za4ef/o7dKwZHF9Pv3IUVly0aXp21YuM9rfn6Z771lnUfgzr3RUPfDgLL7u5m1jatEatVpabr4pnV/5Qlp/c83TTzc1pfsv3pTlZ51TdPDg+dJ8+6x0funzafv5ZQPP1ZqbUznxpHR95G/Tt9/+Qzg62HqEBUPqmmt+ld7e3oGjov39/Wlra8srX/mnQzamWq32nItqH3/88dx++6y1AqK+NK9arWafffbJTjvtnE27Ws66R/zXt6h27Xn3zc3Nm3VmZ/nyZbnmmqvrR6EffSRtP7skTfffn9qTT+SNSda3q11rbk714PGpTphYPxMwYWKqBx2yWafym35/b0a97S/T9IeHk6xefPnfnx/UDa/uv/++zJs3N5VKJS0tLdlnn30zfvxhSZKGJYvTPGtmWmbNqB89nzUjTY89usH36h856umzGqt/7t99j+fcmWr91S8y8v3vrt/0qrk5y792drrffOIm/gkMUrWapnvmrRMbzXPvGphO8Uy1trZ6PE2anOrqMxsD8VSpZOQH3p22X/4iSdJ75NFZ+qMLt+4R6Wo1TXPn1KdQzbytPoVq3t0bnkK1ekpYrSFpu7Z+taj+HXfMkosu2yaO9jYsXJiWmdOfjo0Ztw3M+X+myhv+Msu//f2tPMJB6OlJ+8U/TseZX1wnlHqnHpUlP796CAe2llotrdf8Mp1f/sLA1aCSpNbZma53vTddp31oy02T2xTVaka+++0DZ1KT+v+TlZNPyaq//mj6t9BNGmFbJSwYMosWLcp11/0mHR3rHkHt6lqV4457ZYYPH/GMG1itu6NfqVQ2ejOrDXvuqTytra1rXeO+I21tbQPz8CuV7txww3XrLg5dPe6XvvTYjBmCBZCDNWPGbXn44QfT0dGZWq2WSqUrE/Ybl/2XLKnvlM+emZZZM9P08IMbfI9aa2uq41dPOZpQ3znvO/CgQR01bHzi8Yx625vTPPeuJEn3699Qn6IziGvxrzmb09rautFLzTY++UT9+8y8bXVwzEjjokUb3L5/xzHrnNXonTD5WZfgbLn5pow8+a1pXL4stYaGrPjsGam87682Ou7nxapV9fUAM9fsnN+2wXnnyTPWaxw2IW0X/zjtV16eJOk99PD6HaOH8O9pw/Jlz55CtYEbkq1Ra2vLohtu3aSrLm0Vq88EtP7qF2m/8Pw03TNvIJoWX/GrVI88eogH+LSGFcvTft730nH219P0+GMDz/ftvke6TvtQuk5+95Y9ozUY1WraLvtpOs/8Uprn3DnwdP/o0el6/wfT9f6/GvQVw7aWEae+J+2X/iS1zmHpeu/7s+qDH9qs9VHwYiAsGDJ/+MPDmTVrZlpbW1Ot9mbOnPrOZk9Pdw444KDsvPMu6xypX9/NrIbqXga//vXV6e3tHThzUKvV0tjYmFe/+jXb/DqRJ598Ig8//HAaGxuz//77r3fRecOihWmePSsts2cOBMdzLWytdXSkOv6w9A6c2ZhUvyrQes5GNCxdkpHvOimtN9+UJOn5k5dl2Xnnp7YlF7/Xaml8+KF6ZMyckebZM9M8e9YGrz6TJH1j96yH0+rYqB5+RBofeiijT3pzGuc/lWTTpnQ93xoWLkzLrLWmUM28bYOXu0yS/mHD0riyflWnvt12z5LLrqrf/XhbUKul8dFHBkKjZcb0+s3VKpWBTfp2HFOfT7+N3b+kefbMdHz9K2m77NJ1bmzXO3lqlp/xpW3ipmgN8+en49vfSMd3v53GpUsGnq8eeFBWfehv6mffWlo2/AZbUeMTj2f7KYcN3Fivb+dd0nXah1M55T2bfr+RraRpzl1pu/zSdH3gg9tc9MDWJiwYMj09PfnFL37+rOu39/R057WvfX1atpF/6NanUqnklltuzuLFi1Kr1TJ69HY58sij07m51/J/AWiYPz8ttz8dGs2zZqbpicc3uH2tc1h6Dz/i6SlUEyY+PUWnqysjP/i+tP3iiiRJdfxhWXrBJenfeZet9XXqR5p/f+86ZzWa77xjgze9SpLquP3TN27/tEz73cBNy7red2pW/OcZQ7/Du4nrNZaddU66T3jbVh7kxjUsW1o/qv6ts9b5+9U3ds8smn7HtjH/v1ZLy7W/SefXvpLW6699+ummpnT/5QlZdfpH0nfoYUM2vLW1XfCjjPjY364Tab1Tj8qqj/xdel79mqH/e7sew//+I2m9/rdZ9aG/SeVt7xj0RQeAoScsGFJ33z0nc+fOSWfnsNRqtXR1deWQQ7btqyutrbr6Ovibu6j5ha7xicfTPHtWfad8dn2dw3Nd5ah/xMhU18TG4Uek9aor037pJUnqVwBaeuFPh/bmUT09ab57Tv2sxqwZaZk5I03z5m5wfcMaXae8Nys+/5WtNMhNUK2mac5d6fjB99J65WVpml+/63GtoSEL59y/TV1Pv/HRR9LxrW+k/QffW+dMUnXc/vUj1ieeNKgpc1tUtZq2n/0knV/7SprvumPg6VrnsHS9693pOvX0bW5OffMds7Pdq45JknS/+jVZ9eG/S/XolwzxqJ5bw7KlqXUO2yYWZQObRlgw5BYvXpT7769f2WfcuHEZtY1d6pBNsOaqQAPrNerBsebo/npf0tY2cJagf8SILP3hham+5KVba8Qbt2pVmu+8oz7taOaM+mLqtRa81pIsuua69B8+YciGuF4rVqTj/B+k4+xvrLNmpn/EiHS/8c1Z+YlPbxNh0XzH7HSc9dW0/ewn69ywrufoP0nXX3902zqqXqlkh0nj07igHmj9O+6Yrg+clq73vC+17bYf4sFtWMdXv5yeV/7pNrH4HXhxG2xYOGzAFrPddttn8uRt9x9lNkFDQ/p33yM9u++Rntf/Rf251esb1iwMH1jfsPqa+mtPPWpcvjwtN924bYVFZ2eqRx6V6oSJaRt1cZqecYnONDSkacGC9K//1Vtd42OPpuPbZ6f9vHPXuW9B3x5j03XqaamcfMqg7oWxNQz/+4+m4wfnDvy61tiY7uPfmK7TPpTq5KlDOLINaG9P16mnpe38H6br9I+k8ta3r3sfjm1U14f/ZqiHALAOZyyA509/fxrvvSed3/1WWq+4LE2rF0MnyeJt7E66DQsXpuP730n7d89Z58pF/aNHp3LK/0vX+05N/667DeEI65ruvCOdX//Ks478906clK7TPpzu49+4zU0taT/v3Iz4h4+m1tmZytvfmVV/9ddb7WZ4m61SqS90HsRlkgH+2DhjAWxVDfPnp+O876b93G+vu6M+cmS633RC+nfcNi7X23TPvHScfVbaLzp/nYWv1f3GpevU0+tHq4f60pxrabv6qrRfcmGS+hqKnte+PqtO+3CqRx29bSx4Xo/KW9+ehqVLUzn5XS+cq+kM9ToPgBcBZyyAIk133pGOc76R9p9ctM70p+q++6XrA6fVr/4yfPgQjvBpnf/9Hxn2xTPWea7nmOPS9cHT63fd3lbm/K+lYdHCbP+yqel+w1+m69TThnYRPAB/lJyxALao1quuTMfZX0/rjdev83zPy1+RrlNP2yZ31KtTj0xSvxlg5S1vTdepp2/zC19r2++QhTPnujQnANs8ZyyAzTLyHSek7ZpfJUlq7e2pnPj2dH3gg+k76OAhHtlz6O9Px7fOSuXNb01tp52GejQA8ILgcrPAFtVy7W8y4qOnp+t9p6byzne/cObSAwCbRFgAW1atllSr9SvpAAAvWoMNi21rAjTwwtHQICoAgAHCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGINtVqtNtSDAAAAXticsQAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAiv3/AqSOiw5YNckAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQD8cevvT9sPvpdUq0M9CezUhAUAsM01rFg+1CNstmFf/HxGfui9Gf3al6fxkYeHehzYaQkLAGCbqtw0L7tMn5q273wrqdWGepxNq1bTfN3MJEnLzKsz5oUnpvmaq4Z4KNg5CQsA2ME1PPpoRnzofWlYtnSoR3l6tVpGvu/daexclZEf+0hGvfnP07D0saGeauMqlaz48c+y5j3vT5I0Ln40o19zWtq/9uVkYGBoZ4OdjLAA4I9Ow6OPpvH++4Z6jM1Tq2XkB96d9h+clzHPf06ar/rtUE+0aQ0NWfnv30518pQkSevll9SvAqy9KrBDqlSy+h8/nRXn/ygDozvSMDCQEZ/9VEb9xet37CiCHYywAKDcjr7cZV21WkZ+8D0Z87zj03bBD3b82Xt7M7D7HkmSpoceTMdrTsvws85MenqGeLCN6588Jct+8Zt0vfktSZKmBx/I6FeekmFfPjvp7x/i6Tau9+RTsuzK36XviOlJktYrf5kxJx2XxnvuHuLJYOcgLAAo092djpefnNYfX7jjH6QnqdxyU1qu/GUaV63MyPe/O6P+4vU79g27ra3p/Oq/ZcV5/5GBXXZJkgz793/NmJe8IE0LFwzxcJvQ3p7OL341K75zfgZGjU7DwECGn/3ZjH71aWl86MGhnu4pGlauSMsVl6f9e99JGpLH/yQ3rFmdgb33GdLZYGchLAB2MJV5c1KZe+NQj7HZhn/57DRff21GvettGfWXb9ghDxrXVT3siCy/5IpUDx6fJGm94hcZ89xj0vqTH+/QYdT7stOy7DfXpvf5L0ySVBbckjF/+ry0/79v7ND3AvQdd0I6zzwr/WuvurRce3VarvjFEE9V37Wq5ReXZfhZZ6bjxc/LrhMPyOjTX59hX/9amufNTcPa1zV2dqbll5cP6ayws2io1Tbvb9HFi1dt71kAtr1aLenuTtrbh3qSzdPbmzEvOjFNd96Rrre+I2v+/h9SGzFyqKfapOaZV2fk+9+dprXLRQZGjsrqT34m3X/x5qSh4Wm+egitWZPhn/90hn3rG4Of6n75q9J59ldS23XXIRzsaQwMpP3b38rwT38iDb29SZKuv357Ov/5S0M8WF3jffem+dpr0nz9tWm+9ppUfn/nU17T+bFPpOsDH3lG52pYtjTN112b5plXpXnmNancclMaNnAINDB8RAb22COVRXclSXpefHJWnv+fSVPTVn/vnp6eLFhwa1auXJH29vZMnjwlo0aN3ur3g2fa2LGb998hYQE8q7VeeEGGf+Fz6fzcF9P7kpcO9ThPqzJvTn2pSGf979z+ffZN5z9/eceffc2aDD/7s2n/1tfTsPbsee9zn59VXzknAwccOLSzPY3ma67KyPe9K033/iFJMjBml6z62jfSe/IpQzzZOqrVVBbemsr116b5+uvSPOu6NK1zZWjVWZ9J97vf+8zPVaul6Y7b03zdzMGYaHrg/g2/tLFx8M/GqrO/nO4z3lbwbWtZunRpqtVqxo4dm8bGpy7AaHjssfpM116dlpnXpGnBLRsOiREj03fc8ek7/sT0nXBiGu/9Q0a//YwkSXXqYVn2818kI0Zs9ay9vb254orL09jYNDhnd3d3Tjjhudltt922+n3hmSQsgG2u8cEH0vaD79W3ZRw+fKjHeVoNq1Zml2OnpXHJkiRJz8mnpPMzZ2dg/wOGeLJNa3zowYz42EfSeunPBz/Xc9or0/m5L2Rgjz2HcLKnV5k9KyPf/+5U7rg9SVIbNiyrzzwrXW95R7KBg7+h1rBqZSo3zk7zNb9L20UXpunBB5IknR/9eLo+/PdDN1hnZ5rnzK6f9Z91XSqzb0jj6s6Nvrw6YVKWXT1r+18hqlZTueWmtSExM82zrk3jYxveNal/jz3Td9xz0nf0sWn76X+nefasJMnqj348awp+tqtWrcw111yd7u6uJA1pamrMjBlHZd+W1jRfd01aZl6d5plXp7KR+08GRo5K3/HPGQyJ6qGHJ5VKknrYd7zipWno6srA2N2z7Be/zsC++231rEkyf/68PPjgA0+Jn/b2tpx00guK3hueKcIC2OZGvuOMtP3kv+tn0T/12fSe9sode6lLrZaWi/83I/7h7wfP7tba27P6Q3+Xrr95T9LSMsQDblrLpRdnxMc+PDj7wMhRWf2JT6X7TWfskAfpg7q7M/xT/5D28749eIa6858+n653vHto56rV0njP3Wm+4fo03zArzTdcn6aFt27wLHbfEdOy/Je/fcb+fDc+8nD9asSs69J8/XX1ZTob2T2pOmFi+vfZNy2//XUaarX077Nvll9yxVbfYLx48eLcfvvCrFmzJiNGjMjUqYdm9OiO+i92d6d57o2DVyQqN8zaaOD0Hzgufcc9J73Hn5C+Y4/PwLiDkiQjPvi3af+P8+tv98bTs+pr3yj6uV5xxS8yMDCQ9Pamee7sNC1ckOqCW/Oahx5M8wZePzC6Y/2QmHrYBpc1NT74QDpe8oI0PfJwam1tWf6TS1I98ugnfn/9/enq6kpPT096errT3d2V7u7HP67/89RDqlpuueWm9PTUl6yNGjU6Bx44bvD9Tjnl1K3+OcAzSVgA21ZPT0a/6Y1p+fWvBj/Ve+JJ6fzcF9O/dr/6HVVD56oM++I/p/3/fWPwYK06YWI6z/5K+k48aYin27SGVSsz/HOfTtt3zx08AO479LCsvODHGdhzryGebq3Vq9M8f24qs2elefYNab7xhjQufnTwl2tJlv/wv1L905Of2bm6ulKZPy/Ns2etjYnr07hk8QZfWmtuThoa09Bb38J11Re+mu6/estWfduVK1fk4YcfSkfHLtl9992f+oKBgfryoVnXDV6RaPrDPRueq6Ul1SOmp+/Y49N3zHHpO/rYNC36fTpe+/L6WfWOjiy/+Ir0T5y0VbMuXrw4M2delba2+j1IDV1r0nfrLTm5ry+73nhDKnNvHLyP48mqU6bWD9iPq/+zoT+Pw776xQz//D8lSXpPekFW/OePk+YNHf5vnlWrVuaSS36e5ubm9K5alda//1CqAwNZk2SfJLsn6R0xIv2TD0n/1ENTnTI1/fsf8PQh3t2dEWedmcof7k4tyZr3fTB9x5+YdfaGSlNTU1pb29Le3pbW1ra0tramvb09ra2taW1tS1tb2waXZM2ePStLlixJw5NiqqWlJS94wYu2+mcBzyRhAWx7tVpaLrskI/7xY4Pr0WtNTel6y9uz5iMfS+3xs5w7qKYFt2bkRz+Q5lnXDX6u+zWvT+cnP5vaHnsM4WQbUKul8e5FaZ4zO5U5s9Ny1W/TdPttaUhSa2vLkjvvS1pbh2SupkW/T2VtQFRm35DKwls3enb9cV1/+Vfp/PI523W0xocfSuWG69M86/o0z74+lZvmp6Gvb4OvHRi7++CBenXy5Iz4xzNTueO2JEnnZ89O19veucXfv1ar5YYbrs+DDz6QlpbW9PX1ZsSIkTnpmOPSfustaZ619orErOvSuHz5hufq6KjPdcxx6Tvm+FSnTU/a2gZ/vemO29Nx2p+mcdmy+ln1H/881WOO3eJZH3fVVb/NmjVrkiTt3/p6mq+5KqnVsluS56z7e6tUUj1iWvqOOyG9xx6fziOmpau9PT09PYNn6+tn7nvS3d2VarUvB1z9uxz3b19Lkizf/4D83yf/KX3DhifZ+qsVvb09uemmmzJy5Ig0Nzdn1De/kfbHFmdg/IRMOvGkTHrVa9Nw6OFbdkVvYCCj/ur0tF5+SZJk9d+dmTUf+rutnvHJVq9enSuv/GXa1vn/saenO0ceeXT22WffbfZ9YHsSFsD209WVYV//Woad85U0dHcnSQZ22y2r/+FT6X7j6Tv0Mp2GFcsz7F++nPbvnpuGrvoBVfdr35BV3zh3aOda+lia595YX+8/Z3Yqc29M47JlG339igsuSu+fvGT7z7VyRSpzbqxHxI1rr0ZsZK5aU1Oqhxya6vQZab7h+sE17t1vPD2r/uXrW/znYunSpbnllvnp7OxMW1t7xo+fkP0fvz+mWk1lwS31kFi7tKnpvns3PFdjY32uo49J39HHpu/oY+v32TQ0JJ2d6XjdK9J84w1JktUf+VjWfORjWzTn4+6+e1Fuvnl+Wlvb0nTn7Wm+cXYabl+Yve+5O8dXqxv8mv4DDqxHxNorEv0TJ23059T40IPpOOVP0vTA/ak1Nuaxc7+fFc97/uDB/BMH+fWPezdypWFdc+bcMLh8Z9yvf5V9Z9d/DpVKJTMmTc7iyYdk8eRD8tiEielfe2Dc0NCw9ix9a9ra2tPW9vgZ+yc+Hjbruox+/SvT0NeX/j33yvLLfpWBbXQQ/ctfXj44c8OqlamNGJHunp689KWnpmUrljcO+9ynM/xf6jtqdb/6dVn179/e5kvgVqxYnltuuTmrVq1KW1tbJkyYKCrYqQgLYLtrvO/ejDjrzLRe/L+Dn6tOnpJll/86GTZsCCdbq7s7lVtvTmXenDTPuTGVeXPS9Ps7n7Kmvuvlr0rnt7//zM3V01O/AXbO7MGQaNrEk30HdtkltcamNK1dxtPz4pdk5fcu2KIlJbVaLQ88cH+WLl2aPfbYM3ts6ArN40t0Zs8ajIim22/b4D0Iydqz/kcdk74jj64ftB8+LWlpyai3vjmtl12cJOl+5auz6t+/s8Vbda5atSq//vWVaW1dezDbuSrVhbfkmM7VOfj229I898Y0rD3T/pS5Rnek76ijUz362PQddUyqM47c8Ja9PT0Z/RevT8tvf50kWfO2v8nqz5y92QeVtVot1Wo1PT3d6erqzjXX/C7Lly9PX19fdr3i8uz9m/+rz5PkFUkGGhuz/MBxWTJpchZPmpIlEyene+0D7zbxXZIkzavX5IWfPDMda+Pphre/M/ef/LK0tbUNLsN54uP6AX9zc/NTlt882bpXLJruvD1Nt9+W6sRJGXPk0TnqOSdu1s/hyZruuD0dL3txGlcsz8DwEVn+s8vTf9jhW/VeG7JixfLMnHl1enp60thY/3M1bdr0J6JzC1Xmzcmov3xjBvbbP8v/5+L1rhABdZsbFpXtPAfwbDMwkKZFd9Uf4jZ/bhoXP5paa2saeupr0xsee2xooqK/P02335bmeXNSmTunPt+CWza6FKaWJxZkNHZ31Z93sT1u1H186dCcGweXNVVuuXnjc7W2pnrYEek78qhUZxyVvsMOz4h/+uTggXrPyadk5bfP36Ko6Ovry29+83/p6lqT1ta23H33XenoGJOTph6a1nlz1t4bsfYqyaqVG56ruTnVw4+oR8SRR6fvqGPqu+Ws+zPr78/Id79tvVlXff3crdr///bbF6alpb7Uq/XHF6btf/8nSXJvkiff0VM9eEK6ps9I5+HTsmLqoVmx117p7u1LT093enp60nXDrKfcVNsw0J/j/+XLGbt2Wdw9Jz4v17/gT5Jf/yrrrqt/Os3NzYMH893d3Wlqakp7e3tajpiegWuvSf/4iemfOCnLT39T+mYclYwYkTFJxiSZuLk/jO7ujH7Dq9KyNipW/92ZOfBDf5cDN/frN2Hq1MNy1VW/TVtbW/onTEp1/MT09vbmhGkztvo9W674RRpXLE+tqSkrv3P+No2KJBk9uiMnn/yyPProo6lW+7LnnnulqeAZE9VpM7L8F79OrdIsKqCQKxbAxj2+zn/+3FTmzU1l/txUbpo/+IyFDX5JkmVXzUr/pMnbd64/3FOPiLVXIppvmp+GNas3+iXVcQelOv3IVCdPSdtFF6ZyZ3071K7T31Rf+7+Zy3T6+/szd+6cPPLIQxkYGMiuu+6WGTOOGlw/3bBkSZrnzn4iJObeuNH19ElSHT+hHhAzjkr1yKNSnTL1id2q+voy6u1npPWSnyVZe6Xiuz/c4nsrZs+elcWLF6exsbG+s89N8zJwx+2Z8ugjOXRjv8999q2f7T/yqHpMHHbEJg+6BqrVDPvAezLywguSJCuOOS43f/YL6U4tXV319ff9m7wPY92D+fV30tn91psz6dJ6rPQ1NeXEiZOzZOKkLJk4ub5EZ8yYp9xUu+4Z/NbW1vUPPGu19XYq6nnJS+s/14KbipPkoYcezKxZ19VvhH58k4BaLfvtt38OP/yIrX7fER96b9p/8L0kSdeb35LOL3xlm0bwihXLs3DhgnR1dWXEiBGZMmVqRhQ8tyFJ2r73naRSqT8kEdjpWQoFbJlaLY333ZvK/Llpnrc2JG6al8YVyzf6JQO77JL+cQencuvNaejuTq2hIZ1f+Gq63/zXm/kt68tzFi9enI6OjhxwwIEbftDVI4+svRJxY/1/581J49KlG33f/j33SnXajFRnHJm+aTNSnTY9tY4xaVi2NKNf/6o0z5+bJOn6yzPS+cWvbtHa/5kzr86yZctSqVSS3t403rMozYvuyqmrO9Myd85Gd/dJkoHdxtavREw/sh4S02ds/Ib3ajUj/+YtafvZT5IkPS96cX350yaiolarrbMV5hPr7n/zm1+lp6c3fX19Gf/TH2f32xYmSYYleVGSanNLlh10cB6bMCFLJk7K0vET07XLFjx5ulbLjO9/NxPW3vy6/PBpufOcr6elY5f1DvQrlc2/SH7TTfPzwAP3p7GxsX7/yexZ6Z8wMS2TpuSkwp10hn/6HzPs3/4lSdL7nBOz4j//e5s9mX3hwltz5513DkbU3nvvnaOPPnaDf643V+Oiu9LxhleleujhWfnt7xc9ARpga1gKBX+EarXa066pXvvCND704NqrEHPqITF/7iYP1gdGjU71iOmpTpuevmnTUz1iehofejCj//x19ahobMyqf/1mel73xs2atb+/P7/73a/T2dmZlpbW3H//fVm4cEH+5OhjMvy2hfWIWLukaWNP8k3q6+mr06anb/qR9ZiYPiMDe+39lNc1LH0so1/7ijTfclOSpOuMt6bz81/aoqjo7u7Oo48+kvb2YWlY3ZmR7357Gvr7051kaerbXQ7O1dqarkMOTechh2bFpMlZcvD4rOjoSE9vb3p6upOB/uTG2Rv8Pg39/Tn261/L2JlXJ0keOnxarn7zWzJwzVVrX7HxpTqPH8Q/vu5+2LBh2XXXsWlqakxzc0uGHXVs+pcuTf/BE9J06KFZ9vo/S/WQQ5Pm5uyaZAtyYu0otQz/zCczbG1U9M04MtWL/jcHjhy1pe+0nilTDsn999+b/v5amnbZNT0vPjm9vT05ctr0ovdNX1+aFt5a//DwaVn5gx9ts6hIkilTpmb8+Inp7FyV9vZh6+0EtLUGDjo4yy79VWojRogKYIfmigU8C6xZsyazZ8/K0qXL0tjYkL333jvTpx85uPyj8ZGH6xExb04qN81L87y56z1n4MkGRoxM9YhpT4TEEdMzcOC49ZZfNP/uNxn9pjemYc2a1Jqbs/Kb303vaa/Y7JkXLrw1ixYtSqVSSWXejWm+7to03nVn9nj44fW2uVxXrb091UMPrx+8ro2I/nEHb3BZSLVaHXyAVfWhB3PQO87I8N/fmSS569SXZ/bpb177dZu/nn716tWZN2/O4MHi0d/8etpWrUx/kj133z17TJmax8ZPzMrJU9IzcVJaR4xIW9u6+9zXb6ptaWnZeAD292fku9+etv+5KMnavf8LD37vuOO23HHH7Wlubhm8l6SnpytHHXVs9t7Kh6o9ruWySzL6zX+WJKkecmiW/+Ti1MY83Q3Jm6evry+33bYgK1asSFtbW6ZMmZrh2+KJ7729Gf7Pn8mad703td12K38/gGc5S6FgK3V2duauu36fWq2Wgw46KKNGjR7qkTZpYGAgl19+aX3JSENDGlasSBb9Prs9/GCev3RpKvPmpunhhzb69bVhw+o3C6+9ClGdNiP9Bx28yTP5LVdcnlF//Zdp6OlJrbU1K8/74Qa3Pu3v73/SHvfda7fE7Mr111+bzs7O1Gq17Dfz6hw4eDY+OS31HXRW7H9Alh40PksPPjhLx0/Iin33T22TZ2yfiIRKpZLW1raM7l6TGR/9YIbfvShJsuyMt2bVWZ9J60YeZrUp/f39ueyyi+sH6EkqN1xff5L33vvkhae+PCMLz9Knvz8j3/vOtF30oyT1BxCu+OF/bZOb4efPn5c//OGeDAxUU6k0Z8KESZm0Le6DGRjIiI9+MM3XXp3lP70stbFjy98TgB2KpVDsEAb3Gt8eu+1sB4sW3ZWbbpo3+BTae+5ZlClTpm6bA7Dt5P7770t/fzVNTa1pWnBLRqx9yu3ytb++7mH4QGtr1kyYlJUTJ2XZweOz+IBxWbLbbnniltpacu89yb1/yMbO5O973cwc/69fTUN/f/pa23L1Rz6WRxubkv+78imzPf6k2if2uW9LR0dHWlv3yPLly9Ld3Z3GxqY0Jen//Z3pP2h8GidMyLLX/3mqhx6WDBuWUUlGJVu1A07DI4+k4zWnprI2Kta85/2pfuJTad/KP49NTU2ZPHlKbrnl5rS3D0v16GPT3d2VfffdvzwqkvrVhP768w56n3NiVvzgwm22w9YRR0zL1KmHpru7O8OGDSta87+exsZ0fvGraVixPLWOMdvmPQHYKbliwXbR09OT2bNnZcmSJUmSsWPH5qijjtmqhxc9U6rVai699OK0Punm2O7urq1+8NLjNnZT7eP73/f0dKevb92HWW3+ge+9996TRx99JA0Njal0rcnxa590u6KhISceOC7V8RPTOWly1hwyNdWJk9M6Yvjgw6y29Kba1gsvyMj3vSsNAwMZGDkqK/7zv7f6qb+PPPJIrr32mrSvs8Snt7cnU6YckvHjN3sjzk0a+ba/GtymdPX7P5w1H/vENtlNZ+nSpbnrrjszMDCQ/fbbv3g50Xqq1bR//Wvpess7ksKdeQBgW7AUiiF15ZW/TF9f3+BZ0YGBgbS2tuaFL/yTIZupVqulr69vvYP5np6edHV1paenOw899FBuumneOgFRf9JBtVrNuHHjsvvue2RLDviffMb/yTfVPvlhVpVKZauu7KxatTJXXnlFhq09s9189W8zsO9+6dlz77z0tFdsszPTbeefl5Effl+SZGDMmKz4r5+mekTZjbSLFt2V229fmO7u7jQ3N2fcuIMydeph22LcJPVnanS8+tT0nHJq1nz049vnORUA8CxnKRRDZunSpensXJn29idusmxsbMzKlSuyfPmyjBgxcvCm2vrB/foH+t3d3U95mNXmW38v/Cc+rmtpaVlnj/v6GfuRI0elvb0t++9/YPr6+p5yc2hX15qccMJJGbuDrh0fOXJUDjjgwNx77z1pbx+W3hNOSnd3V6YdMW3bLXdJMrDHnqlVKqmN2SXLL/rf9B8ytfg9Dzro4Iwbd1B6enrS0tKyTedNktquu2bZpVcm2+KGXwBgk4QF29zq1Z1paqo/aKpa7cuCBfWtHXt7e9LX15c99thzvTP1ra2t2XXXXdd7mNW2PsDcHKNGJaNHj05fX9/glYNarZZhw4Zntx1855gZM47MPvvsk3vvvTeNjY2ZMGHCNr/pvPclL83Kc7+f/smT03/whG32vg0NDdtkS86NEhUA8IywFIptrre3N5dddslTDhZ7e3ty8skvS3Ph0223p+7u7syadV2WLVuaWq2Wjo4xOeaY4waXGQEA/LFxjwVD6rbbFmThwgUZNmx4arVaurq6csghO/buSuuqVus782zJk4IBAJ6NhAVDbtmypVm0qL7N5/jx4zN6dMfQDgQAwBYTFgAAQLHNDYtn/g5ZAADgWUdYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxRpqtVptqIcAAAB2bq5YAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADF/j9t9lMfOAdKcgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lhz88N3feeXv222+vBT7/QtOJXqquuOLy2sc33HB9PvnJ51+Avsoqq+anP/3lUhnL6Ohobrrpxtx0043P+Zqtt942n/nMXs/5eQBgjLCAOtp9989ljTXWzEUXXZh7770nfX29GRkZqfewXhY++tFPZoMNNsrUqdfmllv+mscfn56ZM2cmSVZcccVssMGG2Wmnf8lb37plnUcKAC8NDdVqtbooL5w+fe7SHgsAALCcmTTp+Z93NZ/F2wAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAvGx1HfXltP3vT9IwZ3a9hwIveQ3VarW6KC+cPn3u0h4LAPAS13TrLRlZZ3LS2Vnvobygxgfuz4pv3ChJUm1pSWXK1hnceZcM7vQvqa68cp1HB8uPSZN6Ful1wgIAWDJGR7PCxuulcfasDE3ZOkM77JShd+yU0dVWr/fInlXLVVemZ8/d0vTwQwscrzY0ZPD9H8rcb/5XnUYGyxdhAQD/BMa/550ZmbxuhrZ9eypbb5PquPH1HtJzar75z5m4w9YLHa9s9PoM7bBj+nfbI9UVV6zDyJ5HtZrmm25M628uTNuFv0zzXXckSUZWf2VmXHld0t1d5wFC/QkLAHimwcF0nPPdDG2zfUZe/ZqkoaHeI3peTff8LSu8ZdPaj6vNzam8efMMbb9DhrbbISMbbrR8/RyGh9M89fq0/fY3ab3kojTfcXvtU9UkT0y7d/kLiyc1PvpIej77qbRe/cfasTmnfiODH/lEHUcFywdhAcDS19eXdHQkjS+NvUBarrwiE973riTJyKqrZWib7VLZZrsMTdkm1ZVWqvPoFtb0t7vSecqJab380jQ+8cRCn5978ukZ+Pj/W/YDW0Qtl1ycnn33TNNjjyVJKq/bOLN+d2WdR7Wwlst/l3F7fjqNjz9eOza84esy83dXvmT+bMPStKhh4f8WABZb14nHZsUNJmfcpz6R9rO/k6a770oW7XpVXTTf8tfax02PPJyOH30/4z6za1baYHImbrV5Wn/1izqObmEjr3p15p5xVp649e7MvPjy9H3hkAxPXjfzf4VbL/hZMm9eXcf4rKrVtH/32xm/68dqUZEkg//2/joO6lkMD6fzuKMy/t/fu0BUJMnc404SFfAiuWMBsLyYNy89B+6Tylu3yNDbtszoOpOXr2kuz2LC9lPS8tebFzg2supqqWy51dji3W3fvtztrtPwj3+k9Q+Xp/X3l6XlisvT9Ng/ap+bt+un03f8yXUc3XNrmDkj3Qfvn/YLflY7NjpxhTzxlzuStrY6jmxBDdOnp2efPdJ2ycVJxqZANeTJOwCX/iFpaqrr+OZrfOTh9Hxm17Rec3WSZHT8+DT09qVhZDiD//LuzDn7+3UeISw/TIUCXvaa/vqXjK65ZqrjJ9R7KIvk6dN0kmRklVVTeduWqWwxJZW3bZGRya9a7kKj9cJfpvWKy9Lyxz+k+W93LfT5OV89NYOf3LUOI1s0LZddmp7P716Li2qSGTfemtFXrlHfgT1Dy2WXpmefPdP06CMLHJ91/gWpbLt9nUa1sJbLLs24z302jdPH7lKMTlwhjTNnJElm/d9vUnnrFvUcXk3LZZeOTX16cnpZZfO3ZrRnXNouvTjVlpbMuPK6jE5et86jhOWHsABe9lZ4wwZpfPihjKy/YSpveWsqb3lbKm95W0ZXWbXeQ3tWrRf+Mt2HH5qm++971s+PTpyYWb/8bUZe89plO7BF1PjwQ2m9+Nfp/NY30nTfvUnG7l7M/MM1y13cNcyZna4jvpSO75+zwPH+D38svaedUadRPYu+vnQfdVg6zv5O7VC1oSEN1WoG3/WezPnuuXUc3NMMDqbrmCPS+e1v1g71v++Daf/5z9IwMpKBf31v5p71vfqNb77h4XSd8JV0nvbUXal5e++fwW23z8T3vHPsx5/ZI31HH1+vEcJySVgAS1T3gfum8YnHU9ls81TevHmGX7dx0tpa72E9p6c/+OqZRtZaO5XN3pKh7d6ewfd9cBmP7IU1PnB/Wq7+Y1r+dFVar7oyTX+/L8nY1fTZ552fyo4713V8z6paTdsFP033lw5acAHsa9fLzCuuWa7mqrdcdkl69vt87dkF1cbGNIyOZmTlVTLzquuXm+1cm6del549d0vzvfckSUZXXCmjEyam+e67Uu3syoyrpy4Xz4douvOOjPvMrmm+dWz9yuhKK2XuaWek48xvpvXKK1Lt6MiMq6bW/S5Q48MPZdxndk3LtX8aG+eKK2bON89KZdvtM+Gd26flhqkZnTAhM669KdWJK9R1rLC8WdSwaF7K4wD