Stylized_Single_Cell_Extracellular_Potential_Tutorial.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/davidfague/Tutorials/blob/main/Stylized_Single_Cell_Extracellular_Potential_Tutorial.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7a9de89f",
      "metadata": {
        "id": "7a9de89f"
      },
      "source": [
        "# Stylized Single Cell and Extracellular Potential"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "MSX7LmGzszzf",
      "metadata": {
        "id": "MSX7LmGzszzf"
      },
      "source": [
        "#### Download modules from Github"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "Daok1-uas1Q8",
      "metadata": {
        "id": "Daok1-uas1Q8",
        "outputId": "bff8a2f0-89df-45a5-e5a2-3e4fb6290684",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[0m\u001b[01;34mcell_inference\u001b[0m/  Stylized_Single_Cell_Extracellular_Potential_Tutorial.ipynb\n"
          ]
        }
      ],
      "source": [
        "import os\n",
        "\n",
        "RunningInCOLAB = 'google.colab' in str(get_ipython())\n",
        "if RunningInCOLAB:\n",
        "    !pip install neuron==8.0.0 &> /dev/null\n",
        "    os.chdir('/content')\n",
        "    if not os.path.isdir('Stylized-Single-Cell-and-Extracellular-Potential'):\n",
        "        !git clone https://github.com/chenziao/Stylized-Single-Cell-and-Extracellular-Potential.git &> /dev/null \n",
        "    os.chdir('Stylized-Single-Cell-and-Extracellular-Potential')\n",
        "    %ls"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2a84fbea",
      "metadata": {
        "id": "2a84fbea"
      },
      "source": [
        "## Setup smiulation parameters"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "4be7f6fd",
      "metadata": {
        "id": "4be7f6fd",
        "outputId": "3a8959e5-7aeb-4f1f-efc8-b0588ece14db",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import json\n",
        "import matplotlib.pyplot as plt\n",
        "import ipywidgets as widgets\n",
        "from neuron import h\n",
        "from scipy import signal\n",
        "from IPython.display import display, clear_output\n",
        "from ipywidgets import interactive_output, HBox, VBox, Label, Layout\n",
        "from cell_inference.config import params, paths\n",
        "from cell_inference.cells.activecell_axon import ReducedOrderL5Cell, ReducedOrderL5CellPassiveDendrite\n",
        "from cell_inference.utils.currents.ecp import EcpMod\n",
        "from cell_inference.utils.currents.recorder import Recorder\n",
        "from cell_inference.utils.plotting.plot_morphology import plot_morphology\n",
        "from cell_inference.utils.plotting.plot_results import plot_lfp_heatmap, plot_lfp_traces\n",
        "from cell_inference.utils.plotting.plot_variable_with_morphology import plot_variable_with_morphology\n",
        "from cell_inference.utils.metrics.measure_segment_distance import measure_segment_distance\n",
        "\n",
        "%matplotlib inline\n",
        "\n",
        "if RunningInCOLAB:\n",
        "    os.chdir(paths.COMPILED_REDUCED_ORDER)\n",
        "    print(os.system('nrnivmodl'))\n",
        "    os.chdir(os.path.join(paths.ROOT_DIR, '..'))\n",
        "\n",
        "h.load_file('stdrun.hoc')\n",
        "h.nrn_load_dll(paths.COMPILED_LIBRARY_REDUCED_ORDER)  # choose the set of mechanisms\n",
        "\n",
        "h.dt = params.DT  # time step\n",
        "h.steps_per_ms = 1/h.dt\n",
        "h.tstop = params.TSTOP  # simulation stop time"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "7927a07b",
      "metadata": {
        "id": "7927a07b"
      },
      "source": [
        "### Create a cell with stylized morphology and passive dendrites"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "18a97eeb",
      "metadata": {
        "id": "18a97eeb"
      },
      "outputs": [],
      "source": [
        "# Load biophysical parameters from a json file\n",
        "filepath = os.path.join(paths.RESOURCES_ROOT, 'biophys_parameters/ReducedOrderL5_passive.json')\n",
        "with open(filepath) as f:\n",
        "    biophys_param = json.load(f)\n",
        "for genome in biophys_param['genome']:\n",
        "    if genome['value'] != \"\": genome['value'] = float(genome['value'])\n",
        "\n",
        "# Load morphology parameters from a csv file\n",
        "geometry = pd.read_csv(paths.GEO_REDUCED_ORDER, index_col='id')\n",
        "\n",
        "# Create a cell object\n",
        "cell = ReducedOrderL5CellPassiveDendrite(geometry=geometry, full_biophys=biophys_param)\n",
        "\n",
        "# Create synaptic input\n",
        "stim = h.NetStim()\n",
        "stim.number = 1  # only one event\n",
        "stim.start = 2.0  # delay (ms)\n",
        "gmax = 0.02  # default synapse maximum conductance (uS)\n",
        "# Add synapse to soma\n",
        "cell.add_synapse(stim, sec_index=0, gmax=gmax)\n",
        "# Add synapse to apical tufts\n",
        "for i in cell.grp_ids[5]:\n",
        "    cell.add_synapse(stim, sec_index=i, gmax=gmax / cell._nbranch)\n",
        "\n",
        "# Record time points\n",
        "t_vec = h.Vector(round(h.tstop / h.dt) + 1).record(h._ref_t)\n",
        "# Record membrane voltage of all segments\n",
        "V_rec = Recorder(cell.segments)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "22d6f6e6",
      "metadata": {
        "id": "22d6f6e6"
      },
      "source": [
        "### Add electrodes (Neuropixel)\n",
        "A probe with 384 electrodes [https://www.neuropixels.org/probe](https://www.neuropixels.org/probe). The coordinates of each electrode is a row in the array printed below."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "8fdb0017",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8fdb0017",
        "outputId": "58524d72-c921-421b-8999-8c126400921f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(384, 3)\n",
            "[[   -8. -1910.     0.]\n",
            " [   24. -1910.     0.]\n",
            " [  -24. -1890.     0.]\n",
            " ...\n",
            " [   24.  1890.     0.]\n",
            " [  -24.  1910.     0.]\n",
            " [    8.  1910.     0.]]\n"
          ]
        }
      ],
      "source": [
        "elec_pos = params.ELECTRODE_POSITION\n",
        "ecp = EcpMod(cell, elec_pos, min_distance=params.MIN_DISTANCE)  # create an ECP object for extracellular potential\n",
        "\n",
        "# coordinates (x, y, z) of electrodes\n",
        "print(params.ELECTRODE_POSITION.shape)\n",
        "print(params.ELECTRODE_POSITION)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c5323608",
      "metadata": {
        "id": "c5323608"
      },
      "source": [
        "## Custom settings\n",
        "\n",
        "Using the interactive tools below, you can change the position of the cell, and change the synapse strength and location on the cell.\n",
        "\n",
        "#### Cell position parameters (x, y, z, alpha, h, phi)\n",
        "Starting with soma at the origin, apical dendrite along y-axis, rotate and translate the cell to the desired position determined by 6 parameters. First, rotate alpha about the y-axis (spin), then rotate beta=arccos(h) about the x-axis (elevation), then rotate phi about the y-axis (azimuth). Finally translate the cell by (x,y,z).\n",
        "\n",
        "Use the sliders to change the 6 position parameters. Use the sliders 'elev' and 'azim' to change view of the 3D plot."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "a3df63ce",
      "metadata": {
        "id": "a3df63ce",
        "outputId": "5d96805b-4452-4c8d-98a8-11c2f70ca38a",
        "colab": {
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          "height": 626,
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        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(Button(button_style='primary', description='Reset', icon='history', style=ButtonStyle()), HBox(…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3569e826b4924949b5a9f3d4d6624839"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "loc_param_default = [0., 0., 80., 0., 1., 0.]  # Default position parameters\n",
        "elev, azim = 10, -70  # Default view\n",
        "clr = ['g', 'yellow', 'orange', 'red', 'b', 'c', 'g', 'yellow', 'orange', 'red', 'pink', 'purple']  # section color\n",
        "\n",
        "def interactive_plot(x, y, z, alpha, beta, phi, elev, azim):\n",
        "    global loc_param\n",
        "    loc_param = (x, y, z, np.pi/180*alpha, np.cos(np.pi/180*beta), np.pi/180*phi)\n",
        "    fig, ax = plot_morphology(cell=cell, electrodes=elec_pos, move_cell=loc_param,\n",
        "                    elev=-elev, azim=-azim, figsize=(12, 8), clr = clr)\n",
        "    plt.show()\n",
        "\n",
        "xslider = Layout(width='500px')\n",
        "yslider = Layout(height='350px')\n",
        "w_reset = widgets.Button(description='Reset', icon='history', button_style='primary')\n",
        "w_x = widgets.FloatSlider(value=loc_param_default[0], min=-200, max=200, step=1, description='x (um)', continuous_update=False, readout_format='.0f')\n",
        "w_y = widgets.FloatSlider(value=loc_param_default[1], min=-1000, max=1000, step=1, description='y (um)', continuous_update=False, readout_format='.0f')\n",
        "w_z = widgets.FloatSlider(value=loc_param_default[2], min=20, max=400, step=1, description='z (um)', continuous_update=False, readout_format='.0f')\n",
        "w_alpha = widgets.FloatSlider(value=180/np.pi*loc_param_default[3], min=-180, max=180, step=1, description='alpha (deg)', continuous_update=False, readout_format='.0f')\n",
        "w_beta = widgets.FloatSlider(value=180/np.pi*np.arccos(loc_param_default[4]), min=0, max=180, step=1, description='beta (deg)', continuous_update=False, readout_format='.0f')\n",
        "w_phi = widgets.FloatSlider(value=180/np.pi*loc_param_default[5], min=-180, max=180, step=1, description='phi (deg)', continuous_update=False, readout_format='.0f')\n",
        "w_elev = widgets.FloatSlider(value=-elev, min=-90, max=90, step=1, description='elev (deg)', continuous_update=False, readout_format='.0f', orientation='vertical', layout=yslider)\n",
        "w_azim = widgets.FloatSlider(value=-azim, min=-180, max=180, step=1, description='azim (deg)', continuous_update=False, readout_format='.0f', layout=xslider)\n",
        "\n",
        "def reset_default(*args):\n",
        "    w_x.value, w_y.value, w_z.value = loc_param_default[:3]\n",
        "    w_alpha.value = 180 / np.pi * loc_param_default[3]\n",
        "    w_beta.value = 180 / np.pi * np.arccos(loc_param_default[4])\n",
        "    w_phi.value = 180 / np.pi * loc_param_default[5]\n",
        "    w_elev.value, w_azim.value = -elev, -azim\n",
        "w_reset.on_click(reset_default)\n",
        "\n",
        "out = interactive_output(interactive_plot, {'x': w_x, 'y': w_y, 'z': w_z, 'alpha': w_alpha, 'beta': w_beta, 'phi': w_phi, 'elev': w_elev, 'azim': w_azim})\n",
        "ui = VBox([ w_reset, HBox([ VBox([w_x, w_y, w_z]), VBox([w_alpha, w_beta, w_phi]) ]), HBox([ VBox([out, w_azim]), w_elev]) ])\n",
        "\n",
        "display(ui)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "0d582310",
      "metadata": {
        "id": "0d582310"
      },
      "source": [
        "#### Set synaptic input\n",
        "\n",
        "Use the toggle button to switch synapse location between the soma and the proximal apical tuft dendrite. Use the slider 'Synapse maximal conductance' to change synapse strength."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "ce8d1856",
      "metadata": {
        "id": "ce8d1856",
        "outputId": "3bd0448c-d970-4525-e504-70129c30ba2a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 82,
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      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "VBox(children=(ToggleButtons(options=('Soma', 'Apical tuft (proximal)'), value='Soma'), HBox(children=(Label(v…"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "47d8a2a2259a429a89a7ce56228c2b3f"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "w_syn_site = widgets.ToggleButtons(options=['Soma', 'Apical tuft (proximal)'])\n",
        "w_gmax = widgets.FloatSlider(value=gmax, min=0, max=0.1, step=0.0002, readout_format='.4f')\n",
        "display(VBox([w_syn_site, HBox([Label('Synapse maximal conductance (uS)'), w_gmax])]))\n",
        "\n",
        "def set_synapse():\n",
        "    soma_syn = w_syn_site.value == 'Soma'\n",
        "    gmax_soma = w_gmax.value if soma_syn else 0\n",
        "    gmax_tuft = 0 if soma_syn else w_gmax.value / cell._nbranch\n",
        "    cell.synapse[0].set_gmax(gmax_soma)\n",
        "    for syn in cell.synapse[1:]:\n",
        "        syn.set_gmax(gmax_tuft)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "2ca15375",
      "metadata": {
        "id": "2ca15375"
      },
      "source": [
        "## Run simulation and plot results\n",
        "\n",
        "Run the codes below to simulate and display results everytime after you change the parameters above."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "f81ec874",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 963
        },
        "id": "f81ec874",