+GVSrafv1L9M4/bG0/er/xg61t6eyyaYZ3uwtqbx581TevFmqKyw/20iOrrpaZl58eVqu+VNarrk6LddencYZY1Mymv5+X5r+fl+ap163XIbF6BprZvBDH8nwBhul+Y5ptbBoSNJ9xKGZ+Y6dlqspUY0PPpDuL+ybtkt/u8Dxant7Zp/zo+UmKhpmz0rX4Yem44fn1Y4Nv/rVab5rbApX77FfXT6iYmgonScfn87TTknD6GiSZHDnXTL0ti3Sc9gXkyR9Bxxc/6ioVtN+7tnp/vIX09DfnyQZ2u7tmXPat9Iy9bq0XnlFkmTeXvvUPSpaf/fb9Oy5W+3vgKG3bpG5Z343o6uulrYLfpqWG6YmSebt9wVRAQXcsQBeWH9/ur90cFquvybNt097zpfN/PWlGX7TZstwYC9CtZqWK69I15GH1RYbV5PM/ca3M/jBD9d3bM/Q0Ds3nSccm46zvlU7sUySaltbZv7+6oys++o6ju5pRkbS8d//la6vHJWGeX1JktEJE9M4a2aSpPeIr6R/j8/Vc4Q1rZdenO79907TIw8nSUYnvSJ9e+6d7qO/nIaRkQy+Y6fMOe/8ugdb0+3T0rPnbrU/o6PdPek99sQMvWOnrPC2N6Zxxoyxu0CXXZW0tNRtnA0znkjPvp9L229+lSSptram77Aj0//p3ZOhoayw5WZpuv++jLxyjcz44/VJZ2d9BlqppOv4Y9L59a+NjbOhIfP2PSDzDvhi0tycDAxkhS3elKYH7s/I2uuMjXU5vhML9eKOBbDkdHSk9+TTkiQNs2am5Ybr03z9tWn945VpvuH6NIyMpJqxPeuH3/jmup+cLWRwMJ1nnJ7OU0+qXVlNkmrPuAxtt0MdB/YM1erYOotDv1A7Aa42N6dheDhJ0nfYkctNVDRNuy09++1Vu9JbbWzMwIc/lvaf/k+SpLLpG9P/mT3qOcQkY39euw/7YtrP/2Ht2MD7P5TeI7+S8R/9wNif3c6u9B5/cn3/3I6OpuPbZ6Tr2CPTMDiYJBnacqvMPe2MjK6xZroP2Kd2tb33+JPrGhUtV16Rnj13qy0kH37NazPnzP/OyEavS5J0fuvrtXVCvUccU7eoaHzowYzb7T/Scv21ScamaM054zupbLNd7TUdZ52ZpgfuHxvrYUeJCii0fNyfBl4yqhMmZmiLrVLt7ErTrbekYWQkydg0nbbLLqnv4J5F6+9+m4lbbZ6u445OQ39/nn6Lds5Z31tuHorWeP/fM+7jHxrb9//JqBh625Ta54feukX6//Oz9RreUwYG0nn8MZm4/Za1qKhs9PrM+s3v0nTvPWkYHEi1pSVzv/bNum8r2nrxbzJxyua1qBh5xcqZfe6PM/eMs9L+85+l5aY/J0n6Dj60rlN1Gu//e8a/d5d0H35IGgYHU21rS+/Rx2X2T3+R0TXWTPOfb0j7eWcnSQbe+4FUtpjyAu+4lAwNpevowzP+/e+uRUX/Jz+Vmb+9ohYVjQ8/VFsYPfS2LTP0rvfUZaitl1yUidttUYuKoS2mZOZlVy0QFQ1PPJHOU09KMrYr1NAu767LWOGfibAAFt2TV9RXmLJZuo85Io19vbUT9ZFJr8jsH1+w3NytaPz7fRn3iQ9n/IffX1v8Ojx53cwfXf+ndktlu7fXb4DzDQ2l4/RTssKUzdL224uSJCOrvzKzv3teGmc8nobh4VQ7uzL3tDPqvlah5ZqrM3G7LdJ1yolj42pvT+9hR2XWxZen+eab0nr1H5Mk8/Y5ICPrb1C3cTbMnJGePXfL+I9/KE3/eDRJMvDBD2fmlddmaKd3pvGhB9N57NFJksrrN6lfsFWrafvR9zNxm7fVfu0qr98kMy+9Mv2f2XPs93tkJN1f2C8N1WpGe8al78iv1GWoTff8LRN22SGdX//a2FgmTszs7/0wvV/92gJ3JLqO+nIa5s1LtbExvcecsOz/PqhU0nXkYRn/0Q+mcebMVBsa0rf/QWOR9ozd4Krjx6fvy0dldNIr0nvkV5abv7vgpcxUKGCRNN12a7oPO7i2IDNJRseNS+OcOak2NGTuGWeluuJysHi7vz+d3zh17ARoYCDJ2JXqeXt+Pt0nHJskGX71a8amPdRZyzVXp/vAfdJ8x+1JkmpTU/o/u1f69j8oXaedXFvP0nv40Rlde526jbNhzux0HX1EOs75bu3Y0JStM/erp2Z08rppfOjBdB315STJ8PobZt7e+9drqGm96NfpPmDv2nMpRlZZNb0nnZqhdzy1k1b3IV8Yi+LGxrEpfs3L/p/ChunT07P/59N20YVJxn7v5+29f+bt94UFpuO0n/e9tNw8dmdl3kGHZHTlVZbtQKvVtP34B+n54oG1dTRDU7bO3G98O6OrrrbgawcHa8+vGPj4f9TuYiwrjQ8+MDb1aep1SZLRlSZlzre+k8rW2z77FzQ3Z+CTu2bg3z+61B8wODg4mNtuuzVz5sxOR0dH1ltv/YxbHjYKgCVMWADPq+GJJ9J1wjFpP/fs2kLikdVfmcrmb0n7//40SdK/597P/Y/3slKtpvXi36T7SwfX5ndXm5vT/+ndM2+f/TP+ox9Mw7y+VJubM/eb/1W/xaR58tf0qMPS8aOnnuxbefPmmfvVUzOywYZpvuH6dDy52HRoq20z8P8+Va+hpvXXv0r3wfvXpr6MTpiQ3iOPzeC/f3TsCm+1mu4D9k5j79xUGxsz99Rv1GWeesOMJ9J96EFp/9n/1I4N/PtH03vUsalOmLjAz2f+guP+T382wxu/YZmPtfU3F6Zn/8/VtuUdnrxu5n7zv8bWJz1df3+6Tjhm7DUbbJT+XXdbpuNsmDUz3Qfum/b/+98kY/8/9R1y+NiC/Ge7e9bWltk//UVaL/zlUn8QXrVazYwZMzI8PJxJkyal/ZKL0/O5z6Rx1qwkT65P+dZ3Fi3ElnJUDA0N5dJLL05jY1MaGxszMDCQyy+/LFtsMSUrLSdTMWFJERbAs6tU0nH2Wen86vFpnD0rSVLt6Mi8z+2bobdtmQnvH5uPXNnkDek7+Et1HGjSeM/d6f7SQQtsdzq05VbpPe6kjLx2vXSecmLtKua8Aw7O8Cab1mego6Np//EP0nXkl9I4c2znpNGJE9P35aMz8OGPjZ2s9fen53OfTcPoaEa7e8ZO1OswRaPxH4+m+4sH1rYXTpKB97w3vcecmOorXlE71vbT89P2u7G1Nf2f3SvDb3jjMh9r64W/TM8X9q1dLR9ZdbX0nnJ6hrZ/xwKva5g7J91fPGDsNau/Mn0HLds/tw1z54zFz49/UDvW/6ndxu6ePVvodnRk9v/8PN0H7Z/ew49ZpndWWq65Oj27/2eaHnowyZPxc+Z3X/j/nYaGpb5WYe7cObnqqj9mYKB/7IF3P/9Zpvz2oozPk7s+HXDw2J2fOq/xmW/atNtqUTFfe3t7brvtr9lqqzpfkIElTFgAC2m57NJ0H3Zwmu+6s3Zs4L0fSN9hR6Y6fnwmbrflU3P/z/xu/XZSmTcvnaedlM5vnp6GoaEkYyeVfUcdm8F3/1vS0JDmm25M50ljT9GtvGmzzPv8fnUZatO029LzhX1rD+dKnryi/uWjF1hA3nX8MWn+29hzFfqOPm7ZLyoeHU37D85N15GHpXHO7CTJyGqrp/eEUzL0jAfzNTz2WLq/dFCSZHidyen7wiHLdKgNTzyR7kMOSPsFP6sd6//Ix9N31LHP+jyKhnnzMvLa9dL0yMPpPe6kpLt7mY215aor0/P53Ws7EI2sulrmnvrNVLbd/nm/bvh1G2fWhZcs1bicPn167rhjWubNm5fujo686XeXZKUzv1G7Q9n/kY+PrZdYhr9ez+eaa/6UhoaGdPb1pfMbp6b57r/lmiSvWGlS+r/936lM2XqpfN+RkZH09/dncHAwg4MDGRjoz8DA/I/H/lt4B/9qbrnlLxkcHPv7ady48Vn7yWmNvb19S2WcUE/CAqhpuvuudB1+aG0RcTJ2R6L3mBMzvNnmSZKevT6TpvvuTZLMPf6kjEx+1bIfaLWa1l/9It2HH5KmBx8YO9TSkv7dP5e+fQ546gRo3rz07PHpWgTN+eZ/Lfv59H196TrlxHR86+u1bWOHX/Pa9J74tVTetuUCL22+5k/pOPMbSZLB7XfIwEc+vkyH2nT3Xenef+/aQuJqQ0MGdv10+g75cqo94xZ6fccPzqndeek99ZvLdHpZ6y9/np6D9qtNJxpZbfXMPeX0VJ5n++DRlVfJ7PMvSMufrlro135JmjNndh599JFMmLBCXjFuXLq+cmQ6v/3N2ucH3vuB9B5/0gJTtJ7XUo6Kq6++Mu3tHWl47B8Z/dbXc/Xf7spOSbrGT8jck0/L0Lv/bal9/xdr7tw5eeKJx9PS0pLRO25L391/SyXJ3LXXyfd23ysrjo5mpLY73eL+us2Pg4YFPm5qakpbW3s6OtrT1taetra2rLDCCmlra0tbW3va29sXuCsx37hx4/P444+n4Rm/jx0dHYs5Plh+CQsgDXNmp/PkE9PxnTPTUKkkGVvw3PelI8YeHvfkP5ZtP/uftP/Pj5IkA//2vgx+6CPLfKxNd92Z7kMOTOsVl9eODW2zXXqP/WpGXrXgMx66jzqsdvW/95jjM7rO5GU61tbf/ibdXzywdpW62t6eeft9IfP2+PzCd3n6+tKz9+5jO+6Mn5DeU76+7KZAVSrp/OZp6Tz5hNozFIZfu17mnvz1WlA+m3n7HJDRV6ycpnvuXupz6udrmD493V88IO2/uKB2rP/j/y99hx+9aE/NbmhYalFRrVZz/fXX5uGHH0pra1tG/3ZnJp19VnZ86KEkT65P+eqpGfzX9y6V7784br/9trGomDsn3V86OI3989KU5MYNN8pG553/rHfMqtVqBgYGMjg4kMHBwdrV+rEr94MZGOjP8HAlC5/YP/2EffEMDQ3m/vvvT09Pd1rWXDtd2+2Q1ra2dO/0zqy7wUbZcMON0lyHxfjPZ/31N8yll/427e3ttWODgwPZaBkvbodlwZO34eVsZCTtPzwvXccdVbvyW21tTf9n98q8ffZPtfupJ202/v2+TNxuyzTOnZORNdfKzMv+uGgncktKb+/Ylf9vf/Op+HnlGuk96rgM/cu7FjoJb7nskkz49/clSQZ3emfmnPOjZXai3vjQg+k+9KC0/fqXtWOD2++Q3uNOeu7dnYaG0nnKiek87eTMPe2MZfY08OY/35CefT+X5ttuSTJ252fevgdm3uf2XeqLWl/IjBkzcsstN6e3tzft7R3Z8N57ssFJx6XxiSeSjP3+zz359BecTrSs3HvvPfnrX29OW2tr2v7vgrRd8NNUR0ezcpI3bL9Der/2jYW2PF1c1Wo1Q0NDC5zMP3WSP/bx0JPTA5/PjTdeX5u+s/bvL8/qU6/L/VtMyaNTtsrrN3729RQNDQ1PXqVvS3t7R9rb51+xf+rjlqX4AL/f/vaihaYcDQz0Z+edd0nrcvqAu9mzZ+WWW/6auXPnpr29Pa9+9Wuy+uqvrPewYJEt6pO3hQW8TLX86ap0HXpQWm75S+3Y4M67pPeIYxa+sl+pZMK7d0rLDden2tSUWb+4KMNvfu4r2UtUtZq2n/8sXUd86amnUbe2Zt5ee2fe5/d/zuk3PXt8Ou0/PT+jK03KjCuuSXXSpKU/1uHhdJx1ZrpO+Epta86RVVZN71dOHFvQughh03T3XWPTy5ZwBFWr1Tz00IOZMWNGVl55lazc1ZWuE45Jx1ln1ubSV968eeae8vWMvHa9Jfq9F8fcuXNz+eWXpq2tPQ2zZ6XjnP/OyPXXZrMkayXp/8Su6Tv8qGedorWsVKvVDA8PZ3BwIP39A7nqqj9k1qxZqQwNZY3zzs6EO27PSHNz7t5m+7zyU7st5u/ps0/LSZLW1ta0t7fXpuE89fHYCX9LS8tC02+e6corr8i8efPGfjBcSdMD92d47clZaaWV8qY3bbYY4136Zs+elauv/mMGBwfT2Di2QHuTTd6QNddcq84jg39ewgJ4Vo0P3J+uIw9bYCrJ8PobpPfo41PZaptn/ZrOrx6Xrq8elyTpO+jQzNv/oGUx1DTdPm1s2tMf/1A7NrjDjuk9+viMTl73+b94dDQdZ30rI+tMXuAZBktL89Tr0nPgvmm+9a9JkmpjY/r/8zOZd9ChdT35TZJKpZLf//6y9PfPS1tbeypTr83qP/x+3j79sTQmGe3uSd+Xjhjb1rbOD+Gbb+rU68bmpac6Np3syd2JmlealLc+49kEz7eodnBwMP39/c+yqPb5LPqUnZaWltrJ/G233ZpKpZLW1ta09fdn4g/Py+BHPp7qqqtlxx2X/p/BxTFjxoxceeUVtWk68++EvP3t70hnHbdkfiHVajWPPfZYhocrWWWVVdO0nOwABf+shAWwoL6+dH79a+k84/Tag+NGJ05M30FfysAn/uN5FzU33ndvxu3+qVRbWjP7gguX+jaODXPnpPPE48bWfIyMJElG1lw7vV85YaGdiZa1kZGR/PnPN+Yf/3gko6OjWamtLVN+fWEm/Oi8NDz512nlDZum96unZvj1m9R1rPNNnXpdpk+fnsahwXSc/Z20Xv3HVJK8Jsmrd9w5vSecktHVVi/6HqOjowvMu3/6iX5//9jxkSd/L5/dglfmn76Tzop33p4N/u+CPLzJprlnytbZdIspC3zlsy2qffoV/La2tmVy4vnIIw/nuuuuSXv7U4tyh4eHs8Yaa+b1r994qX//xTV79qxMm3Zb+vv7093dnfXX3zDdy8kOUMDyQVgAY6rVtP3sf9J19OFPTSVqakr/rp/OvAMOTnXiCov2PpVKGubMWaJP154/PWf69OmZMGFC1lpzrXT870/SdeRhtScnV9vbM+/z+2Xennsny8EuKldf/cfMnDkzzU1Nabn6yrR9/5w09fZmlyTVnnHpO/TwDHxy17rsoV+tVp921f6pefe///3vMjg4lMrgQDY69+yMe/SRDHZ25aEd35lVPvihJ6foLDzV5sVoaGh41uk4Tz/RfzGLav/yl5vz0EMP1nbZaXzg7xldY610dHRkq+e4s7Y8mDbt1tx11121iFpttdXy5jdv/qy7BQG8VAgLeBmqVqsLzKluvnFqug89KC03XF87NrTNduk9+vi6z6MfGRnJH/5weXp7e9Pa2pbhv92V7h+em3fddWfmLxke3HmX9B51bEbXWrueQ60ZGBjIRRddmI6OzjRfd026nnw69kCSN+68S8ad+LWMvuIVqVQqC1ypf+oK/kDtxH/MktgOc0HzT+KfPu/+2muvSVNTY1paWtPy8ENpu+SiDP77R9O18irZ4hlX/5cXlUoll1xyUeZv8zk2RWcwU6ZsnYmLGsN1UqlU0ts7Nx0dnQvsBATwUiUs4GVk3rx5mTr1usyYMTONjQ1ZrbU1W/3y5+n6yY9rrxleZ3L6jj4uQzvsVJcnOT/TtGm35p577klzU1Pav/+9tF5ycVKtZqUkm60zOb3HffV5n0nwQoaHh5/xAKuFH2Y1ZtGv0vf19eWmm25Me3t7GkZHs/H3z0nz4GDufPvb0775FlljjTWTjC2qfWo6TsfT9rkfu4rf2tr6gotql6Q777w9d955R1pantoxZ3CwP2960+ZZrXAK1NJUqVRy++23Zfbs2Wlvb8/662+Yrq6ueg8L4GVnUcNi+drsGZYDvb29ufvuv6VarWby5MkZtyy3VF0Mo6Oj+f3vL0tjY2M6mhrTetGFGfj5/+aGylC2SjLaMy7z9vtC+j/92WX+hOyRkZFn7HE/f9/7/lx77Z/S29ubarWaVz/ycFapVjPS3Jwb3rJFHvrMHhlNQ3LZpU++06Ke/D/1uubm5oXm3a+0Uk/tJL+tre1FT08ZGRlJQ0NqJ+jVV66RoXHjs/LISLbf/u3pqfMi7efymtesl/7+gfz97/dldHQ4zc0tee1rN1iuoyIZWxj9utctv2sTAFiQsGCpmn9DbFlenS1xzz135y9/uam2+PK+++7J+utvmNcuB9tvPpcHH3wgIyPDaWpqS9svf572n/8sSfJIklkf/lgqh3w5/ePGZ6CvN4Mznv1hVk8tqn3urS0Xx/xFtU/tc9+eCRMmpK1t5cyaNTMDAwNpbGxKw9qTM/Sj8zLwvg9m0iqrZpvtF/9OxdLU1NSU9dZbP7fc8td0dHSmutKkDAz0Z4011lxuo2K+jTfeJBtuuFEGBgbS2dlpzj8AS5ypUCwVg4ODte0ik2TSpEl505s2W24fXpSMTZ359a9/lbZnPBRsSTx46bkW1T59Hn6l8vSHWS36yfz999+Xxx77RxoaGtPcPy9v+s6307fipNy65ZS8dsd3pqur68k59ws/zGpxFtUuKf/4xz/ypz9dlY6nLcgeGhrM+utvkFe96jXLfDwvxowZM3L33XdldHQ0a6yx5nJ/5R8ASlhjQV1deulvU6lUaldFR0dH09bWlu22e3vdxlStVp93Ue0jjzySv/zlpqcFRDVJQ4aHh7POOuvkFa9YOS/u6v2CV/yfbVHt0+fdNzc3L9adnblz5+TSSy+p7Tnf8NijqU5aOcMjw9l5512W6yvT99xzd+64Y1oGBgbS0tKSddaZnA03fF29hwUAPI01FtTNjBkz0ts7Jx0dTy2ybGxszJw5szNr1sx0d/c84wFWC57oDwwMvMiHWT3d80/lebZFtT0949LR0Z4111w7lUplocWh/f3zssUWW2XSsnhy82Lo6RmXtdZaO/fff186OjozOmnlDAz0Z5NNNl2uoyJJJk9eN+usMzmDg4NpbW1d7scLADw3YcES19fXm6amliTJ8HAlt912a5KxaS6VSiUrr7zKM/a5b8uKK664wMOs6nGCOW5cMn78+FQqldqdg2q1ms7Orqy00krLfDwvxqabvjGrr7567r///jQ2NubVr371cr/ofL75zz8AAF7aTIViiRsaGspvfnPhQieLQ0OD2Wmnf0lLS0udRvbCBgYGct1112TmzBmpVquZMGFiNtvsLbVpRgAALzfWWFBXt99+W6ZNuy2dnV2pVqvp7+/PBhss37srPd3w8HCS1GVRMwDA8kRYUHczZ87IPffckyR51atelfHjJ9R3QAAAvGjCAgAAKLaoYWELFgAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAijVUq9VqvQcBAAC8tLljAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAMWEBAAAU+/88gGqQv48sVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bb781SfLa175+mYwBAJ5J/J8S6qSjY1Le9Ka35swzz8jtt9+aj3zkgMW+/lRMJ5qourvn5uyzf5mzz/7lox6zyiqr5pOf/HRe9KKXLLNxjI2N5dprr8m1117zqMdsu+322XffAx716wBAjbCAOtpvvw9mrbXWzjnn/C7/+tedmTev9xn/3ITjj/9m/vrXK/P3v1+du+66K7Nnz8rcuXPS0tKaFVZYIRtuuFFe/vJt8spX7pS2tmV3x2b33d+dzTZ7Tq6++srceOMNmTlzRmbPnp0kWXHFFbPZZptnl11ek5e97BXLbAwA8ExSqVar1aU5cMaMnmU9FgAAYIJZeeXHft7VAhZvAwAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxZrqPQAAgHprP/nENF13baodk1Lt6Eh1Usf4x2nvyODOr051pZXqPUyY0IQFAPCUa7r+2lS6u2sn6e0dqba3p9oxKeloT7W9I2lsrPcQF9N86V/S+sc/POrXR8/6RYZfueNyHBE8/QgLAOAp1/GFo9J6/p8e9eu9n/5s+j/44eU4osc2us56GX7e81Pp70ulry+VvnmpdHenMjKSJJnyrrfmoZv+kerUaXUeKUxcwgIAngam7jg9lZ7uZPzqf0eqbW21q/+pZvANb8rQbq+r9zDHVfr7H/PrHcd/NYO7vT5j6663nEb02OYd9YWFnwwPZ/InP5r2M05d+NJLXy4q4HEICwD+5zT8+660/fwnqba1zz85b0/a2xd+3taesXXXzdiqq9V7qOMa/31XGubOefSv33FHhl69W9IwMfZl6fnGt1OZPbt2B6C/P413/iMdX/lSGh98IElS6e5OBgfrPMolVbrnpuu9707LRReMv1ZtaUnPcSfWcVTw9CAsAChWmfVQ0tCQalt70tqaVCr1HtJjavznHZn0xaMf85h5H/xQ+j595HIa0eMb2HPv2h2L/v5UBvpT6etL0y03p/HufydJmm+5Ka0/+kEGd9+jziOtGVvzWcmaz0qSNF90QSZ97sjFwqj/gA9lbJNN6zS6R9bwn7szZfc3p+nWWxZ7vX/fD2Rs7WfXaVTw9FGpVqvVpTlwxoyeZT0WAJ6mpu60bZqv+3uSpFqpJG1tqba2LgyNkZHMPfNnGd10szqPtKbl3D+ka5+9koH+VMbGHvGYakND5vzuTxl5wYuW8+geX6V7bjr3f19azz1n/LWR9TfM7EuumliLoqvVtJ367Uz+1CdSGR1NNUklyeiqq2X25X9LdXJnvUc4rumaqzPlXW9Lw4wHkyRj06alYfbsjK24YmZdeW2qXVPqPEKon5VXXrrfq+5YAEwwLb/5Zdp+/cv5U3JqJ+hpnf/3trZUW1oztupqGfy/N9d7qOMqAwvn01eq1dpV9f7+JHPGX28/8Wvp/frJE2KqztCrds3Mu+5LqtVkeDiV/r60n/yNdBz75dr4k1Tb2jK6/gZ1HumSGv9xR7r2eFua/nHHYq/3nHDSxIqK4eFMPvRjaT/9u0mSsba2NAwMJEnmHXb4hIqKlrN/na4PvC+V+eMbeO0b0nb2r5Ik8z52mKiApSQsgGe0ygMPpOn2W1NtbUtaW1JdcILe2rrw47a2pGni/HHYdPNNaZ1/UvNoxrq6MvjGN02YKUfzDj8qlZkzUxkcrEXGwECabrwhrb//bSrDQ0mStrN/nd4vHZtMnlzn0S6iUkllaDCdHzlwiV/z3uNPmnCLdVvO/UM693tfGnq6F3t94G27Z+RFL6nTqJZUmfVQuvbeIy2X/iVJMrLOummYOSNJMvz8rTL4lrfXc3gLVatpP/H4TD7qM7VP29rSfezXM/mzn06SjGy0cQbetWcdBwhPLxPn/6QAy0DLxRem6wP7PO5xs8/+Y0Ze8rLlMKLHN7bGmhl+8UuT+SfplYGB2se9Pan09qaSpKG7O5377pWeb59W7+EmSYZ23HnhJ8PDmXT0EWn79S8WO6b7m6dMrKhI0njH7ena8x1puuP2JLVpXJVqNUPbbp/B1/2/Oo9uEdVqOo47Jh1f+lwq1WqqjY0ZW231NN57T8Y6u9L7qc/We4TjGm+/LVPe+ZY03vWvJMnQdq/M6Gqrp/2sHyZJeo/+0oS4a5Xh4Uz++EfS/oPTkyRjK62cud8/Ky0XnJfGB+5Pksw74ugJddEBJjq/W4Cl1nL2rzPpC0fOn5bTkmrLgiv/rUnL/L8PDmbwbbtn6FW71Hu4SZLKUu46M/nQj2XO2X9MOjqW8Yge38Ae78nAHu9Z+MLwcCZ96XPpOOHY8ZeqlUr6DvxIHUb32Bru+2+63rdnmq+6IknG59QP7vKaDL1m4myFmtT+e+48cL80zOtNkoyusmoaH3wg1ZaW9H7xKxPmblB6e9N14H5p/e2vkyRjK66Ygbftno5vnJAk6fv4oamusko9Rziu5fxz07nPXuN3VPre9/4MvOUdmbbzdkmSgTe9dULcWanMnZOuvfZIy18uSpKMbLxJ5v7wp0lLSzq+cXySZGj69hna4VX1GyQ8DQkLYKk1PDRziXndj3jcf+/J0E47T4gTs8HXvj7DW70wlaHBZGAwlcGBVObOTdsZp6b14ovGj2u4/76kubl+A30UDff8J1377pXmv1652Ot9h3wio895bp1G9ciaL7ogXfvtnYaHHkqSjE2anIZ5vRmbNDm9XzimzqNbxMhIJn3+yHSc+LUkSbWpKQNvfmvaf1S7ot53wIcyuv6GdRzgQg3/ujNT9nxHmm65OUky/NznpeeEkzL1/16bJBnZdLP07/X4d+SWuWo17d/6RiYd8alUxsZSbWpK7xe/moF37Zkpb9yt9lpHR+Z9uv53Vhr+fVdt56fbb0uSDG27fbq/e0aqXVMy+aD9U+nrS7VSSe9nPzch/gyDpxNhASy10Y02Tv8ee9VO0ocGUxmY//fu7jTdclMaemq7x7Vc87c0//nCDG/3yjqPOKlOmZrRKVPHP2+88YZ0HfrR8akvSVJtbMzcH/9ywoVFyzm/T+eB70/DnDlJauOsjI5mZONNJtbditHRdBz75XR85YvjC58Ht90+rX++MEnS98lP1bYenQAqM2ak6/17peUvf05S252o++snp+uD7699vvY66Tvo4HoOcVzzRReka589x//9D7zxzek59uuZfOSn0zBrVpKk9/PH1H+qztBQJn/sw2k/8/tJarspdZ/6gwxvvU1azv71+DqLvgM/krHV16jnSNN09VWZssfb0jBzZpKkf4+9atHb3JzGG65P2/zpWgPveFdGN39OPYcKT0vCAlhqwy9/RYZf/oqFL1Sraf35TzL54wePR0WSDG2/Q4a33b4OI3wM1WraT/lmJh35mVSGhhb7Ut+HPzqxrv4PDWXSUZ9Jx7dOSlKb9jS6/oZp+sftqVYq6Tn267UtXCeAysyZ6dpv77TMj4ixadPSe9QX0vmx2sn58POen/69963nEMc1XXN1uvZ6Vxr/e2+SZOilL0/3Kaen48TjxufU937xmKS9vZ7DrP23etLXM+moz9Su9Dc0ZN5njkr/fgek8cYb0va92i5LA294Y4a33qauQ63MnJmuvd6ZlisuSzJ/StEZZ9Wepj0wkMmf/VSSZHSttdO33wfrOdS0/voX6fzg+1MZGEi1Usm8w49O/34H1O5KVKuZfMRhtfUrHZPS94lP1XWs8HQ1AVZPAU9HlTmz0/n+vdK1f22HmgUPxBlbcaV0f+OUCTWFoDJjRrp2f3NtL/2hodrzFVpakiQjm26evg8dUucRLtTwrzszdbedxqNidJVV03fIJ9L0j9odlv737jsh5qgnSdOVV2TaDq8Yj4rhF7wws8+/JK2/PTuVvnmpNjSk96vH138L1Go1bWeclqmv22U8Kvr2/UDm/vzsNDz4QNpPOTlJMvjq1y6+CL0e+vrSud97M/mztSlFY1OnZu6Pfp7+/Wsn5Z2HfnThtKIjPlfXoTbefFOm7bzdeFQM7viqzPn9ebWoSNJx8onjD+/rPeLo+gVbtZqOr30lXe/bsxYV7e3pPvUHtV/T+X9ONf/5wvG7WH0HfnhCPXEdnk6EBfCENV/6l0zbfuu0/fLnSWpz6RdkRM8xX0t1pZXqN7iHab7w/Kyw3cvSet65SWohMfLc59UCo7Gxtvf//Miot9Zf/yLTdpye5mtrD5ob2nb7zPnl79N2+qlJktFnrZV5n/xMPYdYM/+K+tQ37JrG+/6bJOnbZ7/M+fU5abru2rSe87skSf/79svIFlvWcaBJ+vsz+UMfSOchB9X+nXd0pPtbp2beUV9IGhvT+fGPzD9Rn5Tez32prkNt+M/dmfrandP2i58mqa2fmP3HizK8/Q5Jktaf/yTNV16eJJn3kY9lbI016zbWlnN+n6mv2SmN/7k7SdK33wfT/f0fp9rZlaS2iL/ja19Nkgy9bOsM7fb6+gx0aCiTP/SBTPp87Qnqo6usmjm/+n2GXvPaxQ4b3mbb9Bz79Qw/f6v0vf+AeowUnhFMhQKW3uBgJn3x6LSfdMLCufTTtxtfBD3wxjdnaLcJsvPP0FBtge5JJ4y/1Pe+92d0g43S+fHa+oT+Az6Ukec9v14jXKi/P5M/c+j4g8SqjY2Z98lPp/+AD2XyIQel8cEHkiS9xxxX9+1aK3PnpPPA/dP6h98mScYmd6bn+G9k6LVvSKWnO5MP/WiSZHTNZ2Xexw+r51DTcPe/07XXu9J8/bVJkpH11k/3987M6CabJknafvSDNF99VZJk3iGfqOs6kObLLknX3u8aX/g+uNvr033CN8f/fVd6ujPpiNr0nJH11k//vh+oz0Cr1bR//WuZ9LkjatOGmpvT85XjM/j2dy52WKW7OyMbbZSm666tbS9bhzuYlTmz07XXu9JyycVJahcV5v7wJxl71lpLHtzYmIF3vjsDu+8xoe62wtONsACWSuNtt6Zzv/em+cbrk8yfS3/E5zPp87VdXkZXXW3C7PzT+M870rnv3uMnlGMrrpieE76Zkc2fm2nb1KYRjWy0ceYd/PE6jrKm8Y7b0/W+PdN0841Jaifk3SefmpGXvDTNl1w8vsf+wP+9pe5bXzZdf2269t4jjf++K0kystlz0n3qGRldr/Z06o4vHj1+B6P3i1+tawQ1X3BebYeq2bOT1La77Tnx5PEnKFceeiiTjpz/ELSNN0n/vvvXZ6DVatpO/XYmf/qTqYyM1LYR/sSnatPzFjnBbf3lzxcG5ue/XJ81NgMD6TzkoLT95EdJar+v5p52ZkZeuuTzX0Y33iRzzrkwTVf/NaPP3WJ5j7S2m9bubx7fxW7olTum+5Tvjd9ReVSiAoqYCgU8tmo1bd85OdN2mj4eFUPbbp/ZF12elosvXLjo9dgTUp22Qj1HWltMftYPM22H6eNRMTS9NtahHXfO5IMPrK0HaWhIz/En1Z64XUetPz4z03aaPh4Vgzvvmtnn/yUjL3lp0t+fzo/U5tWPrbhi7apvvSxYo/Cancajon/3PTL7D+ePR0XT3/+W9u98K0ky+JrXZWjnXesz1rGxdBz75Ux5+/+lYfbs2jqPww5P9/d+OB4VSTLp6MPHo6P3y8fVZ0ewwcFM/vAB6fzkR1MZGclYZ1e6v39W+j780SVOcAfetWfmnnFW+vfeJ8Ov3Gm5D7XywAOZ+sbdxqNiZNPNM/uPFz1iVIxraMjIi5f/eqCmK6/ItFfvMB4V/Xvunbk/+MnjRwVQzB0L4FE1PHB/Og/cLy0Xnp8kqba2Zt6nP5v+974/LX/4Xdp+/pMkSf/b35mhner7QLzK3DmZ/LEPj6/7qDY1Zd6hh9cWaDY0pPXHZ6b1/D8lSfr3/UBGXvCi+g22tzednzwkbT8+szbW5ubM+8yR6d9n//ETyknHfGH8ycW9R30x1RVXrM9Y581L50c/lLaf/bg21vb29Hzp2Ay+bfeFx4yMZPLBB6VSrWZscmftinodVObOSecB+6b1j39IkoytsEK6Tz71Ebc9HtrhVWm58PwMv2J6hl+29fIeahruvy9d79k9zX+7OkkyssGG6T79RxndcKNH/oZKJUO7vDpDu7x6OY6ypvGG6zNlj7el8d57kiSDu7w6PSedkurkzuU+lsfT+oufpvOg/VMZHKzt/HTk5xf7fQUsW5VqtVp9/MOSGTN6Hv8g4Bmj5Xdnp/PgD47vlz+y6ebp/uZ3MrrZ5qnMnJkVpr84DTNnZnTNZ2X2ny9f7Grw8tZ01ZXp2m/v8YWkI+uul55vnZqRLbdKUgukaa94cRrmzsnIeutn9oWX1W2HmsabbkzXPnuOP0dj9NnrpPuU742PNalNOZq68/apjI5mcIed0n3mz+pyYtR4+23p2vtdabrt1iTJyPobpPu738/oZpsvftwN12fqG16dhp7u9HzhmAzUYXvZxptvStd7dk/Tv+5Mkgxv+fx0f/f7GVtr7Uf/pt7eVIaHlvudtqa/Xpmu97xzfGrT4Kt2qZ2o1/H30KNp+e1v0nXAPqn09SWpPYti3qGfSRom2ISHajUdxx2TSV88uvZpR0e6Tz61LiH2SAYHB3PzzTelu3tu2tvbs8kmm6ZrAv77hkez8spLdyFhgv3JANRdb28mf/iATHnP7uNR0bffBzP7jxfWTiir1XR+/CPjD5jqOe7E+p0QjY6m46tfytTX7zIeFQNvfUfmnP+XhSfq1Womf/TDaZg7p/YMiK+dVJ+omD+daNqurxyPioHX/b/a1KdFoiJjY5n8kQNTGR2t7VR0zNfqEhWtP/9Jpr1qu/GoGHj9GzPn3IuWiIokGX3uFpl96V/Td9DBGdjzvct7qGn9xU9rU1/mR0X/O9+dOb/542NHRZJMnrzco6LtB6dn6htePR4V8z7y0XSfcdbEi4pqtTalbK931p5E3dqa7m98O/M+dcSEiIpqtZqHHnooDzzwQMb6+9P5wfePR8Xoaqtnzm/OmTBRMTQ0lPPO+2Puv/++DAwMZPbs2bnwwgsyc/6fofBMYioUMK7p6qvStf/7xqfgjK6+Rnq+fnKGp283fkzrr36e1rN/lSTpf/fedXu6dsO996TzA/uk5bJLkiRjnV3p/fKxGfy/tyx2XOsvf7Zw+9P37vvYc8KXkUpPdyYffGDafvWLJLUpZb1HfykDe7xnyWhoaMi8w49K58EHpm+f/R55B5tlaWAgkz/9yYU7VDU3p/fIz2dgr30eM3DGVls98w47fHmNsmZ4OJOOOCwd859DUW1pSe8Xv5qBd757+Y5jaQwNZfKnP5H2076TJKl2TEr310/O0GvrtA3rY+nvT+eH9l+4nfTKq2Tu6Wdm5IUvrvPAanp6unPppZdkYKA/lXnz0vnNr+flt9+WtZKMbP7c2s5PddyK9+FuueXmNDQ0pmGRIGtra8vNN9+Q6dMn2INEoZCwAJKRkXQcd0w6jv1yKqOjSWpX03uPOW6xK7qVBx7I5E/Unqg8uvY66T38qLoMt+W3v0nnRw5Iw5w5SZLhF7wo3Sd/N2PPXmeJYxv/cUeqlUrG1np25h26nE98kzRd9/d0vW/P8Vgb2WDDdH/7e4/5pO/hbbbNrIsuX+47/zTc9a90vffd4wvfR5+1Vrq/c3pGtnrhch3H0mh44P7aWOc/12H0WWul+7tnZOT5L6jzyJZUefDBdL13j/EHyY0+e53MPeOsjG66WZ1HVjNjxozcdtst6evrS+fgYF72tWPSdkNto4bh52yR7u+fVdeteB/uiisuT6VSScfcuZn0lS+m8YH7c0WSaTvslIFTvrfM1n6Mjo6mv78/g4ODGRwcyMBAfwYGFnxc+2vJ2eXV3Hjj9RkcHEqSdHVNyTrrrJsk6e2dt0zGCfUkLOB/XMO/7kzX/u9L89/+mqT2XILeLxyTwbe8fYkr1JMX2Umn54STlv92on19tavp3z8tSWpbc37o4PQd8slH3dWn72OHZmj69rV/lkmTlt9Yq9W0f+fkTDriU6kMDydJBt78tvR86dil+3Xr6FjGA1xcyx9+l84Pvj8N3XOTJIM77ZyeE79V/52+HkHTFZen6717jE8nGpq+fbq/dWr9Frg/THf33Nx//32ZOnWFrHHfvel69zvGn/g9tO326f72aRPm13XGjBm57LK/pK2tPY13/jNjxx2Ti+bMzi5JWl7zunSf+K3l+/vmcfT0dOehh2amubk5YzffmHkP3J/hJHNf9JI89P/enJX+dnVGR0fmH/1kpxAuiIPKYh83NjamtbUt7e1taW1tS2tra1ZYYYW0tramtbUtbW1ti92VWKCra0pmzpyZysP+PG2v15PIYRkSFvC/qlpN249+kMmHfiyVvtqVs+EXvzTd3/j2I175T5Lew49O+vszttpqGX75K5bjYJPGG29I1/v3StPttyWZP03rG9/O8CumP+73Lu/pT5XZs9J50AfGp2BVOzrS88WvLr6T0kQxPJxJn/vs+IMEqw0NmXfoZ9J/wIcmxFz6xSyItcMPS2WkdvLYd9DBmfeJTyWNjXUeXG3e/1//emX++99709LSmlx8UVb5/mnZcXg4jUn6PnBQbbpY08T5X++tt96ctrb2VB6aWXvo3dBQGpJc9dbds8Xx33jE/waq1WoGBgYyODiQwcHB8av1tSv3gxkY6M/IyHCWPLFf9IT9yRkaGszdd9+dzs7Jad5wo3Ts+pq0dHSka7tXZoONN8nmmz8nTRPo1zdJNt1085x33rlpW2R768HBgTznMe5awtOVXaHgf1DloYfSechBaf3db5LUtmbt+9ih6fvgh5fuBG1kZPmdHC04mTzyM6kMDiZJBnfdLT3HfT3VFSbGFepFNf31ynTtu1ca7/lPkmRk083SfcrpGd1o4zqPbEkN9/03Xfu8Z3w60djKq6T726dleOtt6jyymlmzZuXGG69Lb29v2lLJlj/6QTb+4++TzH/i99dPztBrXlvnUS70r3/dmRtuuC6tTc1pO+uHaT3ndxlLskpLSzY//qQl1v+UqFarGRoaWuxkfuFJfu3joaGhx32fa6756/j0nXX+fGHW+Nvfcvuur8ncLbbMFls87xG/p1KpzL9K35q2tva0tS24Yr/w4+Zl+FyQc889Z4kpRwMD/dl1193S0tKyzH5uiblz5+TGG29IT09P2trasuGGG2XNCTS9DB7P0u4KNbGyHljmmi88P50H7jf+YLuR9TdIz0mnPLG56cspKiozZ6bzoP3S+qc/JkmqbW3pPfILGXj3XhNvX/qxsbSfeHwmfeHI8XUq/e96T3qP/mLdtrZdVLVazb333pNZs2Zl1VVXy7Nuvbn2ZOr5O9MMbb1Nuk8+NdVVV63zSGt6enpyySV/TmtrW5pmzEjr8cfm+nvuTluSNTfeJN3f+2FG19+wrmOsVqsZGRnJ4OBA+vsHct11f8+cOXMyPDiYZ99+W1qTDHV25o9veGPunrZCcsF5T+anzP97JQ+/4t/S0pK2trbxaThtbW2ZMmVq2tpqJ/zNzc1LTL95uObm5vTN30o2z9kifffdl9XXWDPPXWmlvHCCLNZ+uJe85KW57LJLMjg4mIaG2oWQ5z//BRM2KpJkypSp2XqCBDssS+5YwP+K/v5MOvrw8R10ktquTr1HHD2h5lAv0HzRBek8YN/xefQjm26e7m+dmtFNNq3zyJZUmTEjXQfsM/4gwbHJnen96vEZ/H9vqvPIaoaHh3PRRRekv78vrc3Nqf7sx1n97F/nlantOT7vQ4ek72OHTqgpOldffVVtXvpo7eF7jbMeqn3hZS/PS3/4s8XWqTzWotrBwcH09/c/wqLax7L0U3aam5vnn9i35uabb8rw8HBaWlrSMjSYaT//aQbe8a5UpkzNzvV6EvnjmDVrVv7ylz+PT9NZcCdkxx1flY7lvM7niahWq3nwwQczMjKc1VZbPY0TYCocPJMt7R0LYQH/AxpvvCFd+783TbfekiQZW2ml9Bz3jQxNxJOdoaFM+sJR6fjG8eMv9e+9T3o/c9SEuPI/Ojqav//9mjzwwH0ZGxvLqvfdl+2O/2omzXgwSTK8xZbp/vZpGVtv/TqPdKGrr74qM2bMSGN/X9pPPD7NN16f4SQbdnVl7ZO/m6Eddy7+GWNjY4vNu1/0RL+/v/b66Pw7OY9s8Svzi+6ks+Idt2WT3/wq/5q+fe59wQvzwhe9ZLHvfKRFtQuu4C/4fHmceN53339z1VVXpK1t4X+nIyMjWWuttR91WtFEMHfunNxyy83p7+/P5MmTs+mmm2fy8t6YAZjQhAVQm57zzRNr03Pmz7ce3Gnn9Bz3jVRXWaXOg1s4PWfGjBmZOnVq1hsdyZT935fma/+eJBlbYYX0fO2kCfOgqyS57LJLMnv27DQ1VNL6q1+k5Zc/S0OS3ZL0v+/9mfeZo5b7NrELVKvVRa7aL5x3f9FF52dwcCij/X15zhmnZfKDD6R7tdVz5/+9JRtts2Dx+5JTbZ6ISqWy2Mn8guk4i57oP5FFtddff13uvfee8V12KjNnpLrSymlvb8/0RZ6rMtHccstNueOOO8Yjao011siLXvSSR9wtCODpQljA/6BqtTo+p7rh3nvS+cH3p+WSi2tfa29P7xGfy8Cee0+I9Qmjo6O5+OIL09vbm5bmllQvPD+dPzw9uw4N1eamb7Ntek78VsZWX6PeQx03MDCQc875XdrbO9JywXlpP+2UJElfe0e2+PyXs9Lue6RarWZ4eHixK/ULr+APjJ/41zwV22EubsFJ/KLz7q+88oo0NjakubklzQ/NSOsF52fgzW/N5KnTJuy87+Hh4fzpT+dkwTaftSk6g9lmm20zbYJs1fpohoeH09vbk/b2jsV2AgJ4uhIW8D+kr68vV199VWbNmp2Ghkqefcdt2fabJ6Z5/jMJhrfYMj3f/E5GN9yoziNd6JZbbsqdd96ZplTT/u2T0nL5ZakmWbGhIc879PD0H3BQ0XanIyMjD3uA1ZIPs6pZ+qv08+bNy7XXXpO2trZUxsby3LN+kMpYcvNrXptpG2+StdZaO0ltUe3C6Tjti+xzX7uK39LS8riLap9Kt99+a26//bY0Ny9c3Do42J8XvvAlWWMCPaH44YaHh3PrrTdn7ty5aWtry6abbp5JE3A9EMAznV2h4Enq7e3NP//5j1Sr1ay33nrp6ppS7yE9prGxsVx00QVpaGhIR3U0baeemt7LLsnlSbapVNJ/4Ecy76OfTOqwY8ro6OjD9rhfsO99f6688vL09vamOjaWjefMySpJBqZMzfmvfX3uec5zk4suWOSdlvbkf+FxTU1NS8y7X2mlzvGT/NbW1ic8PWV0dDSVSsZP0Cvrb5Bqe0fWGR7ODjvsmM7Orif0fsvLRhttkv7+gfz733dlbGwkTU3N2XjjzSZ0VCS1hdHPfe7EXZsAwOKEBcvUghtiy/PqbIk77/xnrr/+2vHFl3fddWc23XTzbLzxJnUe2aO7557/ZHR0JI2NrWn96VlpueySJMm9K6yYB085Ldl6eu1kfvasR32Y1cJFtY++teWTsWBR7cJ97tsyderUtLaumjlzZmdgYCANDY2pbLRxBn/xswy/8U3ZqLMrr3zljk/6Zy5LjY2N2WSTTXPjjTekvb0j1c6uDAz0Z6211p6wUbHA8563ZTbf/DkZGBhIR0eHOf8APOVMhWKZGBwcHN8uMklWXnnlvPCFL57Q+4yPjIzk97//bVoftvD2qXjw0qMtql10Hv7w8KIPs1r6k/m7774rDz74QCqVhjT192Wr076bOWs/Ozdts222eOnLM2nSpPlz7pd8mNWTWVT7VHnggQdy+eWXpn2RnZ6Ghgaz6aabZYMNJs6UrUcya9as/POfd2RsbCxrrbX2hL/yDwAlrLGgrs4779wMDw+PXxUdGxtLa2trXa9EP96i2vvuuy/XX3/tIgFRTVLJyMhI1l133ayyyqp5YlfvF7/i/0iLahedd9/U1PSk7uz09HTnvPP+NL7nfGXu3FSnTMnIyHB23XW3CX1l+s47/5nbbrslAwMDaW5uzrrrrpfNN39uvYcFACzCGgvqZtasWent7U57+8JFlg0NDenunps5c2Zn8uTOhz3AavET/YGBgSf4MKtFPfZUnkdaVNvZ2ZX29rasvfY6GR4eXmJxaH9/X7beenpWXnnlJzmmZauzsyvPfvY6ufvuu9Le3pGxrq4M9Pdlyy23mtBRkSTrrbd+1l13vQwODqalpWXCjxcAeHTCgqfcvHm9aWxsTpKMjAzn5ptvSlKb5jI8PJxVV13tYfvct2bFFVdc7GFW9TjB7OpKpkyZkuHh4fE7B9VqNR0dk7LSSist9/E8EVtt9YKsueaaufvuu9PQ0JANN9xwwi86X2DB8w8AgKc3U6F4yg0NDeUPf/jdEieLQ0OD2WWX16S5ublOI3t8AwMDueqqKzJ79qxUq9VMnTotL37xS8enGQEA/K+xxoK6uvXWm3PLLTeno2NSqtVq+vv7s9lmE3t3pUWNjIwkSV0WNQMATCTCgrqbPXtW7rzzziTJBhtskClTptZ3QAAAPGHCAgAAKLa0YWELFgAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAilWq1Wq13oMAAACe3tyxAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACK/X94rGVSgY4XRgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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677wv5oEH7svDD/82L744Ox0dHVmyZHHa24dl8803z5577p2TTpqYPffce6iHOih/8id/lt133zP33ntXHn74t5k3b25ef/31JMkmm2yS3XffIyeeeEre974jhnikAPDu0FCrvdXmkG+YO3fR+h4LAACwkRk/fnDPu7J4GwAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAFaj7cILMuJTf53mO+9IarWhHg5s9BpqtcH9TZk7d9H6HgsA8Hus5dab07vtdunbdruhHsqgjD328DQ/8tskSe9226fznD9K59kfSt/2OwzxyGDDGj9+5KBe544FALxb9fYO9QgGr68vI//qL7LJgXtl9KST0vaTH6WhY8FQj2rNOjvTs9fe6Rs+IknS9LvnMvzrX8kmB++T0aedmLaf/jgNCzuGeJCwcXHHAgDehZpmPZ0xp56YzklnpHrmOenZ/8CkoWGoh7VGzQ/en7EfOHrA52qVSrpOOCmdZ52bruM+kLS2DtHo3sKSJalcdXnaLvlFWm6+KQ0rnTbV2trSdeQxWfL5/53e9+42hIOE9WuwdyyEBQAkqVzyi9SGj6if4La1DfVw3tawr38lw7/+lf4/9+ywY6qTz071rHPSu9MuQziyNWuc/UIq0y5N26UXpfmJxwcc6xs3LtVJk9N51rnpOfDgjTKSGl+ck8qUS9L+kwvS9Lvn+j8//7pfp3ef/YZuYLCeCQsAhkzDwo7UmluSYcOGeiiD09ubcftOSNMrL6dv1Oh0nTwxnZPPTvcRRyXNzUM9utVque2WtP34B6lcc1UaOjsHHOveZ79Uzzw71TPOSt/mWwzRCN9CrZbmhx9K5ZKL0jbt0jTOfXXA4QVTZqb7qGOGZmxr0DhndipTL03b1EvS/NgjA451HXFUOqZdMUQjg/VPWAAwZIZ986sZ9m/fSvXEk1KddGa63n98UqkM9bDWqPHZWRk78YRVTnD7Nh2f6qQz0nnG2ek5aOO8it6weFFar7w8bdMuTcuvb0xDX1//sVpjY3r23icdF09Pbey4IRzl6jW+/FIqUy5J209+lOZnn0mS1JIs+pd/S/XDfza0g0vS0LEglStmpjLl4rTcfuvAaVBJGlKfzrXgksvS877Dh2ycsL4JC4DfE8333p22X/ws1UlnpPuwIzbaK+grG3vkwQOmuvSNGp2uk05J5xlnpvvIY5KWlqEb3Jr09qbltltSmT4llStmpvFNC4t7t9m2PlXnzHPSu8eeQzPGt9Hw6qtpv+D8tP3ip2l6cU6SelzMmz1vo/m96T9Zn3ZpWm69ecDJ+grL/stHsvhr/zIEo0vS1ZXWG65L25SL0/rLq9NQrQ443L33vml65uk0LlmcWktLOn56SbqPPW5oxgobiLAAWI3GV15Ow+JFG+0c9NUZ8Y+fTvsP/iNJ0rfppqmefFo9Mt53+EZzsjhArZaWu+6on6BfPiON8+YOONw3blyqp0xK9fTJ9VBqahqigb6FajWtv7o+lemXpnLt1WlYtqz/UNf7Dk/HjKuHcHCranj11VRmTkvbtClpuffuVY4v/sf/mWWf/PshGNlynZ1pve7atE29JK3XX5uGrq4Bh/tGjkrjooVJkqUf+Yss+T9f27B3h/r60nz3XWmbcnEqM6elccGCAYd7dtk11bPOTdcRR2XUf/+vaXrh+dQaGrLo+z9M9fQzN9w4YYgIC4DVWLHgtWfCHqmeOinV085I767vHephvaXhXzgvbT/9cf+J1wp9m45PdeJpqZ62PDI2xhP0np76XYAZ01K5YsYqJ2x9I0ZmwXU3bZSh1/TkE/U4mnZpmp+d1f/5vhEjM//eh1Ibt8kQjm75lf8rL09l2pS03PrrAVOgVtZ1+JHpuGjahp+K1tublltvTmXapfU7QG/6/e3ZZddUzzgrzXfflcpNNyRJOs/+UBb92/eSxg2zG37TU0+mMuWitE29NE3P/27Asb7xm6Vz8tmpnn1uevbaJw0LXs+YSSel+fHHkiSLvvov6fzzj2yQccJQExbAejf8n76YxhfnpDpxUrqOPS5pbx/qIb2tscccluZHHx7wuZ737pbqxOWRsduEjXIefarVtN70q1RmTEvrNVelcfHAfyf3jd8s1Q+ckGUf+Vh699xriAb5NpYsSfv3vpO2i3+Rpudm1eenJ3nt/kdT2/o9Qz26JPW1Fm0zpqVy2bRVfk9W6NltQl6/9qah+X1fujSV665JZdqUtN7wy1Wu/HfvtU9qw0ek9c7b6n8+5H1ZcNG0ZPjwDTO+Wi3ND9xXj4npU9P06isDDvdusWWqZ5yV6lnnpGf3PTPiU3+d9l/8NElSPfHkLPzBT9b7NLmGV15J22VTUplySVoevH/g8IcNT/WUU9N51rnpPvLoN+4ILlmSMWdP6r8btOQz52Xp335mvY4TNibCAli/+voybu/39p841IYNS9dxJ6Q68bR0feCDqY0Y3L+ENrSGV15J5arLU7liRlpuu2WVq7w9O+9Sv5Nx6hn1efQbY2R0dqb1xhtSmTk9lauvSMPSpf2HFn3+S+n8q78ZwsG9SU9PWm6/tX7H4sqZaZw/f5WXLPvTP8/ib/zrEAyurvHFOanMmJ7KZVPScv99A47VGhvTt+VWaZozO0nSfdAhWXDx9GTEiA03wO7utN50Qz0mrrkqjUsWDzjcs9PO9ZP1yWenMn1K/xa03fvsl46pM1MbNXq9D7Fp1tOpTLmkfndn1jMDjvWNHlP/OzX57DfurNVqGf75z2bY9/89yfJdlX4+Zf1t87t4cf1ZFFMurj+LYuUF7k1N6Tr2uFTPOjfVD568aoR1dWX0n34orb+6PskQTdWCISYsgPWqYdHCDP/i51K5+opV5tDXKpV0HX1s/U7GB0/aKHejSZKGuXNTufqKVC6/rL6I9E1PMV72x3+axd/6zhCNbs0aX3oxlStmpDLzsjTfdUdWPr3p2X6HvH7HfUM7Laq3Ny133r58+tPMVX8/mpvT0NOTJKmecloWnv+jDb5WpOHVV1O5/LL6HaA7bx84voaGdB96WKqnn5mmZ57OsP/4bpINe6Kevr76z3DalFQun57G118fcLh3q61TPf3MVCeflZ699kkaGtL+/76TEV/4bJL6XbgFl12d2ibrb7pW4ysvp3LZ1FSmXpKWB9505X/Fg+/OPKf+XJA3TcMa9s2vZvhX/0+SpHu//dMx9fJ1fzGipyetv/5VKpdenMo1Vw4I8CTp3v+AdJ51bqqTzkxt/PjVv0dfX0Z+/CNpmzYlSdI5+ews+u75az1Vq1qt5tFHH8nChR1pb2/PbrtNyKgN8XsE64iwADaM3t603H1nWq+YkcqVl/fvRLNCrakpPfvsl6Wf+GS6Tj51iAb5Njo7U7liRtp/eH6a778vDb31k97uffbLgut+PcSDqxsQE3ffudqddJJk8Wc/n2X/49MbeHR5Y/HrjKlpvXzGKlNg+kaOSteJJ6fpuWfTcs9dSZLqiadk4Q8u3GA7RDW8Pj+Vq65IZfrU1a5J6N7/gPrJ+mlnpG+rrTPs/349w7/ypSRJz4Tds2D6let3XUWtluYH76/HxIxpaXrpxQGH+8aNS/W0M+pX/g8+dMDJbdtPfpSRf/uJJEnv9jtkwcxr0rfFlut8iA0LO+pb2069dJWfYa2xMd1HHl2PiVNOTW3kqNW+R9sPvp+R//h3SZYH0Iyr1/rnWqvVMn/+/PT09GT8+PFpXPGzqNXSfP9vUplycdoum5rGefMGfF3v9jvUY+Ksc9K7485v900y4rN/179xQvW4D2Thj3+x1k8H7+rqynXXXZPGxqb+cXZ2dubww4/MpptuulbvBUNFWAAbXl9ffX715TNSmXbpgBOjZWd/KIv//T+GcHBvsmxZfdefyy9L6y+vWWXNQpL0jR2X+b/57ZBN63q7mOjebUKaXpyTxoX1RbGL/vmb6fz//tuGG2CtluZ7765PyZp52aonwsNHpOvEk1OdNDldRx2TkZ/8y7RNn5okqR5/QhZe8LP1vqC4YfGitF59Zf3OxI03pKG7e8Dxnj32SucZy2Ni+x36P9/+ve9kxOeXX/3faecsmHFNaptttl7G2PTkE8vXJEwZsEg8Wf4zPHliqpPPStdRx642wirTLs3Ij30kDbVaerfcKgsuvzZ922637gbY2ZnW63+ZtmmXpvW6a1bdfnX/A+pP/J40+W0fxle59KKM+suPJkl6t92uPtYtt1qr4SxatDC33XZrOjuXJWlIU1NjDhy/WXa69eZUply86lSsceNSPf3M+hO9Dzho0FOYKjOmZdR/+y/1f8YDD86CS2e8o7UqDz74QF58cc4b8bNce3tbjjrq2LV+PxgKgw2LjXCfQuBdqbc3LXfd8cadizedZFauvDyLv750aJ/EvGRJWn91XX0KzC+vTcPSJQMO97W3p3H5tqI92++Yjsuu3OBR8bYxsfe+qZ52eroPOCijPvGxN6LiK1/fMFGxYnHujOmpzJyeptkvDDw8bFiqJ5yY6mmT61Ng2tuT3t6M/MTH+qOi6+hjs/CHP11/UbFsWVqvvzZt06fWtzZ901Ope3bepX5n4vQzV7sjWNuPftAfFb3bbl+fprOOo6Jx9gupTJ+ayvQpaXn4oQHHapVKuo7/YDonn5Wu4z/4lovEW6+5KiP/8qNpqNXSt+mm6Zgyc62jYu7cuXniiceydOnSjBgxInvssWdGjxhZXxsz9ZL6dLaFHQO+pmennVM985xUJ5/19lf+Vx7rJz6WJOndbPMsuHTGWkdFktx55x1paGjIsCQtt96clttvyRNPP5UJeeOkptbWlupJp6R65jnpOvb4d3RXrDpxUpZ9+M/S8pt70vGzS9Lb1pZlixenWq2mWu1MZ+eydHau+Lj+v1Wv1dby8MMPpVqtL7IfNWp0tl8esIsXLwn8vhEWwDvX3V3fTvKKmatfa5HlT6ZtaMiSz/+vIYmKhsWL0nrdtalcPqO+i85KzyNIlu+mdMqpSbXavztNzw47puOyq97RSc87MdiYqJ56evp22DGNs1/ImNNPTtMLzydJFv/TP6fzv/7F+htgrZbmhx9K5bJpqcyYnqbnnxt4uK2tfiJ8+uR0HXfCwKu6fX0Z8em/SdulFyVZvvXpj3+x7hfpdnXVFzhPn7raBc69225Xv2o9aXJ916w1XLWuXPSzjPz7T9a/Zquts2DqzPRttfVaDWXhwo68/PJLGTNmXDZbKUga5s5NZeb0tE2fkpa77xzwNbWmpvo0oslnp+vkiYNax9Fy800Z9d/+LA29vekbPSYLLr4svbvsulZjnTt3bm6//Za0tbUntVqWPvRA7vz3f83EB+/PmFcHPoW8d/Mt6kF21jnp2XvftV+83NeXNDWlb8TIdFxyWfp22HHtvj71uxWvvTYvLS0t6Z43L60X/jA9SZYmuSTJuL32ybLDj0z3wYckw5b/Ht6yttMZV/z9a0hOOS059rjk/vvS1NSUSqUt7e1tqVTaUqlUMm7cuFQqlVQqbWlra1vlrkRSj4l58+al4U0/r/Z3wS56sLaEBbB2OjvT+usbU7liRlqvvWqV5xLUhg1L14GHpOU3d6dxyZLUGhuz6N++l+rZH9pgQ2xY2JHWX15Tj4kbr1/linXvFlvWd6869fR0H3xohn3rG/0LSTdUVKxtTPR/3ZzZGXPGKf177i/+X1/Oso9+fN0PsFZL02OPpjJjaiozpq8yvaTW2pqu938g1dMnp3rCSavfJalWy4h/+Nu0/+zC+j/TwYem4ycXr7vA7Omph+1lU1O58vJVn5S9xZapTjoj1dPPTM/+B77tiXBlxrSM/B9/maQenB1TZ6Zvu+0HPZxarZZ77rkrL744J62tlXR3d2VkU1OO7+jIyJnT67sRvWmDgO6DD03nGWeletoZa15AvDpdXRn5qb9OQ7Wa2rDh6fj5penda+/Bf/1yjz/+aD0qkgz75y+l5dFHUkvyaJLDUl8b07+j0+FHJk1NqdVq6ezsTLXamWq12n+1vn7lvprOzmXp6elO8qafd1slm/3dP6a30pbXXn4pefmltR5vV1c1zz//fEaOHJGWlpaM2vW9qSxZkqaDDsmWH/qTTDjqmDRvZA+NnDBhj1x//S/TtlJMV6ud2XNj3RYaClhjAby9FVOIrpiR1ut+ueozFEaNTtcJJ6Y6cVL6Ntkkoz98bho7FtSj4rvnpzr57PU+xIYFr6f1mqvqY7zpV6vs79+71db1E6SJp6fnoIP7F76uvDtNz447pWP6lestKt5pTKz89WMmnZSm555Nkiz+/JeybB1vLdv0xOP13ZxmTEvzU08OOFZraalvy3naGek68eS3vqpeq2X45/4hw/7j/yVJug84MB2XXLbGBb2rM3/+/Dz88INZvHhx2tras/POu2Tb92xTf6r3ZVNTufyyVRbn9m2ySaqnnp7qGWel+5D3DXr3ntbrrsmoP/vjNPT0pG/cuCyYflV6J+w+6LEmybPPzspvf/tgKpW2ND30QCo33pDG+3+TLXp7c+hKr+vec+/69rCnT07fNtuu1fdYoVarpe+Rh7PJf/njzPn8l/LavvutdJK/LNVqNV1v+juwOvfdd0//9J0dbvxV3nPv3eltbMySXXbNdqeclpf23T99b1qs3NDQsPwqfSVtbe1pa1txxf6Nj1vW44L8X/7ymjemHHV2Jm1t6exclpNOmpjWtVxYvaF0dCzIww//NosWLUpbW1t22WXXbL2RPLsFBsPibaBI/1X/K2bWr/q/eQrRuHGpnjQxXRNPS9eRxyStrWn+zT0Zfe7kNC7sSK2pKYu+94NUJ01ef2Oc/1oq11yVyoqrwcu3MF2hd5tt6yeZp05Kz34HrHKSuSGiojQm+t/n5Zcy+vST++8cLP6fX8yyT3xq0OOo1WqZM2d25s+fn8033yKbb755/7GmZ56qT3OaOT3Njz068Ouam9N91DHpnDQ5XSedktqYsYP5Zhn+vz+fYf/+r/3/jB1TZ6Y2esygx7to0aLceOP1qVTa6ndPZj2dnltvyREP3p8d5g6cotM3anSqp5ya6ulnDnyo2VpoeurJjD7z1DQsXZqOaZfXp/q8jVqtlp6enlSrnVm2rDO33XZzFixYkO7u7mx2xcxsfset9fElef8WW+Z3hx+Z5w87IovW6oRypWk5Az5OWltb097cnNbhI9LWVp+KUz/Br5/wt7S0rDL95s1uueXXWbp8G9bGObPT/PRT6TrgwGyy3fY58MCD12KcG05Hx4LcfvutqVaraWysb6u87777Zdt1uWAdGEBYAGttxYl66xUz0nrzTate9d9s83SdcmqqEyfVH3S10glc8913ZfSHJqdx8aLUmpuz8PsXpOvUSet+jG/z7Ine7bavb8l56qT07LPfGqe/DPvGP2f4176cZN1HxbqKif73e+XljD7jlDQ//VSSZMk/fi5LP/l3gx5Pd3d3brrpV1m2bGkqlfrV3XHVao5/cU6GzZie5kd+O+D1tcbGdB9xdH2a08kT13or0Mbnns24Yw5Lw9Il6dl9zyyYfsVaP8vk3nvv7p+X3vaf30vl1zcmSVqTfDDLn5B84smpnnFWlh15dJb19a12UW21Ws2yZctWs6h2VcNffjmVRQszf5ddln/m7dcQtLS09J/MP/roI+nu7k5ra2uGvTQn4777nXQf8r70HH5Ejv+Lv9woH6g2f/783HLLr/un6dRqtXR1deX440/IsKHcaOFt1Gq1vPrqq+np6c4WW2yZpqF8bgv8ARAWwKC88STqmWm5/ZZVT9Tfs02qp5yW6sRJA6YQraz5zjsy+o/OTOOSxam1tGThf16YrpNOWbdjvHJm/WnZt9+66tOyd9q5fqI+8fS3XJi7wipRcdlVg97zv7e3N/fff19eeeWl9PX1ZZNNNs3++x+YYa/PX6cx0W/x4ow98dg0P/lEkmTJ3382Sz/9D4P/+tRP0ufOnZvGxsa0XntVWm69JbXnZmXXJHsuf02toSHdhx2R6qTJqZ5y2trN90/S19c3YN590x235z3f/pfc/8V/ysJKW6rVzvS+6XdroIFX5lfeSWf8ow9ntysvT29TU17bYafsNvG0vLTfAeldvqvU6hbVrnwFv1KpbJATz5deejF3331n/0LopJae3r5ss8222Xvvfdb793+nOjoW5LHHHs2yZcsyYsSITJiwR0ZsyCeLAxs9YQGsUePsF5afqM9c7Ulwz447pWvipFQnnvaWV/2TpOX2WzP6j89Ow9IlqbW2ZuEPf5KuE04a1DhWTM+ZO3duxowZk+22275/V5XGl15M65UzU7l8RlruvH3VMb53t1QnTkr11NPrc+EHeTV4QFTstHP9TsVaPEjs9ttvzeuvv57m5uY0zH8tzXffmdZ77sqkJ5/Im5PrHcfEymq1DPvalzP8m1/Nkr/9TJZ+5ry3eGltpav21f659jfddEOq1a50d3dn1ykXZdPldz7ak+y924S8cOhhmX3oYekcM2b5O639lfWGhoZVp+NU2lJpa+8/0V+bRbUPPfRg5syZncbGxjR0Lk3zvfek54CD0jZukxx11DFrPb4N5bHHHslTTz3VH1FbbbVVDjrokNXuFgTwbiEs4A9QrVZb45zqxlnP1LeFvXJGWu6/b5XjPRN2778zMdgT9ZZbfp3RHz4nDcuWpVapZOEFP63vuz8Ivb29ufnmG7N48eK0tlbS1dWVlo7Xc/KCBRl19ZX9T2ceMMbd91y+AHtSet+726C+z8oaOhZk7PuPSNMLz7+jqOjs7Mw111yZ9vZhaXz5xYz4u0+mIUln6jvobJ2ke+99svTk09JxwgezaLMtBkzHWfFxtbpil6rBn8Bv9shv8+ruey7//2XgXPuVrTiJX7H9ZVtbW+666840NTWmpaU1bXffmcp116T70PelcszxOey00wc9hg2pu7s71113TeoPQGtaPkWnmiOPPDpj13Ja1YbW3d2dxYsXpb192ICdgADerYQF/AFZunRp7r337syf/3oaGxuy1VZbZb9990/r00/Vp+dcMTPNjz68ytd177NffdvViaeld6ddVvPOa9b08G8z9uTj0tDZmVpbWzp+9PN0v//4QX/9Y489klmzZqW5uTktN9+U1l9dl6Znns6mqZ+k949xr33SdeqkVE+dtFZj7OnpedMDrOofN/zuuUz41jdyx0c/ns5x4/JWJ+lvtmTJkjzwwH31k8VaLQf+5/fTvuD1dGy2WdoPPCiVE07Jki22SGtr60rTcdpX2ue+vqi2tbX1bRfVrktPPvl4nnzyibS0tNan6DQ0pFpdlgMPPCRbreUzGjak7u7uPP74o+no6EhbW1smTNgjw9/Bk48BKCMs4B1avHhxnnnm6dRqtey4444ZNYgHVQ2lvr6+XHPNVfUpI0mafvdsGu66M5vdd2/e/+KcVV7ffdAh9SlEp5y61k/oHaCnJyM//pFUrr06HRdelO6jj13lJb29vW/a437FvvfLctddd2Tx4sWp1WrZ7uYbs+1dbzww7LCdds7sQ96XFw5+X5ZssUUGf/L/xuuam5tXmXff3v7GSX6lUlnr6Sm9vb25+uor6ifoSZoefzR9Y8dl6ajROe644zNyLbZS3dAefPCB/O53z6WvryfNzS3ZZZf35r3v4K4PAH94hAUbhRW/Xhvy6myJWbOeyUMPPdD/wKjOzmWZMGGPjfoE7Pnnf5cHH7w/ra2VtNxxW4Z999tJ6k+iPT1Ja2Njqoe8Lx0f+GDmH3VMFo8avcrDrN5YVLvmrS1Xp6G3N6NnP58F2+2w2uMrFtW+sc/9ijn4lTz44P3p7OxMY2NTmp6blbYf/bD+tNxDD8uxf/Th8h/MevL000/m4Yd/m/b2+o45nZ3L8p73bJsDDjhwiEf29up3cTozbNgwc/4BGDRhwZCqVqv920Umyfjx43PggQdvtA8vSuonXVdddUUqy3eaWWFdPHhpTYtqV+x/X612prt75a1dBx9izz//XF599ZU0NDSmadmyHPrdb6eW5MX3bJMJ7z8+Cw8/Mg2bbb7ah1m9k0W168orr7ySO+64Le3t7f2f6+qqZsKE3bPzzrtu8PGsjfnz5+eZZ55KX199x5+NeToRAJQSFgyp66//Zbq7u/uvivb19aVSqeT9azEHf12r1Wrp7u4ecDK/8qLal156KQ899MBKAVFL0pCenp7ssMMO2WyzzbN2u+UMvOK/ukW1K8+7b25ufkd3dhYtWpjrr7+uf8/5pt8+mL4dd0p3pZKTTpq4UV+ZnjXrmTzxxGPp7OxMS0tLdthhx+yxx15DPSwAYCWDDYsNf5mS33vz58/P4sUL097+xiLLxsbGLFzYkQULXs+IESPf9ACrgSf6nZ2dg3qY1eq99VSe1S2qHTlyVNrb27Ltttunu7t7lcWhy5YtzeGHH5Xxa7mv/4YycuSobLfd9nn++efS3j4sPXvunc7OZdl3j7026qhIkh133Ck77LBjqtVqWltbN/rxAgBrJixY55YsWZymppYkSU9Pdx599JEk9Wku3d3d2XzzLQZcqa9UKtlkk00GPMxqKE4wR41KRo8ene7u7v47B7VaLcOGDc+mm266wcezNvbf/4BsvfXWef7559PY2Jhddtllo190vsKK5x8AAO9upkKxznV1deXqq69c5WSxq6uaE088JS0tLUM0srfX2dmZu+++M6+/Pj+1Wi1jxozNwQcf2j/NCADgD401Fgypxx9/NI899miGDRueWq2WZcuWZffdN+7dlVbW09OTJEOyqBkAYGMiLBhyr78+P7NmzUqS7Lzzzhk9eszQDggAgLUmLAAAgGKDDQtbsAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUKyhVqvVhnoQAADAu5s7FgAAQDFhAQAAFBMWAABAMWEBAAAUExYAAEAxYQEAABQTFgAAQDFhAQAAFBMWAABAsf8fgMXKujKi1lAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kLACsh08sYJI0NDSMfj0w0L9Rr3HFFddsquFsEt/73reydOmSJMkLX/jiNV6bcOihh+cb37ggSfKzn/14jZ9qDA8P5xe/uChJ0tbWnjlzyu/XsaHq6uqy//5zctttt2RoaCjLl3elsbFp/d8IAI9RPrGASTJ9+urlTu+9955JHMnEzZ8/f63PXXHFZfnP//yPJMkOO+yUV73qtWvcb6+99smTnzxy34if/vS/c9NNf3zYPt/+9v8dvdv2y172ynXeoXtj3Xjj9bnnnr+v9fmBgYHRT02am1vS0dGxyccAAI8mPrGASbLHHk9IQ0Nj+vv7cv7556W2ti7bbLNtampGen/mzJlb3Rny173uFdlnnydl7txnZZdddk1dXX3mz/9Hfv3rS/M//3NJkqS9fUo+9rFPrXOJ2He+811529velL6+vpx00gl53evemP33PzD9/X259NJf5Mc//mGSkTuSv+pVr9ksP8s111ydr3/9K9l33/3y9Kc/I49//O7p6OhMX19v/v73efnRj36Q224bmar1/Oe/cLPEDQA8mvifEiZJS0trXvrSV+S//uvC3HbbLTn55BPGPX/OOedNyhSgdalWh3P11X/I1Vf/YY3P77zzrvnwhz82em3C2uyxxxPz7//+6Xz84x/KihUr8qUvfeFh++y44045/fSz09LSuknGvibDw8O54YbrcsMN1611n8MPn5u3vvWEtT4PAIwQFjCJ3va2t2fHHXfKxRdflL/97c6sWNGVoaGhyR7WWr33vR/M1Vf/ITff/OcsWrQoPT3d6ejozOMfv1uOOOLIHHXUMRM+s/+MZxyWr3/92/ne976VK6+8IgsWPJC6uvrssMOOmTv3yLzkJa8YXcJ2c3j1q1+fvfbaJ9dcc1VuuulPWbhwQZYsGbk+ZPr06dlrr71z1FHH5GlPe8ZmGwMAPJpUqtVqdSI7LliwfHOPBQAA2MrMnDmx+125eBsAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAAA2UM1df0vNnXdM9jBgqyIsAIDJV61O9gg2SOsnPppphxyY9hPemto7bp/s4cBWQVgAAJOq8uCydB7+1DR9+bykp2eyh7NelQceSOPFF6UyNJSm734rnYcclPa3vTm1t9822UODSSUsAOBRpuEXP39EnUVv/vKXUnfLzWl//ymZdtC+aT7v3KS7e7KHtVbVWbOy+PfXpef1b0q1vj6V4eE0/eC76XzGQWl/6xtTe8vNkz1EmBSVanVinz0uWLB8c48FALY+vb1JU9Nkj2LCKl3LM+2AfVJZtix9L3pJuk96T4ae8MTJHtY61f/q0rSe+vHU33D96LbhGTPTffw70vOGNyVtbZM4unWrufeetJzz2TR988JU+vuTJNVKJX3Pf1G6Tz4lQ3vtPckjhHIzZ7ZPaD9hAQDr0P62N6fm3nvSffIpGTh8blKpTPaQ1qn+V5dm6mtfkcrAQJIxB7knvSdDe+8zyaNbh2o1Db+6JC1nnJr6a68Z3Tw8bVq63/b29P6ft6TaPmUSB7huNff9I82fPyvN3/haKn19o9v7jnlBVpx8SoaetO8kjg7KCAsAtjqNP/huqlOnpv/I52z1B+hJUnvnX9P59ANTGR5OkgwccGC6Tz4l/c967lY9/pp770nLuZ9L0//9+viD3KOPTfe7TsngvvtN3uDWp1pN/W9/ndYzTk391X8Y3Tzc0ZGet/5ret781lSndkze+Naj5v75aT73c2n++ldT6e1NkvQlue6Je+W+409I46675YlP3DNTpkyd3IHCBhAWAI9ylQULUp05c7KHMXErVmT6gfukZtGiDOy7X7pPek/6jz4mqdl6L/erdC1P0wVfScsXz0nNwoWj2x8p4x85yD07zRd+NZUxF0X3Pfu56T75lAwecNAkjm49qtXU/+7ytJx5Whp+d/no5uEpU9P95rfm3pe9MgNt7Zk5c2ZqNuffwcBAKkuWpGbpkjG/L07NkiWpLF35+5IlKx8vSc2SxSOPu0aOm/qT/DQjF7V2f+asDG+7XXp7e3PIIYdmxowZm2/csAkJC4BHs+7uTD9wnwzu9aR0n/yeDDztkK36DHqS1P3xhkx59ctTe//80W2De+6V7hPfnb4X/FNSWzuJo1uP7u40f+OCNJ979sPHf9J70vf8F23V468sWJCWL34+zV89P5XuFaPb+494Zlac/N4MPvVpkzi6jCw12929loP3Jam76U+p/8PvUjt/fh5M8pskXZ2dWXHqZ1NbV5s5cw7M9tvvsO73eGggLFm8MgRWBsLiJWMePzwQNta1Sf6epDbJineclMGDnpokaW5uymGHzS16bdhShAXABNXc9be0fOkL6T7hxAyv7+BkK9F8/hfT9oH3jj4eOPhpWXHSezIw98itOzB6e9P0X99Iy+fPSu2994xuHnz8bul+57vS95KXJ/X1kzjA9Vjb+HffY2T8L35ZUlc3iQNct8qCBWk596w0Xfi11KzoSpI8kOSP2++YBe9+b1p22TV7771Ppm7sVKOxgbB48cjvqw7Wx4TC6OOxITFmyta6/CzJUJKhmbPS8y8npNK1PH1Ll+QFOz4uDcuXjQ+Ese9RGAhDSXqS9K781V2ppGfKlHS3taentS3drS2ptrVnuK0tqSb1N16Xmvvuyw0ZmQo1+IQ90/iSl2bnPUeucxkaGsrznnds0ZhgSxEWwKSoufOODO+8y1Y9PeSh2t71zjR/44JU6+vT+/JXpfvtJ2V418dP9rDWqbJsaZq/en6av/SF1CxePLp9YL/9033SKel/7tFb999Bf3+avvfttHzujNTefdfo5qGddk73O05K7yv+OWlsnLzxrU9/f5q++620nH3m+PHvvEvue8vbcvfTD0nHzNmZNWvW5nn/oaFUHlw2elC+6uz6Gg/ix52hX5rKmP/2H8jI2f+mJA+e/7WkqTm9vb155jOPTHtN7eqz9qsCYfHi8Wf1Vz0eGxIrV0baVKoNDRme2pHKQH+6ly7NT5O0JunbdrssWrI4g7296U6yfZJZSQZXft9E87paqaTa2ppqe3uqrSNhUG1vT7WtLdXWtpFQaJ+SmilT0jhtehpmzEzjzBlpmDYjzS0taWxsTGNjU5qamlIzNJTmL34+rWecOnp9xRXbbZ95r39Thh+yOlRDQ0Pmzj1yk/wZweYmLIAtr7c30w58UqodHel+x8lb/dnbJEm1mraTTkjTt785eoFutaYmff/00nS/810ZeuKekzzA9ejqSvOFF6TlC2enZsEDo5sH99w73Se9e6ufopPBwTT+8Ptp+dwZqRtzc7Gh7bZP9wnvTO+rX580N0/e+Hp6xh+YP3Su/aKFqfvzTam79ZaktydXJrk3yeBxb0v3QQenra09hx12ROrX9inM0FAqy5aOf83Fq8+yrzp4X3Vgv/ogf3wgbKxfJVk1MarvsCNSd8ftqS7vyqzuFTlkcHBd37rBhurq0t/enr629vS3ta38NeZxa1v621c/19c68vW211+bOV//SpqXLk1Xkh81NmbpUcdk+VOemo4zT0vT4kWpSbJPkid1dqamc1qqndMy3NmZakdnhqdNG/m9s3Nke0dnqp2dI79Pmzay0tQmiPC6665J+8nvSN1fbkqSVOvq0v2Ok7LguONz6eWXpWnMksV9fb054ICD1j99C7YSwgLY4pq+eWHaTzph9PHQTjun++0npveVr966zz5n5JOWls+flabvfmt0mc5kZKnI7pPevXWvopMkPT0jU3TO/dwjb4rR0FAqixel8Uc/GLlR2t/uTJIsSnJ9Q0Pmn3Bi6p/y1Oy22+7ZaafHbfjrV6vrD4S1TdNZedZ5Iu5Icn2SxiQr3np8KpVKqssfzOzhap7a0rKGef1LUlm2bJMEwlgDra0rD8xHDtb72sccuLe1p2XRgjzu8svStPzB/DTJQH197j708DQuXZodrhtZ5rUpybPX8vpD9fXpb5+SwSlTMjRlaoY7OzPcOS2VadNTmT49NTNnpTJ9xriD9+GOzpFA3IBpejX33pO2956cxl9ePLqt98Uvzf878rkZnjKy7GzNPX9Ptb4+PXX1OfrFL03DJNxvpNK1PC2nfiLN5583+nc5cOBTsvzMczK0515JkmXLluamm/6U5cuXp6mpKbvvvoeo4BFFWABb3sBAGr//nbSc89nU3fHX0c1D22ybnuPfnp7XvjFpbZ3EAa5fzT1/T8sXzh652dWYg8q+I5+d7hPfk8GDnzqJo5uAtUwxGtxhx9z2qtfkvrnPyuwdd8rs2bM3/XsPDqaybFlqli4ed9Z9zRfLLlm9ms6ypQ97qeVJLs7IAW7Xhz6WoT2ekN7enszZc688rrVtHa+3lilAE5y/P1HV+voMd3RmeOrUVAeHUnfv33PZwECWZ+TM/OJ99s3MG65LkgwneeFGvEd/S8tDzuq3pr+tfeWvtgxN7UimTU+mz0jNjBmpmzUrtTNmpamtNU1Nzamvr09lzIF85f770/bB96bpv//f6LaLDzo4i17z+lSnTU/dVb9P3Z9uTLWlNdNmz85TnvTk1Wf3O6eNhkJaWor+7NZraCjNX/3PtHzq46PXgQztuFO6PvPZ9B/5nCxbtjRXXnlF+vr6UlMz8mncfvvtv3HRWajhkovTdsrJozE/3NaeFR/8aHrf8KateyoibCBhAUyeoaE0/vS/03LWGaPTApJkePr09Bx3fHr+z1u26nXok5GDsJbzzk3zBV8ev4rOIYem+8R3Z+CwIybnIulqNZUVXWs+cB87jWbxotTe8dfU/n1eBvv788sk3UkGP/LxrNhhx3R0dObQQw9f8zKdg4OpLF065sz+4rWf2V+6ZPXFsg8u22Q/5u+TLMjIPPmBffdLzby7UtPVlcbBwTx3k71LMlRbl/72h0zJGT2737Z66s6qxyu3DTY2pfWB+3PQV8/P7BtH7hb92yT3HPiULHvJy9J2+23p/Or5SZLhlpYcO3PWw6fmrOGgfWQKz7RUp07ddNMIh4fT9M0L0/qxD49G3NDsbdJ16pmZ/7RDcvnlvx2dplOtVtPf359nPes5adncAbEGtX++Ke3venvqr7t2ZDw1Nek57visOOX94+6+Xa1W88ADD2RwcCDbbLNtarfwdL/KggVpe/97xkVa31HHpOvUMzK83fZbdCywJQgLYPJVq2m45OK0nHX6+Dvptk9Jz5uOS89xx6e6ta7j3tubmiWLU3PXXWn+rwvT+JMfpdLdnaEk1ySZN3ubLP/4qZk+a1bmzDlw3PzpCalWU1n+4Dqm5qzljPzSJals4Nz3PyS5PyMH6T3HHZ9K1/IMPfhgdq+tzT6VrP7kYNX7Ln9ww36WCehvbX3IgfuYufQrz8Y3L1qU3S79RVoXLcqvkjxYW5t5hxyawcbG7H7JL5Ks/ez/UF19BqdMyeDUqRnqGDmAz7RpyfTpqZk+I5k+Y/WB/ZgD+rS0bHggDg6m+bwvpPX0T43eG2Jo511y6799KFfW1KSpqTnp60ulvy8DDY3Zceddsu++Ty7689tYtbfflrZ3vSMNf7hydFvPG96UFR/8aKorb9C2bNnS3HzzX9LT05O2trbsuefeaRtzEL9F9PSk9czT0vwf54z++x540pPT9dlzMvjk/bfsWCag5r5/pPMZT0nN8gdHIu3TZ6T/2BdM9rBgsxEWwNajWk395b9Ny+fOSMMVl41uHm5qzl+PPibzXvryTNltjzzucTtv2htdrXFt/PUfuNcsXTLuZmJjXZaRuf81ra1Zft5XUx0eSk1PT56735zULlu67tcdu4LO0qWpDA1tup81SbW5OUMdnRmaOjUDrW2pXbggTfPuzkXVaqpJ+lpb8+D2O2TmbbcmSVqSbMiaNNVKJf2tK6fjrDyDv2r+/kBb+8g0mWnTkukzUpk+PbUzZ6V25uzUz5yZptbW1K3lDHxl8aK0ffSDafr2N0e3Xb3/gbn1Va9OZdvtUnvXnan//ZUZbmtL87RpOeygp445w78yEDZw/v7Gqrv+2rS9652pv+mPI38mdXXp+dd3ZsXJpyTNzbn55j/n9ttvz9DKv9vtttsuBx108Oa9gdua9PWl5ZzPpuXsM0dXaRp8whOz/IxztsrpfFNe98o0XvyzJCP/jlec8oH0vPX4rXrxh6avfSV1f74pKz60OtLg0UpYwGNQtVodN6d6i+ntXfvB+9jVbZYsTs2996T2H/dmuLc3l2ZkLv3wa16XrrnPTm1tbY488tlpfOiF3qum/zz09R66es5D59ZvwNr4E/oxk/x3Rg7IqzU1GW6fkpplS9OX5OkZWe5yUxhobBqdnjN2Cs741XTaRufa97W2Z6CtNUMNjWlsbMx2t9ycfc79XFpWzvu+qK4uS5//wgwc88K0/ugHabzox6m2tqZtypQctu32q8/kr1o1Z+zjjjGr50yZumnnjVerafz+d9L24X9LzaJFSUamy3V97NPpeuGLc8mlv0hSSW1t7copOn059NDD09k5bdONYaK6utJ62soLdFeuHjZwwIFZfsY5Gdp7n3G7DgwMpKtreZqbWzb8k6xNoO76a9P+9n9J3cqArDY0pPvkU9J9wolJQ8MWH89E1P3vVek49jkZOHxulp/+uQw/bufJHhIwhrCAx5Du7u5cc83VWbx4SWpqKtluu+2y//4HbNi844eunLOmeftrO7vf3b3BY/5Tkr8mqcvIhdHVjs5k+fLMGBzM0+vrHnYh7oZO/1mfVUtf9re2pW/0IH38gXtfW3uGKzXZ9bJfZftrr8nSjFxQ3L/Tzvnrc47Kvt/6RhpXrMhQkt2T7P2Q9xhsacng1I4MTZ2a6sqD88q0kbP51c5pD59r39GZakfHRq+gtaYz//2Hz821b3t7bulekfr6hmRwIKmtTV9/Xw488OBsN0nzwWvu+lva33NiGn7769Ftva/453R99JOpTp+eZOQA/ZZb/pJly5alqakpe+65d1on4eL/hl/+PG3vfdf4C3Q/8OH0vuHNW+VSvnU3Xp+O585NZXg4/U9/RrrOODtDu+0+2cNar7rrr83gfnO27hs8wmOUsICN1NXVlTvu+Guq1Wp23XXXTNnKP+IeHh7OxRf/LDU1NSOfVlSrGepekWm1tXnGro9/+Nn8h/2+eLOc3U+Sam1thjs6Mjhlagbbp6S/rS11Cxek9Y6/5tdDQ+lO0t/cnMW77pZt/vyn0e97/ga8x2BDw+qz92Om5wy2T1k9NWflMph1s2aldtbs1M2anYapHalZ10HhGs6mD3R25jsvfnly+NykUknDL36WDA+nu7ExRz7tkLRtt8P4QNhSy7uu48x/30tfkVQqufHGG3L33XdleHgwdXX12X33J+QJT3jilhnfWAMDaf7iuWk989TR6WaDu+yartM/N3JB/Fam7uqr0nns6oVXHykX6Lac/ukMb7d9ev/5tQ7UgWLCgq3Cqn9ekzI9ZyPceecd+eMfbxi5+DJJb29P9txz78k5AJugefPuzo03Xp+GhsaRdd8/cEoqKw/aX5SRNfVLDdXWja6GM251nFXTcx6yYs6qG1tV29rS2NScpqbGTL/zzjzhs6eldeX0jN9UKnngecem/59elvqrrkzz1y/IcFtb6tra85yddlr7Da0e8vvmuHlazd/uTPspJ63xbPrtSxblppv+lObmkRVzent7ssMOO+WAAw7c5OPY6LG+8tXp+sgnRs/8rzI4OJje3t60tLRs+Tn/GbmQeMpb3jD+BmInnJjuk94zuTfBW5dqNVNe98rU3XB9uk49M/3HbEj2Ajw6TDQstt6ronhE6+vryzXXXJ2FCxcmSWbOnJkDD3xKGrbS+b3JyEHX2APGJGlubsktt/wlu+yya9HYq9Vq+vr60tfXm97evvT29ow+7unpTV9fbwYG+sd8x8RDbN68u/LAA/enUqlJ/fLleerKi0aHk/RlfFgM1zdksGNqhqZ2jJmaMz2ZNn383WkfMj0nra3jzno2rPw1EZWu5Wn59MfT/JX/XD03fc4Bmf3+j+T2xYvT3NiYgUOPyMBhc9Pf35c999wry3bbY8I//yY1MJDm/zgnrWeeNnoPi4eeTd9t+vRMmzYjd9xxe4aHh7PjjvtOznSiVWf+z/j0+LGecXYGDj18jd9SV1e35Vf7GWO4ozM1/xiZTjRwwEEjNxDb66ETyLYylUqWn/n5pKnRBboA6+ETCzaLSy/9ZQYGBkbPig4PD6exsTHPfOazJm1M1Wo1AwMD4w7m+/r60tPTk76+3tx333354x9vGBMQ1SSVDA4OZpdddsmsWbOzIQf8I9+f0e9pbGxMU1NTGhub0tTUNObrxjQ1Naeurm6jPtlZvvzBXHrpJSNrzg8OpOHinyVtbelvas7znvmsZNr08Xe+3YIafn5R2v7t3an9x71JHj43/c4778itt96c3t7e1NfXZ5ddds3eez9pi45xlbprrk77u96Zupv/nGTl2fS3n5juE7fOs+lNXz4v7e8/JcnWP9axGn/w3VSWLXMDMYBHEFOhmDSLFy/OZZf9Ks3N4y+y7OnpzhFHPDNtbe3p7e1Jb2/fyoP78Qf6vb29meA/yzUYezA//sA+SRoaGkYP8JuamtPY2JjGxqY0Nzelt7cvV1xx2cMuDu3p6c4hhxyWmTNnbuSYNr/rrrs28+bdlebmllSr1fT29mS//eZk5513mZTx1Nz3j7T923vS+LOfjG7re97z0/Xp0zO87Xbj9l31aU5DQ8OkTM9JtZrWD71vZLWflf/uBg46OMvPODtDe+615cczUX196Zz79FQ7OkfO/G/NYwXgEc1UKCbNihVdqa0duWh1cHAgf/nLyBng/v6+DAwMZPbsbcadqW9sbMz06dNHz+A3NjZOygHmlCnJ1KlTMzAwMPrJQbVaTUtLa2ZsrTdxW2nOnAOy/fbbZ968eampqcnuu+8+ORedDw2l6WtfTusnP5aarpGTEUPbbT9y86ijj1njt1QqlUlZknPMAJKGxlSq1Qy3T8mKD/17el/3xq3/bHpjY5b94CcZnr3N1j9WAB4TfGLBJtff35+f//yihx0s9vf35aijjkn9llopZyP09vbm6qv/kCVLFqdaraajozNPecpTR6YZsV4NP78oU1//qiQj93noefNb0/2+D6baNrEzHZOmuzttH/tQuk98d4a32XayRwMAWxVToZhUt9zyl9x881/S0tKaarWanp6e7LXX1r260liDK++ZsLY7BbMW1WqmvvQFqSxZkq7PnjOyJj0A8IgmLJh0S5Yszp133pkk2W233TJ1asfkDogtorJoUapTpyaiDAAeFYQFAABQbKJh4Yo/AACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKVarVanWyBwEAADyy+cQCAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACj2/wE8GR5rcvSqPQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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44/PT3t6x6m8EgGcoVyxgnKy77uLlTu+55+5xHMnqu+++FT/w7uc/vzRf/OK/J0k22WSzvPa1f7fc/S644LxVLkP7zW9+Pb/4xWVJkg033Cg77LDTmg14Ja6//trcffddK3x/cHAw1157TZKks7Mr06dP/7OPAQD+krhiAeNk6623yaRJ7RkY6M+XvvT5tLS0ZoMNNkxz82jvz5o1a8KdIX/961+T5z73edlvvwOzxRZbprW1Lffd96dccsmP8uMfX5QkmTJlak4++fS0t7cv9zP+8z+/mM997l+yzz77Z4cddszGG2+Szs6u9PT05LbbbskPf/iD3HDD9UmStra2HH308Wlt/fP/p+rqq6/Kf/3XV7LDDjtl9933zLOfPTvTp89If39f7rrrzvzv/347v//9zUmSl7zkZWtlDADwl8TflDBOurq6c+SRr8k3vnF2fv/7m/P+979zqfc/+9nPZ86cXcdpdMvXaIzkqquuyFVXXbHc9zfffMt85CMnj92bsCKPPfZozjvvOznvvO+scJ/11ls/xx57Qp7//N1KY16ZkZGRXHfdNbnuumtWuM8+++yXt7/9nSt8HwAYJSxgHB111Luy6aab5cILz8/tt9+WBQvmZ3h4eLyHtUIf/vA/5aqrrshNN/02Dz30UHp7ezJ9+ow8+9lbZd99D8ghhxy+yjP7n/nMf+SXv7wy1157de64447Mm/dwHn30kUya1J511lkns2dvnd133yv773/Q2BK2a8PrXveGbLfdc3P11VfmN7+5IQ8+ODfz5o3eH7Luuutmu+22zyGHHJ4XvWjPtTYGAPhL0tRoNBqrs+PcuY+v7bEAAAATzKxZq/e8KzdvAwAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAYA00PfRQprz1jWm58bfjPRSYEIQFADAhtPzmhqSnZ7yHsdq6PvPP6fju/2TGfrtnylFvSfPtt433kGBcCQsAYPz19WXa616VdV6wYzq+8sVkYGC8R7RKjcmT0+jsTFOjkY5v/3fW2WPXTP7ge9N875/Ge2gwLoQFAPwF6vz85zLl3Uel+c4/jvdQVkv7+d9Ly71/SssD92fKsR/MOrvvkvZzvp4MD4/30Fao5+jj8vBV16f379+aRltbmoaG0nn2f2ad3XZK94nHp+mhh8Z7iPCUamo0Go3V2XHu3MfX9lgAYEJqufUPaXr00QzN2XW8h7Jamh5/LOvs+rw0z5uXRltb+l7/pix474fSWH/98R7aijUaabvkR+k+7eS03XD92OahrbfJgg//UwaOeGnS1DSOA1y55j/eke4zPpb2c89J08JDq5HJU9J71DvzyJvekt/edVcee+zRdHZ25jnP2TZTp04b5xHD6ps1a8pq7ScsAHhqDQ8nLS3jPYonZeobX5f2C85L/yGHZ8Ex/5Th7bYf7yGtVNNDD6X79JPT8Y2z07TwjH+jszO9b/mH9LzzPWnMWGecR7gSIyOZdP730v3xU9P6h9+PbR7ccecsOPaEDO53QBpJHn744QwNDWXWrFlpbp44EzBabr4p3Z84Le3nfy9JMpDke93dGXrJyzN00MHJpPb09fVljz32ysyZM8d3sLCahAUAE1L3R45Lyy2/T8+xJ2ToeTuO93BWqWnu3Kzzwp3T/PhjSZJGU1P6X3FkFhx9XEa2fPY4j27lmm+7Nd2fPD3t3/nW4rPoU6am9x3vTu/bjkpj8uodLIyLoaG0f+ub6T7jY2m5686xzQ8+f7f88ODDsmCzzZI0paWlOXPm7JqNN95k/Ma6HK3X/irdHzslN/zk4tyVpCXJ8PTpGTj8pRk48OB0Tpmcvffeb7yHCatFWAA8A7R/8xsZfOHuGXnW5uM9lNXS/Kd7ss5uO6Wpvz9J0vfSV6Tnw8dnePbW4zyylWt6+KF0fe4z6fzKF9LU25skabS0pO9v/i497z86IxPsoHZZLTf+Nt0fPzXtF54/tm1k3XXT854P5M4jXpbf3XF7enp6Mnny5Gy//XMzbdr08Rvssvr70/F/vpruT5+R5rkP5IIkw0kGd9wpg3vslZF1Z6a/tzeHz9k1k9JIBoeSocE0DQ4mg4NpGhpKhpbcNpSmodH3MjQ0um2J98ZeDw2maYmvhwcG0zvQn/6BgfQNDqR3YDD9gwPpGxxM3+BQ+oYGk+Gh0StyQ8NpGh5KY3g414+MpH/hv8q0JFsmmX/GmRmctX4OO+yIcfu1wpMhLACejEYj6etLOjvHeySrrfmO27PO7rskTU3pe93rRw9wN9hwvIe1Uk2PPZrOf/tMur7wH2nqWZAkaTQ3p//Vr82CDx6Tkc2eNc4jXLnm++9L15lnpONrXx09+EzSaG9P7xvfnJ53fyCNWbPy2GOP5r777s306etkvfXWG+cRL631V79M9+mnZNLPfpIkeSDJxTNmpPkVR2Zgr32T1tb09fVl//0PzJQpq3Eg0WiMHqAPDi48WF/ioH3RQf3Ye4u/Xu7+iw7yl3hvqYP8nt70/fLK/L/rrsnkJW7ofizJn5JsnGS9JEMLt6/p3RiLDoqalnndkqQjSefC/132dUeWvyLOFRn9PS8aTyPJ4//+pbStOzP77XfAGo4SnlrCAuBJmHT+eZl87AfT874Ppe91r08mTRrvIa1S+zlfz5T3vXPxHPqOjvS+6a3peff701h33XEe3co1zZ2brs/+czq/+pWxqxeNtrb0/e0bRgNp/Q3GeYQr13znH9P9qY+n/b//b5pGRpIkI51dueQlL8vtu++ZtukzMjg4kMmTp2TvvfdNW1vbOI84o2fSFx60t13603Sd+cn87PrrsmDh2yNdXWl0T85Id3dmNjVn9/ZJo/svc4CfwcWx0PQUr9g0P8n3k3Qvsa134T/PS7JDktaVfH+jqSlpa0ta29Joa0vaWtNobUva2tJobV36vdbWhfu0JS0tC7ctfi9ty+y3zOc0WlvTcuutGfrhD3Lhww+lY+EYhrbYMvOOelfmHHTwhJu+BSsiLIBx0/lvn83AwYdmeKvZ4z2U1TM8nBn77Z7Wm28a/XKzZ2XBB49J/5GvGT2AmMCab7t1dCWa/zl38Rz67snp/Yd3pPeod6YxwVeeab7n7nR9+pPp+MbXlr7J+O/flrv/9g254Z67Mn/+/HR0dGarrWZnswl2RaPl979L1ydPT8f3vpNbk1ybpK2rOwP77p/hzTfPSFNz1u/qyvM33WyZs/fLma6z5JScJc7eP2G6zsJ9GwMDycBAGgMDaQwOLIyA0ek4TYNDaRoeStPQcJqHh9I8PDz252NJ38/is/JL6khy0Nr91a1So6Vl4QH6aACktS2NJBc8Mm/097LQ4DbPySOv/psctt8BmdTVuTgUWlpHv2/sM9qeskUDWm+4Pt0nHp9JP780SfJIkqu3fHbmvuZv0rrzLpk9e2tRwdOKsADGRevVV2XGYQc+raa3pNHIpB/9v3R97NS0/ebXY5uHZm+dnqOPS/9LXp5MoFVnlqflphtHV6K54LyxbSPTp6fnne9L75vflkZXV+655+48/PDDWX/9DbL+BFt2dNlAejzJBe3taT7sJRk49PA0OrvS19eXOXN2yaabbvbED3gqp+QMLv7exkB/Rvr7k/vvyxXXXZO+Rx99wtBGkrxsrf8G18zFydgVi2T0YH5g1xdk5uTJ2W3DjVZ8Nn5s2xPP+C//vbYnHOSPXSFYtK21ZXEAtLUttbRs0/33p/uTp6Xj62fn0ZGR/DRJz9RpGXrFX2Vgj72z05xdJkR0Nt/7p3SffvLolayFh1fDG26UBcd9JP2v+usJ/98RWBFhAYyLjrPPyuTjPpSmhU/NbbS1PW3m/2dkJJO+/910f+K0pZe5fO4O6Tnm+AwcdMiEXkc/SVqvuybdHzslky758di2/pmzct5hR+TRF+2Z9smT09fXm+nTZ2SvvfYZn2U6R0ZWeFDf+rub0vn5f8uvfvbTzM3Cee5tkzLS1pp0daV9eCQHt7aOTckZC4UJ8BC1n2Z0vv/yvGSZr5d7Nn5sqk3rKt8be93SuvSB/PKm6yzzXtra0hjoT/sPL8zjP74olzQa6UgyMqk9/S8+JI+/9OU58MWHpqura+3+wlZHT0+6Pv+5dP7rv6R5wfwko1e0FvzDO3PHa16XofZJ2WCDDdMy3ssXz5+frs/9S7r+418X39zf1Z2ed78vPf/wzmQi/C6hQFgA42a501sWzf9/1/vSmOhrtw8PL1zm8uNpufOOsc2Du74gjx19XK6aPCX3339vRkZGsu66MzNnzq7p6OhY8eeNg7ZfXJauj52SSVdcniuS3J+kse7MDO6+ZxozZ2VoaDDPXmdGtl9n1vLP5D+JKTlNY2fvF0/JWfQZiw7+m4YWTscZGk5zY2SV41/2TPoi43H2v7HMAfqSB/NjEZCm3Hv/vfnFvHlZdAg50taWR088NZtsu1122GHHxWfjW1vH78z1wEA6v/rldP3zJ9I8b16SZF5LS351+Esy72WvTPcGG2bbbbfP5MmTx2d8i4yMpP3cc9L9sVPS8qd7kixc5vfVr82CY0/IyEYbj+/4FhkeTsc5X0/Xx05JywP3JxldjKDvb/4uPR8+fsLfKwSrS1gA4675tltHb3D99n8vPf//7Uel96h3ZWTqtNxzz92ZO3dupk+fnmc9a/MJ9aCrDAyk4xtfS9enP5mW++5Nklya5L5tt8vwq/46w7O3SaPRSFNTU1784kPS1NQ0OiVnmbn0K5uSs9RZ9ydMuxla5kB/BdN5lpirP9Lfv/ifvr60PnB/fnzrH9Ky8ArSkrqSTNQ1aa5N8seMrsSTjB6sDex/YLo6u7LvFluu3Sk5S+yf1taVX6Xq7U3nF/89XZ/5dJrnP54bktzc1paeAw/OwCGHZcMtn53nP3+38f9z3Whk0g/OT/fJJ6T1tlvHNvcf/tLMP+GjE+p5HG2X/zzdHzkubb++bmzbwJ57Z8FHT5tYzz0ZGcn0ww9K269+ObZpYJ/9Mv+jp0/4ByjCkyUs4Blo0UHuRNNy802jD+n6/nfHtg1OnZYLDjs8D+25byZNm5aBgYG0tLTkgAMOSnt7+1MzsEURMDS0ggP9hQfyC+an/TvfTs75es57/LGxM9KN1tY0Jk1K38hI9mg0svHw8Oj3TDA/yOIlOJc0Jck+zc3Ln3bzhFVylp6Ss9S0m9bW1VwlZ+HXCz9reRHQ1DM/7d8+N00/vigXLPzrqam7O32HvzTzD3hx9tp3v8yYCE+NHhlJ+3e+le7TPpqWu+8a29x35GvyyNHH5bFp09LZ2TUhrmS1Xn/t6I3El/98bNvgTjtnwUdPz+CL9hjHkS2t5bZb0n3SCUs9a2Po2VtlwYmnZuDgQyfkNMSuj5+S7k+fkaFtnpMFJ52agf0PmpDjhCphAc8gPT09ufrqq/Lww/PS3NyUjTbaKDvvvMv4zzteRuuvr0vXx09N+49+mBuS3JKkecqUDOy5TxpTp6bRSGZ2tOeF628wehZ+aHjps/XLu4F22Sk7Y8thjq6WMxoLi1bMGRq7CrBopZwn45EkF2bxUpeNjN4DMJxkdpK1fY6ysQYR0DR/fn5/yx9yc29PFi2gO7jtdpn3rvdn1xe+KBttsulaHvVq6u1N1xf+LZ2f+fTYXPqBjo5cfeRrcv+hR6Rjxoxsu+326e7uXsUHrX2tV16RyScem7ZrfjW2beCFu2fByadnaKc54ziypTXfc3e6Tz85HeeeM7ZteONNsuD4E9P/yldNuBuJ27/zrUx9+98nSUbWWScLPnRs+l7/96N