        "outputId": "6f60cd95-6abd-418d-beaa-2443fe46e606"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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AN2h5v77HpdfzbPAvqv32r88i1JdP8dSHAxQzMzN8iqduHKCYmZkBINrhUzx14QDFzMyMzlw8DlDqwgGKmZlZzqd46sMBygY2cq5XRfuRZivuez9LkI0kK9KmJGWi2abVXkiAzZJjRZRnM+6MpZzvmq8rJtKqK1G2e/tqFUmnVYmw8+u1OLm1mJjbIym2X0Js38JyQxRvG5jsWtfCaeMcV80/Y+Z/Z2s+zoNNhE/x1IkDFDMzs1xa9+j2IOIAxczMjM5VPD6CUhcOUMzMzABfxVMvDlA2qOXmnwwsyjZs3klhWSR5obYkK9Q22WgjLc5BSQuF2uYnEiwNJ1ve2XAhHyVNsxyRTp+K0uSCQelxPtNgVU234mSFndyTXnkn5XYVg1ZxWyraREXbqnZldc0xWYqVOrq+DorDOf9kica433wVT704QDEzM8u1HTnWhgMUMzMzPBdP3fidMDMzs9rxERQzM7Nc6iTZ2nCAcrDrlxy7nMTYwvIozGSsJEBBs9FmaqJFox3zs4dGZDUIIkQ7LSTIFgZVnmm0nGCrRPNJs51EW6KYiZvPklycQZnofhH5tlnyayE5tpMY25UcuzgpdlEybK/1xXU9Hg8uwrYK58tXYNrjoYfZ76lW4qUW+1/DVAOnOfSxlu8Lvsy4ThygmJmZkeegOHqsDQcoZmZmOV9mXB8OUMzMzMjOBLtQW304QNmAhjpCOWzuyRIKss33V1quJPIibdlEgZuac8wpnZ/7Iu0q1LZQsA2q58fotMnuQ5om87krnT4ihYh88r9Qnm0SBIVCayzklkQq+uaepD1yTkqF2xZPKFi9ewdODliwAqkgS8t9CI2WF1Ax0H5jX3J+ynKPxHf6W8Uj+j57QK2K5S0mz8VTIw5QzMzMyJNkfQSlNhygmJmZ5XwVT304QDEzMyO7iqdcysDWjgMUMzOznI+g1IcDlINROZl1fnlFcmxVYmyvYmwV61RMlk2y+0pgstFm68Qss0mjK0m2eJufobiUtLaQGNudUNuOlFY7IU2TrI9UpBKRdoq2BaRJV3G3+QTZvM18EmwnWTalK2G2Z0JsoYDbfBtKy6BrWdFKJMCWVX0RrHyeAV8YixNH91Tso9c30B4vsrx45KTZdfCF96D7Ur5OX2/gSrJ14gDFzMwMANFer9HVBuQAxczMDB9BqRsHKGZmZjkfQakPBygbTN9z3YNyTyrzTXq3WZR30inIVlyuzvJASXZrNLOJArdP7uNAe6LrG0saWaGkYi5KUVrKS2mlCa00IULMpQ3m1KCVBu1UpEqynJQESBcmEMwGz3yOSac4m1JBeyEnZT7vZL54GyilskCbyjkoLDweeQLAIQzMadAI+SbRp79e/ZTHMEwRteIGfXZCZ9VGyEXZsLknG/R1ZflsPoJSFw5QzMzMci7UVh9+J8zMzKx2fATFzMyMzlnfDXr+ah1ygGJmZgaAfIqnRhygbCAjJ8iWE18HJMYOnRQ7v26hnZQnyTaCJAm2TMxyxOQ+ZtrNrqz5NE9SSxHtKC5PFtbPJ8g2aEWWJDubNphI2+zXBEm7wSwNIM0TXBcKuxGQtpNsWQrRFmorK8yWkt0nT4xNF5JiO4my3QXbCveLqoqzFZb31ec9rMwx7dW+8FyVyayl7XrmtPZJtFWv5yg9f9+E2QHJsus1yXS9jrvLRngNI8ouMz4IX3hNOUAxMzPLudR9fThAMTMzw5MF1o0DFDMzs1zqIyi14QDlYDAgh6Qy96Rqm6qck0Xbd+eddP1MgkYjZXKixbaJGY6ZvIN96STtSGgoBbIaBGkhUa3zbaZNPgEgCe0QrbTBXCTMpE1m0yaz7SYH2s35om2NVLRp5MXZsokDIxVpK8kmBmwLpUKtPAclzzNRmzz3RKiQg9Ir/6S4G4p5F6MUY1v0hU3V61W1vlfxvcK6qrEMHF6pQNugPJa+xdWCRa+pq+O1zENZwb7X3Rfv9TbeVRBBV+6brS0HKGZmZjmf4qkPByhmZmZ0clB8iqcuHKCYmZnlPFlgfThAMTMzw3VQ6sYBygbRbzba+fX9kmML63omxg6TFFu8r4XtpCBpBI0kZaLZ5oipPRw/eSt70ylSEibUnh9yez4ZdiFhtk3CXDTmbzPpBAfSCfa2ptifP2+rkFjbjoQ0TWi3E9qtBmlbRDsh5oRaCWpnRdmyW5YMW7wP+c+0lBzbWTdgxuJe70Pl417rCsmxUVxWTEgtJKyqlIzaNaRyYbZyUms58bXUV2WyakXy68hJrQOyiYfqa9TPkxX6/Knt51hdx7Uu+BRPnfidMDMzy6Vo5NuwJB0u6aOS9kq6TtJzerSTpLMl3Z7fzpbmr59E0kmSvippX/7zpBG2bUh6k6SbJO2WdIWk7fm6d0naU7jNSNpdMb4HSDog6YKhX/wS1DpAGeHNPEvSXGnH3rew/gmSviZpl6TvSTpj9V6FmZmtB53LjEe9jeCdwCxwD+C5wDmSTqhodwZwKvBw4ETgacCLACRNAh8DLgAOA84DPpYv77tt7vXAY4BHA9uA5wEHstcfvxMRWzs34ELgwz1ex3+P8sKXotYBCsO/mQD/WNyxEfE9AEkTwEeBvwcOBZ4J/B9JDx//8M3MbD1JIxn5NgxJW4DTgNdFxJ6IuAz4OFmAUHY68NaIuCEibgTeCjw/X3cyWXrG30TETES8nezE3hMGbSvpMOAVwG9HxHWR+WZEHOgz3vNKy58F3Al8fqgXvgy1zUEp7JyHRsQe4DJJnTfzNSN0dThZlPj+iAjgvyVdDTwEuHKFh10ffQqtZTkn3cuHyjvpk3OStS/kneR9SYE6Rdry/JPpZou7Te7hAZO3si+dAGBCbRp5322U55wkzEWT2WgwRyPLOUmnmIns5750Mss3Qcy0s1/ldiS02glzrQYzc03mZppduSfJbCHvpCWSFgsF2VJI5gu1kRdvK+WbFIux9dj1PXM/Fr0n/X8W283nlxRyPKpqpxWfqyvPpEextGUVQqvYrrKvnvlRvfNPBo5ppDyXEdpWqEWuSR3GcBBYRqn7IyVdXlp2bkScW3j8QKAVEdcWll0JPK6ivxPo/ny6Ml/WWXdV/nnWcVW+/DMDtn0Y0AJ+TdIrgV3A2yLinRVjOA24FfhiZ4GkbcAbyIKhF1Zss6JqG6Aw2psJ8DRJO4EfAe+IiHMAIuLHki4EflPSu4CfAY4HLhvf0M3M7CByW0Q8ckCbrWQBQdFdwCE92t5Varc1zyUpryv302/be5GdSXggcB/gAcDnJV0bEf9W6vN04PxSIPRG4D0RcUMhrWVs6hygjPJmfgg4F/gx8CjgnyTdGREX5usvBN4NvC1//OKIuL7qSfP8lK4clcZhhy3pBZiZ2foyStLriPaQHc0v2gYsSkKtaLsN2BMRIWlQP/223Z8ve0NE7AeukvRB4KnAfIAi6TiyU0m/XVh2EvALwE/2f5krp845KEO/mRHx/yLipohoR8S/kwUivwYg6UHAB4HfACbJDnWdKemXqp40Is6NiEcWb42tW1buVZmZWS116qCMehvStUBT0gMKyx4O7KhouyNfV9VuB3Ciug9hnFha32vbqwovlYr7Hc8DvtzJ5cydDNwb+KGkm4E/AE6T9LWK7VdEnQOUUd7MsuIZ94cC10bEZyMijYhrgE8BT1nR0ZqZ2bo3riTZiNgLXAS8QdIWST8LnAK8v6L5+cDvSzpG0tHAq4D35esuBdrAyyRNSXppvvziQdtGxHeBLwF/km/7YOBZwCdLz/8bhefrOBe4H3BSfnsX2Wfpk4baAUtQ21M8EbFXUufNfCHZDjmF7PKoLpJOIUvkuRP4aeBlwB/nq68AHiDpCcAlwH2BXwb+cswvYc0tSnwtF2brJMdWJcYW21OYlRgKbRdv12mjrmJtQaJgotlmotlm88Qs95rcyQkTm9kfMyQkTGm6a+xz0WImWswww940ZV8k7I0JdrY3syvdBDD/jyEN0YqEA+0m+2cn2Dszyexsk9ZMEw40YE40WkJzIpnNE2Pb2S2ZKyXJVsxe3NmFg/dzxePisqribKX3pZjQ2kmMLT+16J/4OoqoGlP5frndMOsr2mTLqnfkiiXFLmN/rGoyrJNe62m0IyJL8RLgvcAtwO1k6QY7JD0W+HR+aS9kV53eF/hG/vjd+TIiYlbSqfmyNwNXA6dGxOygbXPPBt6TP/8tZFcVzV+RI+nRZLkqXZcXR8Q+YF+h3R7gQETcuqQ9MYTaBii5Yd/MZ+XtpoAbgLMj4jzIIkZJLwDeTpYcexfwAbI3zczMDMhP8YwxeoyInWQ1SsrLv0SWd9l5HMCZ+a2qnyuAR/RYN2jbG4En9xnjV4CBeQ0RcdagNstV6wBlhDfz2QP6+RBZIq2ZmVlPnounPmodoJiZma0WTxZYLw5QzMzMcg5Q6sMBygZQlcBYTn6dT8asSI4dmBg7oFJstq47iVaKrDsFSbKQJDvdbLFtcob7Tt4CwCZNVb6mCTWZUJOtwBEJ7EkPcFfMMBcJs9Fkn9pZBdm0yd7WFLtmp9k1M83u/dPM7J8gnWmgAwmN/Vn12GQuS4hNZiFpZRVj1c7ud2YsVhoLybH5Liju0659Pf9Yhf1J9/28fST5w0Kb+e6js/8Xcl7LCbDLqfa6qGpt1bri+n7JryMmzmbLlpAUO8xrXcL+GOvnjj/TNoRlVJK1MXCAYmZmlhtnkqyNxgGKmZkZQPgUT504QDEzM8NJsnXjAGWdG5h/MnTuSWmW4kX5JwyVc5KtW5jFOFGQJCmNJJhstJluznHY5D4eNnkXhSvFB9qaTDOXpjQI5qLB3nSKu1qb2Tm7hdtmtnD7vi3s3j/FgV1TsLdJ84Bo7BfNfdCYyfJPGnOQzMZC/kk7soJtaWdnlvIlpPl8kkiK+1bzuSUoiGQh7ySkrD5zKd+kWHBtPsWkoghblSj3sygPpnv9/LLC466+qFhX3m7QthXrR843WanibP2eY1T+bFp9NdvnDlDqwwGKmZkZTpKtGwcoZmZmuXCAUhsOUMzMzHK+iqc+HKCYmZmRpaH5FE99OEDZSIpJsPOJmhXJsUmxKFt3QqxKCbRVsxNnj7uTYueX5YmxAEmSIkEjSWkomGq02Doxy5GTe7h7Y/gE2Y6UYFc6zc72Vn40u50bDmzn+j3buWP/Jvbsnaa1Z4LmHU0m9ormXmjuh4k9QWM2aMwESSvyJNnIirKloEJibCfBNRItJMM2FxJiI1H+E6KR7+/iMgFJVmGtMwN7Zxd3FWHr+b4tPF6UAFt6vCgJtmoZhW3KywckxY6aELukRNghPgeW9VlRp8+ZOo3FbJ1wgGJmZpZzDkp9OEAxMzMD8FU8teIAxczMLOcjKPXhAGUdK+cPLC7QFvPFxJQsXlfMO1HS6WehyNowOSfZz4W8k3KRtoayIm3NRptNE3NsnZjhXpM7R36tKSk3t8W3Z4/iewfuznV7D+dH+w7hx3dsY27PJNrTYGpXwvTtMLEbJvekTOxNmdg1RzKbksy2UCuFuXZ33kkjT7hJEqIhYqJBJAkkIm2KmEiIRKQNQYNsWQQRnTyTyHJXCpP7ld+jRcXekrxAW2F5r8kGi4+7ckmqirQVnnO+HaW2lNb1WT5UnskSi7AN/Rmw0p8V/uyxPlxJtl4coJiZmUGW0D5MeWdbFQ5QzMzMcq6DUh8jBSiS7gccBUwDO4HvRMTucQzMzMxsNQXOQamTvgGKpAR4CvAbwBOBw1g4ixtAKmkH8BHg/Ij44RjHamZmNka+iqdOegYokp4LnAXcA/gX4A3AlcBtwAywHbg38Ejg14D/Len9wJ9GxA3jHLSVdBIoiwXYkiCSQtG1JBYKtSnmi7V1CrIlSSHxtdOm031FUix0J8Z2fhbXdRJkG0nKRNJmutHi0In93HfqlpFf4o7ZGb564N585c77cf2e7dyyeyv7dk+T3D7J1G5libG7YMvNLSbvnKN51wzJnv2wazdxYIZot4l2Nm1xJEKNBjSbaHICmk2YaKKJCWKqSTSb0EwgbZACNBISyO/nO5yF5Nb5Qm2dYm7zRdwWbl3JsUkp8bVHkmw5Kbaq4FrPxNle7UrLi4mwA4uz9VpWte2Q261Y+9XUY9bmZfGHYm04B6U++h1B+UPg9cCHI2KmR5vLyY6evEbSTwCvAJ4NvGUlB2lmZrYafIqnPnoGKBFx4igdRcQ1wIuXPSIzM7M1EOEApU58FY+ZmVnOOSj1MXSAImkaeBxwDNlVPEUREees5MBseF35J/nPaEQh94S8WFuhOFuyuCBbOe9EhXPt5byTThu62i+0KfbdSFKaScrm5ixHTOzlIRO3A4cM/fq+dAC+sOcnuXLXvfjmzUdx4M5pGruaTO0W07fD5K5g6s6UqTvmmLx+J3Hr7bR3785yRgZIJifRpk1oahLaKWokoDbRUFbQTcoKuCX5xIGNrGhbNMl+JpA2F3JPOhMJzueWFPNNkh45J0l33kgkC/dhuIkBF7fpU2St1/2qtn3ajbR+UXuf6O/i/VEbzkGpj6ECFEmPBz4EHNGjSQAOUMzMbF3zKZ76SAY3AeCdwNeBE4CpiEhKt8bYRmhmZrYKAmXTWIx4s/EY9hTPscDLIuLqcQ7GzMxsLfkMT30MewTlc8BIV/WYmZmZLdWwR1DOAC6UtAm4BLiz3CAi/t8Kjsv6UZQKdC0kyEaS/VQSWfjZSVhNFmY07pUcWy7Ilt3vPYzOoU0p8vvZdinKIt9CP4mCTY05jpzYzXHN4RJk56LFB3Yfzb/tfAg7bj2KXbdtZfKmCbbugsndMLk72HzLHBN3zdC4fQ9xy220do8280I616Ix2c4eNBKimRCTTdLJJulkQnsqISYS2hNZgmx7SqSNLBG2kyQbzUJybKl423zSaylZtjxrca8ZjBevi4VlLLTv+lleX1pX+Xh++eDvjz6iXU/Os10Bvsy4VoYNUDYDU8AbWXwErPPJ5DwUMzNb3xzoLVk+Pc6TgF8AfobuufuuBb4MXDTstDjDBigXkOWh/C7wHWB2tGGbmZnVn4+gjE7SIcArgd8hu9p3B9nUOP9B99Q4rwH+StLFwBsj4kv9+h02QHkE8KyI+PhSBm9mZrYeuA7KkvwA+BrwauDjEdHzXLuknwSeAVwk6fUR8Y5ebYcNUHYAW4Yfq60KkU0ImOeddOeflAqylfNPksX5JhEq5JN0lnU/ZdqnIlen70RB2smViPxxiKba3K05fI7IH/zo0Vx8/QPYe9NWpm9pcOhO2PKjlMldLSZ2z9HYfQDdspP27TtptdtD91vU2LoFbd0CmzcRm6dob50inWrQnmqQTorWdEI6IdJmVpAtnVjIQZmfDLBwn2yOwcVF2KomAizklZRzUKC6QNu8foXYBlmBL4hL/ZJZuzyJuo1nGfzFf/kCH0FZol+MiK8O0zAirgCukPRG4Lh+bYcNUH4X+HtJ10fEZUNuY2Zmtn4EjvSW5sZRN4iIfcC3+rUZNkD5FFmi7BckzQKLvgZHxN1HHaCZmVmd+BTPktwg6RLgQrIk2DtXotNhA5R3sqEOhpqZmVXwJ91SvAZ4JvBu4O8kfRb4v2T5KPuX2ulQAUpEnLXUJzAzM1sfXLp+KSLir8iuzrkf8GyyYOVCYK+kT5AFK5+JiNYo/Q49m7HVT3lG3O4CbYUZiUt/bxFAmi/sJGTOr1XeRou3mb9f/Qe8UOgtu58kQaOR0o4WUtCKBockg4Pp/THDy298PJ//ysPY8sOEe/w42HTrHJN3HKBxyy7YvYd0z17aMwcG9tVLMjlJcth24sjttLdM0d48QWu6QWtLg/aUaE9Ce0K0pxYKsaUNiImKomx5UmzkiciLCrHlxfR6zSi8kAwblesrH1dZif+rK/XtsUc/Q3e/3HEM+yEzwj5bkwRff5tffd7nSxYR3wXeBLxJ0kPJApVnAM8C7pB0EXBhRFw8TH9DByiSngE8HTiGrPBKeWA/M2xfZmZmteNKsismIr4JfBN4naSfIquR8lvAbzJk7DFUI0lvBs4E/hsXajMzs43KR1BWjKTNwK+QHUF5Mtne7VucrWjYIygvAP4kIv5i5BGamZmtGz6CshySJoFfIgtKfonsCuDLgT8C/jEibhq2r2EDlDlgqCIstkqKkwQquk+Q53cjtFB8Dbpn/it9S4hQYVkhMaWzLLSQh1JYVj22vEhcIysYd2AiZd/kJD+aPMCt27YBvXNHPrjnMN70zafQ+uahHHNFm8037aFx6y5i552ke/bSas313HYYzeOPJT38EFqHTjN3SJOZQxvMbcpyTdJJaE9DOpHnmzQhnYgsxySJPN9kIcens2z+9RZzSXrkm2SG+Yo24J9kry56Lq/ur+cllSP2A0PkaAxcP8QHwyhJLMv5Jlyx7ZKO/C/3dMGIm9euEN4gdRxvHcdUc5IawC+SBSWnANuAq4E3k+WcfHcp/Q4boLwNeKGkf4vwVeJmZrZB+RNuKX4MHAb8EDiHLCi5armdDnuZ8V9K+ivgW5K+ANy5uEn84XIHY2ZmtmZcSXap/i9ZUPKVlex02CTZ5wKvAFJgK4uTZANwgGJmZnaQiYiXjaPfYU/xvBn4R+B3+s1SaGZmtp45iWH5VqosybAByjbgvQ5OlmCcWWuh7K8pFQrlz6WFxLoo/Ogkwc7flDXP2yTpwnoV2ikWtlVaeDnF9X2GR5LNAjw7EezYPcXeuUmef8LHu9r9894tvP7qX2bfNw5n6/Vwt+tbbLr+DrjuJtq7dtOKdEm7J5mahofclwP32MKBI5sc2C5mjoDWJmhvSompFDbN0phIaTTbNBopE812VmAuSUkIGvls0JDNylwl7Zr9WfPLOv/o0kLxu07bKNRbqNqmuC5KfbOoTXl9xWzUVYX2Crm8XbUful5mVZW/4mNKj3sX+Ou7Xa9lnVEsNwEXRjt0v1IJtivx9z9CFyt6dmI1TnXU8WyKA5RlWcmyJMMGKP8EPB74/FKfyMzMrPacg7JcK1aWZNgA5bPAmyUdBVzM4iRZIuJfljsYMzOztbTuLtWunxUrSzJsgHJh/vMF+a0sgMZKDMjMzGxNFGs/2VKtWFmSYQOU+yznSTaMOoXWnfyPVPM/F5aB2tlypfnj8q1dWl5sGwvLO4+zHJRYaFfIVcl+xsI20ekjuvJUQg0ObLonD73Pi/nmS8/hl37mqbRuuBGAu/OtrpfX7vGyk82bSQ4/jNi+lfYh08wcMcXcloTWJjG3RRw4Ama3B+kRsxxx5G5++u7f4/6bb+HYiZ0c1byLuzX2Mq2UCUGjcAK8TTAXMBdiloS5SJiLBgdigtn8Z/Z4krloMBcNZqPJXDSYSSfml82lDWZignaIVtpgLhJa+fI0RCsSWmmDFNFKk/llaZ6fkoZopwkpynNS8seF/JR23h4Wclk6+S3FfJRF+Std6wrLszdnvr/O71f3+sKvXnHZ/C6sSnzKl1blqRRTXjrry39fxedU+U6Jhvjz1AjF29TnuVZbadeu3vNWVatb5TGsOtXnfV+nVrIsybB1UK4bbYhmZmbr0IYPwsZrJcuS9AxQJN0nIr4/4sAS4JiIuH6U7czMzGrBAcpyrVhZkqTPuislfUDSEyT1PeYl6V6SXkV2SdGzljMgMzOzNRNLuFnRipUl6XeK58HAa4FPAPsk/RfwTeA2YAbYTpab8gjgIcA3gDMj4iPLHZSZmdmqc6n7lbBiZUl6BigRcSPwYklnAs8EngCcChxFVhluJ3ANWQDzmxGxsWc7rlOCLHkSbCeJtS2SuYXk16QNmoOktbCsMZf9VDtI2p11gfKfSStPcm13kl0ju7UDOsmx8/cD2oHSNEuObUeW6dhKs2WtNrRaMDtHzMwQe/eTzizMYHwI8KQ/fzhw48ivO923D9opOmQLc9smufN+TfbdE9rHHOBBx97M647/BP9jql/cvWXk58xSdrO03f2xk33R4kCk7EvFgWiwK53iQEzM3/alUxxIJ+YTa/e1p+aTaFvRYKbd7EqenU0bpJHkCbTZrZhE20ma7STLKs3r89FJjoWIQIVk2YVkVfX8gldMkB2UHLs4WXZx8mz3/YpicVXtSm3nex+xkFuvfqrbDddsxbddaXUaywZSs3/169GKlSXpd4qn09HuiHh3RDwnIn4iIg6NiKmIuGdEnBwRfzKO4ETS4ZI+KmmvpOskPadPW0k6W9Lt+e3s4mkpSedKukZSKun5Kz1WMzPbIMZ4imfYz7UhPtNOkvRVSfvynyet9bYFFwLHk5UkuQD4ZOn2iWH318AAZQ29kyz79x7Ac4FzJJ3Qo+0ZZEd3Hg6cCDwNeFFh/ZXAS4CvjWuwZmZmAwz7udbzM03SJPAxsg//w4DzgI/ly9dy2477DLjdd8h9Vc8ARdIW4DTgdRGxJyIuAz4OPK/HJqcDb42IG/JTU28Fnt9ZGRHvjIjPAwd6bG9mZpadzh7xNlS/o32u9ftMO5ksPeNvImImIt5Ods71CWu8LZCVJRl0G26PDV+obbU9EGhFxLWFZVcCj+vR/oR8fbFtr6MtfUk6gyyKnNc47LCldDU+Uco/aed/KJ38k87PYsG10qHI+VpZAiQiIWsgQQrRzu4qEUqDSEFJ5AXZAjUg0gRFEJ18lCSBdhuSBElZrkijQSQrm3SWzhygedtOJg+ZYmLvBI0ZaKViMmlzRHKA7NL75ZuJOe5KZ9gXwd5osC+dYFe6eSHfJJ1gJibY3d6UFXHLC7btTyeZS7NCb620wUzanC/QVpVn0kqT+eJrxcJs7VIBtphfr/n7kL+1eSG2KLTNVub5JRW5JAPzSipySrrySXrknED3P+2exdqq9PtnP+yh9OXmEDhJ8uC2tPf/SEmXl5adGxHnFh6P8rnW7zPtBOCqUpXWq/Lln1mLbSVdM46yJHUNULYCu0rL7iLLr+zV/q5S262SNGqp3fwXqvhLxdRxxzptysxso1v6ZcO3RcQjB7QZ5XOt52daxbpyP2ux7ZWSPgG8B7ik3+eupHuRXXjzu8A5wFt6tV2TAEXSpfQ+GvJl4PfIrqUu2gb0uq56T6n9NmDPcucBMDMzWyHlzyno/bnW8zNN0qB+1mLbsZQlGSoHRdLvSVqx8xz51T/qcfs54FqgKekBhc0eDuzo0eWOfP0wbc3MzKqN7yqeUT7X+n2m7QBOLBVQPbG0flW3jYgbI+LFZGVI/ojsyMqpZEHLW4AXkwUonwAeFRE/OUzNtGGTZP8cuEnShyQ9eVBl2eWKiL3ARcAbJG2R9LPAKcD7e2xyPvD7ko6RdDTwKuB9nZWSJiVNk50On5A0nZ//MjMzmzeuJNkRP9f6faZdSlaY6WWSpiS9NF9+8Rpvu+JlSYY9xXMU8AyybN5PAT+SdB5wXinhZyW9BHgvcAtwO/DiiNgBIOmxwKcjopMN+fdkly59I3/87nxZx7+ycErpMWQ5Jo8n2+HrUihLYo1GkEooATUgjdJsw8WZioOFBNsAFe4TC8mMnVmKF89YXPhj7HqemH9cTMxN5rICcMlc0NzfZurGXbS+9e2V2QESyd4Ztt44TWO2yf67pthx0/146g0vZfuhe9k+vZ/pRmt+VuDibX4f5vc7bQDaaTK/rl+iaq+Zg8uzBmc/exRFy/djFJPyysmshWXdUwCX9kePhNWVLpLW1bpfMuGgf9rD/FNf6gnaMSS5unhXHxtt34z39VR+ro3ymRYRs5JOzZe9GbgaODUiZtd42xU37GzGe4F/AP5B0v3IApXnAa+R9O9kO/zDEbFnpQYWETvJDhFVrfsShUs18lyTM/NbVfuTV2pcZma2gY0xQOn1ubaEz7QryPI5qtatybbjMPJpjoj4bkS8DvgFsoTWnyXL3L1J0tskHbrCYzQzMxu7pZze8dG18RkpQJG0WdLp+VU43wKOBF4NPAB4DfCrZNMsm5mZrT+h0W82FkOd4pH082SndX6N7DT0h4A/ioivFJr9naTvkFXGs9XQ+btQEFIWbka+vJNbkmR5CP3ySqDwmP7Luh7P5yWou9/8uZO2sqJxc0FjNiFtHMqm9v1offu7I73MxuGHocMPIz10MzNHbqK1OWFuS8LcZjFzKLS2wty2ID10ju2H7Gf79H62TszSTFIOtLIiaTPtJrOtJrPtBq12khVDS7OiaASkneJn6ULBs8XFzHoUMiv9gxqY9zG/vPc/toHfygauz/ru+69z2G9+o3xDXMq3yRX6B79m32T9DXpj8ftZG8MmyV4K/AfwSuAf++SaXEM2UZCZmdm641M2SyNpE/BU4N7AzcDnIuLHy+lz2ADlhIi4elCjvMb+b+ZHXL6aJ9eamZmtDw5QRibpvsDnyIKTjl2SnhER/7rUfofKQRkmOOmQ1AAuAX5iqYMyMzNbdU6SXaq/JEsseCywmWzenivoLvcxsnEVK3PWkJmZrT+xhJs9GnhtRHw5Ig7kBzVeBBwn6Z5L7bSukwXaIFrIh40ERCwUCZtfQeUfUSdpNigs75EQO79Zv2TZ4vaFn2lkMytrUrSnBDRJ2ttpDFmrrXnEEXC3w2lt38zctglamxvMbktoTYv2FLSnoLUl+xmNbCCzcw12z0zTThMaSUo7TZhLG/nPpCtBNs2TYiMg0iT/2Z0k25UYW0qKHXZm3679Vdbvn9ug5NGVTnJd5QTXsX/z9AeHLYV/b5binsD3Ssu+S/YP9CjgR0vp1AGKmZlZzqdslmzF95wDFDMzM1uuz0pqVSz/fHl5RNx9mA4doJiZmXX4CMpSvH4cnTpAMTMzg+5cPBtaRKxdgJLXNflaVYE2SVuBn4qIL+aLUrJo6qYVG6VVKyXKElFIftVCBVlK1WRZSPAs/jF2Jc2W1i2qnkp1Uu3841iY1VgppClAgmKCQ094IO0d/SfBbt7j7qT3ujtz26ZobW0wtzlLjm1tFu1JSJuQTuSvu/Oi5xJmDkySpgn7mxMkSTo/03A7FWmeHBsh0jQrUR1pqWpslJJiywmxPZJhF/1TW0L12BWd4XfUf7LLrOa64v/U/SFhtm5IOhq4JSKqTvEs2bCXGV8CPKTHup/I1wMQmddHxM3LHZyZmdmq8mXGS3E98FOdB8qcL+n45XQ6bIDS7+vVVmDfcgZhZmZWCw5QlqIcIyTArwNHLKfTnqd48tM6JxcWvVDSk0vNpoFfAr6xnEGYmZmtNeEclDrpl4PyKOD38vsB/C+gfH5pFvgW8OqVH5r11SnEVshDgTyVILLCbYiu2XiD6gJrXT+hqz30/oMtFiqrLPyW5tumCzMcK02YOXobzR3VfTa2b0dHHk57+xZmjpymtaVBa1OWd9KezAq0pc2FW+eFKxXREu3ZBhHQaiUkSeTjHJBz0pU7o8X5Jp2ZgXsVZqO7Xfey6tc59PpR2/UbywhW9J+0/+HbeuLf19roGaBExFuAtwBI+j7w9Ij4+iqNy8zMbHX5Kp7leIykI/P7CVmo97OSjio3jIh/GabDoa7iiYj7DD1EMzOz9coBylL9n4plb6tYFkBjmA6Hvcz4NGB7RLwnf3wf4ANkV/Z8HvitiLhzmL7MzMxqywHKUozlIMawhdpeC5xfePy3wJHAm8lmLPwz4HdXdmhmZmary6d4RhcR1w3TTtIRwAnAUO2HDVDuS36ljqRDgV8ky0n5lKQfkgUqDlDWUKj7Oq+YT6LNirdlSbVayJ3skxzbMV/krWJd+XFXAm5HmifSRiFJNuDA4U22lpo2DjkEHb6dOHQrc9ummNs6wez2Bq0p0Z4U6WRWmK09AdGAaOY/OxfKB5CKmBMpDaIt2l07ZEBSbK+E2EWvuZR82rMgW4/lo7bp99wjcCE1syH5d3ucTgY+xEqe4sl13rbHAW3gc/njG4C7jdCPmZlZ/biuSa0MW6jtSuC5krYALwQuiYiZfN1xwC3jGJyZmdlqUox+s/EY9gjKHwOfAE4H9gD/s7DuVOA/V3ZYZmZma8ABR20Me5nxZZKOAx4IfLd0xc57ge+MYWw2SKFYG5HnoRSrtuXm/946+Sjz21bkpKhqw97Lek42GCwcn8vvR0A7hbktonnEEbRuv51k82aSu9+N2DRFe9s0rc0TtLY2aE0nzG0S6WQ+OWAn76STe9LIx1oYr1Kgnb+mJOl+/s7PciG2Xjkng3JN+v0TW6+5Jf7HvKH4m/3SeL/Vx9A5KBGxG/hqxfKhCq6YmZnVngOUkUm6leH23NQo/fabi+clwIcj4tb8fj8REeeM8sRmZma14iTZpXonY9hz/Y6gvAO4HLg1v99PAA5QzMxs3SqdNbYhRcRZ4+i331w8SdV9MzOzDctHUGpjlDooVmeFRFmoTpaF0t9eOWkWuhI2FyXQFtvlzxHlpNrC888nzea3tAmk0JoWcczdYecdJMceTfvQTaRTTVqbm7Q2JdnsxVOiPS3SiSxBNi0kx3YKtEWS113rJAsDpELtvEBcWvHih0mKHTRrcb/lXW2W9l1sLEl6/qe7ppx4aTa6fjkoPz9KRxHxxeUPx8zMbO04mKyPfkdQLqXrO/Gi79Hlt3Go0rVmZma15QClNvoFKA8r3L8nWb2TzwAXkVWOvTtwGvAk4AXjGqCZmdmqcYBSG/2SZHd07kv6c+D8iHhtqdlnJL0JeAULc/PYaioeyyrcny/a1lkO3cfD8sflNAlV/XVW5Kd0PSw9z3xuSv58CuaLo0UT0kmYO3wTk8ceTevwLcwdMkE6mdCeSmhN54XZ8gJt0SgUaUsK+SeddPtyTkwKSJ06dF3rusZafAH9ck4G/bMaMc/Ek/atLz7cf5Bx6fpaGfbqnCcCX+ix7gtkMxSamZmtb7GEm43FsAHKTuCUHuuenq83MzNb1zxZYH0Me5nxm4F3SLo38HEWclBOAZ4CvHQsozMzM1tNDjhqY9jJAv9O0o1ksxq/k+yKnTZwBfCrEfHPYxuhmZnZKvERkfoYZbLAjwEfk9QAjgRui4j22EZmw+uTKAsVybKwOGE2X9Yr5zMr/NbrL7ciebaYINt5HHnSaxNmtzVpHnkoc9smaW1OSJuilRdma09mP6NcoK1QnI2kMFaVnjzNnlzl8VYVYxs2KXbIZFjPLlxf/uCxgZxTUisjV5LNg5Ifj2EsZmZma8sBSm241L2ZmRl55QIHKLXhAMXMzKzDAUptOEDZiEoTESzKRem0mW9Qsay0bvTcFC3uOskKtqVNmNuSMHfoNHNbEtrTCWkzzz1pUj1BYDH/RBQKtXW/UEUsTBQoVU/KMPDx4HyTFfmW5X+Ey+Zvu7bSFP6lqgsHKGZmZuAk2ZpxgGJmZpbzUbn6cIBiZmbW4QClNoYtdW9mZma2anwEZaMoJ4OWZxqmx+y+xbbzDfusK7WpyiftTpwtJMt2Elwb0J4Sra0NWpuSfNbirDhb2izMXlxKkJ3fPr9fmcsanUHFwuMeY+9eVv1Cl3W419/ElsWH2m0t+PeuPhygmJmZdThAqQ0HKGZmZgCenbhWHKCYmZl1OECpDQcoG11VoTJ6FG8rbtPVeIg2hXZdfRdzUTqT/HVyUKYT2lOQTmg+7yRNeuefLBRnKxVsKw8tIHq98K7xLt54Sd+e/A9tSfxN1erGpe7rxQGKmZlZhyvJ1oYDFDMzs5yPoNSHAxQzMzNwqfuacYBiZmaWU7rWI7CO2laSlXS4pI9K2ivpOknPGdD+pyR9UdIeST+W9PLCuntLukTSPknfkvQL438Fa6BXUTX1XhdauPXtt3wb1I5Sv4qF50qgPQGtaZFOiPZEniDbp0BbdBJsq2Yy7llMTosfV7xgxcKtr+hxs0rF/Vp1M6ulXn/n/W42FrUNUIB3ArPAPYDnAudIOqGqoaQjgc8Afw8cAdwf+NdCkwuBK/J1fwJ8RNLdxjd0MzNbjwYF1uMMtkf5Yq7M2ZJuz29nS1Jh/UmSvpp/Mf+qpJNG2LYh6U2SbpK0W9IVkrbn696VHwjo3GYk7a4Y3wMkHZB0wVL3Ry0DFElbgNOA10XEnoi4DPg48Lwem/w+8NmI+EBEzETE7oi4Ou/rgcBPAX8aEfsj4p+Ab+T9m5mZZYLsKp5Rbytn6C/mwBnAqcDDgROBpwEvApA0CXwMuAA4DDgP+Fi+vO+2udcDjwEeDWwj++w9ABARvxMRWzs3sgMAH+7xWv57pFdfUssABXgg0IqIawvLrgR6vVH/A9gp6d8l3SLpE5KOy9edAHwvIooRXs++JJ0h6fLirb1n7zJfjpmZrQdrdQRlCV/MTwfeGhE3RMSNwFuB5+frTibLMf2b/Ev728lOhj9h0LaSDgNeAfx2RFwXmW9GxIE+Yz6vtPxZwJ3A50fdD0V1DVC2ArtKy+4CDunR/l5kO/zlwHHA98miuk5fdw3bV0ScGxGPLN4aW7cs4SWskWFySXrokaLRv69efVblohQLrTWhPSnSZiH/pHirKNAWVc/Vo2Dc/D+NHi9oqH8uPs88FOeY2IaytByUI8tfbCWdMeIzj/rF/IR8fVXbE4CrIroO71xVWt9r24cBLeDXJN0s6VpJv9tjDKcBtwJf7CyQtA14A9mZjWVZk6t4JF0KPK7H6i8Dv0d2WKloG7DoPFduP/DRiPjvvP/XA7dJOhTYM2JfZmZ2EFpGJdnbIuKRy3z6Ub+Yl7983wVszXNJBn0x77ftvYBDyQKm+wAPAD4v6dqI+LdSn6cD55cCoTcC74mIGwppLUuyJkdQIuLkiFCP288B1wJNSQ8obPZwYEePLq+i+ztu8f4O4L6Sim9yv77MzOxgtJT8kyFzUCRdKil63C5j9C/T5fbbgD15sDCor37b7s+XvSHP27wK+CDw1NLrOY7sVNL5hWUnAb8A/HWPMY+klqd4ImIvcBHwBklbJP0scArw/h6b/APw9DxreQJ4HXBZRNyVHy77OvCnkqYlPZ0sKeifxv5CzMzMGMsX8x35+qq2O4AT1X0I48TS+l7bXtUZcnH4Fc//PODLEfG9wrKTgXsDP5R0M/AHwGmSvtbjNfRVywAl9xJgE3ALWT7JiyNiB4Ckx0ra02kYERcDfwx8Km9/f6B4edazgEcCdwBvBn4tIm5djRdhZmbrx1olyS7hi/n5wO9LOkbS0cCrgPfl6y4F2sDLJE1Jemm+/OJB20bEd4EvAX+Sb/tgss/QT5ae/zcKz9dxLnA/4KT89i6yz+UnDbUTSmpbSTYidpJdBlW17ktk59CKy84BzunR/gdkkd3BYdBEvkNM9AuLE2X7/iH2mgFZhccKQpov1pZOkCXJ5gmxxeTYRQmyi2Y0joGJvCP/43BiZ09OerWDxtr+rr8EeC/ZF+3bKX0xBz6dX9oLWd2v+5KVzQB4d76MiJiVdGq+7M3A1cCpETE7aNvcs4H35GO4hezKovkrciQ9mixXpevy4ojYB+wrtNsDHFjqAYHaBihmZmarbS2D8VG+mOf5Imfmt6r2VwCP6LFu0LY3Ak/uM86vAAMvb42Iswa16ccBipmZGWRHT1IfLqwLByhmZmYdjk9qwwHKRjVMHkrHkH+QI+ekRMXjfNK/tJHnnzSy+yTd+SeRlIq7Ffvp88SKfLvOcw18UUO0OYg418QOdv4bqA8HKGZmZh0rO7eOLYMDFDMzs5yPoNSHAxQzMzPwvFs14wDFzMyMToqbI5S6cICykQ1ZkK2rmNoIikmzlYdFS/2GQOTF2gqzFpcTZMszJXfNZlx87n6zHHeet1cBuYOcD2Ob9ZCu9QCswwGKmZlZzkdQ6sMBipmZGTgHpWYcoJiZmQEQvsy4RhygbHTD5qF02nasZD5KVdG24gSBDeYnEKRUpK38c5hJArsHNtrr2Gica2I2Gv/N1IcDFDMzsw4fQamNZK0HYGZmZlbmIyhmZmYAAfJlxrXhAMXMzKzDp3hqwwHKwWCURNniNixhOxYSZlVOjGWhdtp8gmxSSpDVQvtFCbJV4zPAiX1mK8Z/S7XhAMXMzCznQm314QDFzMyswwFKbThAMTMzg+z0jpNka8MBipmZGdlkpj7FUx8OUKy/ZVaXrUre7CTFlmcw7psUC6NXkd2gnBBrNkYOUGrDAYqZmVmHA5TacIBiZmYGzkGpGQcoZmZmOeeg1IcDlIPFMgqvLeqjY4i+uoq2FYqwoYVCbVTMXtxpV5zFeNE4RGVOiqJ6+XrjXBOzNeAApTYcoJiZmQEQDlBqxAGKmZkZZEeFHaDUhgMUMzOzDifJ1oYDFDMzs5yTZOvDAcrBZikzG/frq2PUIm55cbaqxNjOsnLBtp4F3NY5J8OamS3mAMXMzKzDR1BqwwGKmZkZ5IXaHKDUhQMUMzMzwJcZ14sDlIPRSuahFPukd79dEwfmVduKeSidNpWTBVZNErgOc1Gca2K2DjhAqQ0HKGZmZh0OUGrDAYqZmRk4B6VmHKCYmZkBWQ6KK7XVhQMUMzOzDp/iqQ0HKAercSTKdvqlT9+FhNhQXrCNIWcxLj9Hr8drzMmwZuuUT/HUigMUMzOzDh9BqQ0HKGZmZh0OUGrDAYqZmRngQm314gDlYDYoX2S5fZf67RRrm88vKeefdHJPWLxd13jLy6uePvqvXynONzHbQAJIfRVPXThAMTMz6/ARlNpwgGJmZtbhAKU2HKCYmZkBEL7MuEYcoJiZmUGeI+sclLpwgGJrU7RNC8XauhJkexVp65Eou5qcEGtmtnocoJiZmXX4FE9tOEAxMzPrcJJsbThAMTMzgyw4cR2U2nCAYpnVLNpWzifpk1fSq9iai7CZ2Vj4CEptOEAxMzPLhY+g1IYDFDMzM8Bz8dSLAxQzMzPI5+JxgFIXyVoPoBdJL5V0uaQZSe8b0Pahkj4r6TZpceaApAdLuljSXZK+I+npYxu4mZmtX5GOfrOxqG2AAtwEvAl47xBt54APAb9VXiGpCXwM+CRwOHAGcIGkB67cUDeQTpG0MSvPUFxVpG3RLMZV4xowo/EoFN03Mzu4BBBpjHyz8ahtgBIRF0XEPwO3D9H2moh4D7CjYvWDgKOBv46IdkRcDHwZeN5KjtfMzNa5iDU9giLpcEkflbRX0nWSntOnrSSdLen2/Ha2JBXWnyTpq5L25T9PKqx7vKRL8rMKP6jo+xJJt0raJelKSaf0GMN7JYWk+xeW7Snd2pL+din7o7YBypgJeGjlCumM/NTS/K29Z+8qD8/MzNbCGh9BeScwC9wDeC5wjqQTerQ9AzgVeDhwIvA04EUAkibJzhxcABwGnAd8LF8OsJfs7MSre/T9cuCeEbGNhbMO9yw2kPRzwP3KG0bE1s4NOArYD3x44CuvcDAEKNcAtwCvljQh6ReBxwGbqxpHxLkR8cjirbF1y2qO18zM1soaHUGRtAU4DXhdROyJiMuAj9P7aP/pwFsj4oaIuBF4K/D8fN3JZBfB/E1EzETE28m+mD8BICL+KyLeD3yvchdEXBURrc5DYAI4tjDWJvC3wO8NeFmnkX3+fmlAu0prchWPpEvJgoQqX46In1up54qIOUmnku3MPwQuJ8tXmRm2j9nrb9jz/Zf/wTUrNSardCRw21oPYoPzPh4/7+PxOxI4fhwd7+aOz34uPnLkEjadlnR5adm5EXHuCH08EGhFxLWFZVfS+7PyhHx9se0JhXVXRXRdM31VvvwzwwxG0ieBXwCmgM+SfXZ2vBL4YkRcVTirVOV04PzSOIa2JgFKRJy8ys93FYU3WdK/kx3yGtY1EfHIFR+YzZN0uffxeHkfj5/38fjl+/je4+g7Ip48jn6HtBXYVVp2F3BIn/Z3ldpuzfNQyusG9bVIRPyypAmyIOXBEdmhIknHkp1KekS/7SUdT/a5u+jilWHV9hSPpKakaaABNCRN54eVqtoqbzuZP56WNFVYf2K+bLOkPwDuCbxv/K/CzMwsO3OQJ5RW3S4D9gDbSpttA3b36LLcfhuwJz9aMWpflSJiLiI+DfyipF/JF/8N8IaIKAdAZc8DLouI74/ynEW1DVCA15Il17wG+PX8/msBJB2XZwcfl7c9Pl/fuYpnP1nuScfzgB+RnQt7IvA/I2LoUzxmZmbLEREnR4R63H4OuBZoSnpAYbOHU311Kvnyh/douwM4sXhVD1kiba++BmmykBD7ROAtkm6WdHO+7CsVVxz9BqOdqah80lqKiLOAs3qs+yHZIazO4x/QpyJGRLya3tnKZmZmayoi9kq6CHiDpBcCJwGnAI/pscn5wO9L+heyRNZXkeVaAlwKtIGXSXoX8Nv58osBJCVkZxwmsoeaBtKImJX0IOA+eR8t4JnAzwNn5n08kO6DGz8iu4JoPh9G0mOAY1ji1TsdtQ1QamaURCdbGu/j8fM+Hj/v4/HbyPv4JWSX/95CVgPsxRGxA0DSY4FP55fvAvw9cF/gG/njd+fLyAONU/NlbwauBk6NiNm87c8DlxSedz/wBbKrf0R2cOAhZEHOt4FnRsTX8r5vKQ44P0hzW0TsLyw+HbgoIkY6pVSmJSbXmpmZmY1NnXNQzMzM7CDlAMXMzMxqxwGKmZmZ1Y4DlD5GmbjJliavDXCgMLGUK/Yuk6SX5vNIzUh6X2ndEyV9K59A7JK8mJKNqNc+lnTvvK5FcbK0163hUNctSVOS3pP/790t6euSnlJY79/lDc4BSn+jTNxkS/fSwgRTP7HWg9kAbgLeRHY1wDxJRwIXAa8DDicrXf2Pqz66jaFyHxdsL/xOv3EVx7WRNIHryaqRHkpWB+tDeRDo3+WDgC8z7qEwcdNDI2IPcJmkzsRNr1nTwZn1EREXAUh6JHCvwqpfBXZExIfz9WcBt0l6UER8a9UHuo712ce2QiJiL921sD4p6ftkJdaPwL/LG56PoPTWa+ImH0FZeX8h6TZJX5Z08loPZgPrmlws/wD4Lv6dHofrJN0g6R/yb/u2TJLuQfZ/eQf+XT4oOEDpbdSJm2xp/pCs2NAxZAWYPiHpfv03sSVa9gRiNtBtwE+TTb/xCLJ9+4E1HdEGkE9a9wHgvPwIiX+XDwIOUHpbkcmWrL+I+M+I2B0RMxFxHvBl4KlrPa4Nyr/TYxYReyLi8ohoRcSPgZeSTbTmD84lysuyv58sH/Cl+WL/Lh8EHKD0NurETbYygj7zKtmydE0uludZ3Q//To9Tp1S3/9cuQT7Z3XvILlQ4LSLm8lX+XT4I+I+mh/ycZmfipi2SfpZs4qb3r+3INg5J2yU9SdK0pKak55LNEfGZtR7bepbvy2mgATQ6+xf4KPBQSafl6/83cJWTCkfXax9LepSkn5CUSDoCeDtw6RBT01u1c4AHA08rzfXi3+WDgAOU/l4CbCKbuOlCChM32YqYILtU81ayc/e/Rzah1bV9t7JBXks2+ddrgF/P7782Im4luzLtz4A7gEcBz1qrQa5zlfuYLJ/qM2SnGr4JzADPXqMxrmt5XZMXkc3qe3Ohrsxz/bt8cPBkgWZmZlY7PoJiZmZmteMAxczMzGrHAYqZmZnVjgMUMzMzqx0HKGZmZlY7DlDMzMysdhygmJmZWe04QDEbI0nPkPT8iuWXSvrIGgypPI5jJO1ejQkaJb1D0nvG/TxmtjG4UJvZGOVByJERcXJp+UOAuYj49poMbGEc5wDbI2Ls1U4l3Rv4FvDQiPjOuJ/PzNY3H0ExWwMR8f9qEJxsA04H3rsazxcRPwAuA168Gs9nZuubAxSzMZH0PrL5Qh4nKfLbWfm6rlM8ks6SdFs+2dzlkvZLukzSfSTdXdI/5/OQXC3pCRXP9UJJOyTNSLpO0plDDPEZZHPIXFzo5975OJ8l6R8k7ZJ0g6Rfz9efKekmSbdKOltSUtj2XpI+JOmWfPzflfTG0nP+E/Dc4nZmZlWaaz0Asw3sjcBxwHayiScBbujTfjNwLvCXwF6ymXDfTzbh3KeBvwPOBD4s6diI2Acg6dXAn+fbXQo8AnijpH0R8Y4+z/dE4L8iol2x7mzgA2QB1guA8yT9JHB8/vgRZBM9XgF8MN/mfLLJNc8A7iSbOO9BpX7/HbgH8DDgyj5jM7ODnAMUszGJiO9K2gkkEfEfQ2yyCXhZRHwBQNLRwDuBP42Iv8qX3QDsAB4HfDo/TfOnwJsi4vV5P/8maTPwWknn9AhAIAsyPtZj3cUR8cf5c/4n8GvArwAPyvv7jKRTgKezEKD8DPDsiPhE/vjSin53AO28rQMUM+vJh1nN6mMW+FLhcSeR9OKKZcfkPx8NbCE7qtLs3PJt7gHcq8/zHQXc1mPd5zt3ImIXcCvwhVKw853COAC+DvyFpOdLOq6q04hokR1dOarPuMzMHKCY1cjuiEgLj2fzn3d2FkREZ9l0/vPI/OcOYK5wuyRffmyf55smO31U5c7S49key6YLj58JXA78NXCdpK9LemJF3zOl7czMFvEpHrP1bWf+85eBH1esv2bAtttXaiARcSPw/DwB9meAs4CPSzouIm4vNN3OwrjNzCo5QDEbr/JRhpX2FbIrcY6OiE+NuO01wH1WekD5UaD/kPR6sqTY44HbASTdjSwZ+NqVfl4z21gcoJiN17eAUySdSnYFz00RcdNKdR4Rd+aXLr9N0vHAF8lO3T4QeHxEPL3P5l8mS3xdNkmHAp8lu5LnWmAKeBVwM3B1oekjgSALXMzMenIOitl4/R3wr2TF0P6b7BLcFRURf5n3+xSyq3IuBJ5Ld8JtlYuAh/RKaB3RAeAbwMuBjwPnAfuAX4yI/YV2TyZLtr19cRdmZgtc6t7sICbpSuCCiHjLKjxXA7gOeE1EXDDu5zOz9c1HUMwObm8Cfje/NHnc/hdZvswHBzU0M3MOitnB7SNkFV+PITu6MU4CfiuvhWJm1pdP8ZiZmVnt+BSPmZmZ1Y4DFDMzM6sdByhmZmZWOw5QzMzMrHYcoJiZmVnt/P8DtCJ+ARZkpgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 576x360 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "# Run simulation\n",
        "set_synapse()\n",
        "h.run()\n",
        "# Get results\n",
        "t = t_vec.as_numpy().copy()  # time array (ms)\n",
        "# soma membrane potential\n",
        "Vm = V_rec.as_numpy()\n",
        "v_soma = Vm[cell.sec_id_in_seg[cell.grp_ids[0][0]]]\n",
        "v_tfut = Vm[cell.sec_id_in_seg[cell.grp_ids[5][0]]]\n",
        "# lfp array\n",
        "lfp = ecp.calc_ecp(move_cell=loc_param).T  # unit: mV\n",
        "\n",
        "# Soma membrane potential\n",
        "plt.figure(figsize=(10, 4))\n",
        "plt.plot(t, v_soma, label='Soma')\n",
        "plt.plot(t, v_tfut, label='Tuft')\n",
        "plt.ylabel('Membrane potential (mV)')\n",
        "plt.xlabel('time (ms)')\n",
        "plt.xlim(t[[0, -1]])\n",
        "plt.legend()\n",
        "\n",
        "# Extracellular potential along y-axis\n",
        "y_window = [-1200, 1200]  # select range of y coordinate for plotting\n",
        "ylim = loc_param[1] + np.array(y_window)  # set range of y coordinate\n",
        "max_idx = np.argmax(np.amax(np.abs(lfp), axis=0))  # find the electrode that records maximum magnitude\n",
        "x_dist = elec_pos[max_idx, 0]  # x coordinate of the maximum magnitude electrode\n",
        "e_idx = (elec_pos[:, 0]==x_dist) & (elec_pos[:, 1]>=ylim[0]) & (elec_pos[:, 1]<=ylim[1])  # selected electrode indices\n",
        "\n",
        "fontsize = 15\n",
        "labelpad = -10\n",
        "ticksize = 12\n",
        "tick_length = 5\n",
        "nbins = 5\n",
        "plt.figure(figsize=(8, 5))\n",
        "_ = plot_lfp_heatmap(t=t, elec_d=elec_pos[e_idx, 1], lfp=lfp[:, e_idx],\n",
        "                     fontsize=fontsize, labelpad=labelpad, ticksize=ticksize, tick_length=tick_length,\n",
        "                     nbins=nbins, vlim='auto', axes=plt.gca())\n",
        "plt.title('Extracellular potential heatmap')\n",
        "plt.figure(figsize=(8, 5))\n",
        "_ = plot_lfp_traces(t, lfp[:, e_idx][:,1::3], electrodes=elec_pos[e_idx][1::3],\n",
        "                    fontsize=fontsize, labelpad=labelpad, ticksize=ticksize, tick_length=tick_length,\n",
        "                    nbins=nbins, axes=plt.gca())\n",
        "plt.title('Extracellular potential timecourse')\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5c3e3e52",
      "metadata": {
        "id": "5c3e3e52"
      },
      "source": [
        "## Electrotonic distance\n",
        "\n",
        "Neuron has a tool for electrotonic analysis [https://www.neuron.yale.edu/neuron/static/docs/zclass/zclass.html](https://www.neuron.yale.edu/neuron/static/docs/zclass/zclass.html). It computes the electrotonic distance defined by attenuation, but the classical definition is [anatomical distance/length constant](https://www.neuron.yale.edu/neuron/static/docs/zclass/NIPS94/nipsfin.html).\n",
        "\n",
        "The plot below shows the membrane potential timecourse at several locations on the cell. The electrotonic distance computed by Neuron of each location is also shown with both number and color. The distance should always be a positive value, but it is labeled negative for the basal dendrites and the axon intentionally so that it can be easily distinguished from the apical dendrites."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "729a65ff",
      "metadata": {
        "id": "729a65ff",
        "outputId": "81dfb5ac-7fed-4f2a-f4aa-230cd82fb542",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "for syn in cell.synapse:\n",
        "    syn.set_gmax(0)\n",
        "h.run()\n",
        "\n",
        "sec_type_swc = {sec['name']: sec['type'] for _, sec in geometry.iterrows()}\n",
        "sec_type = [sec_type_swc[sec.name().split('.')[-1]] for sec in cell.all]\n",
        "freq = 0 # Hz\n",
        "seg_prop, _, _ = measure_segment_distance(cell.soma , cell.all, sec_type, freq)\n",
        "\n",
        "select_seg = [[cell.sec_id_in_seg[sec[0]], cell.get_sec_by_id(sec[0]).nseg -1] for sec in cell.sec_id_lookup.values()]\n",
        "select_seg = np.sum(np.array(select_seg), axis=1)\n",
        "# select_seg = np.unique(np.cumsum(np.array(select_seg), axis=1).ravel())\n",
        "_ = plot_variable_with_morphology(cell.seg_coords, seg_prop, Vm, t=t, axes=['x', 'y'],\n",
        "                                  distance_type='elec_dist', n_dist=300,\n",
        "                                  select_seg=select_seg, max_per_dist=1, varname='Membrane potential (mV)',\n",
        "                                  space=2., normalized_space=True, sort_by_dist=True,\n",
        "                                  figsize=(10, 10), fontsize=15, scalebar_size=50)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Transfer Impedance\n",
        "\n"
      ],
      "metadata": {
        "id": "Tc1fFLPUz5Qe"
      },
      "id": "Tc1fFLPUz5Qe"
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "be859ed7",
      "metadata": {
        "id": "be859ed7"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from neuron import h\n",
        "import cmath\n",
        "\n",
        "def measure_segment_transfer_impedance(soma, section_list, sec_type, freq=0, extracellular_mechanism=True):\n",
        "    \"\"\"\n",
        "    soma: soma section object\n",
        "    section_list: list of sections\n",
        "    sec_type: list of swc type id of sections\n",
        "    freq: frequency (Hz) at which electrotonic distance is evaluated\n",
        "    extracellular_mechanism: whether extracellular mechanism is used\n",
        "    \"\"\"\n",
        "    seg_prop = {}\n",
        "    swc_type = []\n",
        "    seg_area = []\n",
        "    seg_dist = []\n",
        "    seg_length = []\n",
        "    elec_dist = [] #modulus part of polar form #should change names\n",
        "    elec_dist0 = [] #modulus of polar form #should change names\n",
        "    transfer_imps = [] #real part of rectangular form\n",
        "    transfer_imps0 = [] # real part of rectangular form\n",
        "\n",
        "    # set up distance origin\n",
        "    h.distance(0, soma(.5))\n",
        "    # set up electrotonic origin\n",
        "    zz = h.Impedance()\n",
        "    zz.loc(soma(.5))\n",
        "    if extracellular_mechanism:\n",
        "        zz.compute(freq + 1 / 9e9, 0) #*\n",
        "    else:\n",