/rieq+fPT8d3/Sd9r/mbCryAHFcIC1tD8+fNz6623pNFoZMstt8zUCb5c58jISC688II0NzePXa0YHh7O9OnTs/uL9vjzrpTzJJfLzMBAhvv7MtLfn0Z/f0YWLo3ZOu/hXH7nHzO4nOk5yRNvdJ0ohpN8N8mShzkDL9w9C9ZbLwdu/ZxM7Z689LSb5d1Au8SqN0vfwLv8KTtLrZLzJA4EW275Q7pPPiHtF16QJPlVkj9suGF6jnx1mnbaNbO33ibbbPOcP+evZ82MjKT92/+d7tNPTss9d49t7nv1a7PguI9MnLn0SZpvvy2TTzlxqStvQ1tsmQUfOSUDhx0xoc5Ut9x0Y2YcvG+a+vqSLJyC+J73p+ft75i4D4FsNDLt5YdlaOdd0vO+D6YxkZ7+Dc9wqxsW8pq1alG3TsTpOctz22235te/vi4dHaN/8d5xx23ZdtvtJ8YB2ArcffddGR4eSktLe5oenJvJx34oTcND6R0aytRGI0/RpKInrTPJ4DLbGs3NaWttzUh7xxPmuS8+M7/sSjnLTLtZ3io6YwfrLUu8bltFBCzxvUkmXXhBOs75P9l+/vxcn6SjpSUDe+2bR17+ymyyzbZp22XX9D7Vv8TlaHrooXT988dHHzy3cFrWyLrrZuujj89Gr/3b9A0Npaura/zn/Cdpu+LydH/k2LRdd+3YtoHd9xydS7/jzuM4sqU1Pf5Yus74eDq/8oWxp22PTJ+eng98OL1veuuEfJji8HO2zdD2z03rtdek73VvyIIPH5/GBHsK+BM0NeXR75w/4a6kAKtPWLBW9Pf35+qrr8qDDz6YJJk1a1Z23fUFmTQB/wJeZGhoKL/5zQ3p7Fy8LGBnZ1duvvnGbLHFlqWxNxqN9Pf3p7+/L319/enr6x37ure3L/39fRkcXPLs/eqH2J133pEHHrg/TU3NmfTYo9mtb/TwdiRJf7LWwqKyXGbTI49k9s035ucLFmTRudPB7Z+XR97/oWy77XZ5aKut19Kon6RGY/SJ3CefkJY7bk+SbJNk8iGH5ddHvibN62+Q52+6WTaaCGfV+/vT+eUvpOvMM9L82OizFBqTJqX37e9Iz3ven8bUaWlNMs5r/SQZval/8iknpv38741tG9ry2aNz6Q85bEKd+U+SNDWl41vfTNPgYBptben9+7em5/1HpzER7vVYkaamPH7GZ5KWlgxvu914j2b1iQp4WjMVirXiRz/6YQYHB8fOio6MjKS9vT3773/guI2p0WhkcHBwqYP5/v7+9Pb2pr+/L/fee29+/evrlgiI0Rn0Q0ND2WKLLbLeeuvnyRzwL36e7ej3tLe3p6OjI+3tHeno6FjidXs6OjrT2tq6Rld2Hn/8sfzoRxelq6srTX09mXThBWm0tGYoTTniec9L06T21V8pp/WJK+uscKWcNTgAaLnpxkw+6fixZyzckuT6TTbLI3/16jTvuGO22GLLbL/98570564Nrdddk+6PHJdJV1w+tm1wl10z/6TTM7TbC8dxZMtoNDLpvP/N5JNPXGpp3L5X/FUWHH/ShHs4Ycvvbs6M/fdYfOZ/xoz0fPCY9L7hzRPyzP8iHWeflUmX/HjCraAE8FRwjwXj5uGHH86ll16czs6lb7Ls7e3Jvvvun8mTp6Svrzd9ff0LD+6XPtDv6+vLav6xXI4lD+aXPrBPkkmTJo0d4Hd0dKa9vT3t7R3p7OxIX19/fv7zS59wc2hvb0/22GPvzJo1aw3HtPZdc82vcuedd6SzsyuNRiN9fb3Zaac52XzzLcZ7aEmSpgceSPcnTkvH1/8rTSOjzzAYXm/99Bz3kfS++rXpHxrKpEmTJsT0nOZ77k73aR9Nx7e+ObZteJNNs+CEj6b/5X81oc6mt95wfSYf88G0/fLKsW2Du74g808+PUO7vmAcR7YSjUamvfKItF11RXrf/Pb0vP9DaUyfMd6jWrVGY0L9fw/wVHKPBeNmwYL5aWkZnZc+NDSYG2/8bZJkYKA/g4ODWX/9DZY6U9/e3p5111137Ax+e3v7uBxgTp2aTJs2LYODg2NXDhqNRrq6ujNzgj/Qbc6cXbLxxhvnzjvvTHNzc2bPnj0xbjpfzko/jc7O9Bz1rvS8873J5MlpStIxAVZTaZr/eDr/9cx0/cfnFt/wOnlKet77gfS+9agJecNr07x5Y1ExvNmzRuPnpa+Y2AfATU2Zf8a/pNHSkpEtthzv0ay+ifw7BZggXLHgz25gYCA/+MH5T1i/fWCgP4cccnjaJvDSgX19fbnqqisyb97DaTQamT59Rl7wghemq6tr1d/MYovW+D/1pAm/0k+SpNHIjP33TOtvbxj9srk5fX/3piw4+rg0JvCVqiSZctRbMrT989L7lrcnE+CZCQD85TEVinF188035qabbkxXV3cajUZ6e3uz3XYTe3WlJQ0tXE2ndQKcSX+6ab32V5l8zAfSdu01Y9sm4ko/y+r42lcz5QPvTv8BB2XBiadm+DnbjveQAGBCEBaMu3nzHs5tt92WJNlqq60yzZrkzwhtP70k01/1siQL1/g/8dQMHHr4xJ9KMjyctit/kcHd9xzvkQDAhCIsgHEz5R1vy9COO6X3jW+Z0Cv9AACrJiwAAICy1Q2L8V/bEQAAeNoTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAAChrajQajfEeBAAA8PTmigUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQ9v8Bk0fdfDvOMN4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XvewVj8fwl3PVVVfktttuXennh4eHJ66+dHV1Z+bMmWtlHAAw2VyxgEnylKc8Ne3tHRkaGsxZZ/17Wlpas8kmm6a5ebz3Z8+ePeXObF911ZW5/faHD6KXPEU7SW677dacf/65y+y/sns33vWu9+TII9+UwcHBHHXU2/P61x+R3XffM0NDg7nggv/Ld77zzSTjTyR/9atfu8L3+MQnPpKRkZEceODB2Wmnp2XTTTdLR0dHFi5cmCuu+M3EA/KS8elXL3vZKyu/9ZW67LJLc/bZn8suu+yWZz7zWXnyk7fLzJnrZ3BwILfeeku+9a1v5MYbx6d8HXbYi9fKQ/oAYCpoajRW79bGe+99aG2PBf7ifOYzZ+ZLXzpnhZ8788x/X+MpQGvLqaeemO9977urvf+qpmpdeOHPc8opx6W3t3eFn99yy63ykY98MltsseUKP3/44YflrrvufNQxHHjgwTnmmOPWeOWrZz1r/L/BEUe8JW96098v9/nPfe6z+fznz3rU9znggINy/PEfWukzOQBgqpo9e/X+DXXqDCbRkUe+I1tuuVW+//3z8sc/3pTe3kUZHR2d7GGtE8961v45++wv52tf+99cdNGFuffee9La2pYtttgyBx307Lz85X+dzs6VX7E59tgTc+WVl+faa6/JHXfclgceeCC9vYvS1dWdjTfeODvvvEte+MJDs/POu6zV38drXvO32XHHnXPZZZfk2muvyfz59+b+++9PkmywwQbZcced8oIXvCjPeMaz1uo4AGCyuWIBAACs1OpesXDzNgAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAANZA55e+mJ7j3p+m+fMneygwJQgLAGDyNRpp+8mPkrGxyR7J6unrS/fpp6T7s5/OrL13TfdHTk/Toocme1QwqYQFAPw5ajQmewSPSfuPf5iZf/3SzHzuAWn78Q+n/PibFi3KyN5PT5I0L3ooPR85PbP22iVdn/10MjAwyaODySEsAODPTaORGS87NN1nnJqmBx+Y7NGsls4vnp0kabvmqsx81csz4yWHpPXSSyZ5VCvX2GijPPi5c3L/D36aoQMOSpI033dfph33/sx65h7p+N//TkZGJnmUsG41NRqrd0rg3ntd3gPgL1P798/PyA47ZuxJW0/2UFZL+7nfyow3vT5JMrb++ul753vS/8a3JF1dkzyyVRgaSuf/nJPuj56Rlnvuntg8+LwXpPf9x2d0p50ncXCPru0XP0vPqSem7fLfTGwbecpT0/u+4/LQc56X6+ZdlwcffCBdXV3Zfvsdst56MyZxtPDYzJ49fbX2ExYArFuDg0lHx2SPYrU1Lbgvs/baNU0D/Rl43RvSd9Q/ZWzjTSZ7WKvUcu01mXbK8Wn/yY8mto1uuln63nNMBl792qStbRJH9yj6+tL1n59N979+PM0PLEySNJqaMvjSw9N7zLEZm7NNGo1GFixYkJGRkcyePTvNzVNkAkajkfbzv5ue009O6403JEmGknx7zjYZeuXfpLHz05IkAwMD2Xff/bLhhhtO4mBh9QkLAKaekZGsf9AzM7zXPul7zzEZ23yLyR7Ro2r/7ney3lv+Nk2jo0mSRldX+t9yZPre/q40Zq4/yaNbtbaLLkzPh05M22WXTmwbmbNN+t73wQy++GXJVDkgX4Gmhfen+9Nnpuusf0tTX1+SpNHamnte+epc8Ixnpq+jM0lTWlqaM3funtl8qvxZajSSwcF0fOVL6fn4R3LlHbfn1iQtSUa22y4Dr/ybjG6/Y7q6OrP//gdN9mhhtQgLgD93Q0Pp/tQn0v+3b0pjgw0mezSrpfN/zsn0o96eJGm0t6f/iDen753vSWP27Eke2ao13/SH9Hz4tHR88+tpWvzP5th6M9L/9nel7y1HJj09kzzCVWg00v7D76fntFPSet21E5tHdnpaej9wXG7fdW5uuPH69PX1Zdq0adlpp50zY8bMyRvvIzTdfXd6Pv7hdH7xC2kaHs75SUba2zP0vBdkeJfdkpaWDPb35UW775n2xlgyPJKm4aFkeDhNw8PJ8HAyPJSm4ZHF25b93PjrkcX7DCcjw2kaWvLrUDIykqahoYwOD6V/YDCDw0MZGB7OwND4r4PDQ+kfGc3gyHAaIyMTAZokjSRXJhlc/HpGkq12n5u+dx+T0dHRHHLIoev6xwlrRFgAPAZNix5Ko7MraW2d7KGsts4vfC7Tjz4qY9Omp//It6f/rf+QxvT1JntYq9R86y3p/pd/TudXvpSmxcuKjvVMS//fvy39b3tHGlN83nnLb69Nz+knp+MH35/YNjZ7o/Qe9d4MvO6IpKMjDz74QO66687MnDkrG2200SSO9hHGxtLxza+n54xT03LzH5Mk9yT50ZO3S179mow+dYck49N0Dj74OZk+/VEOJMbGljlQz9BwmkaGk6GhNI2MLP51Ra+XOmgfHl7uc0u+ZskB/ZJ9m+6/PwO/+XW+d9utmbZ4CI0kdyR5KMnmSTZKsuR26aY1/DEtOShqesTHLUk6k3Qt/vWRH3dmxSviXJzxn/OS8QzN3SP9Rx2d9vb2HHTQs9dwlLBuCQuAx2Dae/8xbb+6ML3HHJuhQ188paeILDHt6KPS9YXPTbwemzVr/CbdI948tW/STdLyuxvTfcap6fzONye2jc2cmb53vDv9b/q7pLt7Ekf36FovvSQ9p52U9osunNg2ssWW+fHhr8yftt8p7Z2dGR4eyrRp07P//gembTLuaWg0xlclWuqsfNPwUNLfl85vfC1d/3VWfnrf/PQu3n101gZp9PSk0dKS2Ume0d4+ccZ+4sB/6asBS52ZX1cWJflukiXXhxpJ7sv4Af3TkuySZGWnBhrNzUl7exqtbUlbaxpt7eP3mrS1pdHWlrS1L/518evWtjTa2xbv055GW+vy+yx53dr68Hu3t6XR2pam3t50nH9uhn7z65yf8fAYXW9GBl/1mizae5/sscdeU2f6FjwKYQFMjt7e9Pzzh9J/5Nszttnmkz2a1dL8p5sz6xlzx8+cJhl+2q7pe/8HM/Ts5yVNa3rec91ovfyy9Jx+Stp/9pOJbaObbDp+k+7fvG5q36SbpPXqK9N9+inp+NEPJ7aNbrRx+t59dO445LBce+O8LFq0KJ2dXdl22+2y1VZPmsTRPkKjkbaf/jg9p52ctquuyB+SXJGkdbPNM/S8F2RsvRlpjI5ko66u7LXlk5Y6+754Cs4jzuYvPwVnqdcT03bGp/VkeDgZHEpjeGj8a4eHltp3JM2jI2lejaVOv5uHz8ovrTPJcx/fn9ZqWeEB/pJfW1rStHBhzl9qxahGc3P63nlU+tabkUMOfm7auroW79+etC11sL/469eJRYvS/amPp/sz/5qmxc+zWNAzLZe8/JWZf8BB6Zw+Pdtt9xRRwROKsAAmRdcnP5ppp56URkdH+t/w5vS96z1pTPWVT0ZH0/H1r6TnI/+clltuntg8vPfT03vsCRl+xr6TN7bV1Hbhz8cPcJe6SXf0SVun95hjM/jSw9Nobs7tt9+WBQsWZOONN8nGG288iaNdXtvFF6Xn1JPSdsmvkoxPbTlvg9lpOvwVGX7ms5LmlgwMDGTu3D2y5ZZbLfvFjcbiefSPODO/3Dz6NZxzP7Hv0LIH+ENDaQwNZWygP823356Lfv+79A0PLfd7G0vy4rX/I1wjP04mrlgkyfDWczK2yWbZYNq0PH3TzSbOvqf9kWfsH369TAAsdcZ+6TP4Sx/sNya+ZtnXaW1dcciPjY3//3nqSWm5844sTPLTJA/td2CGX/ryNNabkd12233yo3NsLB1f/d/xcd59V5Lx8Bl4/RHpPfrYqf/3IKyCsAAmRc8Hj0nXf352Yv58o7snfW99W/qPfEcaU+iG0BVaso7+xz48cWCQJEMHHpzeDxyfkd3mTuLgVsNKbtLt336HnPvCQ/PQjjuno7MzAwP9mTlz/ey33wHrbpnOsbFl5tyv8OB/aDCtF1+UrrP/K7++6Q+5N+Pz0sd6eiampnSMjuT5LS3Lz+efAn6W5MGVfO6wpT5uNDUtPlBf/sC60d6+eApO+yNeP2JKzgr3aV/hlJzx163jB/Pt7UlLa1qvuTKdX/rvLLzzjvw441cohnfaJX1HvDGDM2flOc95XrqnwHS01ksuzrTjjknblVdMbBva78A8dNKpuXP2RhkZGc4mm2yalnV1NWIl2n71y/Qc9/60XX3lxLahAw/OopNPz+j2O0zewOBxIiyASdNy4w3pOePUdJz7rYltYzNnpu8f3pX+N791aq+gk4yvo//5/0z3mR9N8/33T2wePOSwPPhP789l/f25++47MzY2lg022DBz5+6Zzs7OSRzwI4yNpePb/y/dZ5ya1pv+kIuT3J1kbJsnj5/97+jIyOBQtl1/ZnacteHDN98uOch/xGo4Kz7TP7Tc9JzG0JJpOQ+f+W8aGZ+SsyQ0V9cjz6RP/Naybs7+TxyIL3eWffEB/pKD/dbxbc33L8hdf/h9LhoaypK7WwYPenZ6/+ql2fJJW2eXXXd7OCAm8SC45dprMu2ED6T9Fz+b2Hbv03bJZa95Qx6aMyfTpk3LDjvslGnTpq3iXda+5j/dnJ5TTljmHpyRJ2+b3hNPzdDzXjBlpig2//GmTDv5+HSc952JbSPbPSW9J536hJhKCatLWACTrvXqK9P9zx9KxwU/mNg2Nnuj9P3je9L/+jem0d6e22+/Lffee29mzpyZJz1p66nzoKskTQ89mK5/+1S6/v3TaV40/nfgz5Lc9fRnZuTwv05j403SaDTS1NSU5z3vBWlqakpGR5eZP78603KWn3rz8FSb5W6YXeYAf/l5942BwYwNDaYxOJjG4EDa7r47P7j7rhUe2Hcnmapr0lyR5E8ZX4knSUY23zyjO++S7o7OHLDNk5e66XbFB/4Trxcf/E+ctZ84m//I1w+f3U9r62rfvN96+WWZdtz70/brS5Ik1yT57bbbpfcVr87o1nOy2WabZa+99pn0P9dNd9+dnjM+lM7/OWdiudzRTTdL7wdPzODLXzllFitoeujBdH/yY+n67KfTNDi+SOvYzJnpe+/70v+GN4//95kiWi+5ODNffuh4fGf8Cee9R38gA69/45S/twkeK2EBf4GWHORONa2XXDy+gs6vfjmxbWizzXPeYS/O/XvsnfaurgwNDaWlpSXPfvZz07E2n8rcaDx88L/cfPzFB/iPWPqyaf78dH7r6xn7v+/lOyMj6c74dJYlU08GRkaz79hoNh8dfcxn5teF7+XhJTgbeXjZy+lJDljV1Jml58i3tq14NZylXq/WAf5yn1vqa1rb0nbJRen6r//I2J135rzF4xzba+/0veq1GZwxI/vtd0DWX3/Wuv4RLqf59tvS86ET0/mNr05sG91q6yw64eT0Pv+QLOpdlK6u7sm/kjUwkK7Pfjrdn/homnsXJUka3d3pe/s/pu9t75w6q281Gun877PTc/opaZ5/7/imlpbx55y8931pzJqCz2kZHs76Bzw9LTf/Mf1v+vv0vefoKf/ARFhTwgL+gvT19eWyyy7NggX3p7m5KZtttll2332PSZ93vIwlK+icfnLarrwi1yT5fZKmjTfJ0P4Hjh9gjoxlw472PH3jTVZ5Zv6RU3FWFAlLVsrJUmvlNy35dfX+2lvOwiTfz7JLXTYlGU2yXZKdqj+jlVhmnv3EXPqH590vc/C/9Lz7RtJy0+9z4+9/l3lJ2jN+sNb7j+9N37ZPyZ5Pf0Y2myIr07RedUV6jnt/2i++aGJb3x575bI3vjn3bbp5Ojs7s8MOO6VnsqfRLVqU7k99It3/9q9p6u9PkoxNm56+o/4p/W95azLZIbFEo5GOb/+/9JxyQlpuvWVi88Bf/016P3B8xjbdbBIHt2LrveE16Tj/3CTJ4HOfn94TT83odk+Z5FGtWutvfp3G+utndJttJ3sosFYJC1hDixYtyh/+8Ps0Go1ss802WW+KP7BrbGws3//++Wlubp64WjE6OpqZM2fmmfs8Y8Ur4qzggVUP3wg7vOppOSt4CNbKlslsDA+lMTCQsaGhNAYHx1fRGRxI6wMP5Bf3zc/gSs7uH7bCrZNvNMm3kyyZ5NBobs7gIYemv7k5z3nqDllv2vRHHPyv7GrAI9bRX8EqOhPTclpaHvs87ZGRdH7xC+n58Klpvu++JMllzc254eDnpu9Fh6Z1xsxst91T89Snbv94/njWSPNdd6bn1JPS8dX/fXiKzpZbpff4kzP4Vy+dOnPUl6z4c9rJabnrziSLV/x57RvSe8yxU+7J4d3//KH0fOzDE6+H93lGFp1y+pRegKD5pj9kvb9/4/hKbAcePNnDAZYiLJgSlvzxmorTc1bkppv+kKuvvjKdneO3Xw4M9GeHHXaaEgdgK3PLLX/KVVddkfb2jjTNvzfT3v9PaRoZTv/ISF6SZC1OKipZ0Qo6jdbWtDW35PndXY/tzPzKzuY/ylz6FU7lWcEBfvMdt6f7059M+69+mRuSXJWkfYst0/83r0vvdk/JFltslT322HPd/xBXoO0nP8q0Ez6Q1uvnTWwbfMGL0nviKRncausMDAyku7t70uf8p68v3Z85M92f+kSa+vqSjD+Bu++o96b/7942dc78J2m94jeZdvS703bVUisTHXBQFp10WkZ3XFvXqWqab/5jZj1rr4xtslkWnXDy+EMfnwh/DzcaT4xxwl+Y1Q2LlT2gEkoGBwdz2WWXZv78+UmS2bNnZ8899077FLrx7pFGRkZy7bXXpKvr4TnHXV3duf766zJnzjalsTcajQwODmZwcCADA4MZGOifeN3fP5DBwYEML7P+/er/w3rLLTfnnnvuTlNTc9ofejD7DCyenpFkMI9/WDSWWibz4afOLnXw/8glNJeZk986Pj3nhnl5yrzr8oskXRkPir5/eFf6dtk1O+ywY+7bdmpMf2i67770fOS0dJ79XxNPGd5u9kbpfNe789tddktrU1N23HKrbDYFHgTYcuMN6Tnx2GVulB/ZcecsOuX0DO93QJLxv/Ane7WfjI2l4xtfHV/r/47bk4zfrzLwmten95gPpjHFnq+RJE2LFk1Exci2242v+POc50/pA+Cxrefkga9+K8Nz95xSkfaopvDPFHh0rliwVlxwwQ8yPDw8cVZ0bGwsHR0dOfjg50zamBqNRoaHh5c5mB8cHEx/f38GBwdy55135uqrr1wqIMZn0I+MjGTOnDnZaKON81gO+B9+nu3413R0dKSzszMdHZ3p7Oxc6uOOdHZ2pbW1dY2u7Dz00IO54IIfjq85P9Cfju+fl0ZLW0aamvKiXXZJc3vHo0/LWXrqzaoeYLUm03KWWMH0nN81N+eK5z4/D7zgkLTOmJk5c7bJTjs9bc3e//E0NJSuz/1Huj96RpoffCBJ0ujoSN+R70j/O49KY9rqnblZF5oW3Jeej5yezi98biJ+xmZvlN73H5eBV792Upc2XZGuMz+WaR86ceL10H4HjJ/533kK/HdfhenvPDIjT9tlfGUiK/4Af2FMhWLSLFiwID//+Y/T1bXsTZb9/X058MCDM23a9AwM9GdgYHDxwf2yB/oDAwNZzT+WK7D0wfyyB/ZJ0t7ePnGA39nZlY6OjnR0dKarqzMDA4O58MKfL3dzaH9/X/bdd//MnmJzqJd2+eW/yS233Jyuru40Go0MDPRnt93mZuut50z20JIkbT++INNOPHaF03NG5jw5g4ODaW9vn/zpOY1G2r93XnpO+mBa/3jTxOaBl748vR88KWOPfOLzJOv8r7PGV9F5YGGS8fjpf+vb0/eud0+p+Fla0/z5mbXPbhmbPXv8mQTPf6Gz1ABTnKlQTJre3kVpaRk/ozcyMpzrrvttkmRoaDDDw8PZeONNljlT39HRkQ022GDiDH5HR8ekHGCut14yY8aMDA8PT1w5aDQa6e7uyYYbbrjOx/NYzJ27RzbffPPccsstaW5uznbbbTclbjpf4fScnZ6WRSefNjE9pymZ/CU5k7Rcc3WmHf/+tP/yFxPbhvfYM4tOPj0je+0ziSNbuZY7bp+IioGXvGw8frZ60uQO6lE0NtwwD/y/czOyw05T6pkEANS5YsHjbmhoKN/73nnLHSwODQ3mBS94Udqm8DSCgYGBXHrpxbn//gVpNBqZOXP97L3308enGbHaVjo95wPHZ+BVr5ly03Oab70ls/bedWKso5tvMf7gsJcePmUeHLYiTQ89mOlvfVP63vmejOzz9MkeDgB/pkyFYlJdf/11mTfvunR396TRaKS/vz877ji1V1da2sjI+OPEWltd1HusOr/wufScetIy03Om4r0JjzT9bW9Jx/nnpu8dR6XvyHdMnQeHAcAkExZMuvvvX5Cbbhqfp77ttttmxoyZkzsg1onuj56RnjNOTTJ1701Ykaa7705TYyxjm2w62UMBgClFWACTo68v6x355vT9w7sysvfUvDcBAFh9wgIAAChb3bCYunclAgAATxjCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGVNjUajMdmDAAAAnthcsQAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADK/j8mfdgEqKYo4gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LFVdcngsuOD+7775nDjjgoDz96Ttk5sxZGRoazO2335avfOVLk2dmjj/+BVPmTAoArG/+hYMW6eublpe+9I/z2c9emN/+9sa87W0nrvT58877RPbee98WjW71vv71r+Sii76+2s9de+01k2chlltdWPzoRz+YfH3llb/In//5o1+AvvnmW+SLX/zao77n+9//doaHJ5aTbcizFcuNj4/n6qt/mauv/uUjvueQQw7LG9944iN+HgCe6IQFtNCb3/x/stVWW+fii7+RW265Of39SzI2NtbqYT3hLH92RUdHR44++tgN+r1f9ao/zy67PDNXXHFZfv3ra7Nw4YLcd9/EtR5z5szJLrvsmuc+9/l5znMO2qDjAoANra3ZbDbX5I0LFjz4eI8FAACYYubOXbPnXbl4GwAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAGAdtC2+r9VDgClFWAAArK2Bgcw65DnZ6IRXpuOG61s9GpgShAUA0HJdP/1x+j7yd8mSJa0eyhrpveD8dNx1Z3ou/kZmHfqczHjL69N+6y2tHha0lLAAgCebZjMdv/1Nq0ex5prNTHvPuzLtfe/JnGfvnt5//qdkcLDVo3pUg3/8J1l64lvTbDTS1mym8cXPZ/YB+2T6SX+T9rvvavXwoCWEBQA8yXR/79uZfdCzMuP1r07H7/6n1cN5TG33L06zb1qSpH3hwkw//ZTMfs7eafzHhcnoaItHt3rNWbPT/653Z9Hl12Tg1a9Ns7MzbaOj6f3M+Zn97D0y7W/PSNuie1s9TNig2prNZnNN3rhgwYOP91gAYMppW/JgZrz+1Rl4419m5JDDkra2Vg/pMc08/ph0XfbzJEmzvX3i6PrbT8n4Vlu3eGSPruuSH2baOX+brl9eOblt9OnbZ+nJp2Xoj16UtE/d46Htt96Saeeek54v/Vfalk2txmdslIG3/J8sfvVrc91tt+WBB+5Pb29vdtpp52y00cYtHjGsublzZ6zR+4QFABtOs5muH/8oIwcf8oSYoCdJ34fPzbT3n50kGT7goPS/810Z3W//Fo/q0bXdc0/6zvtQej9zftqGh5Mkza6uDJ7wmvS/9R1pbrZZi0f4KJrNdF/8zUx737vTeeMNk5tHd90t/aeekeEjj0kzyaJFizI6Opq5c+emfQoFR8cN12fa+89Oz0VfT5IMJ/nq9OkZ/aMXZfSIo5Pu7gwODubAAw/OJpts0trBwhoSFgBPds3mE2Zyvlz317+ajf/iTzOyz77pP+WMjMw7dMr/DI1/vyDTznl32hcumNw2dOTRWfrOMzK62x4tHNlja59/e/o+fG4a//nvaRsbS5I0e3sz8Lo3ZemJf53mrNktHuGjGBtLz5e/mGkfeG86/vfWyc337rVPvnXs89O/7dOStKWjoz17771vnvKUpz4+4xgfT4aG0jY0mLahoWRwMG2Dg2kbGkwGl29f8fXEezpu+l16vnNxrr71ltyepCPJeG9vlpz9/jQ33Ty9vY3Mm3fY4zNmWM+EBcCTXPfX/l96/+3T6T/l9IzuvW+rh7NGNn75C9P9w+9Pfjx84METZwCevV8LR7UGlixJ3798Ir3/eF7a7188uXno+Bem/+TTMvaMHVs3tjXQcfPv0nfuOWn89xcnt43P2CgDf/lXue3FL8uN82/P0qVLM3369Oy66zOz8cYzWzfYVY2MpPHZf0vfhz6QjrvvyjeTjCUZfcaOGT5oXsY33zJD/f05bvc90j02uvLEf2ho2euhZGgwbcsm/yu/Hkrb4EDaBpe9Z9nXTMbEsjM+Y0kGkgwu+291r1edUDWTXJ1kaNnHGyfZ5ML/TNraMzY2luc977jH988O1hNhAbAWur/37Yw8c4+pvURkRWNjmXXI/ulcduefoec+L/0nn56xXZ/Z4oE9hsHB9F5wfvr+4UNpX7hwcvPQkUdn6SmnZ3T3PVs3tjXQdv/i9P7Teen75MfTtrQ/ycQ1DEMve0X6335KxrfZNg88cH/uvvuuzJw5O5tuummLR7yyjut+nWkfODs9F38zSXJPku9Pn572P3pRhldYpnP44UdmxoxVJhKrHrkfGJiYhD/GkfuHJvmrTuZXM+Ff9t6VJvbLJ/xjY1mS5OtJpi0b0kB7RxaMj2Vpkqck2TTJ8ku91/U82PJJUdsqrzuSNJL0Lvv/qq8bWfmOOM22tqSrO5cOD2XBCvtb8r4PZvypW6W7uzuHHXbEOo4SNixhAbTG+PjE0pYpvrxlRW2L7s3sfXdP29hoBl77xoklIrPntHpYj25wMH0f/Uh6P/6xtC956Pfz4AtfnKUnnZax7Xdo4eDWwJIl6T3/k+n72D+sfAbguBdMnAHYcafWjW0NtC1YkL7zPpzez/zLxOQ4yXhnZ35w1DG59bAj07npZhkZGc706TMyb96h6erqWj/fuNlMRkcfPpkfGFx5Mj+04kR9lcn/4GDab7s1XZf+PD+6+670L9v1eHd3xp/61GR4JJuMj+eA9vbVHrlvpYeFRWdn+kdH055ktyS7J+lc4f3NRiPNnkaaPT1JY+L/zZ5G0tOTZm/vxPaeRpqNFbb3NFZ+77LPNRsT/2V1+1v+nmWv2//31kw/8/R0X/KD9Cf5ZpKOnXbO4J+9JuNbb5OhocHss8+zHr/lW7CeCQugJXr+6z/T+6lPZOkpp2X48KOeEIHR86X/ykZvft3kx+PTZ2TgjW/JwJtPTHOK37mlbdG96fvH89L7L59I28BAkmVH0F/+yvT/35Mzvs22rR3gY2i7f3F6P/7R9H7y42nvn3gwWrO9PUMveXluf/2b8qsH7s+SJUvSaPRm++13yNZbb9PiES/TbCZDQ+m49Zb0nvfhNL78pdw8NpqrknR3dmZkj70yss+z0mxry6Y9jTx7iy2WLbEZWLMj95PLcwYfvr5/fHy9/Rhfz0NH5cfa29OxbN+NJEetp+/RbG9PGr0rT96XTfgnXk98bvmEfWLyvnwyv2z72Hi6L/lBui77eb7RbKaZiaVcQ0cfk9E998lgs5ljj35uuqbPmJzkp7t7g//+abt/cfr+7n3pPf+fJ69pGXvKUzP/5FNz1VO3zoNLlqTRaGSHHZ4hKnhCERbAhjcyktkH7puOZU+fHXnWful/5xkZOWheiwf22Dqu+/XErSKX3cklScZnzszSv/zrDLz2jcn06S0c3WNr+/3vJ+4CdMG/rnwXoFedkKVvOyljm22eO+6Yn0WLFmWzzTbPZlNsyVfbwoUTZwA+/am0DQ3lwSQXtbenfd5hGXrRS9KcPSeDg4PZe+99stVWWz/ykfvBR1qqs5oj90NDybK19Y+0VOeh5TiDD5/kr+KHSZb/S9nMQ0txxpO8YEP8IT6GlY7Wd3enrb8/P1h8X5Yu/3xnZ0b22ifjjUY2mTEj+221zcOPyjd6V5j8P8qR+2XvS6ORdHY+6rge1ehoGhf8a6Z94Oy0L16cJLmv0ci3n3d8HjjiqLT3NJIke+65V2ujc2wsjf+4MNPe9+603zvx7Ipmo5GlJ741S098a9LX17qxwXogLIANb2QkjQv/NX0f+WA67vn95Obhg+al/5Qzpv4Fukk6r7oy0z7w3nR//7uT28Y32SRL/+ptGXj16yYmSlNY+/zb0/eRv0vjs/82ecR0uKcnXzvsqNx/9DHpnrtpBgcHMnPmrBx88CH123Q2mw+ti3+sZTiDA4/4nsmLZu9blK5rf5XL/vfWLMxD69LH52ySjI+nZ3Qkzx0bnwiC9Xjkfn34UZIHlr1eMSyS5PhMTNxXXjbz0KQ8y5bRNHsbqxzV71llAr/C60bjEfa3yoS/0Ttx9L69feLP8Iufz7T3nJmO39+de5N8r7097c99XoZe+JKMN3ozPDycI488On0tngx3/eSSTD/t5HTecN3ktsEXvzT973pPxrbYMvfcc09GR0ey+eZbpKOjo2Xj7Lzs0kw/9R3puvaayW1Dx78wS846e8o/NwTWlLAAWmfp0vR+5vz0ffTDk0fvkmToiKMmLtDdY68WDm7NdF7680x7/3vS/bOfTG4b22LLPPhXb8vPd31mfn/vwoyPj2fOnE2y9977ptHq4BgdXWnC3v4/v03fP3883d/9Vi5rNvP7JG2dnRnZbY+M7bZHRkeGsv2MjbPrxhs/8h1zBgcefgHtqkfyV3Pkfn34fvLQ2v88dFHs+jj63+zunphsrzp5X2WdfbO38dCEf8WlOitO5ru60nXlL9LzlS/lrgcfzE+TNDo7M3zgvAw9//iMNhp56nZPz+5771s7cr8edF51ZaafelK6rvzF5LahI4/OnSe9M78eHMrAwECmT5+enXfeNdNbeIau/fbbMv2s09Pzta9Mbht55u7pP+fcjOx/QMvGtar2O+/ItHe/K43//sLkttGdd82S937gCXGWFtaGsABarm3Jg+n91CfS+08fXfkC3WOPS//Jp2V0511yxx3zs2DBgsycOTPbbLPtlHrQVZrNiScBv/896bryiiTJJUnumbNJxl780owcOC/N9va0tbXl6KOOmZzUr5cj98sn76su1XnY1y37nqOjj/hjrLyOviMd4xNnMvqStOqeNM22tmTZxbOTF8s2Gml2dqX93oW55q47c1sm7sTT7OzMyH7PSXPjjdPbOy2H7rjj6i/IXeEi29UeuV8WDevr6c2dl/480087aaUj1VfOOzS/ev7xGZk58XyILbfcMs961n4t/Xvdds89mXbO3048y2LZP/mj2z09/We/P8NHHtOycT3M0qXp++hH0veP/zDx9z/J+Jw56X/nuzL4qhOSFp6VWJ3p7/ib9F5wfpKJZZP9J5+ewT//i5YHJDwehAX8AWo2m2mbghdLT1yg+7H0fvKfJi/QHU1y0QEH5t7n/VE6t9k2w8PD6ejoyBFHHJWenp51/2arHLl/xEn98nXzq71odnCFrx1M28Bg2u+cn5H/+W2+tnRpli8QGW80krb2DA0P5cCxsTyl/Cf1+LgoD92Cs9nePrmEaHpXVw7p7VvNkfvG6i+gXfXIfaN3zZbhrHLHnGbPsnX3K/5dXWWJzkiSr3d0ZPioYzL64pctW6IzlIMPPiSzWvxQt4kj1Wes9EyI0Z13yZKzP5CRgw/JyMhIlix5ML29fa09kzU8nN5/+WT6PvSBtD84sUhrfPqMLP2/J2fg9W+aWB41RbTffFNmvuT4dNwxP0nS7OjIwGvfkKVvPyXNmbNaPLrVa1uwILMP2jdDL3hx+k85ferfSQ4KhAX8AVm6dGmuuOLyLFp0X9rb27Lllltmr732ad2642YzGR5+2GS+7fd3p/ez/5aer34lvx4eyu8ycUR67OnbZ2SvfZI0M6ejK8+ZM+exH261yj3yV7zX/eNlcZKL89CtLkc6OtM1NpqxJDsk2XUd9vmwI/eTt8Fc3cR+NXfMafSu9sh828hwer78pXR/5+LcOD6e65N0zJqdoRe9NCMHHpShsbHs++z9s+WWrc+hR1qis/jMd+e64ZHcf//9aTQa2XnnXTNt2rRH2dPjbGAgfR//aPrO+3Dalk5c8jxVj1R3f+/bmXbGO9P5u/+Z3Db4ildlyWlnTc1ntYyOZtYRB6fzhusyPO+wLDn7/RnbaedWj+oxtd2/OM2p9DBBeJwIC1hHS5YsyU03/S7NZjPbbbddNpritxsdHx/PxRd/M+3LluQkydjYWGbO2CgH7LX3ykfuV3OR7WqP3K+0VGc1D6pavlTnES7aXb6M4dF8L5m8G814W1vaV/hVdPzj8Of0WJpdXSsvyVlx3X13T9oefDBtN/0uXx0cSFcmlhaN7rBjxnbbPQNJjtxl18yYOeuRj9z3NJLexmMfua9azV10mr29+enLX5Hf7H9gxjva09nZlR122DE7tvhZEU+YJTrNZrq/8bVMP+u0dNz2vxOb2tszeMJrpuaR6vHxzDz60HT96uokycg++2bJe8+d8k9n77zs0rTfuzDDxz7/CXGbavhDsqZhMXUOr/CktLxbp+LynNW5+eab8qtfXZ1GozdJcuutN2fnnXdt+QTs0cyff3vGxkbT0dGTtnvuzox3npSMjmRgfDwbJSksKnpcrfjLp23ZfenT3ZPO7q6Mzdjo4fe6X+kI/SPc634NJ/OrXXf/CGd3Om68IdNPOzld112bZOKsxBU7PCNtJ/xFxrd9WgYHB/LUp26drn32zWPn1OOr68c/yvTTT07nDddPbht88UvTf8a7s+NTnpqnj45mcHAwfX19rb2WZXg4vZ/6xMQSnWUP95uqS3SSZMabX7fSBbrDBxyUJe89d+o+5by9PUvee242et0J6T/9rAy97BXr7bqSx9Pofvu3eghAkbDgcTE0NJQrrrg8CxcuTJLMnTs3++777HRPsQnDikZHR/PrX1+b3t6HbrHY29uXG2+8Pk972nalsTebzQwNDWVoaDCDg0MZHByY/HhgYDBDQ4MZGVnxqbZrHmK33XZr7rnn92lra0/3gw9kv+FlTwFOMpS1D4tmd/fqb3fZWOEi20ddd7/CQ69WOXrfNjqani98Lj1f+3/ZcXwslyTpnjkzQy99RUbmHZrhkeHsvPMuWbT9M9Zy1Otf2+L70nfuOen99L+s9KCrLc46O/sedEhuuvl3GR8fz1Zb7d7y5UTt/3vrxF10vvHVyW0ju+0xcZR6/+dMbuvs7Gzp3X6SZUt0Tj8lnTf9bnLbwCv/NP2nnjk1l+gkGT7ksDT++wsZe+pWWXLW2Rk+/oVT/oj66H77Z9EV105EM8AGIix4XPz4xz/KyMjI5IWL999/f37yk0ty+OFHtmxMzWYzIyMjK03mh4YmbrE4NDSYu+66K9dee80KATFxJ/rR0dEMDCzNpptulrWZ8D90H56Jr+np6Umj0UhPTyONRiN9fX2ZNWt2Go2eNBq96ezsXKczOw8++EC++93vTNxzfnAwgy9dmGZXV8bbO9Lce5880Ne3ytH6Rzhyv+z2m4/Lkc3VPDxqs0YjO73yz3L1/s/JYJKu0ZFst93Ts32ro2JsLI0LPz2xlGjRoiQPf9DV7CSz50yB5S/9/en76IfT94/nTd72dXzOnPSfemYG/+TPptxddJKk8ZnzJ6PiibJEZ+iP/yQPDg1l8OWvfGI96ExUABuYayxY7xYtWpRLLvl+entXvshyYGBpDj308EyfPiODgwMZHBxaNrlfeaI/ODiYNfxruRorTuZXntgnSXd39+QEv9HoTU9PT3p6GuntbWRwcCg/+cklD7s4dGBgaQ48cF7mzp27jmN6/P3yl1fmtttuTW9vX5rNZgYHB7Lnnntn222f1uqhpevSn2XaqSel69e/mtw2dNwLJh4etfU2k2dzuru7W36r2a6f/STTTz0pndf/enLb4AtenP53vXvqPehqyZLMnrdfOubfnmTilqyTd9GZwheTdtz8u2z8shem/6RTnzBLdAD+0LnGgpbp71+Sjo6uJMno6Eiuv37iqanDw0MZGRnJZpttvuyofc/k5H7OnDmTR/N7enpaMsHcaKNk4403zsjIyOSZg2azmb6+adlkk002+HjWxt5775OnPOUpue2229Le3p4ddtih5Redt8+/feKWnF/578ltq3t4VFtbW8sfLtc+//ZMO+v0NL765clto7vuNjHWAw5q4cgexfTpGT7ksPT+x4UZPvTwLDn7Axl7xo6tHtVjGttu+yy67OopdQclANYPZyxY74aHh3PRRd942GRxeHgoz33u89PV1dWikT22wcHBXH75pbnvvkVpNpuZOXNWnv3s/SeWGbFmBgbS97G/T9/H/j5tAwNJkvFZsyZuyXnCa6bkhLLr+9/NzFe8OEkyPnt2+k85I4N/9uopuZRoRW0LFqTryl9k+Jhjp/yafwCeuNxulpa68cbrc8MN16evb1qazWYGBgayyy5T++5KKxpd9hTjzik4CZ7Shocza95+6bz5piQTD7kafPVr03/SqWm2+KFmj2WjV78qY1tumaXveOeUHysAbEjCgpa7775Fufnmm5Mk22+/fTaewuu+WX+mvftd6fvY32f44EMmlufsvEurh7Rmxset9weA1RAWQEu0PfhAun58iYdcAcCThLAAAADK1jQsnPcHAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADK2prNZrPVgwAAAJ7YnLEAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyv4/OC7tuYyOtkAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lhx2emY033iQ9PT259957c/nl/zPxgLxkfCvXF7945cuaTj/9pFxyyUVJkt122yNHHPHCVd7M3tnZlc03f+pq/1lX16WXXpKvfvXL2WmnXfLsZz8nT3vaNpk+fUYGBxu55Zab8//+379PXFE58sgXrtHD/gDgiaCt2Vy9WyTnz1/0eI8F/uJ85jNn5RvfOGel3zvrrM9l7tzd1/GIVu397z8955//g9V+/8qWah111JG5447bH/VnDzjgoJxwwqmPuGPVc57z2P5uNtpo43znO99/9Dc+wu95zWv+Nq973d897Ptf/vLnc/bZX3zUz9l//wPzz//8vvT09DzmMQBAK82Zs3q7Rzp1Bi30pje9NZtttnkuuODc3HjjDRkYWJzR0dFWD+txdfLJp+eKKy7L739/VW67bV7uu+++DAwsTl9ffzbccMPsuONOOeywI7Ljjju1eqir5ZWvfFW2337HXHrpxfn976/KggXzc8899yRJZs2ale233yHPf/4Lsvfez2nxSAHg8eWKBQAA8IhW94qFm7cBAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAA1kDbovtbPQSYVIQFAMBj1HbfvZm5586Z9tY3pv3mP7d6ODApCAsAoOW6L/xher/0uWRwsNVDWS19n/1k2u++O73f+kZm7j03U056Z9ruuqvVw4KWEhYA8GQzNpb2G29o9ShW38hIppx2cqad9K7MfPZu6fnm15PR0VaPapUar3pdlh772jQ7OtI2PJz+L30+s/bcKf1nvCdt993b6uFBSwgLAHiS6fnudzLz2btl6jvelvZb57V6OI+qff5daU6ZkiTpuOXmrPe2N2XG/s9K9w++lzSbLR7dyo1tvEkWf+TjuefXv03jxUclSdqWLMmUj38kM/fYKX1n/UuyZEmLRwnrVluzuXr/i50/f9HjPRYAmHTaFt6daf/w5iz5h3dkZPc9Wz2cR9dsZsZ+e6XzumvHv+zpydJXvz5L/uEdac6e3eLBrUKzme5zv58pH3xvOq+/buLw8C67ZuCk0zK8/4FJW1sLB7hqHb+/KlM+8J70/PiHE8dGN9woS457V+47+uW5+n+vz/3335e+vr5su+12WW+99Vs4Wnhs5syZtlrvExYArDujo+n87SUZedberR7Japvy7lPT/+lPJEkGDz0sAyeemtEddmzxqFat/Zab0/+RD6b3W99I29hYkmRsytQs/bs3Z+mb35rmZJ7Ujo6m59vfzJQPfyAdt9w8cXhon30zcPJpGdl9zzSbzSxcuDAjIyOZM2dO2tsnzwKMzov+O1POeHe6L/pNkmQoyX/OnpORl7w0o/s8J2lrT6PRyD777JvZkzn0YDnCAoBJp+ebX896b3tThvY9IAMnnZqR3fZo9ZAeVd+nz0r/x85M+7KtRZttbRn865dkybtOyuhWW7d4dKvW8b/Xp/9D70/v9747cWxsxowseetxWfrav036+1s4ukcxOJje/3N2pnzsw2lfMH/i8PyDD8mPDzokA3PmJGlLR0d75s7dPZtu+pTHZxzNZjI8nLbBRtIYTNtg4yGvB5PG+H+PH2+krdFI51VXpvuH5+eKO+/ILUk6koxOn5GBD300zf4p6evrzX77Hfj4jBnWMmEB8CTX861vpOeC8zJwwskZ3Xa7Vg9ntUw/9IB0XX7ZxNdPlCsAbfcsTP+nz0rfFz+btqVLkyTNjo40XnFMlrzjhIw9XpPataTzd1dkyhnvSfdPL5w49sAynVsOPSzX3fCnLFmyJFOnTs0OO+yY9def3rrBPtTAQPq/+Nn0feoTab//vpyXZCTJyNzdM7TPvmlOWy+DAwM5Yqed0z068pBJ/nKT/8FG2pZ9/cDrDA2Ov7fRSJb9TFtj2XuXj4ZmM6NJliZpLPvPyl4/dELVTHJFkgf2uVqvszNzzv56kmR0dDSHH37E4/yXB2uHsAB4DLp++uOMzN09zekzWj2U1TM0lJnP3i0dN/95/Az6S16ageNPzNhWT2v1yFapbfGi9H3+M+n7zCdXvALwohePXwF42jYtHuGqtd95R/o//pH0nnN22oaHkyTN7u4sfc3rs+Rt70hzzpzcf/99ueOO2zN9+sxssMEGLR7xirr++9eZcsZ70nXxfydJ7kry01mz03bUSzP87Ock7R1pNBo56KDnZtq0h0wkms2JyffDz9avbPI+PmFf8fXKJ/gT71lhYv+QCf/gYBYn+UGSKcuGtKizM/eMjGRJkk2TbJDx6EiSNb0b44FJUdtDXnck6U3St+y/H/q6Nw/fEafZ0ZGLRkcz/4HPa2vLok99Ic311kt3d3cOPPDgNRwlrFvCAmiNsbHxGywn8U2WD9V+x+2ZuefOaXb3ZOmb35qlb3hTmlNX71+iLbN4caZ8+APpO/uL45OvLDuD/jfHZsk73pWxTTZt8QBXre2ehen/1CfS96XPrXgF4OWvHL8C8JTNWjzCVWu/+c/p/+iHVryHoa8/Pzvyhbnx2c9J1/QZGR4eytSp07Lffgekq6tr7f3y0dEVJtsrP0O/iqU6S5em43+vT/d//yo/v/vuDDzwsdOmpTlng2R4OLPHxvLs9vaHTexb7aFhcV93T4aHBtOe5JlJdkrSudz7mz09afb0Jj09afb2ptnTk/T0ptm73PFlX6en9yGvx39m4j09PROv07vcsd7eh7zuScf112Xqu09N128vzkCS85J07LRLGse8KmMbb5LBwUZ2222Px2/5FqxlwgJoid5zzk7Pv/9blpx4Sob33qfVw1ktvWd/KdNOOG7i67FZs8bXoL/m9UlfXwtH9uja77g9/R87M71fP+fBM+g9PVn66tdNnEGfzNruvDP9n/hI+r76ryteATj2NZl37Oty1V23Z/Hixent7cvWW2+TzTd/aotHvJyRkXT84apM+eiZ6bng3PwpyeVJunp7M7zX3hnZYcc0R8eyQU9v9tx44wcn9is9q7+SM/kPDYLBofEJ/rK/p7XhB3nwrPxwd3e6hoaSjJ99P2St/ZYsm9SvOPlefsL/aBP8DA+n+79+lq7L/2dizKPTZ2TwBUdmdNvt02g2c9ghh6Zr6rSJSX+6u5N1fFN32/z5mfKB94z/73HZ9Gpkq6fl1hNPyeVzNsiiRYvS29ubbbZ5uqjgCUVYAOteo5GZz9o1HbfdmiQZOuCgDJx4Skbm7t7igT26zksvyZQPvj/dv/jZxLHRDTfKkn98ZxrHvGp8kjKJtf/5pkz56IfS82//d+IMerN/Spa84U1Z+ua3Zmz96bn11nlZuHBhNtxwo2y44YYtHvGK2m+5efwKwDe/nraxsSxKcn53d9qfd1gGX3BkmlOnpdFoZO7c3bLZZpuP/9DIQ9fTP8KZ+9VdhrPS9zywPGclS3Ue8gC3nyd54P8px9ra095cdiUjyQvX0d/jqjTb2x+c1Hd1p23pkvxs0aI88KSFsb6+jOy8S8a6ujN72rTstdlTV4yA3oefuX9YKKzk/enuXvMrmEND6fvi59L/0Q+lffH43+7CKVPzoyNflEX775/2rp4kyS677Nra6BweTt+/fiH9H/5g2u+/L8n4LlxLjntXlr7hTUlPT+vGBmuBsADWvUYjfV/4bPo/9S9pv/feicODzz88A+86OaM7PrN1Y1tNXb/+5fga9N9ePHFsdLPNM3D8iRk8+uVJZ+cqfrr1Ov73+vSfeUZ6//M/Jo4NTlsv3z/0sNy//4Hpnj4jjcbSTJ8+I/vuu399m8412TFnVev0589P15WX55J5tzy4Lr2jI2MzZo5vQzoynOePjq10Yt9q/5Xk/mWvm21tE2esk+TIPDCx71txGc6yM/kPP2O/emfyV1yqs+olOunsTEZH0/uN/5MpZ7w77XffnbuT/KSrK20v+KsMHvHCNLu7MzQ0lOc+93npb/GOUd0/+VGmnHJiOv/0xyTjf6eNVxyTgZNOy9icObnrrrsyMjKcjTbaOB0dHS0bZ9fPf5qpp5ywwrM3Gi99RQZOfXfGNtyoZeOCtUlYAC3Tdv994zfofvZTE2cZk6TxwmU36G7z9BaObjU0m+n+6Y/T/4H3pet3V0wcHnna1ll0/Im56Klb5M4778jY2FhmzZqduXN3T29vb+vGm4xP8IeGJibsnb+7Iv2f/kS6f/3LXJTkziTp68vwbntkbJunZ6TRyNbrrZ8d1l9/hYn9o95A+wg75qxtP00eXPvf3p6OsbV39r/Z2fkIk/DVmLwvP8Hv6Um6utJ18X+n59zv5bYlS/LrJL2dnRk88OAMPf/wjHR15ylbbpWddtuj5VHaefFFmXrSO9N11ZUTxwaPeGFuPe5d+cPiRVm6dGmmTp2a7bbbIVOnTm3ZODtu+GOmnPpPKzxobni3PbL4jDMzsutuLRvXQ7XfdGOmnnZyes7/wcSx4V12zeIzPvzEeJAiPAbCAmi5toV3p/8znxy/QXfJ+IKLZnt7Bo96WQaOPzGjT90it946L/Pnz8/06dPz1KduMakedDXxJOAPvW/iKca/SHLXpptl5OiXje8ilaStrS3PO+TQtC03sX98dswZfMSbdh+4gXtlHmkdfX+SVu5J0+zufviNtZ1dabvn7lx51125OeM78Yx1d4/frzNlSvr6+nPA05/xCMtwVnXm/sGrBGtrgt/1Xz8bP1O97J+NJLn0kENz1fMOy/CyB9Btsskm2WOPvVr6z3X77bdlyrtPTe9/fHvi2Mh222fx+z6U4X33b9m4Hqpt8aL0f+zD6fv8pyfuIxndcKMMnPruDB71snV+v8SjWe/Vr0zPed9PkozNnpPFp747gy/7m0k3TlgbhAX8BWo2m2mbhLsxtd11V/rP+mj6vvLltC2b1I50dOS8Aw7O3c8/LF0bbZKhoaF0dHTk4IMPSU9lPfLY2IqT+UZjuQn/w5fhrNYEv9FIx003ZOS66/K9wUYeWCAyOmVK2saaGRwazD6jo5ms+zCdnwe34Bzr6kr7sknb1K6u7N/X/9h3zOnuWcmZ/N7V3jFnYoK//ARsdDS9//dr40t0FizIcJIfdHZm8LAXZOSvXpxmT0+Ghgaz7777Z8aMmev6r3AFKz1TvfOuWfz+MzOy514ZHh7O4sWL0tfX39orWY1G+j/3qfR//KNpWzJ+/Wds+vQMnHByGq96XcuvoCyv86ors94rjkrHXXcmSZpdXVn6xrdkyT8eP2l3aOu44Y+ZcdC+WXrsa7Lk+BMm99PMoUhYwF+QJUuW5NJLL8nChfekvb0tm2yySXbddbeWrjvO6OjDJvgdN9+cvq98Kd0XnJvfj47mj0k62tszsv2OGdl+x2RsJLM6urL37NmPsAznEZbqLH+VYC3umPNQ9ya5IA9udTnc1ZWu4eGMJtkmyQ5r+LnVHXNWNpnP4GB6/uPb6f75T3Nts5mrk3TMmp3GS16akb2elcHR0ey+57OyySTYlrbz4osy9eR3rbDsbPDwI3PPqafn6iVLct9996W3tzfbbbdDpkyZ8sgf9HgbGEj/WR9N/2c+ObH16tjs2Rk4+fQ0XnHM5DlT3Wym+/xzM/W0k9Lx55vGD7W3p3HsazJwwilpzprV2vGtzMBAZu6zezpuuzWDz3t+Bt5zxqR/qnkyvm1ys8WhC+uCsIA1tHjx4vzpT39Ms9nMVlttlfUm+VmosbGxXHDBeWlvb5+4WjE6Oprp09bLs3edu3o75jywzGaFrS3XcEvMBz57ZGSV4/5JMrEbzfJr6JPxG13XtWZbW9LX9+BEvbvnwTP33d1pW7woufHGfG9oMF0ZX1o0suNOGd3m6Vmatjx3++0zbfqMVZ+lX9s75qzM0FD6vvyF9H/kgxMPoBubMjW/fvkxuX73PTLW0ZbOzq5ss80z8oxnbLv2fu8aWOkSnW23G1+is98BrRvYQzWb6fnudzLl3aem4/bbxg91dmbp6/5u/Ez1ZHpKdZIMDmbmPnuk4+abkiRDe++Txe8/c9JvntB94Q+TtrYMHfy8Vg8FeIjVDYvJcx2UJ6UHunUyLs9ZmRtu+FN+97sr0ts7/uyCm266Idttt0PLJ2CrMm/eLRkdHUlHR0/a7roz0/7pncnIcJaOjWW9JJN1k8Pl/+XT3myO3wPQ3ZPO7q6MTp328B1zVri59pGX4Tz8ptvVW4ufzs6VTvA7rvpdpp5yQrqWraPfIcml226ftle9NmNP2SyNxtI85Smbp2u33fPIdzmsG90/+VGmnPpP6fzj/04ca7zsbzJwyunZdsONsvXISBqNRvr7+1t7L8vKluisPz0DJ5yUxqtfP6mW6KTZzHqvPDo9F/5o4tDQgQdn8Xs/mNGnP6OFA1uFnp4sfvf7M/WUEzJw+vsy+Fd//YR4YOXQcw9t9RCAokn0b2+eTAYHB3PppZdkwYIFSZI5c+Zk9933TPckfhbAyMhIfv/7q9LX9+AWi319/bn22quz5ZZblcbebDYzODiYwcFGGo3BNBpLJ75eurSRwcFGhoeHlvuJ1Z8E3HzzTbnrrjvT1tae7kX3Z6+hZUs0kgzmsYfFWt0xp7d3/AbdZe/J0FB6vvNv6bng3DxjbCy/SNI9Y2YGX/ryDO+zX4aGh7Lddttn4dat3zWq7e67M+UD703v174y8VyI0c23yEbvOSO777V3/nTDHzM2NpbNNtup5cuJOm74Y6b880np+dEFE8eG5+42vuZ/tz0mjnV2drZ0t5+VLtFpa0vj2Ndm4MRJukSnrS3Dez8nPRf+KKNbbJnF7/1ghp73/Ek/UR86/IgsPOi5k/4Bj8CTi6VQPC4uvPBHGR4enjgrOjY2lp6enhx00HNbNqZms5nh4eEVJvODg4NZunRpBgcbuf322/O7312xXEA0k7RlZGQkW265ZTbYYMM8lgn/g/vwjP9MT09Pent709PTm97e3uVe96S3ty+dnZ1rdGVn0aL7c+GFPx7fc77RSM8Pz0uzqyvD7R05Yu5uaevra8mOOSsYGUnvV/81Uz70vonnWzT7+nLVMa/OFXvulcbYWLq6urLllltlhx1avFxjeDh9X/lS+s/8QNrvWzbW/v4sefvxWfLGt4zfvzBJrHQXnQ02zMApp2fwpa+YPGv+H9BsZvoLDknXpZckSYae9ezxJTrP3KnFA3sUg4Pp/dpX0jjm1R50BvxFco8FLbNw4cL84hc/TV/fijdZLl26JAcccFCmTp2WRmNpGo3BZZP7FSf6jUYjq/mP5UosP5lfcWKfJN3d3RMT/N7evvT09KSnpzd9fb1pNAbzq1/94mE3hy5duiT77LNf5syZs4Zjevxddtn/5Oabb0pfX3+azWYajaXZZZe52WKLLVs9tHT98r/Gt+S85uqJY40XH5WBU9+TsU2fMnE1p7u7u+Vbza5s+9DGS16agX9+T8Y23qSFI3u4tgULMuOAvVfcRefv/j5LjnvnpN1FJ0k6r7gs673u2PEtRF/44kl/5h8A91jQQgMDi9PR0ZUkGRkZztVX/yFJMjQ0mOHh4Wy44UYrnKnv6enJrFmzJs7g9/T0tGSCud56yfrrr5/h4eGJKwfNZjP9/VMye/bsdT6ex2Lu3N2y6aab5uabb057e3u22Wablt903v7nmzL19FPSc+73Jo4NP3Pn8eU5z9p74lhbW1vLHy7XftONmfrPJ6XngnMnji2/fehk1Jw9OyO77ZGO83/whNpFZ2SXuVl40eVJV1erhwLAWuaKBWvd0NBQzj//3IdNFoeGBvP8578gXZN4QtFoNHLJJRflnnsWptlsZvr0Gdlzz2eNLzNi9QwMpP+TH0v/p896cEvOWbMycNJpafzN/5e0cgvcR9DzH9/Oem98XZLxB10NnHJ6Gi9/5eRbSvQQ7TfdmI4b/pjhgw5p9VAAeBKzFIqWuvbaq3PNNVenv39Kms1mli5dmu23n9y7Ky1vZNlWqZ2TaXeaJ4LFizNzv73SMe+WJA9syfmGLDn+xMm3Jefyms2s/5IjM/LMnbPkHe/yoCsAWI6woOXuuWdhbrjhhiTJ1ltvnfUn88SStWbqcW9N39e+Ovm35Hyo0dFJeTUFAFpNWAAt0TZ/frouu/QJsSUnAPDohAUAAFC2umExue9MBAAAnhCEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMrams1ms9WDAAAAnthcsQAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADK/n/c9RrVsLDV4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PaOPe//735NJLv7bJ79/YUq2bbvp93vrWN230av9znvMnectb3r7RyfjmOs8DOfLIif8PXvrSl+dlL3vlel//zGc+kYsu+tSDnufoo4/Nu951Vrq6uh7yGACgmebP37TdI106gyZ61atel1122TXf+MbX8/vf35i+vlUZG9v4DkePFrvttnsuuujz+fKXv5jvfOfbWbLklgwM9GfOnLl54hMPyEkn/ekmhdXmOs/D9aIXvST77rt/rr76yvz619dk+fJlufvuiW1tt9tuu+y773555jOfk6c85cgtNgYA2Ba4YwEAADygTb1j4eFtAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAgIehZcVdzR4CbFOEBQDAQ9Ryxx2Ze8gBmfHql6f1pt83eziwTRAWAEDTdX7ly+n5xD8mg4PNHsom6f3Ih9O66r50f/HfM/epB2f66W9K6x23N3tY0FQtjUajsSlvXLbsvi09FgBgcxgZSdsfbsrYnns1eySbZmgoc5+yMG1LbsnYzo9J/5vfmsE/e2HS3t7skT2g1jtuT+/556b7Xz+bltHRJEmjpycDf/036X/dG9KYPafJI4TNZ/78GZv0PncsAOBRpvvz/5I5Rz4501//6rTecnOzh/OgWu+8I+MLFiRJ2pYuyYw3vjZzjjo0Xf/1pWR8vMmj27Dx7XfIqvMuyIof/TSDp/5ZGi0taRkYSO9HLsjcQw5I799/KOnra/YwYatyxwIANqL19tsy4/WvTt+bTs/oYYc3ezgPbnw8cw87MG1/uClJ0ujoyMBL/ir9r39zGttv39yxbUyjkc5Lv55pH3hf2q9fPHV4ZP8D0v/2MzJ83AlJS0sTB7hxbdddm2kfeF+6vnHJ1LHx+QvS96a35J7n/Xmuu+F3uffee9LT05O9994nM2fOauJo4aHZ1DsWwgKArWdoKB1XXZGRIxdt05PEtU0/7Y3p+b+fSZIMHX9C+t92Rkaf+KQmj2rjWpcuSe+Hz0v35/8lLWNjSZJGb28GXv6q9L/mb7ftZTpjY+n6j/8v0847J2033zR1eOSwp6TvHe/OyOFPTaPRyIoVKzI6Opr58+entXXbWYDR/pMrM+3sM9P5w+8nSYaT/Nd28zL6f07N2FGLkta2DA4O5ogjjsq8efOaO1jYRMIC4NGu0XjETM5X6/7MJzPjbW/O8BFHpe9t78rooYc1e0gPqudjH0nvBR9M6z0rp44N/sn/Sf/p78jYXo9v3sA2QduNv0vvue9P95f/Y+rY+KzZ6X/t6zPw13+TTJvWxNE9iOHhdH/u4vSef27a7rxj6vCyRcfkW09/Rvq23yFJS9raWrNw4SHZeefHbP4xNBrJ6GhahgaTwaG0DA2mZXBgzeuhoWRgIC1DQ5PvGUzL4MR72q5fnM5vfyu/uOP23JKkLcnY7DlZdf4/JJ1d6enpzqJFx27+McMWICwAHuW6P/PJdH738vSd/s6M7bd/s4fz4BqNzD7uqHT8+ldThx4pdwBa7lmZnn/6SHo//rG09E+sm2+0tmbo+X+evje/NeO7PrbJI9y4tl9fM7FM55vfmDo2Pm9++t70ltzyrBPzm9/fmP7+/kyfPj377bd/Zs2a3bzB3l9/f3o+/Yn0fuSCtN6zMpckGcvEEqnhY45NY+bsDPWtyolPfFI6x0aToaG0DAxMTPSHhiYm+kNDyeBkAAyuPj6QlslAyGQktAwMTHxtaDAtg5PfM/mMx1iSgSSDk//Z0Ov7T6gaSX6RZGjyzzO7ujP/05+dON/YWJ797BO35G8ONhthAfAQdH79qxl5ylPTmLtds4eyafr7M/fQJ01dyR08+ZT0n/aObX8XoFWr0vvpj6fnHy9c5w7A0HNPTt/p78jY45/QvLFtgpZly9J74fnpuejTaRkeTjLxDMPgi1+avje8JY3tt8+9996T22+/LbNnz82CyQeStxXtV12ZaWe/N50/+kGS5M4kl8+Zm5ZTn5+RIxYlbRPLdJ72tOMzY8b9JhJjYxNX5FdfqV99dX6dq/mTk/TVk/mhwbQMPMD3TE7eWwY3MJm/fwCMjCRJViX5WpLV91lWdnTm3pHh9CfZOcmCJKOTX3u49/JWT4pa7ve6LUl3kp7J/77/6+6suyNOo6srjZbWXDk4kGWrz9fenvs+9qk0enrT2dmZY4897mGOErYuYQE0x9hY0tr6iFqi0/qHmzL3KQvT6O7JwCtfnYFXvTaNbfzBypZV96X3789Pz6c/npb+/iQTV9AH/+yF6f+707f5K+gt96xMz8cuTO8n/mndOwDPe8HEHYDH7tbcAT6IDT3DMN7dnf95zp/k90cuSsecuRkZGc706TOyaNEx6ejo2Dw/uNFYM9lePVGf/POa5TmTE/0NvWdyot/2+xvS8ZOr8p0Vd2X1vkVjM2elMW9eMjyceePjeWpr67rnnZzcN9N6YdHVndGhwbQmeWKSA5Ks3qC20dKSdHdPTPC7e5KurjS6u9Po6p583ZNGd1fSNfmensn3dHWvOd7dk0ZX17rn6Z58z9SfJ193dU98rbsnHVddkenvPD3ti69LX5JLkrQecVQG/+yFacyZm6GhwRx88JO3zPIt2AKEBdAUPR//aLq+8p/pe9sZGTnq6GYPZ5N0f+YTmfG2t0z9eXz27PS/9g0ZeNkrt+016Jn49N/eC89Pz2f/ed0r6H/xkvS/8S0Z32HHJo9w4ybuAHw4Pf/30xOT4EyO/0UvzpKXvjy/WnZHVq1ale7unuy5517ZdVsIprXW3bdevzjTPnJBOr9xSW5sNPLzJJ2dnRk+9PCMHnBgGmOjWdDVnUN33HHNspt1rtqvWZKzweU497vKv/p3tLl8LWuuyg9396RzcCDJxNX3p2+mn9Ho7Fwzme+ZnKhPTt6nJvzrTOYnJ/9rT+b7V6Xr0kvSce01U2Me23HHDD7npIzvtnsGxxt51gnPSMf0GVOT+3R0bPULHK233Jxp7z0j3V/58tSxkQMOzNK3vSu/6O7Kfffdl+7u7uy11+NFBY8owgLY+latynaHHpDW5cuTJMNHLkrf6e98RGzR2f6Ln2XaB85K5+WXTR0bnzc//a9/UwZe8rKku7uJo3twrUtumbiC/v/+65pdgLq7M/BXr0j/696Y8blzs3TpkqxYsSLbb79Dtt/Gth1tvXVpej/8wXR//uK0jI7mviSXdnSk9fhnZOi5J6UxY2YGBwezcOHB2WWXXScm9yMj6y/DWWepztpr6IemHqp9SOvuBwfXfG3tn7GBz1b4TpLV/6Yca2tL2+o7GUlO2kq/xwfSaGtb92p7W1ta770337ln5Zo7FjNmZmy//TLe0Zl5M2bksF13S6O7e92J/+QV/Knj3T1rrtRPRsG6V/C7J+5gPlx9fem98Pz0fuwjU1G1Yu52+cYpz0vfkw9Na9vE/YkDDzyoudE5MJDef/yH9H7kgokwTDK+3Xbpe8d7Mvjnf5G0tTVvbLAZCAtg6xscTM9Fn07vheen9a67pg4PHff09L/1nRl90kFNHNymab/ix5n2gfdNrUFPkrEdd0r/m06bmCB0djZxdA+u7cbfpfe8c9L15S+mZfKv96HeafnqCc/MvU87Pp1z5mZwcCCzZ8/JUUcdXd+mc/W6+6m19muW3ay/VGdwze45a6+7X2utfcuK5Wm/9tpceevSLM+adenjs+cko6PpGh3JM8fHH3By30zfTXLv5Ovx1ta0rjW+52bif8f9l9KkqzuNnrWX50xOzru615/Mb3ACP3menp71luNMfa27e80nWA8Pp+eT/5Te889Na9+q3JXksu6etJz6vAwf94w02toyPDyc448/Ib29vVv5N7iWRiNd//kfmfaed6bttlsnDrW3Z+AVr07/352W8ekzcuedd2Z0dCQ77LBj2po1cW800vm1r2T6e96RtskPImy0tWXgZa9I/5vfum1v6wsPgbAAmqZl1X3p+fQn1n9A91knTjygu+9+zRvcpmg00vG972TaOWem42c/nTo8tutuuffvTssVe+6VO+68I+Pj49luu3lZuPCQdDfzjsbqdfdrXVFvX3xtej75T+n8wfdyRZI7kqSzMyOHHJrxJ+yd0cGB7DljVvabNWutB27XWqozNLjeVfyppTprr7sfHX2QwT08lydrrqRvxqv/G1133929/pKcda7YrzuZb/T0JC0t6bz8snRd8tXcOjycHybp6unN0DOfnZFFx2S0rS2P2eNxOWDhIWsm903S+e1vZto735r2G3439bsYfNGLc+trXp/rlt2ZgYGBTJ8+Pfvss1+mT5/etHG2XfOrTH/Haem84kdTx4aPPS6rzjp3m9ret+36xRPj/P53p44NH3V0Vr3/vIztvU8TRwabn7AAmm5ii86PpucTH0tr36okE5OZoZNPSf9b3p7Rx+2ZpUuXZNmyZZk9e3Ye+9jdtqkPukqjkc5vfiPTPnBW2q+9JknyvSR37rBjxk59fkYOPTyNtKSlpSUnHH9CWoaH77ck5/5X5ze0e84mrrtfb5nPpq+7X3sd/UhXVzom39+bpFl70kxdXV/rKn2ja2LZTOvtt+VXd96RP2RiJ57x3t6MHPqUpLc3PT29OeYJT5ia6K8z8e/pXvMgblf3Bq/ib7Z19w9wpfrqk07JNUc/LaOTobnTTjvlyU8+rKn/XLfd+LtMO+Nt6frWf08dGznk0Kw654Pb1F3ElhV3ZdoHzkr3xRet2eL1sbtl1VnnZviEZ25zG0LMfOGp6brsm0mSsV12zar3np3h5zx3mxsnbA7CAv4INRqNtGyD/1Jrueuu9H7079Pzz5+cWn882tKSSxcdk+XPOjEdOz8mw8PDaWtry3HHPT1dXV0P7wetXne/wQ+wWn/ZzZq19uvGwNoP0a5eh9+2ZElGbvxdvjI0lNULRMamTU/L+FiGhodzxNhYdt48v67N7tKs2YJzvLMzrZMPeU/v6MjRvdPW3/Vm6ir+A1y573mQpTr3X3d//6U6XV3rr7sfHp74rIIPfSCtq+7LSJKvdnVn6ORTMvbMZ6fR1p7h4aEcddTRmTNn7tb89a2nbfF1mf7O09e/Un3WuRnbZ9+MjIxk1ar70tPT29Q7WS2r7kvvBR9Kz8c/OrWj09j2O6TvXWdm6NQ/26YmwO0/uTKzXvS8tK5cmSRp9E5L3xvfnIFXvmabfb6p7be/yexnHZeBv3lN+l/z+qSZS8dgCxMW8Eekv78/V199VVasuDutrS3ZaaedctBBBzdv3fHo6DpX7FdP9FtvuzU9n784nZd+Pb8eHc3vkrS1tGR0730y+sQDk7HRbNfenqdsN+9+V/GHNv4g7dpX8Tftr7SHZWWSb2TNVpfDnZ3pHB7OWJK9kjycBV4Pe939OrvnrL9UJ/fek57P/0s6f/SDLE5yXZK2nR+TgRe8MGP7PjFDY6M55NDDs9NOzc+hzm9/M9POeFvaf/e/U8cGXviXWfmWt2fxiuW555570t3dnX322S/TmrhLV8vKu9N73tkTn2ExuTRrbJdds+o978/wiX+y7UzUG410ffHfM+3Md6XtjtsnDnV0ZOBVr0v/G/4ujembNkHYqlatytynHpy222/L4J8+P33vOjPjO+7U7FE9qJb77k1jxsxmDwO2OGEBD9OqVatyww2/S6PRyB577JGZ2/jnGYyPj+cb37gkra2tU3crxsbGMnvGzBxx0EHr7m3/QB9UtfaynftP5gfWWp4zNLj+J9MOrX2eTV93/+0k/ZOvx9rb07bW9zx3C/yeNqbR0jJxRb37ASbznV1puWtZWv73t/nKyEg6Jr9n5KCDM77b7hlIcvy++2XG7Dn3i4DJOwFrP2S79rKfrq7Nv+6+vz+9H7kgvf/4DxPhlYndaX74ly/Nb/fdL+NppL29I3vt9YQ84Ql7b96f/RC13nhDpr/rbet8GvTIwU/OqrPPy+hBBzdxZPczNpbuf/1spp1zZlpXrEiSNHp60v+6N05cqe7pafIA72dgIHOPOCRtS25Jkgyd8Mz0nXl2xvbYs8kD27jOb38z49NmZPTwpzR7KMD9bGpYNPdJMh71Vnfrtrg8Z0NuvPGG/OpXv0h398RE4aabbsw+++zX9AnYxixZckvGxkbT1taVljtvz4y3nZaMjmRgfDwzkjzMRUVb3Np/+bSOj088A9DZlfbOjozNmLnOtpVrL8fZtA+3WnsrzAf6cKvuZPVdgfb2B7za3H7FjzP9Hael47prk0zclfjJwkPS8pf/Txrz5mdwcCCPecyu6Tj4kAxu6V/axjQa6frKlyd20Vm6ZOLQWrvT7D17TvYcHc3g4GB6e3ubuuZ/aonOJ/5x6rM3xhZsn74z3puh572gtj3p5tZoZPbJz07HlT+eOjR40inpe/f7Mv6YXZo4sI3o6cmq974/084+M31nfSDDx53Q7BFtkkfKOIEHJizYIoaGhnL11Vdl+eTnGcyfPz+HHHJoOrfhrTpHR0fz619fk56eNetke3p6c/3112X33fcojb3RaGRoaChDQ4MZHBzK4ODA1J8HBgYzNDSYkZHhtb5j00Ps5ptvyp133pGWltZ03ndvDhueeDB3PMlQHnpYbOzq+v2vxq+zS87UJH8De9mvnsDftyo9//LP6fr2t/KETDwI3bnjjhl44YszduDCDA8PZZ999s2KPZu/80vrrUsz7cwz0v2lL04dG91nv2z//nPz5H33zw03/G/Gx8ezyy4HNH05Uduvr5lY87/WFrnDi47NqrM+sM7uNO3t7U3d7ecBl+i88jXpf9Nbts0lOi0tGTr+hHRc+eOM7rNfVp19XkaOOKrZo3pQwyeelOFnPHub3x4ZeHSxFIot4rLLvpmRkZGpq6Lj4+Pp6urK0552fNPG1Gg0MjIyss5kfmhoKAMDAxkaGsxtt92WX/3qF2sFRCNJS0ZHR7P77rtnwYLt81Am/Gv24Zn4nq6urnR3d6erqzvd3d1rve5Kd3dP2tvbH9adnfvuuzeXXfatiT3nBwfT9d+XpNHRkZG29py48OC09Kz1IO06V/DXX6Ofrq4ts058cDC9H/9oev/+/LT0T2wiOj5rdq75q5fnl/s/MYOjo+no6Mjuu++R/fZ74ub/+Q91rB+7ML0Xfjgt/ROLtcZnz07f6e/M4Ev+qulbhq5tg7vo7LpbVp15doaf9ZxtZ83/auPjmf2c49Px06uTJENPf0b63nfONr9EJ4OD6f7SFzL4/D/fpv7/B9haPGNB06xYsSLf+97l6elZ9yHLgYH+HHPM0zJ9+owMDg5kcHBocnK/7kR/cHAwm/iP5QasPZlfd2KfJJ2dnVMT/O7unnR1daWrqzs9Pd0ZHBzKD37wvfUeDh0Y6M8RRyzK/PnzH+aYtryf/eynufnmm9LT05tGo5HBwYEceODC7Lbb7s0dWKORzku/nunvfnva/nDTxKGWlgz+5UvT99Z3pjFv3tTdnM7OzuZuNdtopPOSr02M9eY/TBxqbc3gS/4qfae/I4252zVvbBvQevttmbPosLV20elN/+v/Lv2vet02u4tOkrT/7OrMeO0r03fm2Rk+/hnNHg4Am8AzFjRNX9+qtLV1JElGR0dy3eTa9OHhoYyMjGT77XdY50p9V1dXtttuu6kr+F1dXU2ZYM6cmcyaNSsjIyNTdw4ajUZ6e6dl3rx5W308D8XChQdn5513zs0335zW1tbstddeTX/ovO03108sz/nu/0wdGz78qRMfHvXEA6aOtbS0NPfD5TI51refls7vf2fq2PBTj5wY6377N21cGzO+w44ZOewp6frvSzN4yqnpe9f7Mr4N7PD0YEYXHpK7f/CTbes5CgA2C3cs2OyGh4dz6aVfX2+yODw8lGc+8znp6Oho0sge3ODgYK666orcffeKNBqNzJ49J4ceevjEMiM2Scs9K9P7wXPS85lPrtmSc6ed0/eeszJ00inb3vKcJF1f+LfMfM0rkiRjj9klq95zVoafe/I2Oda1td70+7TdfltGDn9qs4cCwKOYpVA01fXXX5fFi69Lb++0NBqNDAwMZN99t+3dldY2Orn1abv11A9Jy733ZO7hC9O6fFmSiQfB+1/9t+l/3RuTJn7+wINqNDLr1JMyctjh6X/tG3zQFQCsRVjQdHffvSI33nhjkmTPPffMrFmzmzsgtorpb3hNej7/Lxk68aSses9ZGd/1sc0e0qZpNLb5OxQA0AzCAmiKljvvTPtvFmfkqKObPRQAYDPw8DbQFI0FCzKyYEGzhwEAbGW25QAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMpaGo1Go9mDAAAAHtncsQAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADK/n9I8w36mUM7xgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Xv8g99/zpcb8+NDSUX/zi50mS7u6ezJgxYxONDAA2rc3jlB78Bdpjjz3T0dGZwcGBXHTRZ9LW1p7ttts+ra1jvT979uzN7sz2L395U+bOXTaJXrhw4cTje+75Uy699FsrPP/x7t141atem//5n5/mgQfuzwc/+N7cfPMvc8wxx6enZ3LuuOP3+cIXLs4f/3hXkuTkk0/JnDn7rHZcixYtyjXX/DTJ2G5Se+6513r87tbPDTdcn4sv/lz222//PP3pR+ZJT9o9M2bMzMBAf/70p7vzjW98Nb/97e1Jkuc//4WbzZUUANjQ/A0HTdLTMzmnnPJX+eIXL8lvf3t73vKWN6zw9Qsv/EwOPPDgJo1u1b797W/kssu+vcqv3XzzL3Pzzb9c4djjhcXMmTNz/vmfzDve8Zbcc8+f8tWv/r989av/b6XnPe95L8ib3/y2NY7ryiu/l8HBseVkm/JqxVKjo6O56aaf56abfv64zznmmOPy2te+4XG/DgBbOmEBTfT6178xO+20cy6//Du58847smTJ4oyMrH6npD8Xu+yyaz7/+S/m61//Sn70ox/knnv+lL6+3sycOSv77rtfXvjCF691WC397Iq2trY861nP2ZjDXsnLX/632Xvvp+SGG67Lr399c+bPn5eHHx6712OrrbbK3nvvkxNPfF4OP/zITTouANjUWhqNRmNtnjhv3qMbeywAAMBmZvbstfu8KzdvAwAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAKyHlvnzmz0E2KwICwCAddT6wP3Z6uB9M/V1/yetd/yh2cOBzYKwAACarvNrX073pz+V9Pc3eyhrpfsT56eld0m6vvaVzDrykEx525vTet+9zR4WNFVLo9ForM0T5817dGOPBQDYEAYH03bXnRnZY89mj2Tt9Pdn1mEHpO3euRnZYcf0vvWM9L/s5cmkSc0e2eNqeeCBTL7gvHT9x7+nZWgoSdLo6krfq16b3je+OY1ZWzV5hLDhzJ49da2e54oFAPyZ6frPizPz6Kdl6htfl9Y/3tXs4axR67wHM7r9DkmStnvnZupbT8vMow5N59e/koyONnl0q9bYdtss/sj5WXDNjel/ycvSaGlJS39/ev75E5l1yFPTc/65yeLFzR4mbFKuWADAarTeOzdTTzs1vW87I0OHPb3Zw1mz0dHMOnT/tN19V5KkMWlS+v/3K9P7j2/P6LbbNXdsq9NopON7l2fy2R9I+223TBwe3mffLHnXmRl8xrOTlpYmDnD12m6/LZPP+WA6L/v2xLHRrbdO75vfloUve0Vu/cPvs2jRI+nu7s5ee83JtGnTmzhaWDdre8VCWACw6QwMZNK112To6GM360ni8qa89U3p/o/PJ0kGj39GlrzzzAw/9YAmj2r1Wu+dm57zz0vXFy9Jy8hIkqTR3Z2+V78uvW94UxozZzV5hKsxOprOr38lk8/9cNruunPi8NChh2XJu8/K0OFHpNFoZMGCBRkeHs7s2bPT2rr5LMBov/FnmXz2B9Lxk6uSJINJ/nvWVhl+0SkZOfKYpK0t/f39OeKIo7L11ls3d7CwloQFwJ+7RmOLmZwv1X3RpzPl3Wdk8PAjsuSd783wYYc3e0hr1P3pT6XngvPSunDhxLGBk16YJWe8OyN77tW8ga2F1jv+kMkfPSedX/tyWsb/uh+dOi19/3Ba+l7z+jSmrN1koSmGhtL1xf9Iz/nnpu3++yYOzz/y6HzvmSdmyfbbJ2lJW1trDjzw4Oy44xM2/BgajWRwMC39fUn/QFoG+tMyMDD+6+Ufj3+tv3/ieNvtt6bjhz/ITQ/cnz8laUsyMmNGFp//yaSjI93dXTn66OM2/JhhIxAWAH/mui/6dCb96MoseceZGdl3v2YPZ80ajcw87oi03/rriUNbyhWAlkWPpPtfPpnuz/5LWpeMrZtvtLZm4JS/ypK3vzOjT9yluQNcg7Zbb8nkj3wonZd/Z+LY6NZbp/dNb83dz3tBfnPXnent7c2UKVOyzz5PyfTpM5o32Mfq7U335z6bnk9ekNaFC3NpkpEkQ/s8JYPHnZDGtOkZWLIkJ+371HQMDyUDA2np719pot/S37fsa/39yUB/WvqXOz7Qn5a+8ePjr21ZboeqkSR9SfrH/7eqx4+dUDWS3JRkYPzX07q6Mvuii8feb2Qkz33uSRvrTw02KGEBsA46vvWNDB1+ZBpbytKEJUuy1aFPTeu8B5Mk/S/4X+k9490Z2X2PJg9sDZYsGZskfuqfVrwC8LwXjF0B2GtO88a2Flrmz0/PhR9P9+cvSsvA2HSxMWlS+l/+N+l9y+kZ3W77LFr0SO6//77MmDEr22yzTZNHvKL2G67P5HM+OLFM58EkV86cmdYXvSSDRx07sUzn+OOfkalTHzORGBkZm6SPT9qXf9wyMJD09Y1N4Af6V3w88byBpL9vbDK/9PjyE/ilVwP6lpvoLw2D8Ru4Fyf5dpLJ40NaOKkji4YG05tkxyTbJBke/9r6XstbOilqeczjtiRdSbrH//+xj7uybEecRltbGp1dSRq5rrc385a+X3t7Hv30RWl09aSjoyPHHXfCeo4SNi1hATTH8HDS1rZFLdFpvfOOzDri4KSjM72vfX36Tj0tjc3pjO0qtCx+ND2f+Hi6L/p0Wnp7k4yfQX/Jy7LkrWdkdJddmzzC1Wt5ZGG6P/2pFa8AtLRk4MUvHbsCsOtuTR7h6rXeOzc9H//o2D0Mw2NT2dHOzvzwuc/PnUcdk0mztsrQ0GCmTJmao48+NpM21LapSyf3SyfzK0z0x86+twwMjE3SV5joL/+avrTdeWcm3fiz/GjBQ1my9K2nTR8L68HBbD06mqe3tKz4vsPDqx3aprBSWHR2ZXigP61J9k2yX5L28a81WlqS7u40OjvHJvldXWl0dS173NmVRldnGl3dSWfn2Ne6upLOrrHXdI8f7xw/PvGapY/H37d7/PhyX5v00x9nynvOSPtvf5MlSS5N0nL0sRl4ycvSmDEzAwP9OeigQzbO8i3YCIQF0BTd/3xhOr/9jSw54z0ZOua4LSIwuj732Ux959snfj06fUb6Tn1j+v7+dZv3GvQkLfPmpefC89P9759bdga9vT39L//b9L7l7RNbeG6uWubPT88nLxi7AjC+7KTR3p7+v/7fuedVf59fzZ+XxYsXp6urO09+8u7ZeecnNnnEGVt3Pz6Zb/v979LzyQvScfmluaPRyC+SdHR0ZOjgQzO0/4FpjAxnm86uHLr99mkZn9xn/Kz8xONVnsUfP7s/vnRn4vj45yVsKN/OsrPyg13d6ejvSzJ29v2ZG+h7LJ3MNzo7k67uscn8ChP98ePjk/vlJ/1jx7uSRxel89JvZ9Ktv54Y88iOO6b/eS/M6M5PTP9oI8951rMzaeq0ZOn7T5q0yX/+tN51Z6ac9e4VdoYaOvCgzH3Hmblp0qQ8+uij6erqyu677yEq2KIIC2CTa1n8aGYdvG9aFyxIkgwefkR633nmFrFFZ/svf5Gecz+cziu+N3FsdKut0nvaW9P3ylcl3d1NHN2areoMeqOrK32vfHV6T3tLRrfaKnPn3pMFCxZk2223y7bbbtvkEa+o9b5703PBR9P1nxenZXg4jya5rL09rSc8KwPPPzmN6dPT39+fAw88KDvttPPY5H5oaOWz8eMT9se9qXbp2f3x9fQrTvTHz/RPLM1Z7grAY5f9rMKPkiz9m3KkrS1t47sxjSZ54Sb4M1ydibPr42fiG62taX344fzokYXLrlhMn5GROXMyOqkjW0+dmqftvMv4Gfyxs/qNrs6xs/kTZ/3Hj6/wuHPFKwOdnaXJfcviR9NzwcfS/ZlPTUTVQ1vPzndf/JIsOeiQtLa2JUn23/+A5kZnb296Lvx4ev75ExP/foxuPTuLz3x/Bv7q/0s2o12rYH0IC2DT6+9P98WfS88nPp7W+fMmDg8ed0KWvOM9GT7goCYObu20X3dtJn/kg+m4+icTx0a23S69//j29L/ib5OOjiaObs1a77wjkz/2kXR+5UsTuwANdvfkm896dhYd/8x0zNoq/f19mTFjZo466pjaNp2NRjI8/JjJ/crLblY4G7+mm2oXPJT2227Ndffdm/lZti59dMbMZHg4ncNDOXF0dCwg1u6vr03mqiSLxh+PtramdbkPdnt+xu7FWGkS3tmVRveySfiqJ/DLHi87i9+54qR/TZP7pf+c+/vT85lPpeefPpaW3t48lOSKnp60nPJXGTz+mWm0tmZwcDDPeMaz0tPTs4n/BJczOprOr3wpkz94VtoeuD9J0ujoSN/r3pDeN781o5On5MEHH8zw8FC22277tLW1NWecjUY6v/n1TH7fe9I2956xQ+3tY9v6vu2MNHxWBX8mhAXQPIsXp/vf/u/KN+ie+NwsOf3dGXnKvs0b21qa9JOrMvnsD2TSjT+bODay085Z9JbTc+3ue+SBeQ9mdHQ0W221dQ488OB0dXU1b7CruKm27fbb0vO5z6bjJ1fl2iQPJGnp6MjgQYdmdK+9MtzflydPnZZ9pk1fOQAmlues5qz90qU6G+lTka9Mlp1Jb29P29L7GFI7+99obV22HOdxJuGN7u41TPSXe21LSzqu+F46v/Ot3Ds0mKuTdE6enIHnviBDTz8iw21tecJuT8p+Bx0ydu9RszQa6fjuZZly5jvSNv5J3I3W1vT/zd/l3lPfmFvvvz99fX2ZMmVK5szZJ1OmTGnaUNtv+nmmvOv0TLrh+oljA886MUs+cHZGdnty08b1WG23/DpT3n16Oq756cSxwWOPz+IPnZuRPfZs4shgwxMWQNO1LHok3Z/9l3R/+lNpXbzsZ0j/C1+U3re/M8O775G5c+/JvHnzMmPGjDzxibtsVh90lUYjHVd8Nz3nfCiTfv2rJMmPkzy4zbYZOeWlGTrs6WmkJS0tLXnWM541caPsyjvkLHc2f/kdcpZbjrPy2f01rLtf/n3XcFPtiuvou9Ixfi9DT5Jm7Emz2ptqW1vTOvee/OrBB/LHjO3EMzp5coYOOSzp6Ul3d0+O3XPP5c7gr2pN/vgNuV1Lb7ztXnHd/Qb5TTTS+d9fy+T3n7nCmeob/teLc/NRx2a4cyw0d9hhhxxyyNOa+u912+9+mynvOSMdP/zBxLHBw56exR8+b7Paprhl3rxMPucD6frCJRNXo4Z3e1KWfOgjY5+6vZmZ9tcvTucPvp8kGdl5lyz+4DkZPPG5W8R9ZbCuhAX8BWo0GmnZDP9Sa1nwUHr+5ZPp/tfPTOxgNNzSksuOPCbzn/O8TNpp5wwODqatrS0nnPDMdHZ2rt83ajRWPsO+0lr7x6y7f+xe9stvpbn0a329abn33gzfdUe+OTCQpQtERqZMScvISAYGB3PEyEh23DB/XBvcZVm2BedoR0daBweTJFMmTcoxPZNXf1Pt0jP1q1xrv4oz/sudzR/bMWf5x12Pf1PtwEC6P/svmfzx89LSuyRDSb7V05OBk1+ckWeemEZbWwYHB3LUUcdkZpM/Nbrt1zePnan+n6snjg0ec9zYRH2PPTM0NJTFix9Nd3dPU69ktSx6JD0fO3fsv7vx+BzZfocsed+HMnDyizerCXD7dddm+stfktZFjyRJRidPSe9bz0jfa16/2S4/bPvdbzPjOSek7x9OS+/r35g086olbGTCAv6C9Pb25oYbrs+CBQ+ntbUlO+ywQw444KDmrDte+km1j93+sr8/rffdm67/+kI6v3tpfj00lN8naWtpyfAee2V4/wOS4eFs1d6ew2dtteqbah9vj/vlY2IjWpjk8izb6nKwoyMdg4MZSbJ7kn3W4z0bHR2PWYLz+JP5FbfJfJwz9eOT+5aFj6TrPz6fjmuvyW1Jbk3StvMT0/fXL8/IHnMyMDKcgw89LDvs0OQcajTS8b3LM/m970z7nXeMHWppSf8rXpmFb3tHbpv/YB555JF0dXVlzpx9Mnny5DW84cbTsuChTD73w+m6+N8mloBtlmeqR0fT+aUvZsoHz5q416nR2ZnefzgtvW98S9LEP8PHtXhxZj39oLTdf1/6X/rXWXLm+zO67XbNHtWaLV6cNHHZGGwqwgLW0+LFi/OHP/w+jUYju+22W6Zt5jffjY6O5vLLL01ra+vE1YqRkZHMmDo1Rxxw4HKT+5Un+st2yHnM9permMw/dunOatfhr8WPlR8k6R1/vPwa+mTsRtdNqdHevuLSmceewe/oSMuDD6bld7/JN4eHMylj69OHDjgoo0/cJX1JnrH3Ppk6c9bKW2ausM9950pLgDb4bjGLF4/tTvPpTy7bnWb2Nvnp3/5dfrfnnIw2RtPePim7775n9txzrw37vddR2+9/N7ZE58orJo4NHXpYFp99Xob32795A3us4eF0XfL5TD73Q2l9+OEkSaOnJ71vflt6X/eGze9MdV9fZh15SNr+dHeSZOA5J2Xx+z+82X+2yaQrv5/G1GkZPuRpzR4K8BhrGxbta34KrL+l3bo5Ls9ZlTvu+EN+9aub0tU1trXoXXfdkTlz9mn6BGx17rnnTxkZGU5bW2daHrw/U995ejI8lL7R0UxNsp6Lija65X/4tI6Ojt0D0NGZ9o5JYx/Utaqbaru6ln2Y1fhuOhMfZrXCmvrlJ/YrTuZX+qCrzs6k/fF/FE66+ieZ8q7T037bLUnGrkr87JBD0/KKV6YxvsPSE56wcyYddHD6N+Yf2Jo0Gun82pcz+QPvTdt9944dam9P32tOTe9bT8+cqdOy+/Bw+vv709PT09Q1/y2PLhpbonPRp1dcovPeD2TgRS/ZfM78J0mjkRkvfE4m/ey6iUP9LzolS977wYw2+2rP4+nuzuL3fTiTP/LBLP7QuRnaQj7deej4DfXJGUCzCAs2ioGBgdxww/WZP39+kmT27Nk5+OBD07GZrpVNkuHh4fz61zenu3vZFovd3T25/fZbs+uuu5XG3mg0MjAwkIGB/vT3D6S/v2/i1319/RkY6M/Q0OByr1j7idXdd9+VBx98IC0trel4dFGeNjh+ljrJQNYtLBotLes2mV/t0p3lt8Ici4Q8uijd/3ZROn/4g+yZsRuhO3Z8Qvr+9yszss++GRwcyJw5e2fBk/dYh1FvHK1/ujtT3veedH7rGxPHhp6yX7Y9+7wcssde+cMffpfR0dHstNN+TV9O1H7zL8d20bnufyaODR7/jCz+4EcysvuyP8v29vam7vYzsUTnQ+9L67wHk4wtBes99bT0nvaWzXNJSUtLBp51Yib97LoM77NvFp/z0S3ic1kGT3rB2PKsDXWzOsBasBSKjeKKK76XoaGhibOio6Oj6ezszPHHP6NpY2o0GhkaGlphMj8wMJC+vr4MDPTnvvvuy69+ddNyAdFI0pLh4eHsuuuu2WabbbMuE/5l+/CMvaazszNdXV3p7OxKV1fXco8709XVnfb29vW6svPoo4tyxRXfH9tzvr8/nd+9NI1JkzLU1p6TDjwoLd3dK53NX2knnvEbbjfaJ9X29aXnnz+Rnk9eMHaPRJLRmTPzq1e/Lr+as3f6h4YyadKk7LrrbtlnnyZvRdvbm55P/VN6PvVPE58EPTprVpa866z0v/xvmrtl6GO0zJ+fyed8MF3/+e8Ty89Gdtk1iz/0kQw+88TN68x/koyOZsZzT8ikn9+YJBk48XljS3R23a3JA1uD/v50fuOrGXjJyzarf/4Am4p7LGiaBQsW5Mc/vjLd3SveINjX15tjjz0+U6ZMTX9/X/r7B8Yn9ytO9Pv7+7OW/1quwvKT+RUn9knS0dExMcHv6upOZ2dnOju70t3dlf7+gfz0pz9e6ebQvr7eHHHE0Zk9e/Z6jmnj+/nPb8zdd9+V7u6eNBqN9Pf3Zf/9D8wuzV5T3Wik49vfzJT3vXtivXejtTX9f/fqLDn9XWnMnDVxNaejo6O5W802Gun41jcy5X3vSds9fxo71NaWvv/z9+l9+zvTmDGzeWNbhdb77s3Mow9L6yMLkySNnslZ8pbT0/faU8eWd22m2m/8Waa++R+y+APnbDFLdAD+0rnHgqZZsmRx2trGLr8PDw/l1lvH1qYPDg5kaGgo22673Qpn6js7O7PVVltNnMHv7OxsygRz2rRk+vTpGRoamrhy0Gg00tMzOVtvvfUmH8+6OPDAg7Ljjjvm7rvvTmtra3bfffem33TedustYzfm/vTHE8cGjzx67MOj9l62f1JLS0tzP1wu42N99+krfNr24FHHZvGHz83IXnOaOLLHN7r9Dhk67PB0fvey9L/kZWO76Gy3fbOHtUbDBx2Sh6+6dsPftA5A07liwQY3ODiYyy77zkqTxcHBgZx44vMyaTNe89vf35/rr782Dz+8II1GIzNmzMyhhx42tsyItdLy8IJMPu/sdP3759IyMpJk7BOrF7/vwxk86QWb3/KcJJ1f+VKmnfr3SZKRnZ+Yxe8/O4PPPWmzHOvyWu+6M63zHrSLDgAblaVQNNXtt9+a2267NT09k9NoNNLX15e99968d1da3vD4TjXtq9ktiJW1PLIwsw4/MK3jN+03urvT+8Z/TO8/vCnp7m7y6Faj0cj0l56cocOPGPugq815rACwiQkLmu7hhxfkjjvGPvDqyU9+cqZPn9HcAbFJTPnHN6T7C5ek/+QXjW3J+YSdmj2ktdNobPZXKACgGYQF0BQt8+al/fe/zdDhRzR7KADABuDmbaApGrNnZ2gz3kELANg4bMsBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUCQsAAKBMWAAAAGXCAgAAKBMWAABAmbAAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyoQFAABQJiwAAIAyYQEAAJQJCwAAoExYAAAAZcICAAAoExYAAECZsAAAAMqEBQAAUCYsAACAMmEBAACUtTQajUazBwEAAGzZXLEAAADKhAUAAFAmLAAAgDJhAQAAlAkLAACgTFgAAABlwgIAACgTFgAAQJmwAAAAyv5/1FFwe1657esAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kt7c3kyZNTmvrUFAs/iC9JNl6623X8W80ZJttts03vvHt3HLLTbnlll/kjjt+N/xZFrfe+svceusv853vfCuf/ey/rXZ7XAB4vhIW8Dy2eCvUEhtyV6h58+YOfwbFDjvsuMrX7rjj1OHHf/3rX1f73g0NDdl44xXvF7nrrjuGH0+btssajvS5a2hoyAEHHJQDDjgoSTJnzpz8+te35H//93v54x9n5o9/nJlPf/r8fPKTn11vYwCAWqqv9QDg71VdXV2th7DBNTQsOZcxMDCwytcODPQv9X1rt4Sor68vP//5T5MkkydvnF122XWt3mdtTJo0Kccc88p85SuXZ4cddkqS/PKXN9lyFoC/Wa5YQI00NzcPP+7r612r97j55tvX1XA2iLFjx2bUqFHp7OzMH/5wd/r7+9PYuPK/hn7/+98NP95887X7tOzvfve/Mn/+00mSV77yNTW5x6GxsTG77z49f/rTfRkYGMjChR1paWld/TcCwPOMKxZQIxMnLtmmdNasR2s4kg2nvr4+L33p0Paxc+bMzhVXfG2lr1uwYEG+9KUvDH+9774zVvq6J5549g+8u/nmX+SrX/1ikmTLLbfKP/zDP67tsFfpzjt/n0cffeRZn+/r6xuOpLa29owbN269jAMAas0VC6iRHXbYMc3NLent7ckll3w5DQ2N2XTTzVJfP9T7kydPHnFntu+8847MmrVkEj1//vzhx48++sjwjdmLrezejbe97R25+eYbU6lU8rWvfTV//OPMHHXUMYu2m+3NPffcnf/+7/8a/pTsPfbYO3vvvc9Kx3PccW/MLru8KAcffFi22WbbNDY25YknHsvPfnZ9fvrT65IkY8aMzdlnn5+WlpbSX3+lbr/9tnzjG5dl1113y7777p8XvnD7jBs3Pj09lTzyyMP5v//7n/zpT/clSY499pXPeoUGAJ7v6qor+3SqlZg9e+H6Hgv83fniFy/Kf/7nFSt97qKLvpzp0/fcwCNatfPOOyvXXHPlGr/+2ZZq/eY3t+YTnzhjmTBZmT322CvnnHNBxo4du9LnDz98Rrq7u5/1+7feett87GNnD9/jsDb233/on8Hb3vaOnHDCu1Z4/rLLvpLLL79kte9z4IEH52MfO3e9BQ4ArC+TJ6/Z7pFOnUEN/fM/n5QpU7bKtddelQcffCCdnR2rvan5b8Fee70k3/rW93LllT/Ir3/9yzz44APp6FiYhoaGTJgwKVOn7pzDD39Z9t//wFXe5H7qqR/Nbbf9OjNn3pO5c+emu7sr48aNzwtfuF0OOujQHHnk0ev9CsFb3vJP2XnnXXL77bfmD3+4O3PmzM7TTw/d1zFx4sTsvPO0HHnk0cNLwADgb5UrFgAAwLNa0ysWbt4GAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAAAAigkLAACgmLAAAACKCQsAAKCYsAAAAIoJCwAAoJiwAABYC3Vz59Z6CDCiCAsAgOeo7sknM2HPF2XMif8v9Q/cX+vhwIggLACAmmv5v/9J25cuTrq7az2UNdL+hc+nvrMjrd//Xibsv1dGf+h9qX/8sVoPC2qqrlqtVtfkhbNnL1zfYwEA1oW+vjQ89GAGtt+h1iNZMz09mfDS6Wl49JEMbLZ5uj50WipvekvS1FTrkT2ruiefzKgLP53Wb349dX19SZJqa2u6/98703Xy+1OdMLHGI4R1Z/LkMWv0OlcsAOBvTOt/fjPjZ+ydMSedmPq/PlTr4axW/eynMrjJpkmShscfy5gPnpzxM/ZOy/9+LxkcrPHoVq66ySbp+NTnMu+Xv03l9W9Kta4udZVK2r94USbs9eK0f+6C1HU4KcvfF1csAGAV6p94PGPec2K6PnRq+vbZt9bDWb3BwUzYZ/c0PPRgkqTa1JTKPx6frvd/eHjyPiJVq2n+ybUZdf7ZaZx5z/Dh/p13SefpZ6b38COTuroaDnDVGu6bmVGfPCct11w5fGxw0qR0vfeDmf+mt+beB+7PggXPpK2tLTvtNDVjx25Uw9HCc7OmVyyEBQAbTk9Pmn79y/QdcNCIniQubfQp70/b1y9LkvQeclg6P3Jm+l+8e41HtWr1j81K++c/k9b/vCJ1/f1JkmpbW7rffmK63vPeVMdPqPEIV2FwMC3/+72MuuC84ThKkr69XpLOMz6evn33T7Vazbx589Lf35/Jkyenvn7kLMBo/O1vMur8s9N8041Jkt4kPxg/IQOveX36ZxyYNDSkUqlkv/1mZNKkSbUdLKwhYQHwt65afd5MzhdrveyrGfORD6V3n33TdfrHnhdXANq+fHHaL/xM6p9+evhYzzGvTOepZ2Rgx51qOLLVq3/wgYz6zCfT8j//nbpF/7kfHDM23e8+Kd3veneqo9dsslATfX1p/a//SPtnP5WGJx4fPjxn/xn5yeFHpXOzzZLUpaGhPtOn75kttthy3Y+hWk16e1PXU0kqPanrqaSuUkkqleHHK3+uJw333ZvmG67PHU8+kUeSNCQZ2GhcOj53UdLSkra21hxwwMHrfsywHggLgL9xrZd9Nc03XJfO087MwIt2rfVwVq9azbhDZ6TpD3cNH+o9+NChKwC7Ta/hwFavbsEzafvSxWn78r+nvrMjSVKtr0/P696Yzg9/JIMv2Lq2A1yNhpn3ZtSnzl12mc7Eiel67wfz8DGvzB8fejBdXV0ZPXp0pk3bJRttNK52g11ed3faLvtK2r9wYeqffjpXJxlI0jdtl/QedEiqG41LT2dnjnnRi9M80D