        "        zz.compute(freq, 1)\n",
        "    # measure distance\n",
        "    for i, sec in enumerate(section_list):\n",
        "        if sec_type[i]==1:\n",
        "            transfer_imp=zz.transfer(sec(0.5/sec.nseg)) #*\n",
        "            transfer_phase=zz.transfer_phase(sec(0.5/sec.nseg)) #*\n",
        "            elec_dist0.append(transfer_imp) #*\n",
        "            rect_complex=cmath.rect(transfer_imp,transfer_phase)\n",
        "            transfer_imps.append(rect_complex.real) #*\n",
        "        else:\n",
        "            transfer_imp=zz.transfer(sec.parentseg()) #*\n",
        "            transfer_phase=zz.transfer_phase(sec.parentseg()) #*\n",
        "            elec_dist0.append(transfer_imp) #*\n",
        "            rect_complex=cmath.rect(transfer_imp, transfer_phase) #*\n",
        "            transfer_imps.append(rect_complex.real) #*\n",
        "        for j, seg in enumerate(sec):\n",
        "            swc_type.append(sec_type[i])\n",
        "            seg_area.append(seg.area())\n",
        "            seg_dist.append(h.distance(seg))\n",
        "            seg_length.append(sec.L/sec.nseg)\n",
        "            if j!=0:\n",
        "                elec_dist0.append(elec_dist[-1])\n",
        "                transfer_imps.append(transfer_imps0[-1])\n",
        "            elec_dist.append(zz.transfer(seg)) #*\n",
        "            transfer_imp=zz.transfer(seg) #*\n",
        "            transfer_phase=zz.transfer_phase(seg) #*\n",
        "            rect_complex=cmath.rect(transfer_imp,transfer_phase) #*\n",
        "            transfer_imps0.append(rect_complex.real) #*\n",
        "\n",
        "    seg_prop['swc_type'] = np.array(swc_type)\n",
        "    seg_prop['seg_area'] = np.array(seg_area)\n",
        "\n",
        "    # distance at endpoints of each segment\n",
        "    seg_prop['distance'] = np.expand_dims(seg_dist, 1) + np.expand_dims(seg_length, 1) / 2 * np.array([[-1, 1]])\n",
        "    # seg_prop['transfer_imp'] = np.sort(np.log(elec_dist0[0]) - np.log(np.column_stack([elec_dist0, elec_dist])), axis=1) #*\n",
        "    seg_prop['transfer_imp_mod'] = np.sort(elec_dist0[0] - np.column_stack([elec_dist0, elec_dist]), axis=1) #*\n",
        "    seg_prop['transfer_imp_real'] = np.sort(transfer_imps[0] - np.column_stack([transfer_imps, transfer_imps0]), axis=1) #*\n",
        "\n",
        "\n",
        "    # change sign of basal and axon types\n",
        "    idx = np.nonzero((seg_prop['swc_type']==2) | (seg_prop['swc_type']==3))[0]\n",
        "    seg_prop['distance'][idx] = -seg_prop['distance'][idx,::-1]\n",
        "    seg_prop['transfer_imp_mod'][idx] = -seg_prop['transfer_imp_mod'][idx,::-1] #*\n",
        "    seg_prop['transfer_imp_real'][idx] = -seg_prop['transfer_imp_real'][idx,::-1] #*\n",
        "    return seg_prop, zz.transfer(soma(.5)), zz.transfer_phase(soma(.5))\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#using modulus of polar form\n",
        "\n",
        "for syn in cell.synapse:\n",
        "    syn.set_gmax(0)\n",
        "h.run()\n",
        "\n",
        "sec_type_swc = {sec['name']: sec['type'] for _, sec in geometry.iterrows()}\n",
        "sec_type = [sec_type_swc[sec.name().split('.')[-1]] for sec in cell.all]\n",
        "freq = 0 # Hz\n",
        "seg_prop, _, _ = measure_segment_transfer_impedance(cell.soma , cell.all, sec_type, freq)\n",
        "\n",
        "select_seg = [[cell.sec_id_in_seg[sec[0]], cell.get_sec_by_id(sec[0]).nseg -1] for sec in cell.sec_id_lookup.values()]\n",
        "select_seg = np.sum(np.array(select_seg), axis=1)\n",
        "# select_seg = np.unique(np.cumsum(np.array(select_seg), axis=1).ravel())\n",
        "_ = plot_variable_with_morphology(cell.seg_coords, seg_prop, Vm, t=t, axes=['x', 'y'],\n",
        "                                  distance_type='transfer_imp_mod', n_dist=300,\n",
        "                                  select_seg=select_seg, max_per_dist=1, varname='Membrane potential (mV)',\n",
        "                                  space=2., normalized_space=True, sort_by_dist=True,\n",
        "                                  figsize=(10, 10), fontsize=15, scalebar_size=50)"
      ],
      "metadata": {
        "id": "yHRymM0L5pJj",
        "outputId": "f62d3ea3-a758-425b-98ba-b05e3659e7e2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        }
      },
      "id": "yHRymM0L5pJj",
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ],
            "image/png": 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fO2j0HP397ATL543fCXht0Og5tUnH0hP4klRPwiLrrQLIxklitvnzlsrWOd4HMnGi2SwJrWxx36zjdbEsTYlrW3UbYilKeqnAmvWoSm/nbX4QaC1hbzi2vol+8XlbdvIrSw8lyNJo0Og5vnze+LuAg4G7ko6np1k+b/wAYPKg0XNuTTqWnsKG/YmWv9otfd7K17XrlDUUbeB5HapfdGydpKi967QVVxvndej1tNVGGzG0mNh19OfWgddRlOwqiZTeIvpdz7ZysEtD6bWUIEszg0bPeX/5vPErls8bP3nQ6Dkzko6nh/ki8Kekg+hJrGqXpEMQEZEeSCOyZR2DRs95FPj48nnj9QGqTJbPG7838N9Bo+fkko5FRERE2qYEWVpze97920kH0Z6CFwYUvDAg6TjasmjumC3dfYR65EVERNJBPYTSokGj56ysmTv6fzVzR+86csy8p5OOpzV1FPomHUOxC8wmAycAXwOGA4s2+1jVm4tfrD/2B6uSjU1EREQ6Rj3I0qqRY+b9F9ihZu7o7txD221W0rvA7EDgKaAW2APos9dVQ89e9lbuldxqfzI+LiIiIt2cEmRpz3WA5tJqR9xzfANw6Cnup5/iPuMb742aNP7AvrNOeD9/InAocENcT0RERLoxJcjSppFj5tUB/62ZO3r/pGPp5k4ArjrF/UmAmrmjK4ADR46ZdxdAXH418L3kQhQREZGOUIIs7Ro5Zt4rwKiauaM3TTqWbuxrwDUAYRhW3vrXLz1xy21fnh2GYfGMlVfH9URERKQbU4IsHfVn4Os1c0drivKWDQdmAxx9xB8/MmTw0vuWLRtyHvDvMAz3juvMieuJiIhIN6YEWTpk5Jh5eeDvwOeTjqWbWgRMqJk7ul9VVf1ORx513S+AbYCrgKvDMHy47qtfPSyuJyIiIt2YEmTpsJFj5s0CrGbu6M2TjqUbugk4FjiK6MZGgiDIBUFwI7AVcGN+3LgrVh9/fF0YhrsnFqWIiIi0SwmyrK87gM/VzB3dyiLxvdZlmUr+7+mfLls1csy82uIDQRDk+p955pv9LrggB1wJ3BKG4b1hGGqdZBERkW7I3D3pGCRlauaO3jTv/o0xY+dflHQsc98bdRTAmLHzr0syjtnvjRo17bKVZ7583srDiG7Gu5pozPF44FvxdsQp7veGYdgHOAY4HXgJCIIgeCGZyFNPb2AiImViZs+7+05Jx9EdKEGWDTLzvVGfAuZPGjv/fwnHcRTApAQT5JnvjTLg+8Dld4yrmUA0lVvjSnpEwy8uP8W92VLTYRj2JUqcTwOeAc4MguDlroy9B9AbmIhImShBbqIEWTbYzPdGnQBcNWns/DUJxnA4wKSx829LMIZDgdcnjZ0/fUPOD8OwGvgO8BPgMSAMguDVMobYk+kNTESkTJQgN9EYZNkY19PLV9mb+d6ocUDfDU2OAYIgqA2C4HfAFOBp4KEwDG8Ow/BDZQpTRERE1oN6kGWjzHxv1G5AdtLY+Y8ndP3EepBnvjcqA5wE/G7S2Pll+4sUhuEAopX5Tgb+BZwVBMG0crXfw+gNTESkTNSD3EQJsmy0me+NOg64ddLY+csTuHaSCfLXgYcmjZ1f0xnth2E4iGhs80nAP4FfBkEwo+2zeh29gYmIlIkS5CZKkGWjzXxvVBXwnUlj51+awLUTSZBnvjdqa2DCpLHz7+3sa4VhOAT4AVGv8t+AXwVB8E5nXzclHMA9x6qVv6d21S3k83PJZDahb/XBDBoSNlZcWLMLhfx7zU7OZDZlxKi274tcsfw3rKm9l3z+PcDJVkym/4Djqe732fK/GhGRBClBbqIEWcpi5nujtgHGd0XCWHLdLk+Q4w8E3500dv4lXXVNgDAMhxENuzgeuA34dRAEc7oyhm7IAZZ+cAJr1zzOgEEnU1ExhXx+Hrn6aQwcfFpjxYU1u1BVtTP9BhzTWGZUUlm1XZsXWL40IJsdRUXlVCBDXe0/qV39Z4YMu5K+1Qd3zqsSEUmAEuQmSpClbDp7yEEr10wiQT4O+MuksfOXddU1i4VhOBz4EfBt4GbgnCAI5iYRSzfga+oeYcniIxk+4sE4iW3Zwppd6Fv9GQYNDjb6oovfP5RMZihDN7l+o9sSEekulCA30SwWUk43A1+N5wXukeKbEl9PKjkGCIJgURAEpwEfAmqB/4VheHEYhqOSiilJtatvoarPx9pMjsstkxmKe32XXU9ERLqWEmQpm0lj5xeAv651O76rrpkv0D9foH9XXOuVOWMH5Nz2TmrGjlJBECwMguBUYGugALwWhuGFYRiOSDi0LrV27QtUVExi+dLTWTBvKjXzJrFk8bHk8+t+kVG76hZq5k5gwbwtWbL4OPK591posWXuOQqFZdSuvoM1df+hX/9vlvNliIhIN6IhFlJ2L88Z91ngte3Hv7vBcwN31CtzxhwFsN34udd19rVenjPuBOCq7ce/m9jCKG0Jw3AM8FPg68BVwG+CIFiUbFSdzmvmbo5ZJRWVWzNg4PcpFFayYvmvyGZGMGzTuzGLvtBYvvQMKqt2JJsdTS73NiuX/xYsw/ARD5PJDGrzImvXPs8H7x8S71UwaMjZSpBFpMfREIsmSpCl7F6eM86Ipia7bPvx7+Y6+VqHA2w//t1OHYP88pxxnwLmbz/+3USX1u6IMAzHAacDXwKuAC4MguCDZKPqNF4zdwJmlWy62TNkssMAWLvmKT5YdBhDN7mVPn33bPHE+vo3WbxwfwYO/gX9BxzX5kUKhdXkc29TKCxjTd1DrF51LYOHXkx1v8+X/QWJiCRFCXITDbGQstt+/LsO3AD0iC62l+eM2xQYmYbkGCAIgneDIDge+CgwAng7jAxJNrLOkckMpqLiQ43JMUBl1S5AFblc6+urVFZuRUXFZOrXtv/Hmsn0o7Jqe/r03YtBQ0Kq+32BFcvPLkf4IiLSDSlBlk6x/fh3PwDeeXnOuB2TjmVjxL3hXwf+nHQs6ysIgneCIDgO2BkYD0wPw/CMeAGSHiNbsQUtrxfitP8WZ/G2fioqP0whPw/3Tv2CREREEqIEWTrN9uPffQTY7eU546qTjmUjHAb8bfvx7+aTDmRDBUEwMwiCo4HdganAjDAMTw/DcGDCoZVF376fJJd7g0J+cWPZ2rVPAfVUVm7d6nn19W+Sy02nsurD633N+rXPksmOwqxiQ0IWEZFuTmOQpVO9PGdcP+DI7ce/+/tOar/TxiC/PGfcRGCH7ce/e0e5205SGIZbAb8A9gMuBC4PgmBVslFtMC8UVrBo4T5kM6PoP/BE3FeyYvnZVFRMYdjwWwGoq3uQutW306fv/mSym5Gvn87KFRdjVsUmIx4gk4k+K9Suvo1lS05m082eJFsxlnzuPZYtPZm+1Z8lWzEBL6xiTd291K7+C4OGnEu//kck+dpFRMpKY5CbKEGWTvfynHEfBQZuP/7dRzuh7U5JkF+eMy4LnAhcHI+p7nHCMNwGCIC9gPOBK4IgWJ1sVOvNAXK5WSxfegb1a58EquhTfQCDBp9JJjMEgPr611mx7Ezq61/HC8vJZIZS1XcfBg76KdnsyMbGVq+6leVLf8jwzZ6momIchcJyli/9GfVrnyGfX0gmM4iKiqn0H/hd+vTdL4nXKyLSaZQgN1GCLF3i5TnjjgHu3H78u0vK3G5nJchHAPduP/7d98vZbncUhuF2wJnAbsC5wJVBENQlGlTH6Q1MRKRMlCA30Rhk6So3AKn4PvrlOeO2B+b1huQYIAiCV4IgOAw4GPgk0OnzV4uIiHRnusNEusT249/NvTR73L+emT3h6F0mzL62XO3mvbyr6D0xe1LfPthnPjphzq/L2W4aBEHwAnBoGIY7Jx1LR4VhmHQIIiLSA2mIhXSpJ2ZP+grw3z0mzJxbjvaenL35UQC7T3jnunK098TsSd8B/rzHhJkry9GedDq9gYmIlImGWDTREAvparcChz8xe1JZfveczConU5YZGJ6YPenjwEtKjkVERHo3JcjSpfaYMNOJkuQvJx1LsSdmTxoMbLXHhJlPJx2LiIiIJEsJsnS5PSbMnA8sf2L2pK2SjqXIEUQ3EoqIiEgvpwRZErHHhJn/BD71xOxJlUnH8sTsSQcBD+4xYebapGMRERGR5ClBliRdT8JTvz0xe9IoYMgeE2a+kWQcIiIi0n0oQZbE7DFh5jJg2hOzJ+2SxPWfmD3JiMZC35LE9UVERKR7UoIsidpjwsz/Ajs+MXtSWecz7qDDgb/uMWFmIYFri4iISDelBFm6g+uAIzfkxJzbJjm3Tdb3vCdmT9oCqNtjwsz3NuS6IiIi0nNpJT1J3B4TZtY9+s4Wb98/a+tjDpj4+h/X59zV3qfNnucLzCYDJwBfA4YDi6zSbt3ilrEDDz1sztEbHrWIiIj0VOpBlm5h783ffiBPZtN7Zm07bn3OK5BZXSCzuqVjF5gdCDwF1AJ7AH2APfrvNWC7aV9899D4uIiIiEgzSpClO/kdcNI9s7bd6N/LuOf4BuDQU9xPP8V9xinuua1nbjN+/FXjL8E5GLghriciIiLSSAmydBsHTXx1DdF45OPK0NwJwFWnuD/ZUHDPrG0HA/sdNPHVO+Lyq4HvleFaIiIi0oMoQZZu5aCJr74KZO+Zte3WG9nU14BrGnbCMByydnXfnwEXFNW5Oq4nIiIi0kgJsnRHVwDH3DNr26qNaGM4MLthZ9jmc85+5c6Djnj2hsN3KqozJ64nIiIi0kgJsnQ7B018tQBcCpy0Ec0sAiYA3DNr29GT93p6ruezRwJ/DMPw92EYDgTGx/VEREREGilBlm7poImvzgbm3TNr2z02sImbgGPvmbWtAT8EfhsEwf3Ah4Eq4JX6HXc8K64nIiIi0kgJsnRnNwGH3jNr2wEbcO5lwHEfXL/4V8BNB018tQ4gCIJlQRAcm33llUvr9977K6tOOWV4GIYb0r6IiIj0UEqQpds6aOKrDlzgzimt1ckXGJovMLS0/BT3Gf0/1v+0BectOOn1Sa996QKzyReYVcaP5/S9447T+tx881cYMKAAvByG4Sc687WIiIhIeihBlm7toImvLspjNXfO+MgXWjpeT5Z6suuU3zFjh4rR10/a0/rYDkQLhDxOtGDI4/H+bj+ZN++2IAiOIhrr/OcwDC8Ow7DNlflERESk5zN3TzoGkXbdMWOHAPh/h01+8f2S8uMBDpv84u9Lyn8I/P2wyS/O7Ej7YRgOAy4GdgeODoLgv2UJXDqb3sBERMrEzJ53953ar9nzqQdZ0uIC4Ed3zNjB2qt4x4wddgYWdzQ5BgiC4IMgCL4J/Ai4NQzDi8Iw7Lfh4YqIiEhaKUGWVDhs8ourgL8BX2+r3h0zdugHfAG4cUOuEwTB34lmuhgBvBSG4YbOoiEiIiIppQRZUuOwyS8+BYy8Y8YOm7dR7UfAbw+b/OIGf/UeBMHiIAi+DvwE+GsYhheEYVi9oe2JiIj0FGY2xcz+YGavmFnezB4tOT7KzH5jZi+b2Uoze9fMrjez0S20NcbM7jSzFWa2yMwuM7N1vr01s+PM7G0zqzOz581sv058iYASZEmfi4ET75ixwzp35t0xY4cDgJcOm/ziwnJcKAiCO4HtgLHAi2EY7laOdkVERFJsG+Ag4C1gWgvHPwp8HrgZOAQ4FdgVeMLMGqdVNbNK4H6iRb2+QnTD/OHAlcWNmdlXiVbYvQE4EHgNuNvMti3rqyqhm/Qkde6YscNWwH6HTX7x8oab9IBbgR8cNvnFX3TGNcMw/CLR6n43AEEQBHWdcR1Zb3oDExEpk47cpGdmGXcvxM//Cgx3972Ljg8BVrp7rqhsKlFCfZS7Xx+XfRX4EzDF3WfFZV8CbgG2dPe347K3gMfd/ZiG6wMvAy+7+zfK8sJboB5kSZ3DJr/4JlB/x4wdtisqPgX4TWddMwiCvwLbA5OAF8Iw3KWzriUiItJdNSTHbRxfWpwcx2XTgNVA8TCLA4FnG5Lj2N+AtcCnAcxsEjAV+EvJ9W+Lz+80SpAlra4GjgAqgJ2Aew6b/OKKzrxgEAQLgyA4HDgT+EcYhueEYdinM68pIiKSdma2HdCP5kMytgLeLK7n7muBGfExih6b1QPeAIaZ2abljzaiIRaSWnfM2GGMO9c6+CqvPvjILZ6o76prh2G4GfB7ok+2RwVB8FxXXVua0RuYpEbU8bUW9xz4WpwceD3gOE7061yIHx284Tl4Y3n86A3PAQpN53txvWIWbzQ92rpl1lK9Zs+Lz22lXSxup+i4ZYj65AzINF3HrKQ87rezprLiR7N1yyATl8vGMrPZwKKioivd/co26q8zxKKFOhngIWAMsI2718flbwP/dPcflNR/DJjj7l8zs68TDcMY6u5Li+p8EniAaChGS+OgN1pFZzQq0hUOm/zi3Num7/Dcaq88DRgHdHje440VBMGCMAy/QHRjwT/DMLwK+GUQBGu6KgaR3ijq1IkSS6cePIevk3SWPtYT/Ztc/LgWyEWPnovbqm96XKd+fUn9+JqN165ft43GtqJ66yatUl4NyXpRMm4NyXoLCXdrx+IPDkampD6N+1bSTrMkvqSd4nisWX1rpbz0Q0HDl/3F8RS/BtY5p+FDSfNjLb3G0uuxqBMWCjmHaBGuTzQkx2mgBFlSbbVXXw2clsS1gyBw4OYwDB8husP2uTAMjwyC4IUk4umNViw7N37mrTyuW+Yt1mko6ng7bdXxkn28I+107BqNz8oUa+nPwTsU63q+nqago4SVfGPCiefjRLL4MQeeI0pI80B9s7LOZUAV0Q32ldGjVWBUNX9sPN4Ps8qS+pUYlZhVxG1VgFVhFD9WYlYFZGk9SYJ1EyUr2YoTwZaOQ2OPdDPFZUV/N1r8vWrt70xLx7zod6i4V5zo0Rt6u4t6yhv23eOe8pJjca+4NysvFPWilxxrLC8+RknvevTozeoXt7duO43HvLS3P67jLfT0F13bKcS/x8XfAkR1CpRcq+hYs5+XN//ZrPu6m/9sPY6L0p9ds2PF55SXmf0f0SwWX3X3p0sOLwEGt3DaUKKb8BrqENdbWlKn+HjZaYiFpNIFZpOBE8jwTWATYDEFbgQuO8V9RlfHE4ahES1iciFRsnx2EARruzqO3qZm7jhv6evd5o9FzxsfOvAV8vrUafbtbvFX1evZTotttl5ng67RQqylj9ahWG3dKh2II0oOKxofoQKzLFFymYWG5JFs0yMVcbJZAZaNk9SSpDR+jJ5XxMlnyWOzRLcpkW3e1jozSIr0Guu71HRbQyzM7AtEN9f9xN0vaOH4DcAW7r57UVkVsAz4sbtfGt+kNwP4tLvfX1TvDOAH7r5Jx1/d+lGCLKlzgdmBRNOtXVV97Kh/9f/RhEdWXTh7n9pr5n8KOA444hT3e5OILQzD0cAfiIZ8HBUEwUtJxNGL6A1MRKRMypUgm9newH3AFaVjjIvqfJVo1dvJ7j47LvsiUVJdOs3bf939W/F+BngJeKUzp3lTgiypEvccPwUceor7k9e/vUfDp8vJR27xxMwLzHYH/gHslkRPMjT2Jn8TuAC4HPh1EASpGXeVMnoDExEpkw7Og9yPaKEQiFavHQQE8f49RAt/PAm8AxxP8/fp9z3+tzleKORFYA1wBtEwiouAB4sT36L5kgPgceBI4MvAzu7+6oa+1vYoQZZUucDsIqD2FPfTAUoT5LjOOUCfU9xPTi5SCMNwDNGKQKOIepNfSTKeHkpvYCIiZdLBBHlzYFYrhycCewPXtnL8enc/qqitscBlwCeJEuVbgFPdfXXJNY8DfkL07exrcZ2H2nk5G0UJsqTKBWYLgD0aeofPufTk72+2z/MXZ/vUFyfIk4HHT3EfmWSs0NibfBRwHnAJcJ56k8tKb2AiImWyvkMsejItFCJpMxyY3bCTr+2z9cJHd6R2wdDqojpz4nqJC4LAgyC4lmht+o8DT4Zh2Knrx4uIiMjGUYIsabOIaHwTAGMP/e/5FYNWsfDfO14ahmFlXDye5hOdJy4IgneJlsW8AngkDMPTwjDUNIsiIiLdkBJkSZubgGMbdixbYPiurzXsXhkPafhWXK9biXuTrybqTd4XeCIMw60TDktERERKKEGWtLkMOC6erQIAyzgjPvHCicCHbOHC64gS5MsTiq9dQRDMAT4FXA38OwzDn6g3WUREpPvQTXqSOkXzIF9dfeyo+/ufPP6RVb+ds8+q22s/W/eNb5xoy5Zdc8YNN3wn6Tg7IgzDzYFrgP5EM128mWxEqaM3MBGRMtFNek2UIEsqxTNVfI8M38QYjrOIAjeu/cQn7qjfZ5+bgR8HQXBz0nF2RBiGGeA7wFlEs11cFARBPtmoUkNvYCIiZaIEuYkSZEm166btMdWMt9zZ8qipT0wDiGeJeAj4RhAEDyQbYceFYTgR+CPQBzg6CIK3Eg4pDfQGJiJSJkqQm2gMsqRansyo4keAIAheBb4I/DkMw9T8RQ+CYBawH9ENho+HYXhyGIbZhMMSERHpdZQgS6rlPTN/TaGCvGfmF5cHQfBf4DjgrjAMt0gmuvUXBEEhCILLgF2BzxHdxJea+EVERHoCJciSao7lHMOxXOmxIAj+TrS++/1hGI5a9+zuKwiCGUTLdf6FaHGRk+KxyiIiItLJ9A+u9GjxvMN/BO4Nw3Bw0vGsj7g3+RJgd+Bw4NEwDKckHJaIiEiPpwRZeoOzgceAv4Vh2DfpYNZXEARvA58A7gSeCsPwRPUmi4iIdB79Iys9XhAEDpwEvA/cmMYb34IgyAdBcBHwMeCrwMNhGE5KOCwREZEeSQmy9ArxvMLfBIYBl8RLUqdOPPXbnsDdwNNhGP6fepNFRETKS/+wSq8RBMEa4PPAHsDPEw5ng8W9yRcQJcpHAA/EK/KJiIhIGShBll4lCILlwIHAUWEYHpd0PBsjXpb648D9wLNhGH4nrT3jG6vgOWYsvZpH3z2I+2btwMNz9uP1xec1q+PuTF96JQ/P2Y/73vkoT847kuVrtLK3iIisSwmy9DpBENQABwBhGIafSzicjRIEQS4IgvOJbuI7FvhXGIYTEg6ry73y/s94Z/mfmTT4KHYeeSVbDvsBWevTrM6MZVczfekfmDTkWHba7DIqMv14uuZbrMktSihqERHprpQgS68UBMF04BDgyjAM90o6no0VBMHrRENHHgaeC8PwuN7Sm/z+6seYv+p+dhl5NeMHfYlNqndmzIBD2HLYDxrr5AtrmLn0GiYP/habD/oaw6t3Z4cRF2IY7yy/KbngRUSkW1KCLL1WEATPA18DbgvD8MNJx7Ox4t7kc4B9gO8Qzf08LuGwOt27K+9kk+pdGFg1udU6S9a8RM5XMqr/AY1lFZl+jOj3Cd6vfawrwhQRkRRRgiy9WhAEDxJNAXdPTxmaEATBq0SLizwGvBCG4TE9uTd5ad0r9K/cnNcWnc2/3tmV+97ZiecXnERdbmFjnVX1szCy9K9s/kc8oHISq+pndXXIIiLSzSlBllQrOBXFjxsiCIJbgN8QLUk9vFyxJSkIgvogCH4F7AecCPwzDMMxCYfVKdbmF/Heir+xfO2bfGTEb9hu+C9ZtuZ1nl94Eu4OQH1hGdlMP8yaT4FdmR1E3mspeH0SoYuISDelBFlSrZ7