80sV9q4r94op/FIbD460p36hYFQXp6UlfpHnr94sc9PUPfu2iaNJCkO0ll0f9W9nj5CVU1yR1JehZ9PbalJZMvvWLo/QYG8vKXH7M+/+RgnREWAM9B85U/TN8++6b6fFma0NWVCXu/OA1PPZkkqbzi1ek65fQM7LBjjQe2Gp2dQ5PEi/819fPnDx/uefmx6TztoxnYaWrtxrYG6ubOTftFn0/b5ZcMTUKz6B6GtxyXrg+cksFNN8uCBc/kiScez7hxE7LxxhvXeMTLavztbzLqk+em+Rc/S5I8leSG8eNT/+rXpXfGQUljYyqVSg455LCMGbPcRGJgYJlJ++IJ+zKT8KWfW/ps/uLX9FSGJvOV7qEJfE8ldd1LPV4qBIaeqwx9z8BAkqQjyZVJRi0a0vym5izo601Xki2SbJykf9Fza3stb/GkqG65xw1JWpO0Lfr/5R+3ZsmOONX6+qSlNdW65Naursxe/H6NjVn4xUtSbWtPc3NzDj740LUcJWxYwgKojf7+pKHhebVEp/6vD2XCS6en2tKa7nf9c7r/+aRUR9IZ25Xp6Ej7RZ9P+1e/lLquziRLnUH/0GkZ3HqbGg9w1eqemT90BeArX1xyBaCuLj2vfcPQ+Ld9YY1HuGr1jz82dA/Dt74xfA/DYEtLfvbyY/PgjAPTNGFi+vp6M3r0mBxwwEFpWlfbpg4OrnhGfdHXS5bjLJqor+TM/OKJe8NDD6Tp9t/k53PnpHPRWw+MGZvq5ElJb18mDQ5m37q6ZcOgv3+VQ9sQVgiLlpb09/SkPsmLkuyapHHRc9W6uqStLdWWllRbWpOWllTb2pY8bm1LtbVlKABaF/2vZdmvl7xu0eNFz2XRa6utbUnr4uNLHjf98uaMPvO0NN43M51Jrk5Sv/8BqbzxzamOG5+enkr22GOv9bN8C9YDYQHURNuXL07LD76fzlM/mr4DD35eBMbidf+LDW40Lt3/cnK63n5iMnp0DUe2enWzZ6f9os+l7euXDU0iM3RWtPKWf0rXBz6cwc02r/EIV61uzpy0f+HCZa8ANDSk8ubj8ugJ78hdc2ano6Mjra1t2W677bPVVi+o8YgztO5+0Rn1+j//OaMuvjDN11yVB6rV/D5Jc3Nz+vbYO327T091oD8bt7Rm7802W/ZMfaWy7Fn75Z5bOh6WWdPf27tOf5Urs+SsfF9ra5oW/TNoTXL4OvoZiyfg1ZaWZSfkLS1LTeAXHW9rWzKBb1t8vDXpWJiWa69K0x/uHh7zwGabp3L0KzK49TapDFZz1BEvS9PoMUnbou9patrgf//UP/zXjD7ro2m58gfDx/pevHtmfeTM3NHSkoULF6a1tTXbb7+DqOB5RVgAG15HRybuvWvq58xJkvS+dL90feTM58UNuo13/j7tF5yXlut/MnxscOLEdJ38wXQff0LS1lbD0a3eSncBamlJ9/FvT9fJH8jgpEmZNevRzJs3L5tssmk22WSTGo94WfWPP5b2Cz+T1v8YugKwMMk1jY2pP/SI9Bz7qlQ32iiVSiXTp++RKVO2Gprc9/UNnVHvXjTp7ulJuruXPF60lGZ4DX139/ASm2XW1y+/7n75yX1lqfX5i8/6r8TPkyz+L+VAQ0MaFi3fGUzyyg3wZ7gq1aamocn24jPzDQ2pnz8/P39m/jJXLAamTctgU3MmjRmTl2y19XJn7Zc6m9/SOnR2vrVtyeOVnc1vbk5KdmxafGXuixcNR9W8CRNz7Wten8699k59w9D1id1227220dnVlfaL/zXtF//r8L8fg5MmpfOMs1L5h7eW/RnACCAsgA2vpydtX7807f/2+dTPmT18uPfgQ9N52kfTv/seNRzcmmm87daM+tQ5ab75F8PHBjbdLF3v/3AqbzluaKI0gtU/+EBGffZTafned4ZvOu1ta88Pj3hZFhxyeJonTEyl0p1x48ZnxowDy7fp7F/uZtnlJ/rPsiZ/yVn7ypJ19z2V1M2dm8aZ9+TWx2ZlThatS29oyOD4CUl/f1r6+3Lk4ODQe42wD067McmCRY8H6+tTv9T4js3Sk/ulJuEtraku+jqLJuzV1pZk0YR9pZP5ZZbqrPy55a8MpKFhaCA9PWn7yheHdrnq7MjcJNe3tafudW9I76FHpFpfn97e3hx22BFpb2/fwH+CS6lW0/L972bUJ84c3hGq2tSU7ne+e+hK3Ogxeeqpp9Lf35dNN90sDYt/vxqMs/nKH2T0x89Iw6OPDB1qaEj329+Vrg+dNvKXVMIaEhZA7XR0pO1rX13xBt0jX57OU87IwC4vqt3Y1lDTTTdm1Plnp+m3vxk+NjBlqyz4wCn59fY75MnZT2VwcDATJ07K9Ol7prW1tXaDXXxT7VKT+Yb7Zqb90i+n+aYb8+skTyapa25O7/Q9Mzh15/RXurPdmI0ybezYNbypdqmz+Su5qXZduyFZciZ9HZ79H153v3gyPrzufvm19s++Dj9LL+2pq0vzT69Ly1U/ymN9vbklSUv7qPQcdXT69j8g/Q0N2XLbF2bX6XsmjY2rHd/61HzdtRn10dPS+OADw38Wlbcen8f+5eTc+9ST6e7uzujRozN16rSMruESwMa778zo009J062/Gj7We8hh6Tj3ggxst33NxrW8hpn3ZvQZpyxzEqJ3xkHpOP/TI34bYniuhAVQc3ULnknbV76Yti9dnPqOJX+HVF75mnR9+CPp336HzJr1aGbPnp1x48blBS/YekR90FWq1TT/9Cdp/+S5abr7ziTJL5I8tcmmGXjtG9K3z0tTTV3q6upyxGFHLJl0r3CmfvF6+crKz9SvbFedlU70Fx1fft19X98qf41l1tG3tKRp0b0Y7UlqtSdNdembapeezNfXp/6xWbnrqSfz1wztxDPYPip9e++TtLenra09B+244/Drl5ydX/pM/6L3XbTWfullO2lsXDfr7qvVNP/o/zL6rI8uc6b69le/NnfPODj9i0Jz8803z157vaSm/1433P/njDrzI8ss8+vbe590nP/p9O+6W83Gtby6uXMz6pPnpPWbly/Z4nXrbdJx7qdG5Kduj33L69Ny3Y+TJANbvSAdnzg/vS8/ZsSNE9YFYQF/h6rVaupG4H/U6ubNTfsXv5C2S7+cuq6uJEl/XV2u2f/AzDnq6DRN2Sq9vb1paGjIoYcenpaWlrX7QUvdVLv0Fper3P5ymeU5K95EO7Ruvyv1j81K/4MP5oc9lSxeIDIwalTqBgfT09ub/QYGssW6+eNa567Jki04B5ubU79orfropqYc2D5qyU21qzmLv7Kbap91h5zhr1d8Ls3NK06+envT9tUvpf3zn059x8L0JflRa1t6Xv3aDBxxVKoNDent7cmMGQdmfI0/Nbrh3nuGzlTfctPwsd4ZB6XjvAsysNPU9PX1paNjYdra2mt6Jatu4YK0f/4zafvqF4fjc2DTzdL58XPS85rXj6gJcONvbs1Gb3596p+ZnySpto9K5wc+nO53/cvQUq4RqOEvf864Iw9J9z+/J13vPnnE34cFJYQF/B3p6urK7bfflnnznk59fV0233zz7L77HrVZd7z0TbXLTeDrH38srd/+j7Rce3X+0NeXvyRpqKtL/w47pf/FuycD/ZnY2JiXTpy08nX4y5+pX355zrPcVLuuzE9ybZZsddnb3Jzm3t4MJNk+ybS1eM9qU9PKd8hZybr74dctd5Z/mTP1iyb6dc88k9ZvfiPNv7o5M5Pcm6RhylbpfuObMzB1WnoG+rPn3vtk881rn0PN1/84o878SBrv/0uSRUt03vyPmf/h0zNz7uw888wzaW1tzdSp0zJq1KjVvNv6U/f0vIy64Ly0fv2y4fs7BrZ6QTrOOi+9Rx87cibqg4Np+e63M+qcjw9/zkm1uTnd/3xSOt/7wZG501lHRybst2caHn8slde9MZ0fOzuDm25W61GtVl3HwpH96eWwjggLWEsdHR25//6/pFqtZtttt83YsRvVekirNDg4mGuvvTr19fXDVysGBgYybsyY7Lf79GWX4Sy3l/2KN9KuZP/7Z7nJdsnkvrLC+v41uan2p0m6Fj0eaGxMw1J75B+7Hv6cVqXa0LDcfvTLTe5bWlI3+6nU/flP+WFfX5oyNPnt232PDG69TbqTHLbztIwZP2HJ5H6lu+eseGUg6zr+urqW7KKz1O40t/zj2/KnqTtnMNU0NjZl++13zI41Xgfe8MBfhpboLFpOkiR9e+49tERnJH0S98BAWq+4PKM+dU7qn346ydBSrq6TPzAyz1RXKpmw/15pePivSYbubeo467wR/9kgTTdcn+qo0el/yT61HgqwnDUNi9reScbfvMXdOhKX56zMAw/cn7vuuiOtrUMThYceeiBTp06r+QRsVR599JEMDPSnoaEldU89kTEfOSXp70v34GDGJBmZiwiW/cunfnBw6B6A5pY0NjdlYOxGq9jzfql97ldypn7xMpwseu0Kk/mlPsxq8XOruqm26Ve3ZPTpp6Tx3nuSDF2V+M0ee6burcenOmlyKpXubLnlVmnaY8+s3+slq1GtpuUH3x/aRWfWo0OHGhvTfcK70vWhU7PTRuOyXX9/KpVK2tvba7rmv65j4dASna/8+5IlOptsms4zP5Ge171xZG3NWa1m3KtevsyNxJVXvSadHzsng1tOqeHAVqG1NR1nnZdR538iHed+Kn2HrKtPpFi/+g45rNZDAAoJC9aLnp6e3H77bZmz6PMMJk+enD333DvNI3irzv7+/vzhD3enrW3JFottbe257757s8022xaNvVqtpqenJz09lVQqPalUuoe/7u6upKenkr6+pT/4as1D7OGHH8pTTz2Zurr6NC9ckJf0Dt2YO5ikJ889LJ71ptpnW3az/IdfLX1T7XK76mThwrR9/bK03HBddszQjdDNm2+R7rcel4EX7Zbe3p5Mnbpz5m23w3Mc9bpXP+vRjPrER9P6f98fPta/8y7Z5LwLstfUabn//j9ncHAwU6bsWvPlRA1/uHtozf+vbhk+1nvQIUO76Oyw4/CxxsbGmu72k2o1Lf/9X8su0WlqSveJ70nX+z80MpeU1NWl5/Aj03Trr9K/8y7pOP/T6dt3/1qParV6jz42vS87auhD4gA2EEuhWC+uv/4n6evrGz4rOjg4mJaWlhxSwzNS1Wo1fX19y0zme3p60t3dnZ6eSh5//PHcddcdSwVENUld+vv7s80222TjjTfJc5nwL9mHZ+h7Wlpa0trampaW1rS2ti71uCWtrW1pbGxcqys7CxcuyPXXXze053ylkpYfX51qU1P6GhpzzPQ9UtfWVnZT7bpQqaT9S19I+799bvjm7cFx43LXCe/KXdN2SaWvL01NTdlmm20zbVqNt6Lt7k77v/9b2r9w4dB2q0kGx49P52lnpvKPx9d8y9Cl1c2bm1GfOjetV1y+ZM3/C7ZOx9mfTO+RLx85a/4XGxzMuKMPH97Ct+eII9N59vkZ2Ha7Gg9sNXp60vL976bn9W8aUf/8ATYU91hQM/PmzcsvfnFD2tqWvcmyu7srBx10SEaPHpNKpTuVSs+iyf2yE/1KpZI1/NdyJZaezC87sU+S5ubm4Ql+a2tbWlpa0tLSmra21lQqPbn55l+scHNod3dX9tvvgEyePHktx7T+/e53v83DDz+Utrb2VKvVVCrd2W236dl6621qO7BqNc1XXzn04VEPPzR0qL4+lePels5TP5rqxInDV3Oam5tru9VstZrmK3+Y0WedkYZHHl4y1uNPSOepZ6Ra452Illf/5BMZP2Pv4c8Jqba3p+t9H0rXie8ZWt41QjX+/rcZ8553pfPs89N76BG1Hg4Aa8A9FtRMZ2dHGhqGLr/39/fl3kVr03t7e9LX15dNNtl0mTP1LS0tmThx4vAZ/JaWlppMMMeOTTbaaKP09fUNXzmoVqtpbx+VSZMmbfDxPBfTp++RLbbYIg8//HDq6+uz/fbb1/ym84b7Zmb0Gaem+aafDx/r3Xf/oeU5S31AXl1dXW0/XC6Lx3pKmm+6cfhY734zhsY6bZcajuzZDW6yafr22S8t116VymvfMLSLzmab13pYq9W/+x55+qbbRtZ9FACsE65YsM719vbmmmuuWmGy2NvbkyOPPDpNI3jNb6VSyW23/TpPPz0v1Wo148aNz9577zO0zIg1Ujf/6bR/5pNp+9olw5/KPLDFluk869z0vOLVI295TpKW7383Y088IUkysOWUdHzivPQe88oROdal1f/1odQ/8YRddABYryyFoqbuu+/ezJx5b9rbR6Varaa7uzs77zyyd1daWv+irU8brad+TuoWPJMJ+0xP/ZzZSZJqa2u63vO+dL3nfclIjrNqNRu98dXp23ufdP3Le0fe9qEAUEPCgpp7+ul5eeCBB5Ik2223XTbaaFxtB8QGMfoDJ6XtP76Ryitenc6Pn5PBKVvVekhrplod8VcoAKAWhAVQE3WzZ6fxjzPTt/8BtR4KALAOuHkbqInq5MnpG8E7aAEA64dtOQAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGLCAgAAKCYsAACAYsICAAAoJiwAAIBiwgIAACgmLAAAgGJ11Wq1WutBAAAAz2+uWAAAAMWEBQAAUExYAAAAxYQFAABQTFgAAADFhAUAAFBMWAAAAMWEBQAAUExYAAAAxf4/gUMaM3cqe2sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Note that you must have a folder with the name anim in order to save the frames\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fs=20\n",
    "for t in range(0,200):\n",
    "   \n",
    "    fig = plt.figure(figsize=(10,10))\n",
    "    ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "    mxVsPos = [drive[t]((1e-9*i,0.,0.))[0]/Ms for i in range(0,8)  ] # replace 8 by the number of sites\n",
    "    myVsPos = [drive[t]((1e-9*i,0.,0.))[1]/Ms for i in range(0,8)  ]\n",
    "    mzVsPos = [drive[t]((1e-9*i,0.,0.))[2]/Ms for i in range(0,8)  ]\n",
    "    \n",
    "    ax.text(0.2,0.5,1.,r'$\\rm{t=}$'+f'${{{t}}}$ '+r'$\\rm{ fs}$' ,fontsize=fs)\n",
    "\n",
    "    soa=np.array([[i,0,0] for i in range(13)])\n",
    "    X,Y,Z =zip(*soa)\n",
    "    U=mxVsPos\n",
    "    V=myVsPos\n",
    "    W=mzVsPos\n",
    "    for i in range(8):\n",
    "        ax.quiver(X[i], Y[i], Z[i], U[i], V[i], W[i],color='red')\n",
    "\n",
    "    soa=np.array([[i,0,0] for i in range(-2,9)])\n",
    "    X2,Y2,Z2 =zip(*soa)\n",
    "    ax.scatter(X2, Y2, Z2, color='black', alpha=0.3)\n",
    "    ax.plot(X2, Y2, Z2, color='black', lw=0.2)\n",
    "\n",
    "    ax.set_xlim([-1, 10])\n",
    "    ax.set_ylim([0, 1])\n",
    "    ax.set_zlim([-2, 2])\n",
    "    ax.set_xlabel('x')\n",
    "    ax.set_ylabel('y')\n",
    "    ax.set_zlabel('z')\n",
    "    ax.view_init(10, -100)\n",
    "    ax.set_axis_off()\n",
    "    #plt.savefig(f'./anim/{t}') ; #### You must uncomment this in order to save the frames "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "355564ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.animation import FuncAnimation, writers\n",
    "from skimage import io\n",
    "fig = plt.figure()\n",
    "def animation_function(t):\n",
    "    image=io.imread(f'./anim/{t}.png')\n",
    "    plt.imshow(image[380:650,320:800,:])\n",
    "#### you must uncomment this in order to save the animation \n",
    "#animation = FuncAnimation(fig, animation_function, frames=[i for i in range(0,200)],interval=50  )\n",
    "#fig.set_size_inches(18, 8, True)\n",
    "#animation.save('./anim/animation.gif' )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10f38043",
   "metadata": {},
   "source": [
    "## First Domain wall\n",
    "\n",
    "Now, lets simulate a domain wall and their dynamics once we include the STT. \n",
    "\n",
    "A domain wall refers to a region of transition or boundary between two adjacent magnetic domains in a magnetic material. In simpler terms, it's an interface where the direction of magnetization changes from one direction to another. Magnetic domains are small regions within a material where the magnetic moments of the atoms are aligned in the same direction, creating a local magnetic field.\n",
    "\n",
    "The movement of domain walls is a key factor in various magnetic phenomena and technologies. For instance, it plays a role in how data is stored and read in magnetic storage devices like hard drives.\n",
    "\n",
    "For example applying currents, in our case this currents are included though the spin transfer torque(STT) terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "55d026d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Definition of parameters\n",
    "L = 500e-9  # sample length (m)\n",
    "w = 20e-9  # sample width (m)\n",
    "d = 2.5e-9  # discretisation cell size (m)\n",
    "Ms = 5.8e5  # saturation magnetisation (A/m)\n",
    "A = 15e-12  # exchange energy constant (J/)\n",
    "D = 3e-3  # Dzyaloshinkii-Moriya energy constant (J/m**2)\n",
    "K = 0.5e6  # uniaxial anisotropy constant (J/m**3)\n",
    "u = (0, 0, 1)  # easy axis\n",
    "gamma0 = 2.211e5  # gyromagnetic ratio (m/As)\n",
    "alpha = 0.3  # Gilbert damping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "7d522a13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$- A \\mathbf{m} \\cdot \\nabla^{2} \\mathbf{m}+ D ( \\mathbf{m} \\cdot \\nabla m_{z} - m_{z} \\nabla \\cdot \\mathbf{m} )-K (\\mathbf{m} \\cdot \\mathbf{u})^{2}$"
      ],
      "text/plain": [
       "Exchange(A=1.5e-11) + DMI(D=0.003, crystalclass='Cnv_z') + UniaxialAnisotropy(K=500000.0, u=(0, 0, 1))"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Micromagnetic system definition\n",
    "system3 = mm.System(name='domain_wall')\n",
    "system3.energy = mm.Exchange(A=A) + \\\n",
    "                mm.DMI(D=D, crystalclass='Cnv_z') + \\\n",
    "                mm.UniaxialAnisotropy(K=K, u=u)\n",
    "system3.energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "11685d8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$-\\frac{\\gamma_{0}}{1 + \\alpha^{2}} \\mathbf{m} \\times \\mathbf{H}_\\text{eff}-\\frac{\\gamma_{0} \\alpha}{1 + \\alpha^{2}} \\mathbf{m} \\times (\\mathbf{m} \\times \\mathbf{H}_\\text{eff})$"
      ],
      "text/plain": [
       "Precession(gamma0=221100.0) + Damping(alpha=0.3)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "system3.dynamics = mm.Precession(gamma0=gamma0) + mm.Damping(alpha=alpha)\n",
    "system3.dynamics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "3b004193",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mesh definition\n",
    "p1 = (0, 0, 0)\n",
    "p2 = (L, w, d)\n",
    "cell = (d, d, d)\n",
    "region = df.Region(p1=p1, p2=p2)\n",
    "mesh = df.Mesh(region=region, cell=cell)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "59d91bdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "#region.k3d()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "b1232873",
   "metadata": {},
   "outputs": [],
   "source": [
    "#mesh.plane('x').k3d()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c26bd17f",
   "metadata": {},
   "source": [
    "We set the intial magnetization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "cdba5f1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Now, lets set the intial magnetic configuration \n",
    "def m_value(pos):\n",
    "    x, y, z = pos\n",
    "    if 20e-9 < x:\n",
    "        return (0, 0, -1)\n",
    "    else:\n",
    "        return (0, 0, 1)\n",
    "    \n",
    "system3.m = df.Field(mesh, dim=3, value=m_value, norm=Ms)\n",
    "\n",
    "system3.m.z.plane('z').mpl(figsize=(15,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e428b18",
   "metadata": {},
   "source": [
    "And then we relax the system, finding the configuration of minimal energy. (Note that you must have energy terms that allows to remain the domain wall)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "dec67f38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/08/25 12:24]... (9.1 s)\n"
     ]
    }
   ],
   "source": [
    "md = mc.MinDriver()\n",
    "md.drive(system3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "9846d422",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#system3.m.z.plane('z').k3d.scalar()\n",
    "system3.m.z.plane('z').mpl()#.scalar()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78168a46",
   "metadata": {},
   "source": [
    "Now, in order to observe the movement of the domain wall, we include an stt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "9283e9d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$-\\frac{\\gamma_{0}}{1 + \\alpha^{2}} \\mathbf{m} \\times \\mathbf{H}_\\text{eff}-\\frac{\\gamma_{0} \\alpha}{1 + \\alpha^{2}} \\mathbf{m} \\times (\\mathbf{m} \\times \\mathbf{H}_\\text{eff})-\\frac{1+\\alpha\\beta}{1+\\alpha^{2}} \\mathbf{m} \\times (\\mathbf{m} \\times (\\mathbf{u} \\cdot \\boldsymbol\\nabla)\\mathbf{m}) - \\frac{\\beta - \\alpha}{1+\\alpha^{2}} \\mathbf{m} \\times (\\mathbf{u} \\cdot \\boldsymbol\\nabla)\\mathbf{m}$"
      ],
      "text/plain": [
       "Precession(gamma0=221100.0) + Damping(alpha=0.3) + ZhangLi(u=400, beta=0.5)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ux = 400  # velocity in x direction (m/s)\n",
    "beta = 0.5  # non-adiabatic STT parameter\n",
    "system3.dynamics += mm.ZhangLi(u=ux, beta=beta)\n",
    "system3.dynamics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "0f89959c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner)[2023/08/25 12:24]... (13.0 s)\n"
     ]
    }
   ],
   "source": [
    "td = mc.TimeDriver()\n",
    "td.drive(system3, t=0.5e-9, n=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "41797ce9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "system3.m.z.plane('z').mpl.scalar()#.scalar()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf5afc5a",
   "metadata": {},
   "source": [
    "We can also produce interactive plots, in the following way: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "3b50551b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "22764494da654c93800509cae23192af",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='step', max=99), Output()), _dom_classes=('widget-interac…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import micromagneticdata as md\n",
    "data = md.Data(system3.name)\n",
    "@df.interact(n=data[-1].slider(continuous_update=True))\n",
    "def myplot(n):\n",
    "    data[-1][n].z.plane('z').mpl.scalar(figsize=(15, 5), filter_field=system3.m.norm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5cb69a3",
   "metadata": {},
   "source": [
    "Send corrections to <code>bnikolic@udel.edu</code>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f78f56d4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}