sqOLHDRUv6XwHUSLZvxyxdQdBELwC7AI8BbwYhuGRPa032XHA+ehmlzKi316MHnAgH9n0HJat+R+L655OOjwREUmhVCTIB+zT33favm+bm5ndl3Sc0vXqPTt/ZaGKes/OL0NzPwNeIxqTXFmG9rqFuDf5LOBTwMnAXWEYjk44rLKpzAxiYNVUqrJDGsuG9t2RDJWsXDsjrjOYfGE17vlm59bnl5O1ajLWY/64RUSkDFKRIC/6IM9T949tcwN6xFfjsn6cTM7J4GRyG9tWvCT1t4E8cE1PW6EuCIKXgJ2B54GXwjD8Zk/oTR5QNQnwdcodB4v+CPtXTsTJs6p+TrM6K+tn0b9yYleEKSIiKdKjEgCRjRUEQQ74MjAFODfhcMouCIK1QRAEwKeBU4G/hWE4MuGwNsqIfp9gxdq3WZtf0lj2Qd1zODkGVW0JwNA+H6HCBlCz6l+NdfKFWhau/jebVn+8y2MWEZHuLSUJspP3QpubSLkEQbAaOBg4OAzDHyUdT2cIguAFot7k/wEvh2H4tbT2Jo8beDiVmcE8t+AEFqx+lLkr/8nL75/GJn13Y1jfHQHIZvowacixTF92Fe8sv5lFtU/xwsKTcQpsPvhrCb8CERHpblKRIDtQwNvcRMopCIIPiFbbOykMw28kHU9nCIJgTRAEPwc+QzT++vYwDDdLOKz1VpkZwK6j/khlZhAvLTyV1xafzSbVu7HjiAub1Zs8+FtMGXIcM5dezXMLvkeusIpdRl5Fn6xGZ4mISHPWMA1Sd7bj9n38v/e1/S3wgNFznnf3nbooJOkmLnjjgEnADGDyKR+6f2a52w/DcBui1emOCILg/nK3312EYdgHCIiWq/5+EAS3JhxSR3X/NzARkZQwM+VSsVT0IIskJQiC14DPAzeGYbhL0vF0lrg3+XSi5bfPTDgcERGRRG3w4gpdyXHyKejplp4pCIInwjA8Fvh7GIZ7B0HwVtIxdZYgCJ4Jw3CHpOPoqDAMkw5BRER6oFQMsdhh+yp/5N62h0YOHfOevhbohTp7iEWxMAyPBn4BfCwIgnmdeS3psO7/BiYikhIaYtEkFUMsHMjjbW4inS0IgmuBK4F7wzAcknA4IiIi0klSkSCLdCPnAo8SDbfom3AsIiIi0glSkyBrmjdpScGjcfQNj50tXm3vh8B84KYwDLNdcV0RERHpOqlIkB3Iu7e5Se+U9+yo4seuEARBATgSGARcntYFNkRERKRlqUiQAQrtbNI75Tw7vzZfRc6z87vyukEQrAEOI1qN7hddeW0RERHpXKlJkEVa4ljOMRzLdfW1gyBYDhwEfDMMw+929fVFRESkc6QiQfZ2ZrDQLBaSlCAIFhAtSX1GGIZfSDoeERER2XipSJBxyLeziSQlCIIZwMHA78Mw3DvZaERERGRjpSNBFunmgiB4EfgK8JcwDLdPOh4RERHZcKlIkB3dpCfdXxAEDwMnAP8Mw3Bi0vGIiIjIhklFggxGvp1NpDsIguAvRIuJ3B+G4aZJxyMiIiLrLxUJsgMFb3sT6S6CILgM+AtwTxiGA5KOR0RERNZPKhJkkRQ6A3gZuD0Mw6qkgxEREZGOS02CrCEWkibxktTfBeqAP4ZhmJq/ayIiIr1dKv7RdpQgS/oEQZAjmtliAnCBlqQWERFJh1QkyAAFtzY3ke4oCIJa4FDgU8ApCYcjIiIiHZCaBFmkJQWnovixOwqCYAnwaeCEMAyPSDoeERERaVsqEmQNsZDW5Dw7qvixuwqC4D2iJPn8MAwPSjoeERERaV1KEmQjT6bNTXqnes/OX5Wvot6z85OOpT1BELwBfA64LgzD3RIOR0RERFqRmsxSY5ClJY7lHMOxXNKxdEQQBE8BRwN/C8PwQ0nHIyIiIutKTYIs0lMEQfBP4CfAvWEYjkk6HhEREWkuFQmyxiBLTxMEwfXA/wPuC8NwaNLxiIiISJNUJMhg5D3T5iaSQr8BHgD+EYZhddLBiIiISCQVmaUDBTJtbh1hZhVm9lMze9vM1pjZe2Z2UUkdM7PTzexdM6s1s/+Y2Uc64WVJLxevtncKMAe4JQzDbjtVnYiISG+SigS5jK4Dvg9cQLRww0+B2pI6PwXOAM4DDgFWAg+a2ciuC1N6iyAICkQ37VUDv9dqeyIiIslLTYK8sWOQzezTwJeBT7r7H9z93+7+J3c/vahOX6IE+Rx3v8zdHwQOJ+rEPqFzXpn0dkEQrAW+AHwECJONRkRERFKRILuXZQzyMcDD7v56G3X2AAYBf2m6tq8C7gIO3JjXINKWIAhWAJ8BvhKG4feSjkdERKQ3S82Yx8LGz1SxK/APM7sMOILotd8HnODu8+I6WwF54O2Sc98g6n0W6TRBECwMw/AA4LEwDBcGQXBb0jGJdGfuTsHXkPc68l5LvlBH3usoePQY7dfGx+soFOrI+xoKXo+To+C5+LEeb3yewz3frLxADnDcnegLRccpNESB4+De9JyS5+5RVTOMDGCAYfFjUzlxWVTHrKRew/Nm7RA9LyqL9jPx0UxTuWXifWs8p6F+8zbiOlYca6Zxv7FO0flN+5m4PYtjyDTF2EqdhtfVFHdTnSim0v3S11RUpyjGdX8uHamz7s9hnddhRT/DxtckPU1qEuQyGAkcBbwMfAUYCJwP3Glmu3n0zjcUWOnu+ZJzlwD9zKzK3dd2YczSywRBMCsMw88A/wrDcFEQBI8kHZNIS6K3zEKcZOZxr6dAPk4083FyGSWa7nkK1FMorCHva+KkdQ2FxqQ2Kiv4mqKkNk58C7VFSXC035jwet0GRp8hYxUYFUWPlZhVYGSjsuJyKjCLkrGmBJbGZLW1JLapvOjnhoMXWkyk3YuT7kLj8YLnm9d1L2kHoFBSVihpN9ovft50TsP1ittoqtNwvYY60pKiJHqdDyLFSX/8e1FUpyFpb/7hqOQcK/pQULTfUtJfWqepveZ1mj58tPy72tulIkGO5kFudxjFcDN7rmj/Sne/smi/4bfgs+6+GMDM5gP/BvYFHipfxCIbLgiCl8Iw/BLwlzAMDwiC4MWkY+qunpj3dYgThMZEoaG3rrS8UWvHm5/vrdRvr133lus3nddKHK2e17DXThzeSjwdjaPVn9u6cTT0tpZbxvqSbdgyfclYHyqsmoz1pTI7uOmYVTcez1p1Y/2sVcdlfclm4vK4TibTt3HfLFv22HuThg9HXpRgNybgFEqS9KYEu/l+ofFDQJS0d7TOuvsN9Uv3W0r6gWYxNtYpeg2N12mxTkvnNMXU9M1CId5f9zU1fdBp/kFkndfYLO74tXnTBydv4ZyC19Psg0/J+et+gKJZm9IkFQlywzzI7Vjk7ju1cXwJMLMhOY49BqwFtiZKkJcAA8wsW9KLPBRYrd7j7qfgVGQsekw6lnIKguDRMAyPB+4Ow3DPIAhmJh1Td1Rh/Rp76oCiHpDSnpCS42Ytl5fUb7Vds2a1Suu3165Zy/WbzmsnjnXOp/nxds9ru36r8Te+7mzcs5rFrIIMWSzugc3EZY11LBv3wGaLEty+RQlrvG999FV1SkR/TlmM+IOG/th6EP1hNkhFUtEwD/JGegPo20K50fSd0ZtAFpgCvFVUZ6v4mHQzOc+OqrI8Oc+OAqYlHU85BUFwexiGI4D7wzD8eBAEC5KOqbvZZdRVSYcgIiI9UCpmsSiTu4EPm9nworK9gEqicckATwDLiaZ2A8DM+hHNh3xvF8Up66Hes/NX5auo9+z8pGPpDEEQ/B64CbgnDMOBSccjIiLSG6QmQc67tbl1wJXAYuAuMzvEzL4G3Ag86O6PAbh7HXAucLqZfc/M9gNuI/o5XdopL0w2imM5x3Cs/AMiu48zgeeAO8IwrEo4FhERkR4vFQmyY+TJtLm124b7cqKb8ZYAtwCXE407/lJJ1XOBs4HTiHqdBwH7u7u+3pZExEtS/x/Rqo7Xh2GYir+3IiIiaZWaf2gLnmlz6wh3n+7uB7l7f3cf6u5HufuSkjru7me7+1h3r3b3Pd1dswhIooIgyANfA8YAF2lJahERkc6TmgRZpLcLgqAWOBTYB/hJwuGIiIj0WKlIkBvmQd6YIRYiPUEQBEuBTwPfCcPw6ITDERER6ZFSkVk6bd+g18Gb9ER6hCAI5hElyeeEYXhw0vGIiIj0NKlIkCGaB7mtTaQ3CYLgLeCzwLVhGO6RdDwiIiI9iTJLkZQKguBp4JvAnWEYbp10PCIiIj1FKhJkd8h7ps1NpDcKguA+4BTgvjAMxyUdj4iISE+QkszSKLSzifRWQRDcCFxClCQPSzoeERGRtEtFguyoB1laVnAqih97qyAILiBaDv2uMAz7JR2PiIhImimzlFSrL2RHFT/2cj8GZgK3hmHYqz8wiIhI5zCzKWb2BzN7xczyZvZoC3XMzE43s3fNrNbM/mNmH2mh3tZm9pCZrTazeWZ2lpllN6StcktNgqx5kKUl9YXs/JX1VdQXsvOTjiVpQRAUgGOACuAPWm1PREQ6wTbAQcBbwLRW6vwUOAM4DzgEWAk8aGYjGyqY2VDgQaKBAp8FzgJ+BITr21ZnSEVm6RgFb3uT3snJ5JwMTiaXdCzdQRAE9cDhwIeBXyUcjoiI9Dx3ufs4dz8ceK30oJn1JUpqz3H3y9z9QaJ/lxw4oajqd4Fq4DB3f8DdryBKjk82s0Hr2VbZpSJBBvUgi3RUEAQrgc8AXwzD8PtJxyMiIj2HuxfaqbIHMAj4S9E5q4C7gAOL6h0I3O/uy4vKbiFKmj+xnm2VnTJLkR4oCIL3gQOAH4dh+JWk4xERkV5jKyAPvF1S/kZ8rLjem8UV3H0OsLqoXkfbKrtU3MjjQEEzVYislyAI3gnD8CDgwTAMFwVB8GDSMXWG6cv/yeMLzl6nfLdNT2XLIZ+nZvUL3D+35W/iRvfbhf3H/K7Vtq9/u+VFCjNWyTen/HuD4hUR6caGm9lzRftXuvuV69nGUGClu+dLypcA/cysyt3XxvWWtnD+kvjY+rRVdqlIkMHIa65jkfUWBMErYRh+EfhrGIafDoLghaRj6iyfGnMpFdancX9A5WgAhvXZkoPGNn9/X5VbwL9rzmBMv93bbLP0PICH5v+YEX0/XIaIRUS6nUXuvlPSQXQHqeiWbehBbmsTkZYFQfAfopsh7g7DcErS8XSW4X0/xKbV2zZu1RXRmilV2f7Nyjet3paVuRqMDJsP3LfNNkvPM8uwJr+UiQP374qXJCKSRkuAAaXTtRH1Bq8u6vFdAgxu4fyh8bH1aavslFmK9AJBENxBdHfw/WEYdurUOGkwa8UDbFb9EfpVbLre51VYNeP6f7yTIhMRSb03gSxQ2iFTOub4TUrGEZvZOKBfUb2OtlV2qUmQ8/Ewi9Y2EWlbEAR/AK4H7g3DcFDS8ZTbHe8czg1v78md73yFt5b9rdV6y9bO4YM109a7F9jdeWflw4wbsCcVmb4bGa2ISI/1BLCcaDo2AMysH9EcxvcW1bsXOMDMBhaVfRmoBRpu8uhoW2WXijHI7qZhFCLl8UtgFHBnGIYHBUGwJumANlZ1dhM+sslxDO+zNU6Bd1Y8yFMLzydXqGOboetO4PHOigfJUMGEAfus13UW1L3E6tz7TBzwyXKFLiKSOnGCelC8OwYYZGZfjPfvcffVZnYucIaZLSHq6T2ZqFP20qKmrgC+D9xhZucBk4Azgd82TP3m7nUdbKvsUpN15j3T5iYi7QuCoGFy9aXAjWEYlo7rSp0x/Xdj+2FHM6b/roztvzsfH3kGmw/Yj/99cB0tTdc5a+WDjO63C32y69eJPmvFg1RlBjK6/67lCl1EJI1GALfF227A1kX7I+I65wJnA6cBdxPNZby/uy9oaMTdlwD7EQ2huItoGOBFQFByvXbb6gzKLEV6mSAI8sDXid7ILu6JS1JPGLAPawrLWZlrvgL5B2veZtnad9Z7eEXBc8xZ+QgTBuxN1irLGaqISKq4+zvubq1s78R13N3Pdvex7l7t7nu6+4sttPW6u+8b1xnl7meUTunW0bbKLRUJsgMFrM1NeqeCR8OEGh6lY4IgqAM+C3wcOD3hcDpR8/eGWSseJGt9GDdgz/VqZf7q56jT7BUiIr1GKhJkMA2xkBblPDuq+FE6LgiCZURLdR4bhuG3ko6nnGavfIQ+2SEMqGg+Ycc7Kx5kXP+PU5npt17tzVrxINXZ4Yys3rGcYYqISDeViswymgfZ2tykd6ovZOevylVRX8jOb7+2lAqCYD7waeCXYRgemnQ8G+KReafzvw9u5L1VT/Luysf5b03IOysfYvthR2PW9Bb3fu2rrMzNZ+LAlm+ym7H8Xm54e09W1jf/VcoX1jJn1X/YfOC+zdoTEZGeS+/2kmqO5RzDsVzSsaRVEATTgEOBa8IwTN0Ev4OrxjN9+T95dP7p/LvmZyxd+w4f3+wMPjTk8Gb1Zq18kMrMgFZXz3MKOKWrmcLc1U9SX1ip2StERHoRc/ekY2jXqG2G+pE379dmnfO2v/15LY/Y+3z+8e9NAmYAk+/82OUzk44nzcIw/BRwI7BfEASvJh1PB3X/NzARkZQwM+VSsVT0IDttD6/QEAuRjRcEwb+I5pfs1MnXRUREurvU3PlfSEcuL5JqQRD8OQzDEe3X7B7CMEw6BBER6YFSkyCLSNcIguCipGPoqCAonU9eREQ21Jlnnpl0CN1GKhJkd8hrGIWIiIiIdIFUJMiAxhmLiIiISJdIRYIc3aSnMcgiIiIi0vlSkSCLiIiIiHSEma3XDSruvs4d36lJkPNs3BALMzsKuLaFQ8e7+xVxHQNOA44HhgPPAt9395c26uIiIiIi0lW+14E6BvQH+gLpTJAblpouk32B2qL94sUlfgqcAZwKvEk0J+yDZratu9eUKwARERER6Rzu3up0pWY2CDgM+ApRTvh2S/VSkSBT3jHIz7r7ynWuYNaXKEE+x90vi8ueBN4BTgB+Xq4ApHwKTkXGosekYxEREZHux8z6AYcSJcWfBhYAtwKnu/sLLZ2jO9+a7AEMAv7SUODuq4C7gAOTCkralvfMqOJHEREREQAz+4SZ3QIsBC4C3gX2c/cJ7v7j1pJjSFGCXMDa3NbDDDPLmdlbZvadovKtgDzrdrW/ER+TbihXyMyvzVWQK2TmJx2LiIiIdCsnAV8Efg9McPcT3f3xjpyYiq+ly7RQyHyi8cXPAFmibvYrzKyfu18EDAVWunu+5LwlQD8zq3L3tRsbhJSXY7n4aa7NiiIiItLb/I7ovrPvAkeY2e3ALe7+n/ZOTEWCDHRkDPJwM3uuaP9Kd7+yYcfd7wfuLzp+bzzu+OdmdnH5IhURERGRpMWJ8H/MrBo4GPgqcJ+ZLSIaUnuLuz/X0rmpSZA7YJG777Se5/wV+BKwOVFP8QAzy5b0Ig8FVqv3WERERCR93L0WuA24zcwG0jSLxRNmNtvdtyg9JxUJcrSSXqcsNe1Fj28SDb2YArxVVGer+JiIiIiIdHNmthDavUHNgXpgcksHU5EgA+t7I15HfRFYBMwmGqO8HDgc+BU0TgtyCHBlaw2IiIiISLdyKe0nyG1KRYJcjoVC4oHZzwCvEPUUfznevu/uBaDOzM4FzjCzJTQtFJIh+kGLiIiISDfn7r/c2DZSkSCXyVvAMcA4ok8VrwNHuPuNRXXOJUqITwM2AZ4D9nf3BV0cq4iIiIhspHg0wBBgSTwWuUPSMw+yZ9rc2uPup7v7lu7ez92r3f2jJckxHjnb3cfGdfZ09xc77UWJiIiISNmZ2cfM7HFgBfAesNzM/mtmH+vI+elIkD26Sa+tTURERETEzHYGHgRmAgHRaN0TgDXAQ2a2Z3ttpCJBdsq6kp6IiIiI9FwhcJu7fxO4h2ho7dXu/kngDqDdMcqpSJBFRERERDpoD6K1LlpyA7Bzew2k5iY9DaOQltTmKs6urtAq0yIiItIoSzT2uCWbEC0/3aZUJMjlmOZNeiZ3m5p0DCIiItKtzAYmlJRlzWwv4DyiYRZtSkWCDEqQpbkLzCYDJxw4sO+HK1euAfcnL+Dim4DLTnGfkXR8IiIikpj7gIOA6+J9J+pRriQaenFyew1oDLKkzgVmBwJPAbX//e1X//ePe374pEXjjWqBp+LjIiIi0juFwOnx83nAGcC3gG3d/UvuvrK9BlKRIDua5k0icc/xDcChp7ifvmLz4Wu8Issp7jNOcT8dOBS4Ia4nIiIivYy7r3D36fHzGnf/tbvf6O6vd7SN9Ayx0FRuEjkBuOoU9ydbOniK+5MXmF0NfI8OfIUiIiIiPYuZHdleFXe/rq0K6UiQXWOQpdHXiIZTADBiUXbwigGF0rtRrwYeRwmyiIhIb/THNo41JJTXtdVAOhJkkSbDie5OBWDo8uygbab3mRo+H94EXBwEwdPAnLieiPRiBc+RK6yhQA73HAXPUyBHwaPNG5/no0dyuBfisz3+vxftO+6lxxqOG0YGs/iRDGaZovK4DAOLHovLwYrqNLUTlWfJFD2Pzs021S85T0QY2ELZEGBf4FTgqPYaSEWCrGnepMgioqlbZgC8NWntuzPHrZ239zP9nwVuDsNwYea4427ue801ixKNUkQ6zN3JeR25Qi31hdUlz2ubnhdqyXld4/N6ryVXWE19oTY+Vtv4vN5rKfjapF9aAkoT8laed+h4FjAyloH4eMaiMrMMGRqelybtDWXFbbWU1LeV6Dd/DhkyZYmpocwaf1ZA0YeZ6L+ojZI6ZMCKjhed21TW8AGIpg84GJiVtJ+JisiUXLPoWo0xyPpy99UtFK8G/mRm1cBvgX3aaiMVCTIoQZZGNwHH0nR3KvWV5IMguCgMw0uAg71Pn4tXn3pq/zAMfwZcGQTB+0kFK50rV6gr6eFrevSG3dLyxn1K9uNHb7leyz2KTa1H57Vcp7VruXfsGi1fq6PXWb9redFxb+xZjR69qAfWm/XG5uPe2Li+18dJbl2c4NYV7deRL9TFyW1TndLX0JYKq6YiU01lppoK60dlppqq7ED6Z0ZQYf2oyPRtPJbN9CFDloxVNG1Ej9b4vOl4Q9LT8C1sU3LTuEdj0lNUL/qJFaLNC/FPtoC74+RxvKQ8rouDR49OPq5fWq+pvOl5Q5v5Fq6Tb2y76XihjbKm51Cg0PC8heONz704pqI449e5bpyFDsW8Pr8HvUdnJfINrRQl8r3DHGCX9iqlIkFumMVCBLiMaCq3u0pv1AuCIH+B2UKg/5pDD/1ybscdDwOmhWF4B9Hwi1eSCFg6z59n7Jt0CNKKjFVSYX2pyPSNE9o+VFg1VZn+ZLObUJnpS9biRDbTj8rGpLcfFZlqKqxv0fPi8j6NvWzS8zT7gOB5CnHS7l6InreVtNPxpD26VqFxmEz0WMCdokQ9Lncvqldooazhw0/TuU11SspLzqPZBydvrNNwrYZzm8riOOP4Waet5nUoeY3txdlTmFnpIiEAVcAU4NfAtPbaSEWCLNLgFPcZF5gdAfzjArOrB151dJ9VY4aujad1+1a8HfGzv//9XuCeMAxPA74N3BuG4TTgd8DdQRDkk3oNUj47bnL8Oj18Tf8vflbUG1jErLQXsOV665Rb69dpqWexpWu1e43Ga9FieavXKYmx+ZXabqPp29yG40U9r/HzaDxsRcnzbIu9sSLrKxp7nY13KhqeSZf5VdIBlMtMSt8cm8wCvtBeA7bu127dz8AtR/pH/9832qzz709e+Ly779RFITWyKFnrMHe/obNi6U3ihPh7awf2PaFy1ZpKK/gCouEXl7e0kl4YhpXAF4GTgBHApcAfgyBY1pVxS9l1/zcwEZGUMLNEcqlyM7ODWigeQnSTXn/g2FbGKTe1kZYEeYf/98026/z3kxcklSCXfi/RdEvzumW4uz4Ql9EeD/y4BuCJ/c8f2dFzwjDclShR/jTwZ+DSIAja/bpFuqXu/wYmIpISPSVBbouZ/RIY4+7HtFUvFd+BefeeB7l4KpGtgL8A1wB3AAuJeiu/ABwDfKnLo+vhfAN+L+Kp4L4WhuEY4HjgsTAMnwUuBh4IgkBJl4iISM/0KHA7UV7WqlQkyN2Zu69qeG5mFwL/z90vLKryAXC2mdURTSvyiS4OsUfL5bMzN/TcIAjmAj8Pw/Bs4KvABUBFPBvGjUEQrGqzAREREUkNMxtENBPW4vbqpuZWYHdrc+smdgFebeXYq8DOXRiLdFAQBLVBEPwR2J5oiepPA7PDMDw/DMPxyUYnIiIi68PMZprZrJJtLtFaCl8AftZeGynpQU7NNG/vAkcD97dw7Fjgva4NR9ZHPLTiEeCRMAwnAScAL4Zh+DDR8IvHNfxCRESk2/trC2V1wFzgLnef114DKUmQN2ysaQJOB24xs1eBf9A0BvlQovHJX04wNlkPQRDMBE4OwzAAjiRa131FGIYXA7cGQbAm0QBFRESkRe7+441tIzVDLNLA3W8HdgVeJxrTek78+Dqwa3xcUiQIghVBEFxG9AHnDODrwDthGJ4ZhmGHZ84QERGR9EhFD7LTrWexaMbdX0CzVfQ4QRAUgHuIFh/ZGjgReCMMw7uIVul7PtEARUREBAAze5jWFwpZh7vvU1qWigQ5XgkxNcysCvgwMIzoTslX3X1tslFJuQRB8DpwfBiGPyNaue+OMAzfJRqnfGcQBLlEAxQREendFgF7AJsCL9A05HVH4H3gifYaSM0QiwLW5tZdmNmPgQXAM0Q36z0HLDCzUxMNTMouCIIPgiA4H5hMtIT194EZYRj+OAzDYYkGJyIi0ns9SNRBOdndd3f3z7r77sCkuPwBd/9Sw9ZSA+noQU4JM/sB0bjjK4BbiRLlzYhuzjvHzNa4+yXJRSidIe4x/ivw1zAMP0pTonwrcEnc4ywiIiJd42fAD9y92exh7j7XzH5B1Kl1VVsNpCJBdlIzi8X3gHPdvXh+vbeA/5jZUqLESQlyDxaPRT4yvoHvu8BDYRj+j2j4xb3xWGYRERHpPMOB6laOVRN1XrYpJUMsonmQ29q6iXFE8+i25FFgbNeFIkkKgqAmCIIzgc2BPwFnAW+GYXhiGIYD2zpXRERENsojwLlm9rHiQjPbAzgfeLi9BlKSIEc36bW1dRNzgE+1cmz/+LiUUcGZVHAmJR1Ha4IgWBMEwQ3ATkTrvu9FNE3cb+PFSERERKS8vgPUAP81sxoze8XMaoDHgPnAt9trIBVDLFLkEuASMxtGNCZ1AdFdk4cDRwEnJRdaz5SSoTcNq/Q9BjwWL1/9PeDpMAwfJxp+8ahW6RMREdl47j4X2MXM9idan2IUUWL8jLv/qyNtpCZBTkMi5O6XmdkaICDqLXSiefjmAd9196uTjK8nyhWyM5OOYX0FQTAH+EkYhmcB3wAuB+rDMLwEuCkIgtpEAxQREekB3P0B4IENOTcVCXI0jKL7J8gA7n6VmV1NNN644RPLe+7daCCIdAtBEKwC/hCG4ZXAJ4m+YTgnDMOrgP8XBMHcRAMUERFJITOb0F4dd5/d1vFUJMhQ/pX0zGwM0QwT/YGB7r4yLjfgNOB4orsgnwW+7+4vdbTtOBl+N95E2hQPrXgAeCAMw6lEq/T9LwzD+4lW6Xsq0QBT5P26ZXztyd9Qm1/Lv/b+Jf0q+qxT55K3/sFf3n2Mr4zfixOmHtzhtv+78DVOe+V6thw4hmt21WgpEZFubCbtr6TX5n14qUmQO8FvgJVECXKxnwJnAKcCbwInAw+a2bbuXtNeo2Y2GjgEGAP0LTns7v6TjQ1ceq4gCKYBJ4Zh+HOiYTo3hWH4PtGcjX8NgqA+yfi6u8vf/ifV2Spq8y0vXDlr5QLunvcs/bOlfzXbtiZfzyVv38WwqgHlCFNERDrXISX7RjS120HA7kQ5Xpt65SwWZrYX8GnggpLyvkQJ8jnufpm7P0h0g50DJ3Sg3a8As4BLgWPjc0s3kXYFQbAsCIKLgC2AXwPHEc1+8bMwDDdNNrru6aUlM3l68Vt8ZcInWq3zu7f+zuHjP87Aytamx2zZzbP/zaZ9BrHrJltubJgiItLJ3P2eku2f7v5Hd/8icAdwQHttpChBtja3jjKzLFECexbRWt3F9gAGAX9puq6vAu4CDuxA82cDtwPD3X2Mu08s2TStl6yXIAjyQRD8PQiCfYl+BycC08IwvCYMw+0SDq/byHuBi976O0dP+iRDKku/FIo8suAVZq9eyDc232e92q6pW8KfZz/KSVMPLUeoIiKSrL8B7b6hpyJBdtpOjtfzBr7vAn2IZg4otRWQB94uKX8jPtaeTYBr3H35+gQk0hFBELwSBMG3iHqVZwD3hGH4SBiGnwvDMJtweIn623tPUV/IcdjYPVo8viZfz2Vv3813pxxIdbZqvdq+bNrd7LvZ9mw5SOv8iIj0AHng2XjUQKtSkSB30HAze65oW2cSaDPbBPglcLK7tzSWcyiw0t3zJeVLgH5m1t6/rHcAe29A7CIdFgTBoiAIfk3Um3wl0bCgt8MwPDkMw8HJRtf1lq1dxdUz7ufEqQdTkWn5c8KN7zzMJlWDOGDkjuvV9vMfTOfZxW/zncmfLkeoIiLSRcxshJkdamb7m1njDSTu/qi7f8rd69o6PzU36XVgmPEid9+pnTpnA0+5+z3liKkFJwDXxNO8PQwsLa3QideWXia+Ye9m4OYwDHclmibu52EY3gRcEt/w1+NdOeM+thk8nt2Hf6jF4/NqP+Dm2f/hko9+h2iSmo7JFfL87q2/c8TEfRnWR6uDi4ikhZl9imjBtoYxd/PM7FPu/oaZnQG84+43ttVGOhLkMsyDbGbbEC/1a2ZD4uJ+8eNgM8sT9RQPMLNsSS/yUGC1u7d8a3yTqcAuRD17x7Rw3IFe/VW4dI4gCJ4GvhaG4RiiKQofC8PwWaJV+h7oqav0zVxZwz/nPcdlO32XFfXR+ip18QwWq3J1ZC3DFdPvYbdNtmR8v00b6xTcqS/kWFFfy4CKvi0mznfNe4ZVuToOGr1T43n1hTwFd1bU11KdrWq1x1pERBJ1AfA08C2gCvgz0Q3vn6dpqek2E2RLw/oVfSeP8fHnfbfNOm8f/ovn2+pBNrPPAXe20cQ1wE3AQ8BW7v5W0bnXAB9x94+2FYOZvRg/PR2YDqyTULc3MbWsn+3u+sUTAK8cclbLg097qTAMq4GvAj8g+iB8CXBjvDhJj/Gfha/66a/c0Orxg0fvzJvL32P6yvmt1rnj46czou+Qdcovfusf3PbuY62ed8Y2X+GAUes3ZENEpDszszZzqbQws1XA5+KV9DCzrwIXuftIM9sH+Ku7b9JWG+noQS6Px4DS29c/DfyEaF68mcBsYDnRdGy/AjCzfkTz6V3ZgWtMBQ5z9/vLFLO0wx3NDNKCeLnqP4ZheC3RuPiTgF+FYfhH4PIgCHrEB7Xthkzkkh2/06zs6cVv8efZj/KbjxzDmOphrM6vYXWu+WfVM1/9Mx8ZOonPjdmdIa3MbfyFcXuw56bbNCv70+xHmF/7Aadu9QU27z+ivC9GRETK5W1gXNH+bGBEvBhcFe0vIpKeBHljh1i4+yLg0eIyM9s8fvrfopX0zgXOMLMlNC0UkiGaGq49zwDjNypQWS/lXmGxp4mHVjwCPBKG4SSicfIvhGH4CNHwi8fSPPxiSFV/dhw2uVlZTd0SALYfMrHFlfQAqjKVjOgzpNm59857nnPfuI1b9/gJI6uHMrbfcMb2G97svHvnP8eytavWuaaIiHQrPwX+YGZvuvsTQMMNeRmib1dfaq+BFCXIXXapc4l+gKcRTdv2HLC/uy/owLknA9eZWS2t36S3unyhSj6fnZl0DGkRBMFM4OQwDAPgSKJhRSvDMLwYuCUIgjWJBpgwx8l7Ae/ILcEiItKd/Ziol/gxM3sHWEZ0H9irRB2Ze7XXQCrGIPeZPMbH/vr/2qwz8ys/T3zcjJkV4qet/lDdXXf1lNFWd5z1BMCbh/1CY5DXUxiGGaJhRicB2wN/AH4fBEG7S6p3I93/DUxEJCV60Bjkv7RQXAdMA/7k7u+010ZqepBT4hj0D7akRBAEBeAeogVHtgZOBN4Iw/CuIAiOSDY6ERGRDePuX9rYNtKRIDuQgrGm7n7d+tQ3syOAu9x9SedEJNIxQRC8DhwfhuHPiKbFSYUwDJMOQUREeqB0JMh06RjkLmFmWeBaYGei+ZdFEhcEwQfA+UnH0VFBECQdgohIj3HmmWcmHUJZmNm17dVx96PbOp6aBLmHDlzo/t3iIiIiIumyTQtlQ4DNiTol57TXQKa88YiIiIhIT2VmXzGzF8xspZnNNbMbzGx0SR0zs9PN7F0zqzWz/5jZR1poa2sze8jMVpvZPDM7K/6GfaO4+y4tbFOBrYC5RDOVtSklCbLh3vYmIiIiIp3HzA4FbgaeAD5LtNjaXsA/zaw4p/wpcAZwHtFiayuBB81sZFFbQ4EHicYIfBY4C/gR0Gk3l7j7TKIlpy9sr66GWIiIiIhIR3wNeMHdT2goMLPlwN+BLYE3zKwvUYJ8jrtfFtd5EniHaLGqn8enfheoJlqBeDnwgJkNAs40s/Pjss5QB7S72lM6epAd9SCLiIiIJKuSaNGNYkvjx4ZkbA9gENA4F7G7rwLuAg4sOu9A4P6SRPgWoqT5ExsTpJlNaGHbwsw+S9R7/GJ7baQjQRYRERGRpP0R2NPMjjCzQWY2FfgV8LC7vx7X2QrIA2+XnPtGfIyiem8WV3D3OcDqknobYiYwq2R7C7gDWAN8p70GNMQiIe6eN7Ojif7QZAO5MynpGERERHoDd/+nmR0FXANcHxc/ARxaVG0osNLd8yWnLwH6mVmVu6+N6y1t4TJL4mMb45AWyuqA99x9WkcaSE+CnJIZ0cxsBPADYBdgFDAfeBq4xN0XFNd19+vXaUDWS0+bH1tERCRBw83suaL9K939yoYdM9sHuAK4GLgX2Aw4E7jTzD7ZQlKcCHe/Z2PbSE+CnIJEyMw+RrR0bw54AHgdGEE0EP1EMzvQ3R9PMMQep1DIzEw6BhERkR5ikbvv1MbxC4F/uPtPGgrM7CWioRKfJRrCsAQYYGbZkoR5KLA67j0mrje4hWsMpUwLqMVDQPYFhgGLgQfdfUZHzk1PgpwOlwHPA4fEA9IBMLMBwN3ApcCOCcUmIiIisjG2IprmrZG7v2VmtTTNDPEmkAWmEI37LT63eMzxm5SMNTazcUC/knobxMwuJxprnCe6uTAHZM3sCuAE97a/g07PTXreztY9bAVcWJwcA7j7SuAC4EOJRCUiIiKy8WZT0tFnZh8imnninbjoCWA5cHhRnX5E44LvLTr1XuAAMxtYVPZloBb498YEaWbfj9s6gGhWDYh6kY8Evkk0f3Ob0tGD7EA6pnJ7HRjZyrFRlOETkYiIiEhCrgAuMrN5NI1B/gVRcnwPgLvXmdm5wBlmtoQo9zmZqFP20pK2vg/cYWbnAZOIxjP/tgxzIB8HnO/uD5lZQ0Jf6+5/MrPNiIa+nttWA+lIkEnNzVgnAjea2Urgb+6+xsz6AJ8nmjT7iESjExEREdlwlwBrgeOJksylwGPAaSXfnp9LlBCfBmwCPAfsXzxZgbsvMbP9iIan3hW3dRFRkryxpsTXbMmLwLj2GkhNgpwSfycaO3MTQJwoD4iP1RHd5dlY2d1HdHWAIiIiIhsiHrf7+3hrr97Z8dZWvdeJbqIrt+VA31aO7U80VKRN6UmQ09GDfDldFGm85rm3N8hcREREpJd5HdiGeNhH7Btmti/wdeCY9hpIUYLc/ccgu/uZ5WzPzH4MnFdUdDrRFCs3AV+I65zs7heV87oiIiIiKXYNsFfRfgG4EngJOLQj8ySnZhYL87a3Hmqb+LGOaCzNM8DRRMnx/4j+wH9rZls3nBCvN/6YmW1jZmPM7D9mtoOZ3W5mi81srZn9zcxuiZ//wczS80FJREREpA3u/id3/3a8+wowHujr7rt2dBERJUZlZmZfIropbwwtjH9x913Wo7m+RY87AVsSjZ0B+AbRp6NLgY8RfZ0A8KV4f0uimTP2JJpa5bCidj9b9PzbRBN7378ecYmIiIh0e+6eA+at73npSJC711zHrYqnNfkx8CwwnehOz43xS+C/wErgWqIxzv+Mj+XiDZr/OR4UPz4G/LGkvVOIJu8+j2hGjY8CJ8Xti4iIiAhpSZCxVIxBJhr0/TN3P6dM7R1GtAxj8ZKLjwKfIboztGE5yGcBLJoiY++47Ki4HjQN1biHaN5BgPuAMH7+fJni7XLuTEo6BhEREelZUpIgk4oeZKCe8iab3yYaqtHgi0SJ7RHA5+KyS9y9Ya6/LYvqFt/c9+n48U1gKjDf3d83s4nAc+5eV8aYu5QXUvHBSURERFIkPQlyOlwMfMvMHijT9GvjiFbmqwTmxeNoALYzs02BOndfUVS/YTnF7wN/I5p0u2/8aO7uZjaBpo8bfYnWKE8tz2dmJh2DiIiI9CzpSZBT0IPs7ueb2QXAm2b2b6LEtKSKt7j+d5zwXks0LOJ4d78iTrLnt3Kt91sovptoDPS17t4wrrg4gcbd1xY9X9P+qxIRERHpXZQgl5GZfR34AdH0awNY9yY9B1pMkImGPnwyfn4CTWOFO8zdFwK/Wd/zRERERNLMzPJAh8ddunubUx2nI0F20nKT3rnArcB3S4Y+dFQd0Ke8IYmIiIj0eCfQlCBXAT8i+hb978BCYARwKDAI+G17jaUjQU6PQcAfNzA5FhHpVQpeYFn9apasXcmStStZVr+a2vwa6vJrWZ1fS11+LWvy9TiOu1OIv0p0d8yMCstSmamgKpOlKlPZ+LwyU0HfTCV9s1VUZ/vQryJ6rM42PVZksgm/ehEpJ3f/fcNzM7sEeNrdv1hS7TQzuw2Y0F57qUmQU7Ja3u3APsBDSQciIpI0d2fx2hXMXb2YubXxFj9fWLeUpfWryHuh1fMNo0+mAjMjQwazhtLoi8VcIUe959tsozWVlqW6onnS3LD1bXzep/F532wV/eLHvi3UjY73oSqOV0QS9Q3gq60cuxq4iWhIbKtSkyCnYQwy0Wp055rZSOBh1r1Jj44ucSgikgb1hRw1dUuYX7ukWQI8d/Vi5tUupq5Q31g3g7FZ9VDGVG/C7sO3YmjVQIZVDWBo1QCGVQ1gcFX/xmR1fZLNvBeoL+RYW8hRX8hTX8hRV4h6oFfn1lKbX0NtvumxuCzqrW46vqBuKXX5tfGxeuoKa9crATeMvtnKFhPsqkwFVZkK+mQqG59XZRv2i8oylXF50X7J82wmQ6VVUGEZKjJZKixLRSZL1tocVinSWxiwLS2vErwN0O5flPQkyOlwc/x4TLyVcqKV7EREuh13p97z1MWJY12+nrr82mgYRP1KlqxZwZL6VXywZgXzaj9gXu0HvL9mGV7Ug1GVqWB09SaMqR7GTsOmMKbfcMZUb8KYfsMY2XcolZny/7OTtQzZOAktN3dnbSEXJc1x0l2bixPoQvRYm1vb7HhD0t3wM2xIxJfXr2JtIceaQo61+XrWxkn92kKu2c9wYxhGZZwoV2biBDpOniss2/x5nGRHyXaWrGXJmEU/T8uQsQwZSvY7cDxjGSosQ4aS/aLjWYysZeNvBwyzKPaMGRZ/WxCVW+OjtbDfUp1MY93iNqJ8KGNN9TNm0G4bxeUN31/QbF/fGHRLNwK/MrO+RN/uN4xBPgz4BXBlew0oQS6viUkHINKbPP7+60VpRcP4VBqTjeJjDTOTFx9rTEp83bLGc70pdfGia1BSz4uu0XSs6Fx3Ss8qPtbR11Fav4CTL+Sp9zz1hTw5j3pRc3FZ9NhUlovrrSnUsybuIS1OhgtFV2tJ1jIMqxrIyL5D2WHoJEZXD2N09TBGxY/D+wwi04N6Mc2MPtlK+mQrGUz/TrmGu5PzfGOyvKZQz9p8Q/JcnEjXx8l1jrw3/VnmPE/OC+QKOXJeoL6Qj44X/Q7kvUC958gVCuQaH6Nr5vJNdQoUokf3+DHep2S/6Hh7vzO9hcXpc0PCXLzf8jFrNmyorSScknZoTOKB4mR9nf2Sa7Sxn+lZif6PiCY+OA34ZVH5aqI1K37WXgOpSZA3dgyymX0ROJlotbn+wGyiTxjnN8wNHC/VfBpwPDCcaAnn77v7Sx25hrvP3rgoRWR9/OTl65IOoVvJWtQTWJGpoDKTjXoF48fKuNcw6lXMMrCimk37DKZvNrqZreGmtmhrKuuTrWJwZT+GxkMhBlZUq8eszMyMSqugMlPRSSl452q4gbIxYfYC+WYJdMl+0fHmN2A6hfh5Y5lDgULjfsMHx4I7DWcVvPU2ittv+GDZcG6h4XgH2misG384bjiv6YNv035TSfP9hjYoKm9pP7pE0TXin0NL1yw0u76XfLAu2W/xmkW1e9DnHHevB35sZr8mGlIxmmhdiVfdfWlH2khNglyGad42IRoX/BuiscG7AGcSrVR3Qlznp8AZwKlEyzKfDDxoZtu6e01LjZpZP3df3fC8vSAa6orIxrtq5xMbez+a/t/y155NPSVNPTLFz4uPFR9tONbUb1N01Na9LiXXaN4D1Cya5udaCzG1dcyaWqmIv0rvST23kh5mFg+Z0O9f2l3AsUmHUFZxMvz4hpybjgTZ2eib9Nz9DyVFj5jZIOB7ZnYi0fzDPwXOcffLAMzsSeAdogT65600vcLMdnf3Z4CVHYhUY5DLyJ1JSccgyfnQ4HFJhyAiIt2QmQ0n6ujcFRhF1IP8LHCBuy9q7/x0JMidZzHRZNIAexDNY/yXhoPuvsrM7gIOpPUE+RhgRtHzHvQlRQqkYwEZERER6SJmtj3wKFFOdj/wKrAZ8G3gO2a2T3vDZ9OTIJcp7TSzLFFv8Y7A94Hfu7ub2VZAHni75JQ3gC+3Gpb79UXPr1vPWI4A7nL3JetznhTJZ2YmHYKIiIh0KxcCrwOfcvdVDYVm1p8oYb4Q2K+tBlKTIHfgJr3hZvZc0f6V7t7SNB6raFrO+Qai8cYAQ4GV7p4vqb8E6GdmVQ0385VDnKhfC+wcX0NERERENt5uwNeKk2NoHBlwHnBLew2kJkHuQA/yInffqQMt7QH0I7pJ7xfAZcD/bVRsG07jA0RERETKay0wsJVjA4E17TWQngS5TNz9hfjpY2a2CLjezC4k6sUdYGbZkl7kocDqcvYed1fxhNoNvxM5d6+LyyuJpr2rce9JE8GIiIhID/RP4Bwzm+buzzYUmtkuwHlAu6sap2dOFm9n2zANyfJEomndssCUkjpbxcd6NDPbBKgFVsRbrZn1N7PDiT6JzQMKZlb68xERERHpTk4mmojhaTObaWZPmtlM4Km4/OT2GkhFgmze/raBPhY/zgKeAJYDhzdeN5rX+BDg3o0IPy0GFD1/nmjBFKdpVo8L4sdLuzIoERERkfXh7u8T3eP1FaLe5Jnx41eBndx9YXttpGeIxUZO52Vm9wEPAq8RzVbxMaKlCG919xlxnXOBM8xsCU0LhWTofUnhR4EPE80XCPB34MfAKcC+SQUlIiIi0hHuniPq5PtLcbmZVZnZhPZWP05PgrzxngWOAjYHckSfJk4Driiqcy5RQnwa0cp7zwH7u/uCrgw0IXOAQ4l60b8JHEv0SQuaL25SOsuHiIiISLdiZn2A8TStd9FgO+DPZrYd0TflC+Me52bSkyBv/Ep6ZxAtI91WHQfOjrf1Et/g9g/g1+7+aAfiyZvZ0UTDO7qDDwO/JfoK4uC47GmiRPlgmqZE6Q3DTURERCSlzOyrwNVAdStVHHiZaDaxMN6aSU2CvBHjjLuEu9eZ2c6sx1LSxYuMdAPVRDconhTvX080T/NMoqEpXwLeI1pcRURERKS7CoC/EeUydSXHPgT8Htg73n+npQZSkyCnZAHnfwCfAx7awPMbBlpPMbP/lSWitq0FDnP32e7+tJllgL5AXdF0bg8BZmYV8XgeERERke5sInCUuz9VesDM6gDc/T9tNZCeBDkd7gd+Y2ajiObYW0BJau/urc29lydawASilf627awgS+xL1FPcMMSktqVK3TY5diYlHYKIiIh0KxVAfRvH2+12TUeCvHFTuXWlP8WPh8VbKaf1IRjPAscTdfvXAoWyR7euwcC0LrhO5+mKn5KIiIikhru3OtzV3Z+hA8Nh05EgQ1qGWEzc0BPjm/auJZqGrsPjmDdSHnimi67VOfKZmUmHICIiIt1LPIvFEcB+wDBgEdGw0Rs7sjqyEuQyam9OvQ6cnweeLFM4IiIiIr2OmQ0EHiHquJxOtGjIk8DlwPfMbD93X9JWG6lYSS9NzKyPmR1vZteY2b/MbIu4/Mtm9qGk4xMRERHp4c4imp1rS+C7cdlewNbAIOC89hpITQ9yGsYgm9lU4AGisb3PE00hMjA+vCfwGaLufhEpo3yuwG03P8m9d7/E+wuWM3hIP/ba50Mcf9KnWj3nrTfm8Y87nuPVl99l8aIVbDpiEPt+alu+/PU9qOrT9Nbo7vz99ue4+87nqZm/lMFD+rH7x6dy1HF7M2Bg3654eSIisn4OA85090VmNr6h0N1nmlkAXAh8u60GUpMgp8QlRCvSHQKsJJpGrcG/6cAnFhFZf785+x+8+Pw7fPOYPRk3YTjvL1zO7FnrLIzUzKMPvc78uUv48jd2Z8zYYcycsZDrrvo3M6cvJPj1Fxvr/e2vz/L7i//F14/ak+13mMB77y7mj394lIULlnPWeV/q7JcmIiLrbzOidRxa8j5RR2ab0pMgp6AHmaiX+HB3X2pmpTfaLQBGJRCTSI/27FMzePSh1/nD9ccxYeKmHT7vK9/Yg8FD+jXub7/j5lRVVfC78+9hQc1SNhs5BICH//UaH9trK4781icA+MhHN6e+Ps8VlzxAbe1aqqtLVzEVEZGELQQ2KSmzeL2H/wNeaK8BjUEurzpaX9ZwDLC060IR6R3u++dLfOSjm69Xcgw0S44bTJk6EoDFi1Y2luXzefoP6NOs3oABfXH3tHxwFxHpbZ4Bdinad+APRFPb7gP8sL0G0pEgx/Mgt7V1Ew8Ap5tZcde9x1ONnEi0eIiIlNGbr81l7LhhXHrhfXx2//M5eN9zOfO021j0/or1buv1V98jkzFGjRnaWHbgITvw74df5+knprN61RqmT6vhlj89wacO2p7qfuo9FhHphi4E5sfP1wAzgM2B24Et4rmQ26QhFuV1KvA40ZQiDxBF/QtgG6CKlhcPEZGNsOSDVfzrnleYtMUITg8Po3b1Gq76fw8Rnn4bl1x5NGbWfiPAB4tXctN1j7HfAR9m6ND+jeWHfP6jrF69hl/85FYKheiN6GN7bckPfnxQp7weERHZOO7+JPG0ue7+GjB1fdtQglxG7v6umW0PnEw0MfUMonHHtwG/dffFScYn0hO5O45z1rlfYtDgaNjEsOED+NH3buTF599hx53aX7+nvj7Pr864nb79qjj++/s3O/bwA6/y52sf46jj9mab7cYyb+4Srr/q31x4zt385IzPdsprEhGRZKUnQe6mzOwXwNXuPi+eSmS+u58BnJFwaCK9woCB1YwaPaQxOQbYdrvxVFZmmTNrUbsJsrtz/i//zjuzFvG7K45k4KCm2wgKBefyi+7nc4fvzFeP+BgA231kApsMH8jpJ9/MYV/ahS221L23IiLdiZnlgTa/PnT3NocZpyJBNrrVOONSAXAvMA+YBexO2pdvThNnUtIhSLLGb74Ja9fk1yl3dyzT/vCK/3fxv3jiv9M473dfY/yE4c2OLVu2muXLapm8xWbNyhtu5ps3d4kSZBGR7ucE1k2QhwD7E62u99v2GkhFggx05yEW7xOtzPIs0R9G9420JyokHYAkbbc9tuCGa/7DsqWrG2em+N9Ls8nlCkyeMqLNc2++4XH+cftz/Pysw9h2+/HrHB8ypB99+1Yy/a0aPrHv1o3lb78Z3fsxctSQ8r0QEREpC3f/fSuHfm1mfySaJ7lN6UiQu9dMFaVuB641swuJkuP7zSzXWmV3b/tfbFkvlrfWJgKXXuKgz+7InX99ljN+fCtfPeJj1K5ey9W/f4gdd5rYLOk98kuXs90O4/nRaYcA8PC/XuWPf3iETx20HZtsOpDXX32vse7oMUMZMrQ/ZsZBh+7A7X95mj59K9lmu7HMn7uE66/+Dx/aZox6j0VE0udm4M/Az9qqlI4EuXs7AXgY+BDR2t+3A++1eYaIlE3//n34zSXf4PKL7ufXwZ1UVGbZ/eNT17nZLp8vkM83fdJ+7pnos9W/7nmFf93zSrO6p5x+CAd8ZnsAjj1+XwYN6cdD9/2PW258nMFD+rHbx7bgqG/vTaYDQzhERKRb2Y4OfNtv7t23a7ZB9ahxPvGYk9us88avT37e3XfqopBaZGaPAMe7+5tJxtGbTLz0wicAZp34oz2SjkUS0f3fwEREUsLMEs+lysHMghaKq4iGxB4M/MHdT2irjfT0IKfgn0F336elcjMb4u5LuzgckQ0ShuH4IAjmJB2HiIjIBvpeC2V1RN/wnwZc3F4DqUmQu/EY5EZmdjww0N3Pj/c/AtwNjDKzl4DPuruGX0h3dwHwpaSD6IgwDJMOQUREuply3O+VmgQ5JU4ELinav4Ro+rdTgJ8A5wLfSCAukQ4Jw3Afmq9f360FQUvfoomIyIY488wzkw6h05nZcOAz7n59W/XSkyCnoAcZGA+8BWBmmwIfA/Zz90fNbC1wWZLBibQlDMMKog91P0o6FhERkY1hZnsCWxGNPS62OfAjMxtIlF0+4+7Plp6fjgTZSUuCvIamP4h9gNXAf+P9D4gmqRbprr4LLATuSDoQSdbbb83nzr88Q11dPTvsNJEDDtqeqj7p+OdCRMTMzgVObaOK0zQO+SyitSyaSc07XhrGIBOtoPc9M3sP+D5wn7s3LPE1iWi4hUi3E4bhcOAXwD5BEKTjb5t0ildfeZdTT7yRvtVVDBjYl/8++ia33Pg4P/jJZ9h518lJhyci0hHfILoZ73fuvrb4gJntDDzd3lLTbR6U9fYjYBvgf8A4mk9C/WXg8SSCEumAXwE3BUHwWtKBSHJyuTznnHknI0YO5vpb/48bbzuB8y7+Ov369eH0k2/miksfIJdbd1lvEZFuZiTwcGlyHOvQBPap6UFOwxALd38dmGxmmwAfePNJpk8BapKJTKR1YRjuAHyOaKyW9GKPPvQ6Cxcs51e/+TKDBkfLdu+400Quu+YYrrzsIW6/5WlmvL2AM371BQYNqk44WhGRVv0HWN7KseXAo+01kJoeZPO2t+7E3ReXJMe4+//c/f2kYhJpSRiGBlwK/DwIgqUJhyMJu/tvzzNuwibsvNuUZuV9+lRy4o8+zak/O4TXXnmXE4/7I7PfWZRQlCIibXP3fd19WivH3nT3fdtrIz09yClhZjsBhwFjgb6lx909FfPLpkaBSUmHkHJfI/o9vTbpQCRZS5es4vX/vcc3jt6z1SW0P3XQ9owZN4wzT/srJ33nWsJzDmf7HTfv2kBFRNrRykp6zaq4+5lmNho4zt3XmVQ/PQlyN+slbkm8UMhlwGLgbaClsS9STin4veiuwjAcCJwHfCkIAg0s7eWeeXI67rDbx6a2WW+bD4/j8quP4bQf3cxpJ9/MT37xWT6x79ZdFKWISIe0tJJeMQPOBDaL66Y0QU7PNG+nEPXEfdfdc0kH0xtkcjYz6RhS7HTg4SAInkg6EEneC8/NYuiw/myx5ch2644YOZiLfn8kv/jJrZz9iztY8sEqPvfFnbsgShGR9nV0JT13fxFosW4qxiBbB7ZuYgRws5Jj6e7CMNwCOA74adKxSPfwxqtz2XrbsZh17B110KBqzvvd19n941O5/KL7ufbKRyi59UJEJLVSkSCXg5kdbmb/MLO5ZrbSzJ43s6+2UO84M3vbzOriOvutx2XuBXYtX9Qinea3wPlBEGhubmHJklXMm7uErbcdu17n9elTyS9+9UUOOnQHbrr+ca698lElySKSODPLmNnxZnaHmf3ZzD5fdGy4mfVrr410DLGAcgyxOBmYBfwQWAQcBNxkZsPd/VKAOGG+gmhcymPA0cDdZrazu7/agWtcDlxpZpXAA8DSdV5GNBWcSGLCMDwI2BL4YtKxSPfwxqtzAdh62zHrfW62IsNJpx6EGdx8w+NUVmb55jF7lTtEEZH1cS7R2hT/IZoT+XYzO9LdbyQab1wATmyrgdQkyGWYyu0Qdy+el+jh+O7Fk4mmuYIoMb7e3X8JYGb/BnYg+hr6Gx24xiPxY0C0KlkxI0rzsxsUvUgZhGFYBfwO+EEQBGsSDke6ibfemEsma2yx1agNOj+TMb5/ykHU1+e54Zr/sOlmg/j0Zz5S3iBFRDruCOAMd/81gJldStRBeiPwIHBOew2kJkHe2B7kkuS4wYvAFwDMbBIwFTip6JyCmd1WXNaOfTYuSpFOdxIwLQiCe5IORLqPaW/OZ/OJI+jTp3KD28hkjJN/cjCLFq7g4vPvYcyYYXz4I+PLGKWISIf1BZ4u2r8bOCp+vohoteM29ZoxyK3YHWiYSLphFbE3S+q8AQwzs03ba8zd/93eVsbYRdZLGIajgJ8AP0g4FOlG3J1pb85n6gb2HhfLVmT4+S8PY+SoIZz189tZ9H5rC1mJiHSqfxENpW3wAdDfzLJEyfGC9hpIT4Ls7Www3MyeK9q+3VZz8c13nwMujIuGxo9LS6ouKTneIfEA8X6l2/q0IVJm5wJXBUEwPelApPtYULOM5ctqy5IgAwwcVM2Z536Jurq1/PLnd1Bfrym2RaTL/Qb4rJldaWZ7AaPj8l2BnwHtfouajgS5nWWm4/HJi9x9p6LtytaaM7PNgZuAv7v7deUK0yI/MbPpQD2wooVNpMuFYbg7sB9wdtKxSPcy7c35AGVLkAEmbD6cU047hNdffY8rL3uwbO2KiHTQU8BE4FjgUeBOou7U/wJzgNPaa6DXjEFuYGbDiKZjmw18vehQQ0/xYJr3Ig8tOd6W7xPd0Hc+USLyKyAPfAWoAn69oXGLbKgwDDNEN6L+JAiClUnHI93LtDfnU1mZZeLkDs2r32Gf2G9r3nhtLrff+jQf2nYM++6/bVnbFxFpwyEtlNUB09z9vY40kJ4EuQziIQ53EyWrB7v76qLDDWOPtyJKnina/8Dd3+/AJY4jmsHicqIE+W/u/oKZ/RK4C9hiI1+CyIY4BlhD9K2JSDOvvfIuk6ZsRlVV+f85+Nb/7ctbb8zjonP/ycTJI5g4qbxJuIhIS9x9o29ET8cQCzo0xKLt880qgNuIktRPu/vC4uPuPpPohr3Di87JxPv3djDMicBL7p4nGmIxJG67APw/4MgOtiMdVWASBSYlHUZ3FYbhEKJvMk4MgkArOEgzy5et5vXX3uOju0zslPYrKrL8/JeH0a9/H846/a+sWqWZBUUkHVKTIHfgJr32/D+iOxp/CWxiZrsVbX3iOmcCR5vZz81sH+CPRAn1uR2McjEwIH4+h2gO5QZDgeoOtiMd1NEPSL3YmcDfgyB4IelApPu549ZnKOSdvffbptOuscnwgfz8rMOYN28JF5x9l1baE5FOZ2Z5Myt0dGupjdQMsShDEvSp+PHiFo5NBN5x95vNbADRVFhnAK8RDcXoyCp6AI8DOxPdHXkTcGY85nkt8D3goY2IX1qQydnMpGPorsIw3IZonP3WScci3UtdXT1/vfkpbrrhMfbdf5uyjz8u9eGPjOe4/9uPP1z6IDdd/xhfP2rPTr2eiPR6JxAt0LbBUpMgbyx337yD9a4CrtrAy5wJNKzV+muiIRZHEfUcP0A7yxqKlEsYhkb0YfCsIAg6Mn5eeri6unpefmE2Tz/xNo8+9Dorltey9ye35oc/PbhLrv+FL+/K9LdquO6qf1Nfn+fIb30Cs43690tEpEXu/vuNbSMdCXLHh1EkJh6vvBJ4BsDd1xCtWtbRVfhEyunzROvPb/SbhKTPyhV1TJ9Ww9vTapgRP743ZzGFgtO3byW77DGFz31h5y5d6c7MOPVnh1JZleXP1z1GzbylnHTqQVT3q+qyGEREOiodCTJ0+wSZaDz3O0RTi9yXbCjSm4VhWA38FjgmCIJc0vFI5/pg8cp1kuGaeUsbjw/fdCBTpo5kr30+xNbbjmX7HSZQ1SeZt/5sRYaTf3owm40cwg3X/Jtpb83n5J8ezLbbtbvqq4h0E/GkB6cQzTE8HngfuM3df1hUx4jmGj4eGA48C3zf3V8qaWtromlIdyeaYvdqIIwnO0hUKhJko/vfiOXuOTObDWi1PEnaqcCzQRA8nHQgUj7uzoKaZbz9VlMiPH1aDR8sbpraevTYoUzdahSfOXQHJk8dyZSpIxk6tH+CUa/LzPjG0XuyzXZj+c3Zd/HD46/nk5/+MF8/ak/GjhuWdHgi0r7rgH2BkGiK3HGse6/LT4nu5To1rnMy8KCZbevuNQBmNhR4EHgd+CwwmWh14wzw805/Fe1IRYKcIucBPzOz/7j7oqSDkd4nDMMJRAvWfDTpWGTD5fMF3nv3g2aJ8IxpNaxYUQdAJmuMnzCcj+48kSlTRzJly5FMnrIZ/Qf0TTjyjtvhoxO55s/f5c/XPcadf3mGh//1Kh/feys+ffBH2HGniWSz6ZlkSaS3MLNPA18Gtnf311up05coQT7H3S+Ly54k+pb9BJqS3+8S3aN1mLsvBx4ws0FEExycH5clJj0JcjfvQY59ChgFzDaz54EFlETu7l9KIjDpNX4DXBIEwex2a0q3sHzZamZOX8ismQujxxkLmT3rferq6gGorMoycdII9tr3Q0zeYiRbbDmSiZNH0KdPZcKRb7zq6iq+dfy+fOHLu/DXW57m3n+8yH8efoNhmwzgY3ttyU67TmL7HTenf/8+7TcmIl3hGODh1pLj2B7AIOAvDQXuvsrM7gIOpClBPhC4vyQRvoWos/ETRAusJSY1CbKlY+7M4cBbJfvFUvEiJJ3CMNyHaJpBLUjTzeRyeRbULGPuux8w770lzJ37Ae/NWcysGe+zeNGKxnqDBlczacpmHHjIDkyZuhlTpo5k/ObDqajIJhh95xs6bADH/d9+HPmtT/D0E9N56P7/8cB9r3DXnc+TyUS95VtsNYqpW45iwqThjBkzjOEjBpHJaBYMkS62K/APM7sMOIIoj7wPOMHd58V1tgLywNsl575B1PtMUb1mQwHdfY6ZrY6PlSVBjte6GAbUufuSjp6XjgQ5BbNYxB4Bri76JWlkZqOIlqIWKbswDCuAS4AfBUFQm3Q8XeX3F/8Ld/CGNwiPxup64643vnc0lXu8T+OiFQ3lXlq34ThNdRuvQVPdpmtE13SHVSvrWPLBKpYsXsmyZasp/ozft7qSMWOHscNOmzNp8ohoGebJIxi2yYBePfVZVVUFe+69FXvuvRX19Xle/9+7vPTCbN5+az7PPjWDB+59pbFuZVWWkaOGMHzTgQwd2p+hmwxg6LD+DBs2gAED+9Kvfx/69auKHvv3oX+/PlRWZXv1z7fh99oLjuMUCo57/FiIfqe94BQ83vei4/EjTuPxQlF7jecQHys+B0raKP57V/T3t6istE5xvdI6zdoq+jtbdGLzYy0cbHaddeq1fp2Oau/3rmO/lhvfRgd+/4eb2XNF+1e6+5VF+yOJpq99GfgKMBA4H7jTzHbz6AczFFjZwo12S4B+Zlbl7mvjektbiGFJfGyDmFklcChwGPAxohsJG46tAV4kWpfiBncvTeIbpSNBTo+A6JPUOgkyMDo+flaXRiS9xXeJhvTcmXQgXem+u18CM8ya3vgNGsuip9b0z0pJ3Ybj8aHonKJ2rKgditoxMyi5ZmObcXm/fn0YNXoIW287hiFD+zNy9BDGjh3G6LHDGDqsf69O1DqisjLL9jtuzvY7bg5ECcniRSt4d85i5r23JNrmLuGDxSt5/bW5LFm8kjVr2p60JZMxKiuzVFRmqaysoLIyQ0VFlsqqCioqslTFCbRloj/3TPxLkWn4vckYRvRnn8lY459hS8ljY6JYnJTGzwtFyWeL53pxwtk8AW0t4WyWtBa88QNg82t15p+Y9BCL3H2nNo5bvH3W3RcDmNl84N9EN+4ltiBaPPb5BKIZNqrjmK4FZhEl4n2IvtnfFjiY6J6x+4Az3P350vZSkyB391ksYkbrfd1jiT4ViZRVGIabAr8A9gmCIB1/U8rk7w/8OOkQpIuYGcM3HcTwTQexw0cnrnPc3aldvZYlS1axckUdtavXsnr1GlatWsPqVWtZvWoNtbVryecKrK3PkavPU1+fJ1efZ238WF+fa5asNiSeBXc835D0FvXExolnJpNpTKCLk+lsNkO2IcHONH04a0iuG55DnHDHCbhl4nqN5xWf05ScN9TPFNUhTuwbY2nlusXHi2POWHEcDefQLN5Wr9WheNf94Fn0ED2npKzZB9pW6rTQVksfQq2l63WgXlt12lOO5dXba6Mjl+hIHFttfUZ7VZYAMxuS49hjRCsGb02UIC8BBphZtqQXeSiwOu49bmhrcAvXGMqG5UunAvsTrVx8d7weRavMbDJwNNFCbutMoZOaBLm7DrEwsyNpGvPpwO/NrPTOy77Ah4F/dWVsvYIzKekQuoFfATcFQfBa0oGIJMXMGodTiEineYMopyllQCF+/iaQBabQ/L6sreJjFNXbqlkjZuOIpsstrtdRv3P3X3a0srvPAH5uZue2dDw18+iYt70laDWwON4MWFa037DNIhqj8+2EYuy5CjT9leyFwjDckWj+yDMTDkVERHq+u4EPm1nxJAR7AZVE45IBngCWA4c3VDCzfkQLqd1bdN69wAFmNrCo7MtALdHwiPXi7ivar9XieStbKk9PD3I35e63AbcBmNm1wFnuPivZqHqPTJ6ZSceQlDAMjWgFop8HQbA04XBERKTnu5Jorv27zOzXRDfpnQc86O6PAbh7Xdwre4aZLaFpoZAM0b9ZDa6I27rDzM4DJhF19vx2Y+dANrNPtFfH3dtMwtOTIHfTIRbF3P3opGOQXuVrRDcdXJt0ICIi0vO5+3Iz25do1qRbiMYe/x34YUnVc4kS4tOATYDngP3dfUFRW0vMbD/gMqIp3ZYCF1Geb0QfpuX7wooHjrc5iiIdCXLywyhEupUwDBs+tX8pCILE16wXEZHewd2nAwe1U8eBs+OtrXqvE81+UW4fbqFsSHytI4hmfmpTOhJkSEUPskgXOh14OAiCJ5IOREREpDtpY6W/J8yslmhox8Ot1AHSlCCLCABhGG5BtOjMdknHIiIikjIvA2F7lVKRIBsaYiFS5LfA+UEQtLQgjYiIiJSIV9ibAvyYlhd0ayYVCTLQsVmwRXq4MAwPAqbC/2/vvuOjKN4Hjn/mLp0ACRB6790CKopdirE3QEVFf3YRsGAv42BXLAj6xfZVvwqKvUcEu6igYKVK772GEJLcze+PvSSXkJAAd7d3yfN+vc67nZ3deS4my3NzszOc63YsQgghRDRSSvkof23uHVTi39CYSZClB1lUd8aYBOBpYITWOq+C6kIIIUR1dT17JshpODfpLaCC8ccQQwmyEIIRwHytdVaFNYUQQohqylr7n3J2PaSUeg5nFqhb9naO2FhJz1biIUQVZoxpDNzGnnNNCiGEEKLy3gcurahSzPQgq2q8nLAQOJOuv6i1Xuh2IEIIIUQsUkop4FRgd0V1YyZBll5iUSY/rd0OIdyMMUfhjJvq6HYsomr69uNZTP9qNkNHnUdq7WS3wxFCiAOilPqmjOIEnOWsGwA3V3SO2EmQhShDVb950xjjxVnS8zatdbbb8Yiqx+fz89Qtb5G3O5/klESGPzzQ7ZCEEOJArWfPm/Ryge+B9621v1Z0gphJkKt6IiT2jyefxW7HEGaX4XwVNNHtQETVtHzBWvJ255OUksDU937l8jtOp0Yt6UUWQsQua+2gAz1HDN2kZ/f+EKKKMcakAQ8Aw7TW8ksuwmL1so0AXH7HGeTnFfDzlH9cjkgIIcJPKZWilLpAKfVxWftjI0HG6UHe20OIKug+4COt9Sy3AxFV146tOQAcdkIn6jdJ57tPfnc5IiGECA+lVLxS6gyl1Js4wzDeAFqWVTdmhlgIUZ0YY7oAg4HObscSC5b9u5b/6PeZN2spNWol0//8Xgwe0R+vN2b6AFyzY+tOAGql1+DozIP4+H8/kJOdS0pqksuRCSHEgVNKeYATgAuAc4DawL/AE8Cb1tp5ZR0XO/96yDzIopowxihgDDBKa73B7Xii3Y5tOdw5+D8oBfe+eDkXDu/H+y9+yxtPfeF2aDFhx9Yc4hK8JKUkcESfLhTk+Zj1w3y3wxJCiAOilOqllBoDrAK+BE4CXgR6Wms7Wmt1eckxxEgPskKGUYhq5WycaWjKWwlIBPn8jZ/Iy83n7vH/R42aSXBMB3Kyc5nw9GTOu/pEp0yUa8e2HGrWTkEpRZeerUitncIvU/7h6MyD3A5NCCH2i1JqMc7QibXAJOAta+0v+3KO2OhBrugGPblJT1QRxphk4ElguNa6wO14YsFv383l0GM7lkiEjzv9UHbn5vP3dFlXpSI7tuZQMy0FAG+cl8NO6MSv38zF55PVmYQQMas54Ad+wpnabZ9vroiNBFmI6uMWYIbWuqxJzkUZVixaT7M29UuU1W+STmJyAisXrXcpqthRerxxrz5d2L5lJ3NnLXUvKCGEODDtgXtxFth6B1ivlHpdKXWaUqpSoydiJkGWWSxEVWeMaQEMx0mSRSVlb8spc97e1NrJZG/b5UJEsWX3LmcO5EI9ju1IXLyX6VNnuxiVEELsP2vtYmvtQ9barsDBwDigN/ARsE4p9ZJSqk/gBr4yxUyCHIqb9JRSbZVSzyul/lJK+ZRS35ZRRyml7lRKrVBK7VJKfa+UOjhE70KIvRkNPKO1XuZ2IKL6yM3JIzG5OEGuUSuZbke0YfpUmQ9ZCBH7rLV/W2vvsta2Bo4CXgdOBSYDq5RS48o6LmYS5BD1IHcBTgHmAwvKqXM7cA/wKHA6kA1MVUo1PLB3IET5jDEnAj2Bx92OJdak1k4hZ8eePcXZ23aRWltWhKvI7tw8EpMSSpQd0acLKxatZ9USmURFCFF1WGunW2tvABoDfYFPgQvLqhszCXKIfGKtbWatHQDs8f2hUioJJ0F+2Fo7zlo7FRiA00d9fWRDFZXipzV+WrsdxoEwxsQBzwA3a61lTMA+atamPitKjTXesHoLu3fl0bTU2GSxp9278klMji9R1qtPVwC+/1QWDRFCVD3W8bW19kqcWaP2EBsJsgX8du+PypzG2opuyz4KqAW8HXTMTuATIHM/oxdhVEXGoF+LMxXNB24HEot6HteJmd/PJyc7t6jsu0//IDEpnm5HtHUxstiwe1ceSckle5AbNK3DQUe25cu3p+P3y2wWQojoF5j3uOk+HqOAM8raFxsJMkRqoZCOgA9nhZVgcwP7RJTxFrDYW8Bit+PYX8aYDJw7bUdorWM/1XfBKRcdRXyClweueYXff5zP5xN/YsLTX3D2FcfLHMiVUFYPMkC/Qb1Yu2Izf/2yyIWohBBin7UF5imlJiqlzlZKpZRXUSnVUSl1F05+92BZdWImQa7EGOR6Sqnfgh5X7Ucz6UC2tdZXqnwLkKKUSijjGCEOxAPABK21TBmwn2rWTuHhidfh9/m57/KXeeOpLzj78uO46MaT3Q4t6vn9fvJ25+8xBhmg98ndSK2VzOcTprkQmRBC7Btr7RtAN5x7x14Ftiul/lFKfaqUekMp9Y5S6hul1CZgDnAW8BDQqazzxcRKepW00Vrb0+0ghKgsY8yhwJnItxMHrEW7hjzy5lC3w4g5ebn5AGX2ICcmJXDyBUfy/ovfsHrZRhq3qBfp8IQQYp9Ya5cAVymlRgD9gKNx5kRuAeQCK4H3ganW2rl7O1fM9CBHaCW9LUCqUspbqjwdyLHW5oWqIVG9GWMUMBa4W2u91eVwSjDGHON2DCIycncVJshlfzl29uXH4onz8N4Lsm6NECJ2WGt3WWs/stbeYq0901p7jLW2r7X2Ymvt2IqSY4ihHuQI3Yg1D/DijGOZH1TeMbBPiFC5EEgEXnE7kGDGmETgBcr5yinaGGPcDiGm7c52bsCb/GUWvy/9usw6dVp6yXrzJ1bv/pukmqX7DoQQomqKjQQ5tDfi7c1PwHacqd0eAAgM8j4dJ2kQ4oAZY2rizLM9QGtdery7226n/DnCo47W2u0QYtqyBWu45p3HGHj+AI47/ZAy62xYs5UrT3iItPx23KYvjnCEQohIuu+++9wOIWrEzhCLEFBKpSilzlNKnQc0ATIKt5VSKdbaXOAR4E6l1FCl1Ek4a3h7cL4OFyIU7gS+0lr/7HYgwYwxHYFhyJzf1UZO9m4AklMTy62T0SiNsy4/jm8/msW/f6+IVGhCCOGqmEiQFaCs3eujkurjJLzvAL2AzkHbhSsKPIIz5ccdOCus1AL6WmvXhe4dierKGNMOuBKnpzZqGGM8wPPAKK21ZEHVRG6OkyCn1Cg/QQYYcPWJ1KpTg/H3vS/zIgshqoWYSJAB8FfwqARr7VJrrSrnsTRQx1prH7TWNrXWJgcGdstyUiJUngQe1VqvcTuQUi4DkoFn3Q5ERE5RD3KNvc8XXaNWMlfceQZzZi4la2JUffEhhBBhETMJcoh6kIVwjTHmFJzpZsa4HUswY0wD4GHgyigcEy3CaNfOwgS54ine+5x7GAcd1Y7/Pvopm9ZtC3doQgjhqphJkIWIZYHZIZ4GbtBaR9t0gU8Br2it/3Q7EBFZhUMsKupBBlBKMfyhARTk+fiPfj/coQkhhKtiI0GuaJlp6UCuvvy0xk9rt8OohBHAfK11ltuBBDPGnIwzHl/mS6uGKnOTXrDGLTMYPKIf0774ix8++yOMkQkhhLtiI0GmgkVCZIhFtRW01HjUMsY0Bm4FbnQ7lmDGmBrAf4BrtdY5bscjIm/Xzt14PIrEpD1X0ivPuVedQLtuTXn23vfYuik7jNEJIYR7YiRBLk6EynuI6smTz2JPPovdjqMCjwAvaq0Xuh1IKRr4SWs92e1AhDtysnNJrpGIUqrSx3jjvNz4+AXs3L6L8ffJUAshRNUUMwmyELHIGHMUcCLO1IFRwxhzMHApUdarLSJr68Zs0jJq7vNxrTo25vzr+/LdJ7/z0+S/wxCZEEK4K3YSZBliIWKMMcYLPAPcprWOmu+iA3G9CNyutV7vdjzCPVs2bCe93r4nyACDrutD606NGXfXO+zYujPEkQkhhLtiI0G2oPx7fwgRhS4DdgMT3Q6klKHATuAVtwMR7tqyYQfp+9GDDBAX7wy12L51J8+P+jC0gQkhhMtiI0EG6UEWMcUYkwY8AAzTWkfNL6gxphlwL3B1NMUl3LFlw3bSM2rt9/FtuzZl4LUn8dX7vzHj69khjEwIIdwVOwmyELHlPuBDrfUstwMpZIxRwDjgGa31fLfjEe7asS2HnTtyyWiUdkDnOf/6frRo35Bn7nyHndt3hSY4IYRwWewkyDIPsogRxpguwIXA3W7HUsrZOCv5Pep2IMJ9yxasBaB5+4YHdJ6ExDhufPwCtqzfzssPfxKK0IQQwnUxkyDLUtMiFgR6accAo7TWG92Op5AxpjbODYNXaa13ux2PcN+SuasBaNm+0QGfq8NBzTntkqOZ/PZ0Vi3ZcMDnE0IIt8VMgixjkEWMOBtoAIx3O5BSHgI+11r/4HYgIjr8/sN8GjStQ0bjtJCcb9B1fYiP9zLxGZlWWwgR+2InQRYiyhljUoAngeFa6wK34ylkjDkSJ3G/ze1YRHTYtjmb376bx+Endd6nRUL2pk79Wpw+5Gi++XCW9CILIWJebCTIFvBX8BDCfbcAM7TW37gdSCFjTDzwAnCj1nqL2/GI6PDqY5/hK/Bx6kW9Q3resy8/nrh4L+8+/3VIzyuEEJEWEwmyYu/jj2UMcjXmt63x29Zuh2GMaQEMx0mSo8lIYAXwttuBCPdZa3nvxW/44q1fOOfKE2jR7sBu0CutTv1a9Bt4BFPf+5WNa7eG9NxCCBFJMZEgAzIGWZQpihaKGQ2M0VovczuQQsaYtsDNwHUy57FY8Ndy7hnyAi89+DG9T+7OJTdnhqWd864+Ab/f8sHL34Xl/EIIEQlxbgcgxIHw5rPY7RiMMScCPYFL3I6lUGA2jfHAw1rrpS6HI1yydsUmfp78Nz98/idzZy0lOTWRa805nHZxbzye8PSPNGxWl2NPO5isiT9z/tA+1EyrEZZ2hBAinGInQZZeYhGFjDFxONOn3ay1jqZVEi4C6uBMOSeqAZ/Pz/J/1zJ35lLmzFzCnJlLWbPMmWmwVcfGXHn3mfQf1IsaNZPCHsvAa0/i249m8cn/pnHh8H5hb08IIUItNhLkwpv0hIg+1wJrgQ/cDqSQMaYe8DhwWjTNpiFCa+eOXOb/sYy5gWR43h/LyNmRC0BavVQ692jF6Rf35oi+XWncol5EY2vVsTGHn9SZj175nnOuOI6klMSIti+EEAcqNhJkkBvxRNQxxmQA9wLHR9kY39HAm1rr39wORISGtZa1KzYxd+ZSZv+2hLkzl7J0/hqstSilaNWxESec2YPOPVrSqUdLGjarG7Lp2/bXwGtPYuR5Y5k8aTpnXnasq7EIIcS+ipkEWYgo9AAwQWs92+1AChljTgJOALq4HYvYf/l5BSyavSowVGIJc35bwpYNOwBIqZlEx4Nb0DuzO517tKT9QS0iMmxiX3Xp2Zquh7dm0nNTOfHsHjIWWQgRU2InQZYeZBFFjDGHAmcCHd2OpZAxJhnnxrzrtdbZbscjKi83ZzdzZi7l7+mL+GfGYhb8uZy83fkANGxWh4N7t6dzj1Z06dmK5u0b4vXGxgREV997Njee/TTj7nqX28dd4nqvthBCVFaMJMgylZuIHoEZIsYCd2mtt7ocTrC7gD+01p+4HYjYu53bdzF75hL+/mURf09fxMJ/VuAr8OPxemjTpQmnDD6Szj1b0blHK+o2qO12uPutbdemXHTDybz6+Gc0bVOfi28Kz9RyQggRarGRIFskQRbR5EIgAXjF7UAKGWO6AlcD3d2ORexp8/ptzPt9Of/McBLixXNW4fdb4uK9tO/ejPOuOpFuR7ShU4+WpKRG33CJAzHg2hNZvWwjE5/5kh1bc7jirjNJSIyNf3qEENWXXKWE2AfGmJrAo8AArXVUzK1ijPHgLCd9j9Z6jdvxVGe+Ah/rVm5m5eL1LJ2/lgV/LWfBn8vZsHorAPEJcXQ8pAXnX9+Xbr3a0vGQFiQlJ7gbdJh5PB6GPzyQ1FrJvP/St/z+4wKG3HIKvU/uLkMuhBBRK3YS5KhIRYTgLuArrfXPbgcS5Gqc71lecDuQSBua+fiehWUkXWXlYWUlZ2Xma2XWK1mWv7uA7Vt3sm1TNgX5vqLyRi3q0aVna9p3b0b7g5vTrmszEpLiy2ikavN6PVx595kc3Ls9Lz74EQ9e+yoNm9flpLN70uO4jrTv3gxvnNftMKssay3WWvw+i9/nx+/34/cHtoteB8p9Fuu3+Px+/D4/1m+Lyn0+f+A8zrbfFtf3B9rAWmeBW78NtAuWoHKnwDmP35aIr7Dc2uIyG/gG2ZZxvCW4nZLHg63wi2dbiW+mK1OHkLRTcTMVVZLv2UMrZhJkmeZNuM0Y0w64AujmdiyFjDGNgVE4U81Vu4+RDZrWKbFd1mXClvHPRpn/YJVVVEa9sg6Ni/PSrnsz0uqm0qRVBk3b1KdZm/oyc0Mph53QiUOPac/3n/3Bl29PZ8KYyUwYM5nkGom06tiIFu0b0aR1BnUb1KZug9rUqV+LGrWSSamRSHxiXER6nP1+PwX5fgryC/AV+MjP8+Er8FFQ4KMgz3kuWe6nIK8gUO4nP68Av89PQb6vqKwg36nrK/AXHe+U+YvqFJYV7/fj8/nw5Zc+puRxwccUlhclrYEktzARFUJUXswkyDIGWZTJb1tHsLWngEejbBjDGOD5aJpqLpLuffFyt0MQ+8gb5+WEM3twwpk92Lopm79/WcjfMxaxdN4afsz6kx1bc8o5zkNyjSSSUhKIi/PgjfPi8Xrwxnnwep1tpRR+f2Gvpy3qXSwqs7ZoX1FCWphgBpLiSCSTSim88R7i4rzExXnxxAVex3vxxnmd9xfvxet1yr3xTr3k1Dhn2+stPj74mDgv3jgPHq8Hj8eDx6MCr4OePR48XoXyePAWlns9KKXweBXeoteeoGNU8Tm9Kug8HpRH4VEK5VEopVCK4tcoUBSVU7hfqaBH4BuZPeo55y33eArbLH1eAFXimL3/v6jc/6+K6xxoBZyfVwTaKZe1pNZ+ev+Pr2JiJ0EWogwqQn2mxphTgXbAOZFpsWLGmNOBg4CL3Y5FiP2RVjeVY049mGNOPRhweuxzduSycd02Nq/bxub129m5I5dd2bvZtXM3Odm55O7Kw+/zO72uvkDva2Db7/MHEjuFRwWSN48qmcQFkrfC5NJJMD3Excc524HX3qDXhXXi4+Pwxgee47zExQf2xwUlrAlxQYltyQTX6y1OfIUQ0S02EmQLyFdEogxxeSwOdxvGmESc3uMRWuu8cLdXGYGbBZ8FLtVa57odjxChoJSiRq1katRKpkW7hm6HI4SoxmIjQZZ5kIW7RgDztdZZbgcS5H7ga631124HIoQQQlQ1MZIgIwmycEXgJrhbgV5ux1LIGNMTOB/o6nYsQgghRFVUrQZCKaU6K6W+UkrlKKVWK6VGKaVkbiGxN48AL2qtF7odCIAxJg54EbhFa73R7XiEEEKIqqja9CArpdKBqcAc4EygDfAEzoeEuw80PFH1GGOOAk4EOrodS5AbgI3AGy7HIYQQQlRZsZEgh+YmvWuAZOAca+12YIpSqhZwn1LqsUCZEAAYY7zAM8CtWutst+MBMMa0Am4HjtBay5gjIYQQIkxiZIiFBevf+6NimcDkUonwWzhJ83HhiFrEtMuAXOBNtwMBMMYo4DngCa31IrfjEUIIIaqyGEmQQ6IjMC+4wFq7HMghur5CFy4zxqQBDwDDoqindhDQFBjtdiBCCCFEVRcbQyygMmOQ6ymlfgvafsFa+0LQdjqwtYzjtgT2CVHIAB9qrX93OxAAY0w68CRwjtY63+14hBBCiKouNhLkyo1B3mit7RmBaEQVZozpClwAdHY7liCPAe9rrX9xOxAhhBCiOoiNBBlCMQ/yFqB2GeXpgX2imguM8x0DjIqWKdSMMcfgjJ+PpoRdCCGEqNJiJ0E+cPMoNdZYKdUMSKHU2GQRQ/y2dQjPdg5QHxgfwnPut8AS1y8Aw7XWMsuKEEIIESGxc5OetXt/VCwL6K+UqhlUNgjYBXwXjpBF+Cm/RR34FIAYY1Jw5sUerrUuOOAThsbtwHzgA7cDEUIIIaqTGEmQK0iOK5cgjwd2A+8rpfoopa4C7gOelDmQY5c3zy725tnFITjVLcAMrfU3ITjXATPGdASGEV0zaQghhBBFlFJNlFLZSimrlEoNKldKqTuVUiuUUruUUt8rpQ4u4/ioXeE4NoZYWMBfqbmOyz+FtVuUUicB44BPcGa0eAonSRbVmDGmBTAcONTtWACMMR7gecBorVe4HY8QQghRjseBbKBGqfLbgXtwOp/mATcBU5VSXa21ayH6VziOjQQ5RKy1c3CWDhYi2GhgjNZ6mduBBFwGJOEsDCKEEEJEHaXUscDJwEM4iXJheRJOgvywtXZcoOxnYClwPcXJb1SvcBw7CfKBz2IhxB6MMScCPYFL3I4FwBjTAHgY6Ku19rkdT6yy1jJp3BQ+e30a2zfvpP1Bzblm1Dm06dK00uf4efLfjLriJdp1a8Yzn48ssW/Bn8t59dFP+fcvp4O/bbemDLn1VDoe0rKozutPfM5PWX+xbtVmsNC0dX3OveZEjjsjKr6oEEKI/RYYBjEWGMWea0wcBdQC3i4ssNbuVEp9gjMrU2GCXN4Kx4/irHD8SViCr6QYGYNMKMYgC1GCMSYOeAa4SWu9y+14Ap4CXtFa/+l2ILHs7Wen8uaYLxlw3Unc98qVJNVI4M4LnmPz+sp1SOTl5vPCqA9Iz6i5x74Nq7dw54XP4ff5uWXMRdwy5iJ8BX7uvPA51q3cXFQvZ0cufQYczh3PXcpdz/8fbbo15ZGhr/HDZ3+E6m0KIYRbrgESgWfL2NcR8AH/liqfS8nZxKJ6heMY6UG2lVkoRIh9dS2wBvjQ5TgAMMacDPQCrnA7lliWl5vP289NZeD1fTjj0mMB6NSjJUOONHzy6g8MufXUCs/x7vivqdugNo1a1GPZ/DUl9s34aja7snO558XLqVErOXD+Vpx/0J38+vUcTrvkaACuvu+cEsf1OK4jyxes5at3f+WYUw8OwTsVQoiQq2hVYpRSdYH7gYustflKqdLnSAeyrbWlvwXdAqQopRKstXlE+QrHsdODLEQIGWMygHuBEdEwS4QxpgbwH+BarXWO2/HEsjkzl5CzI5djTzukqCwpJZEj+nTlt2/nVHj8+lWbeXf8V1xjzilzf0GBH0+ch6SUhKKy5BqJeOI8FX6bVTOtBgX50TKLoBBC7GGjtbZn0OOFMuo8CPxirf080sFFUmwkyBas9e/1IcQ+egB4Q2tdccYUGRr4SWs92e1AYt3KhevweD00bpVRorx5uwasWLi+wuNfvP8jjjntYNp2a1bm/qMzDyIpOYEX7/+QrRt3sHXjDl4wH1CzdgpHByXlhXwFPrK35fD1B78x64d5nHJR7/17Y2GWk53LM7dP4tVHPqEgX4a/CyH2pJTqAvwfMEoplaaUSsNZcA2gtlIqGacHOLWM6drSgZxA7zFE+QrHMTLEAhliIULGGNMDZ0oZ18c4ARhjDgYuBbq6G0nVsGPbLpJrJOL1lvz8n1o7hd278sjPKyA+oexL3x/TFjDr+3m89N1d5Z6/bsPaPDLpevSlL/DRf78HoE79WjzwxrWk1U0tUXfurKXcdOZTAHjjPFx3/3kcdXL3A3l7YfPGE1lkTfgJAI/XwyW3VDwURQhR7bQD4oGfy9i3EngZmAh4gbY4i10VKj3mOKpXOI6dBFluxBMhYIxROHfe3qW13upyOBhjvMCLwO1a64q7N0UJ1lr8vqBvkPYcC1dpvgIf4+99j/OH9SM9o1a59Tav28ZD17xCu27NuOGxCwD45H8/cO+Q53nywxuo36ROUd1WHRsx5tOb2bl9FzO+ms1z97xLSmoSx5/VY7/jDAefz89X7//K0aceTHJKApPGTeHEcw+jaev6bocmhIguPwInlCo7GbgNOAVYDCwDtgMDcL6tRSmVApwOBA/ZyAJuUUrVtNbuCJRFzQrHsZMgCxEag3E+/b7idiABQ4GdRE88MeXvXxZy28BxRdvderXl2NMOZtfO3fh8/hK9yNnbckhMTii39zhr4s/s3JFL3wGHk73NGQZekF+Az+8ne1sOSSmJxMV7eXf81xQU+Lnr+f8jLt75BvGg3u244tgHeO/5b7h21LlF50xKSaT9Qc0BOOSYDuzckct/H/446hLklQvXsX3zTg4/sTM9T+jE95/8zqSxU7j5qcFuhyaEiCLW2o3At8FlSqmWgZc/WGuzA2WPAPcopbZQvFCIB6eDqtB4nEW63ldKPQq0JopWOI6NBNnaA15JTwhjTE2c+RXP01q7/gtljGmGc6Ng72i4UTAWte3WjDGf3ly0nZKayMa12/D7/KxZuoGmbRoU7VuxcB3N2pbfI7py8Xo2rtnKBYfsuYDTgK53cMuYizjxnMNYsWgdLdo3LEqOAeIT4mjeviFrlm2sIN6mTHl7Or4CH964qFhNFXDmdQbocEgL0jNqkTn4KD5+9QcuGNGfxi3ruRydECIGPYKTEN8B1AV+A/paa9cVVoj2FY5jI0EGGWIhyua3rfeh9l3AVK11WWOnIiow1GMc8IzWen5F9UXZUlKTinpoC9VvUoeUmkn88OkfXDCiPwC5u/KYPnU2mRceVe65zhhyDEf171ai7O1np7J2xWaGPzKQZm0bFJ3/t2/mlBjLnLe7gGXz13BEn70PI5/z6xLqNUqLquQYYMWidcTFe2kSGFJx3jUn8dkb03jnuamMeOx8l6MTQkQza+2rwKulyizObBcPVnBs1K5wHDMJspUeZFEGVcnPTcaYdjjzC3erqG6EnA20Bwa6HUhVk5AUz8Dr+vDmmMmk1k6hadv6fPDit1i/5YzLjimqN/XdGTw18k3+++M9NGhah8atMvaY+WLK2zPYvnkn3Y9sV1R28gVHMvmtn7n/ypc57ZKjsdby6Ws/snn9djIHOwn4upWbeWrkRI4741AatahH7s7d/PTFX3z38Syuf2hAZH4Q+2DNsk00aFqnaEhK3Ya1Ofn8I/l8wjTOH96PBk3rVHAGIYSoWmImQRaiLJ58u7iSVZ8CHtVar6mwZpgZY2rjrOB3gdZ6t9vxVEUDh/bB77dMenYKO7bk0K57Mx6ceF2Jm++sP3CD3z5+O9WuezPuf/0aJj41mcdHvAFAy46NeGjidbTu3ASA1FrJ1G1Qm0njprB5/XZSayXTvF1DzGtXcfiJXUL3RkNkzbKNNGpRcijFgKF9yHrzJ95+dirDHpbPcUKI6iVGEmRZTlrsP2PMqThT05S98kPkPQR8rrX+we1AqiqlFBcM78cFw/uVW6fvwCPoO/CIvZ6nvJvUDjm6A4cc3aHc42rUSuaWMRdXLtgosHndNtp1Lznvc0ajNPoN7MWXb//C+cP7kdEozZ3ghBDCBTGzUAh+u/eHEGUwxiTi9B7foLXOq6h+BOI5Emd4xW1ux1KewPhoUU34/X62bd5J7Tqpe+wbOLQPWJj41BcuRCaEEO6JkR5kQFbLE/tnBDBPa53ldiDGmHicOSBv1Fq7vkrQXtyHs7Jf1DPGuB1CzCvI9eP3+fnlt2ksMzP32F+vQxxfvPkzq3JnU6Nu7PyTIYQQB0KudqLKMsY0Bm4FerkdS8BIYAXwttuBlMcYMwK4gBhJkLWOiTCj2oqF6/jtjYcYeOG5nHh2zz32Z2/L4fJjH8CuzuDeMcNQB7AYixAiut13331uhxA1YmKIhcW5oWZvDyHK8AjwgtZ6oduBGGPaAjcD10XrnMfGmEtwYuzrdiwicrZtygbYY5nsQqm1Uxhyy6n8M30RX7//WyRDE0II18REgoy1zhCLvT2ECGKMOQpnbsWHoiAWhbNi0MNa66Uuh1MmY8wZwGNAf631MrfjEZGzbbOTINcuJ0EGOPnCI+l8WCvG6/fZvN71Ba6EECLsYiNBRnqQReUZY7w4y1neqrXOdjse4GKgDjDG7UDKYow5HngJOE1rPdfdaESkFfYgl3WTXiGPx8ONj1/A7tw8nr3rHazMKiSEqOJiJkEWYh/8H7ALeNPtQIwx9XB6Zq/SWhe4HU9pxpgeOGOiB2mt5fvzaqgwQa61lwQZoGmbBlx88yn89MVffPOB/KoIIaq22EmQZYiFqARjTDpwPzAsSsb6jgbejMbk0xjTEfgUuFJr/Y3b8Qh3bNucTUrNJBISK75n+5wrj6fLYa0Zd+c7rF6yIQLRCSGEO2JiFosdbJk81b5br4JqGyMSjIgafXs/4CHRG1f4esq0u/04U5R9qLX+3dXgAGPMScAJQNQtnWaMaQ5MBm7XWn/kdjzCPds2Ze91eEUwb5yX28ZdwnX9HuPhoa/yxAc3ViqxFkKIWBMTVzZr7cluxyCiUhqWwwpfB6Z1uwDo7GJMABhjknFuzBsaJeOgixhj6gNTgKe01q+5HY9w19ZN2aTVq1yCDJDROJ2bnriQUVe8xKuPfMJV+uwwRieEEO6InSEWQpRB+S3Kb/F6LTg3wY3SWkfDtwl3AX9orT91O5BgxpjawBfAJK310y6HI6LAvvQgFzqyfzdOv/QYPnjpW6ZP/SdMkQkhhHtiogdZiNJGK9XmJG/CzT5PPAn5ORR07bIkf3u//KQXX7wWlxePMMZ0Ba4GursaSCmBXu2PgZ+IkYVARPht25RN+4Oa7/NxV9x1JrN/XcyTN03k2cm3Uq9RWuiDE0IIl0gPsog5o5XKBH6xqNzp3a7iq96a3WedvTP+m2++8OzYMS2w3xXGGA/OctL3aK3XuBVHaYFlricBK4HhUXIDo3CZtZbtW3budQ7k8iQkxXPHs0PYnZvP4yNex+eTm6WFEFWHJMgipoxWqg3wP+CMr4+4+4FdSXVo3ErhV97pd8yadRFwBvC/QD03XI2z+OMLLrW/h0DS/l+cv/dLtdaSyQgAdm7fRUG+b5+HWBRq2qYBQx84j79+Xsjb46aEODohhHCPJMgi1lwPvDjS2p8BEpMsjZtbNq9X9wIEyl8ChkY6sMBNgqNw5jyOiiQ0sIrf00BLYKDWOt/VgERU2bpxB8A+3aRXWp8Bh3P8WT1448ks5s5aGqLIhBDCXZIgi1hzIfBy4Uar9n5WL1fM/9uzKqjOS4F6kTYGeF5rPduFtstzL3AMcLrWOsftYER02bB6K+DMTLG/lFJc/9BA6jSozTO3vUVBvi9E0QkhhHskQRaxph6wrHBj1TIPq5aq0nWWB+pFjDHmdOAg4IFItrs3xpjhwGDgZK31VpfDEVFo/aotwIElyAA1aiZx3f3nsXTeGj546dsQRCaEEO6SBFnEmo1Ai8KNHdsUfv8eCXJzIrhwjDGmJvAscI3WOjdS7e6NMeYiYCTQT2u9zu14RHTasHoLSinqNqx9wOc6sn83juzfjQlPZrFp7bYQRCeEEO6RBFnEmonA5RXUuSJQL1LuB77SWn8dwTbLFejNHo3Tc7zU5XBEFFv+71rqN00nPiE0M35eec9Z+Hx+Jo6ZHJLzCSGEWyRBFrFmHHDlaKWOLGtnoPwKnB7dsDPG9ATOx+mtdZ0x5jicMdqna63nuB2PiG4L/ly+X3Mgl6dRi3pkDj6KL978mVVL1ofsvEIIEWmSIIuYMtLaRcAlwMcnTn/wnuTczSi/j4PnTWw1WqmHcRbCuCRQL6yMMXHAi8AtWutN4W6vEvEcCrwDnK+1/tXteER0W7FwHetWbKbLYa1Det4LhvcjPiGO10dnhfS8QggRSZIgi5gz0tosoJffE1friL9fpM8vo6i/ed4XQCLQK7A/Em7AGev8RoTaK5cxpgPwGc4Uc1Ex1ENEt09e+wGP18PRpxwc0vOmZ9Ti7CuO57uPZ7F4zqqKDxBCiCikrJUFtURs6ttrVGu8Hqen2OdvM+WXexdHqm1jTCvgV+AIrXXYe6sriKUZ8CNwn9b6FTdjcYFcwPbDT1/8xYNX/5eTLzyKYQ8PDPn5s7flcFnvUXQ5rA33vXJlyM8vhAgPpdRMa21Pt+OIBtKDLGKW8tltKs+HyvOhfDZit80HFt94DngiCpLjDGAKMKYaJsdiH2Vvy+HF+z/kwWteod1Bzbn8rjPC0k5q7RTOu+Ykpk/9h7kzl4SlDSGECCdJkEXMUmCV84yKbE/iIKApzkwRrjHG1AK+AN7VWj/pZiwieuXtLuC3b+Yy5ta3uOgwzfsvfEO/QUfw0MTrSElNClu7Z/7fsaTVS+W1xz4LWxtCCBEuoZnbR4hqwhiTDjwJnOPmss3GmGScGxKnA/e4FYeIPjnZucz/YxnzZi1j3qwl/P3LInbt3E1icgLHn3kop196DG26NA17HEkpiZw/rB/j9fvM+Go2h5/UJextCiFEqEiCLMS+eQx4X2v9i1sBBGbPeAtYA1yvtZZxuNWUtZZVSzYwd+ZS5s1awtyZS1k2fw1+v/Mr0bx9Q044uye9+nXloCPbkZAUH9H4Mgf35vMJPzH2jrcZP/V2atRKjmj7QgixvyRBFqKSjDHHAplAZxdj8ODMcxwPDNFa+92KRURebs5uFvy5nDm/LWHuzCXMm7WM7Vt2ApBSM4mOh7TkqJO70+nQlnQ4pAWptVNcjTchMY6bRl/ITWc9xdg73ua2cZeg1B4rXwohRNSRBFmISjDGJAIvAMO11ttdikEBTwFtcJaQznMjDhEZ1lrWr9zM3JlLmTPTSYgXz1mN3+d8JmrWtgFH9O1Kpx4t6dyjFc3aNcDjib7bSjoc0oJLbjmVVx/9lMatMrhk5CluhySEEBWSBFmIyrkdmAd84GIM9wDHAcdrrXNcjEOEQd7uAhb9s8LpHZ61lLm/LWHzeuezWFJKAh0OacHA6/rQqWdLOh3SkprpNVyOuPIGDu3DqiUbeHPMZPJy87nsjtPxeqMvmRdCiEKSIAtRAWNMR2AYcIhb432NMdcDFwNHa623uhGDCK1Na7cxNzBueN6spSz4azkFeT4AGjavy0G929Hp0FZ06tmKVh0b4Y3zuhzx/lNKMeKx80lKTuC9579mwZ/LGfHYIJq0qu92aEIIUSZJkIXYi8CY3+cBo7Ve4VIMg4HbgGO01uvciEEcmNyc3SyZt4Z5s5Yyb+ZS5v2+lPWrtgAQl+ClfffmnHnZcXTq0ZJOh7akToPaLkccel6vh2vvP5d2BzXnP/e8y9UnPszJFxzJWZcfR9M2DdwOTwghSpAEWcQuaxWFN/xYG647fy4DknAWBok4Y8xpwBPASVrrpW7EEM22bc6maDHQwAtrbRllTjkETZhtbXGZDS6j6DxF+4qOLaMsqL71WzZv2M6GVVtYt3IzyxasZenc1axeurHofBmN0+h0aCvOuuJ4OvVoSevOTUlIrB6XYqUUfQccTo/jOjLx6S/44s2f+ez1aXTu2Yoj+nal5/GdaNG+YUz3lgshqgZZalrErP6H3NuaOK+zkl2Br83k30eFdKlpY0wD4G+gr9b6z1Ceu5LtHwu8C5ymtZ4R6fZjQWazEVF7AVNK0bhlPVp2bESrTo1p2bExHQ5uQb1GaW6HFjW2bNjOlLen8/2nf7Don5UAJCYn0LZrU1p0aEijFhk0alGXBs3qklY3ldp1U4lPqB4fJoJZa/H7/Ph8Fr/Ph6/AH9gu9VywL2U+/D5b/Fzgw+93nq21+P3OB77CD35+W2q78LUF6/cH1QdrS237/UHHB9UvOt7i9/vL2Cbo02vQh1GKXhT9fEo+lzyg9IdeSp1nz/3llJfZZumYSsUQY+7/3zWy1HRA9bvSCFF5TwGvuJQcH4KTHF8oyXH5rhl1LkqBwvkCoWgGMVX85YIqfrFHmfNU8lilVNFGcFnwuQuPCj534VN6Rk0yGqdTr1FatUzm9kV6Ri0GDu3LwKF92bhmK3/9/C8L/lzOv3+t4MfP/iyawi5Yau1kaqXXIDk1ieSURJJqJJCUkkhyivPsjfPgjfM6z14P3jgPHq+zXTzLR2EiV5zUFG4XJmXWOklPiSSzwIcvaNsXtO0PJJ3F+4q3i5LTMo4LTl59BaWSVp8Pf4G/aF7rWKOUQnkUHo/zrCi1rZxH8TYojweP80eNx6OKzhN00uCnPaYNVOXtL7e81HHsff9ejy0qLrlfxCa5eovY5fNvw1c0DfC2UJ7aGHMy0Au4IpTnrWTb7YHPgGu01lMj3X4sOfOyY90OQYRIvUZpnHjOYZx4zmFFZdnbclizbBPrV21m26Zstm7MZuumHWzblE1uzm5yc/LYtimbdSs3k7vT2Q5OTkOVXDrJdiDpjvPg8QaS8EAC7g3a9gRte7wKr9dLQlJ8UF1vUR1PqeM9HlXiuTCpL/HsDUr8K1HmifPg9XhKtukNfg/K+QBR4tlTlLzuPaEN7FeltgOvRewZq25xO4SoIQmyiFkqaDgpJV8fEGNMDeA/OAlqRKdTM8Y0A74E7tZavx/JtoWINqm1U2jXPYV23Zvt9zn8fn/REAJf4AN10TcCSpXsMQyUB++XZE+I6kkSZCH2pIGftNaTI9moMaYeTnI8Vmv930i2LURV5fF48HggLl5u/BNCVJ4kyEIEMcYcDFwKdI1wu7WALOADrfUTkWxbCCGEECXJUkZCBBhjvMCLwO1a6/URbDcJ+BCYCdwVqXaFEEIIUTZJkIUoNhTYCbwSqQaNMXHAW8B6YKhbK/UJIYQQopgMsRCCopvj7gV6RypJDazS9xKQCAzUWvsi0a4QQggh9k4SZBG78vJr4A18CeLz1wA2789pjDEKGAc8o7WeH7L4Km7zCaAd0E9rnReJdoUQQghRMUmQRezKK+ig/M60Tdbj6QCs2M8znQ20BwaGKLLKuAs4CThOa73naghCCCGEcI0kyKJaM8bUBp4BLtBa745Qm9fhzJRxjNZ6SyTaFEIIIUTlSYIsqruHgM+11j9EojFjzIXAHcCxWus1kWhTCCGEEPtGEmQRuxSpZb6uJGPMkTjDK7qEMKq9tXcK8CTQR2u9JBJtCiGEEGLfSYIsqiVjTDzwAnBjJIY5GGOOAV4FztBa/xPu9oQQQgix/2QeZBG7/Da7zNeVMxLnpr63QxlSWYwxhwDvAYO11r+Euz0hhBBCHBjpQRYxS5XzuiLGmLbAzUDPcM95bIxpB3wGXKe1nhLOtoQQQggRGtKDLKqVwPzD44GHtdZLw9xWU+BL4B6t9bvhbEsIIYQQoSMJsqhuLgbqAGPC2Ygxph5Ocvyc1vrlcLYlhBBCiNCSIRai2ggkrY8Bp2qtC8LYTk3gc+AjrfXj4WpHCCGEEOEhCbKoTkYDb2qtZ4arAWNMEvAh8DtwZ7jaEeXbvHYb74+fyqxv57BmyUZS01I46OgOXHbPWdRtmFbp8yz8azkj+j5MaloKk+Y/UXz+ddsYO3ICi/5ewdaNO0itnUKXI9py6V1n0qRNgzC8IyGEEJEmCbKoFowxJwEnEMY5j40xccCbwCacm/LCegOgKNu/fy3jp8/+4OSLetOhRyu2bNjOhMc+5aZTHmP89/eSnJpU4Tmstfzn9reoXbcmPp+vxL7du/JIrZ3CxbefQYNmddi8fjuTnv6C2895mv98fw+ptVPC9daEEEJEiCTIosozxiTj3Jg3VGu9r9PBVbYND/AikAKcrrX2VXCICJMuR7TlxZ/vwxvnLSpr2705V/bS/Pjp7/Q9/8gKz/H1O9PZsmEH/S48iqzXSy6y2KhlBjePu7REWbvuzbmil+bPH+bT+7RDQvI+hBBCuEdu0hOxLKmc16XdBfyhtf40HEEEZsZ4HOgAnKO1zgtHO6JyUmunlEiOAZq2aUBiSgKb126r8Pic7Fz+O+oDrjDnEpfgrbA+QK06zkKO+flhG9ouhBAigqQHWcQua1uU+TqIMaYrcDXQPYyR3AH0BY7TWu8MYztiPy2ZvZLdOXk0aVO/wroTR39Gs/YNOeqUg1n8z4py6/n9fvw+y6a1W/nfwx9Tv1kdDu/bLZRhCyGEcIkkyCKWpZTzGiga9vACzjzEa8IRgDHmWuBy4OhILFkt9p3f72f8XW/TpHV9ep180F7rrly4lk//+y1PfXF7hed99tY3+fw1Z/hFw5b1eOidEaRUYnyzEEKI6CdDLEQsW1HO60JXAxYnSQ45Y8wFOMM3+oYrARd7Z63FV+Arfvj8e9R55YEPmfvbYkY+dxlx8XsfMjH+zrfpc/6RtOrcpMK2B92QydNf3s6dL19J7bo1uWvgM2xZv32/34sQQojoIQmyiGUby3mNMaYxMAq4Smu9Z9Z0gIwxpwBPA5la68WhPr+onL9/WsBpjYYWPe4456kS+z/977e8N24KN4+9lI49Wu31XL9O/Yc5MxZxzjV9yN6WQ/a2HPJyC7AW5/Xu/BL16zetQ4dDWnLMGT148J3h7Ny2i0/++22o36IQQggXyBALUVWNAZ7XWs8O9YmNMUcDrwFnaK3/DvX5ReW1PagFY6bcUbSdkppY9PrHT2bxnzsm8X/6bI47u2eF51q5cB27du7m8iPu3WPfgLY3ccntZ3DBzaeUeWyNmsk0almPtcs2lrlfCCFEbJEEWVQ5xpjTgYNwlpUO9bkPAt4DBmutfw71+cW+SUlNov3Be96f+de0+Tx27X85/YoTOG9ov0qd6+gzDqVNt6Ylyqa8+TM/ff4H+vVradC8XrnHbtuUzcqF6+h5Utd9ewNCCCGikiTIokoJLPP8LHCp1jo3xOduB2QB12utvwzluUXoLF+whlGXjKdZ24Ycd1ZP5v5WPAKmdt2aNG6VAcBf0xZwx7lP8/B7N9C9d3syGqeT0Ti9xLn+mraAuHgv3Xt3KCp777kprFu2ka5HtiMtoyZrl23ig+e/Ij4xjswhx0TmTQohhAgrSZBFVXM/8JXW+utQntQY0wT4EtBa63dCeW4RWvNnLmHn9l0snr2Sm055rMS+PoN6BS3yYfH7/Dj3cVZe6y5N+XXqP3z30Ux2ZedSr1E63Xu358KRp+6RYAshhIhNylpZDVfEpsyWN/YBpgQ2+/a6LG0r8CnQRWu9KVTtGGPqAt8D/9NaPxqq84qQkAuYEEKEiFJqprW24ps2qgHpQRYxabRSbY6Ir3ttgm8X8f5d+D3ed3ZvG5avcnIevWf8+FAmxzWBz4FPq0tybIyprbWueMk5IYQQooqSBFnEnIVKbU6G9Bb+fN5sOJDcuFpc1GJ+2saNG/G8/vrohc8/f1dba+scaDvGmETgA+AvoOKVI2JcYMnswcBjQGOXw6kUY4zbIQghhKiCZIiFiCmjlWqTDAvPBtYlNefOBueQmOrhiFMTuPrF58ndsoUPgF3QdqS1i/a3HWNMHDAJ8APna619IXoLUSmwJPezQCowVGv9i8shVZZcwIQQIkRkiEUx6UEWseb67jjdm+sCBa2OTKbNjD+ps8VZ6bkbMAOGAjftTwOBntTngZrA6VU5OTbG1ALuw5kST+PMHV1l368QQghRGZIgi1hzYbegjbqt4olP8dBmRvF6Hd2BGXAh+5EgB5Ljx4HOOEtI7z7AeKNS4H2eD4wGJuPc2Lje3aiEEEKI6CBDLERYZba8cSfg3YdDEoFyk9ITl41J/KHZtaA8+FG0PLYm6+btJnd9HirwbbuyPnqvGM83LUaUd55y22jcPdFbr3WCd05Wdl7B7qK/DV/W0qdq7MN7iGrGmC7AOCANZzjFT+5GdEDkAiaEECEiQyyKSYIsYspopdZdAfV/T+nARzUP5owdv/NEvX50zV3N3Rs/o6Z/N1uBl2DdSGsb7su5jTFXA7cCx2itV4cjfjcFZuS4F7gUMMB4rXWBq0EdOLmAhdHCv5bz+3dz8fss7Q5uTtde7UhIinc7LCFEmFQmQVZKDcAZltcDqA3MB0Zba98sVe9KnH9TmwGzgVuttV+VqtMEp8OmD07H1VuBejmheUf7T4ZYiJhiYeKExCY3bE1pwyPr3yPJFjDW9mHA9pncVf9sbtk4mSUFWwAm7st5jTGDcJLHY6tachwYTjEQeAKYCnTVWq/b+1GiOrPW8vzd7/DRCyXX20nLqMmplx7LmVedSM20KvOlihBi39wELAFuBDYCpwATlVL1rLVjAZRSFwDjce5x+RG4DPhUKXWYtfafQJ14nCF+eThD/tKAJwPPF0Xu7ZRNepBFzMhseWON1Lz17/Va+3b/QbaApoHys5tdxwcrnmN5XDrP1OpJs81fkY+/0rNYGGNOBl7DGXP8V9jegAuMMZ1wPp3XwxlO8aPLIYWaXMDC4M0nPud/j3zM6f93HBfddjpxCXH889O/fPba98z48m9q1anBxbedTuYlx+CN25cRVEKIaFbJHuR61tqNpcomAkdaa1sFtucD06y1/xfY9gB/An9aay8KlF0AvAG0tdYuCZQNxOlF7mCt/Te0727feNxsXIjKymx5YzPgy+yE+q+caQu2fISztN1WnDHHW4GlBVtouXkKG9N65X/V4oZTM1veqCo6rzGmN/A6cHZVSo6NManGmEdxfkwfAT2qYHIswmD14vVMfPJzjj2rJ9c+cj616qSSkprE4f26YSYMZdzXd9GyUxOeve0tbsx8jGXzqtQXLkKICpROjgN+JzB/vlKqNdAeeDvoGD/wDpAZdEwm8GthchzwIU6P8smhjXrfSQ+yiHqZLW/sBTwHXJ219KlfwZkPGWcqtwstqoHCrsMZVvHsVy1uWA6MBRRw/UnLnm4OXI8zs0U9nK+EJu4+44wpBYce+gpwidZ6csTfWBgEhlOci/M11XfArVrrNe5GFVZyAQuxMTe+zjfvzeC/Mx6gTsPaZdax1vLDRzN59va3yNmRy+CRpzJgWD/pTRYixu3vTXpKqfeBdtbabkqpU4DPgFbW2qVBdQbgJM31rbUblFIzgDnW2ktLnWs28K21dugBvJUDJmOQRVTLbDbiETzqFJTKzFr61KrC8sDwiZuAmzJb3rgja+lTRTfkjQQyW954LdZen7Fz4TILCQpeAI4ClgEtfM2bj/S1a/eJ988/H737/ferSnLcAeeDQSPgIq319y6HJGLMji07+ea9GZxw3hHlJscASimOPasn3Y/uwHO3vclrD33EzK9nc/uLV1C3YVrkAhZCuE4pdRJwFvB/gaL0wPPWUlW3BO3fEHguXaewXnoZ5RElCbKISpnNRniAB4H2WHtC1rKnN5Vb2edPKV2UtfQpO1qpz/14H/y93tmrtyQ1eyNrxZhFAMaYXKC/Z8mSx5M++ODK0Uq9fCCr7rnNGFMDuAu4CudnNk5rne9uVCIW/fTZH+zelc+pQ46tVP20ejW58+Wr+Prd6Txz8wSGnfgQd758JV2PbBfmSIUQYVJPKfVb0PYL1toXyquslGqJ8+3tR9baV8McW0RJgiyiTmazEak444L/AM7NWj6moq/Ry5sO5noPvnFbkpr9D3gjs9mIe3pdUWc6zl2zL9zz6quPjH7tNcsBrLrnpsBwirOBp3DuEu5e1WbgEJH169R/qNc4nTbdm+3TcSeedwRtujbj/kuf584BY7ht/OX0Pu2QMEUphAijjZUdYqGUqgNk4XwzOzhoV2FPcW1K9hCnl9q/JVCntHScG/pcJTfpiaiS2WxEC2AKMDFrxRiTtaLC5HhvLgRezloxZh7Qz5ugRu7e6Z9lrc0CHg3UeSlQL6YYY9rhXJjuB4ZorQdLciwORH5eAbO+m8thfbqiVIX3t+6hRcfGPPn5LbTp1owH/+8Fvn5nehiiFEJEA6VUCvApkACcVmre4nmB546lDusIbLbWbgiqV6KOUioBaB10DtdIgiyiRmazEb2BD4Drs1aMeScEp6yH88mWrBVjNrc/KfW8zUvzVk5/eUv6Ly9tLlztYHmgXkwwxqQYYx4AfsaZ0/hgrfW37kYlqoK5vy5iV3Yuh/Xpst/nqFUnlYffu5HuvdvzxLDX+Dnrj9AFKISICkqpOJwZKdoBJ1tr1wfvt9YuBhYAA4KO8QS2s4KqZgGHKaVaBJWdgbPa7Rfhib7yZIiFiAqZzUYMAa4ATstaMSZUPaEbgRbAIoAnX3hgC3B0ZrMR1wFZmc1GnH8S1ArUi2qB4RRnAk8DvwAHaa1X7fUgIfbBr1P/IS7ey8HHlO702TdJKQnc+/q13HneGB664iUefHs43Xu3D1GUQogo8BzO4iAjgLpKqbpB+3631u7GWSDkDaXUUmAaMAQnoQ7+xvZdnPtn3ldK3YMz3OIpYKLbcyCDJMjCZZnNRnix9mGUagb0y1oxZtc+Hd9kWMZedk8ELgfuDC7MWjHmucxmIxYAX+R4a/2e4tu+T6vuRZoxpg3wDM7XTpdrrb+q4BAh9tmvU2fT7ah2JKcmHfC5UlKTGDVxKCNPG82oS/7D6E9H0rJTkxBEKYSIAv0Cz2PK2NcKWGqtfVMplQrcBtyDs9T0aYWr6AFYa/OVUifjLGb1NsVLTd8SzuArS4ZYCNdkNhmm8PtvxhnDdOG+JscBJwO+cvaNA64crdSRpXdkrRgzteumrEcT/LkXL6/R/YP9aDfsjDHJxhgDTMeZ0/ggSY5FOKxbsYll81bT86SuITtnrTqp3D9pGInJCdxz/jg2rNocsnMLIdxjrW1prVXlPJYG1XvRWtvWWptorT3UWrvHv1/W2pXW2rOstanW2rrW2qGlxjO7RnqQhSsymwxLxFnH/b2slc8c6Fcpw8oqHGntotFKXQJ8PFqpl3BuyFsONAeuaABXWNRZ/9Y+tktmk2G+rFVjfzrAOELGGHM6zqfz34BDtNYrXA5JVGG/fTUbgMP6hC5BBmjQrC73vzWMkaeP5p7zxzH605Gk1t5jVkYhhIg60oMsIi6zybD6OF+7jM9aNTas44xGOjNW9MIZ9D8N2BV4TgR63WL9WVmrxo4H6mU2GTag/DNFhjGmtTHmE2A0cLXWeqAkxyLcfp36Dw1b1KNp2wYhP3frrk2593/XsGrROkZd8h/ycmWKbiFE9JOlpkVEZTYZ1h3oAzyTtWpsQQjOdzFA1qqxr4fgXD2A3sCzWavGljdsIyyMMcnArcBwnOT4Sa317kjGEKPkAnaAcrJzuaDTLZx80dFc+/CgsLXz7fu/8ujVL3PMGYdy+4tX4PFI/4wQ0WZ/l5quimSIhYiYzCbDMoH0rFVjn3Q7lrJkrRo7M7PJsDXAHZlNho3JWjV2RyTaNcacinMT3h84wymWR6JdIQCmT/6LvNx8jjmzR1jbOf6cw9i0disv6fdIqvEGw58YTFy8N6xtCiHE/pIEWYRdZpNhCmcKt/lZq8ZmVVTfTVmrxq7ObDLsCeDGzCbD3sxaNXZJuNoyxrTEmbatCzBUa+36vI+i+pn61i/UbZRG58Nbh72tc6/ry67sXCY8/hlb1m/j9heuoEat5LC3K4QQ+0q+4xJhldlkWBLOeONvslaN/d7teCoja9XYXcDDQL/MJsOODvX5jTFJxpi7gZnAr0BXSY6FG754/UdmfTuHM644IWJDHi669XSGPzmYWd/O5foTH2T+rLB9BhVCiP0mY5BF2GQ2GdYQp+d4bNaqsdvC1EbIxiCXc/7TgBpZq8ZOCsX5jDEnA2OBf4AbtdZLQ3HeakwuYPsoNyeP3776h8kTpvHbV7M55LiOmInXE58Q2S8U58xYxKPXvMymNVs57/p+nH9DJkk1EiMagxCiJBmDXEwSZBEWmU2GHQwcB4wL5w1v4U6QA20cAhzLAbwXY0wLnBWCugPDtdafhzDE6kwuYBXIzcljwe9LmP3LImZPX8g/0xeyOyePtIyanH1NH869rg/eOHfGAmdvy2H8nZP46u3pZDRJ5+LbTueE846QsclCuEQS5GKSIIuQy2w49DK8npxQ9bruta1GQ68FyFrz7H/C2k6TYQ2xdjg+/9isdc+tqexxxphE4ObA42ngca11bpjCrI7kAhZk5/ZdLPp7BYv+XsHif1aw6J8VLJ+/Bl+BH6UULTo1pluvtvQ+/VC6HtkOrzc6RtnNnr6Q8Xe+zcK/llO/aR3OubYPJw3qJXMmCxFhkiAXkwRZhExmxjUKuApYnLVh/JQItXkdQNaG8c+Fva0G19XG7x8KTMraMH7RaKXaANfjrC1fD9iIs7z1uJHWLjLG9MNZzW8ecIPWenG4Y6yGquUFzFrLprVbWfz3yqKEeNHsFaxdurGoTnr9WrTp1ow23ZrR+bA2dDq8NTXTargY9d5Za/l16j9MevoL5sxYREJSPEedejAnnHs4Bx/TkYSkeLdDFKLKkwS5mCTIIiQyM65JxlkZ762sDeMjlghmZlzjDLHYMD5sQyxKtaeAKzrt+KZ2490LbgNeBF4GlgEtgMv9tWtfnXvZZXNsWloTYITW+pNIxFZNVfkLmN/vZ/Xi9Sz8e0VxQvzPCrZtLJ6FsHGrjEAy3Jw23ZrRumtT6jSo7WLUB2bBH8uYMvEnvn3/V7K35ZBcI5FDT+hMzxO70O2odjRuXR+llNthClHlSIJcTBJkccAyM65phHMz3pisDeO3R7jtiCbIAKOVauPHM2tRyuFPPL/z51GF5caYBOBGfL474qdNi/fOm3fYbatWzYlUXNVUlbqAbduUzdK5q1g6d3XgeRVL56wmN8dZMyYu3kuLjo1p3bVZUe9w665NSUlNcjny8Mjbnc9fPy7g5y/+ZPoXf7JprXOvb3r9WnQ7sh3tD23p/Cy6NqVWnVSXoxUi9kmCXEwSZHFAMjOuORQ4BhiXtWF8RFefC7TvRoL8FLDrq3pXTwJOBMb2ur7R8TjDKRYBw2vcd98VQOJIa2+KVFzVVMxdwAryfaxfsYnVSzawZukGVi1ez7J5q1k2dzVbNhR/vqyZXsNJhrs0LUqGm3doFPHZJqKFtZaVC9fx98//8k/gsWHVlqL99Rqn07JjYxq3rk/jVhk0apVB49b1adCsbrX9mQmxryRBLiYJsthvmRnXnA4kZ20Y/7aLMbiRIK8Djhpp7aLMjGsadDqzzke1miY0UkoNBz7WWtvA+ORpI61tGKm4qqPvPvjNWixYJ4Equp4VbTvPBMqLtymqa3HqEVyfktuF+53iwHbhcQS1HVwfyMvNY8uGHWzdsJ2t67ezef121q/cjN/nL3oPSSmJNO/QkBYdm9Cqc2NadGxMy45NSG9QS4YRVGDrxh0smb2SRf8447BX/ruOVYvXsyu75H2waRk1qdMgjboNa1O3kfOcXr82NdNSqJleg5ppNUgNvE6pmSQ/d1FtSYJcTD5Wi30WGId7NfB31obx09yOxwX1cMYck7Vh/Lq7brl3+MyX1/UvyLWzszaML/zEuTxQT4TRI1e95HYIe6WUomadGqRn1CItoyYde7bihHMPp1GrDBq1zKBxqwzS60sivL/S6tXkkOM6cchxnYrKrLVs27iD1Us2sHrJBtYt38imtdvYtHYrm9duY+Gfy9m6cQfldQ55vB5SUpNITEkgKSWRxOQEkgKvk2oUl8XFe/HGeQLP3hLPha+9cV68Xo/z/zfwv7jw/7VShf9xylSp/SjAgt9vsX5/4Nk6H+j8tmi7cL+1pcucD23Wb/HbUucorGP9e9Ytox1KnRvKaKPwdentoHp+W05bgeNKtxUc/x4x2D3bLPrQG/TBNbgg+H958Idp52lvdco5b/DxQR+gi48v+cKWamtv5y7x6ykdma6QBFnsk6Cb8SZmbRi/1OVw3LIR54a8RQAPPj5qRuar1/wKXJ6ZcU2TrA3jvwOaB+qJMBr/472B5EIVJRyFqaaTlDjlwQkIpeoHipwynESmdBKzRwJTdM6SiY8q1W5hoiQiRylFWkYt0jJq0fnwNmXWKcj3sW3TDrK35rBjy052bN3pvN6aw/bN2eTsyGX3rjxyc/LIzdnN7pw8du7YxeZ1W8nNyWN3Th75+QX48n34fH4K8n0lvhWIVkoplEfh8QQ9K0/R77nX60F5An8zHg+ewO+3U9+Dx1O47Sn6m9ij3KMCxxW3E1xP4bwuar+wTY/z91d8THGMKPAoT9B2qXpBsRS/1+L3HLxd/KL8fcGfVwuvKHvWCT7PXo4vXb/0B6Gyji/dZqn64fTpPWGfECpmSIIsKi0z45rGwOXA01kbxu+oqH4VNhHn53BnYUGg5/ilzIxrMjMzrhl8EnQN1BNh1KJDY7dDEDEoLt5L3YZp1G2YFrJz+v1+fAV+fPk+Cgp8TtJc4Mfn85XZo1lyeA5F5UVlgKdEQusJJIGqKFksmewWJ6elE8zgRFKIvbnsHrcjiB6SIItKycy4pgfQG3jIjZvxosw44JfRSn0y0tqfg3dkbRifdVNSx8E+vMMKVMKhLsUnhIgwj8eDJ8EjNwQKUUXIX7KoUP9alw1QCQmeLzY+/4zbsZTm9/sTIt3mSGsXjVbqEuDj0Uq9BLyEM+a4OXBFY7gi21vnil9qnj24f+qQxyZnv7Yz0jEKIYQQYv9FxzqjIir1Tx2i+qcOORu/f84XG58P+7LR+yUvbwd5eREf7jHS2iygF5AITAN2BZ4TgV73FWx6y+bnjwLO7p86pFmk4xNCCCHE/pNp3kSZ+qcOScBZQjlrcvZr69yOpzz9U4ecDDA5+7Uv3I6lPP1Th5wCrJ2c/dost2OpguQCJoQQISLTvBWTHmSxh/6pQ+oBFwFvRnNyHCsmZ7/2ORDXP3VIf7djEUIIIUTFJEEWJfRPHdIJOA54ZXL2a7vdjqeqmJz92gxgQf/UIRf2Tx0if3dCCCFEFJN/qEWR/qlDjgHqT85+7b3J2a/JV9chNjn7tSXAp8Bl/VOHpLodjxBCCCHKJgmyKLwZ7xxg0+Ts175zO56qbHL2a9uBV4Gz+qcOae5yOEIIIYQogyTI1Vz/1CGJwBDgh8nZr81xO57qYHL2a77J2a+9AXTpnzqkh9vxCCGEEKIkSZCrsf5JgzPw+6/GuRlvg9vx7Be/Pwm/P8ntMPbH5OzXsgDVP/miQW7HIoQQQohikiBXU/2TBncGjsHvHxvTN+P5/Ra/P2bHS0/Ofu03rJ3eP2nw4P5Jg71uxyOEEEIISZCrpf5Jg48D6k3OnfD+5NwJMZtcBuwOPGLW5NwJS4GPgUv7Jw2u6XI4QgghRLUnCXI10j9psOqfNPg8YP3k3Anfux2PKDY5d8IOnJv3zuifNLilu9EIIYQQ1ZskyNVE/6TBicBlwLeTcyfMdTsesafJuRN8k3MnTAA69k8aLCsZCSGEEC6RBLka6J80uD5wAfDG5NwJG92OR+zd5NwJXwC2f9LgTLdjEUIIIaojSZCruP5Jg7sARwGvTc6dkOd2PKJyJudOmAnMlpv3hBBCiMiTBLkK6580+HggfXLuhA+rwM141c7k3AnLgY+AIf2TBtdyOx4hhBCiuohzOwARen29g5TyeC5TXs+0ybkT5rsdTzj5Y3QO5MqanDshu3/S4FettZf0jTt/1pSCt/5yO6ZYseTvZbx850T+/mEu1m9p3qkJw5+7kvY92pR7zGt6Ej9+MJ31yzZiraVph8YMHHkGxw/qHcHIhRBCuE0S5Cqmr3dQEnCB9fs/+jL/zU1uxxN2vtidA7myJudO8AOv9vUO6tfXOyhxim/Sr27HFO0W/rGEm469l6POPIy737oRgPm/LiJv195HGeVs30W/ISfQonNTPF4PP7z7Mw9e8DQer4djzzsyEqELIYSIAsraKp9fVBt9vYMaAv2BiVN8k/LdjicS+noHnQwwxTfpC7djiYS+3kGHAg2n+CZ97nYsUaLMC9iwI++kUev63DnhhgNuYMTRd1Orbir3f3T7AZ9LCCGimVJqprVWZlFCxiBXGX29g7oBvYD/VZfkuDqa4ps0C/i7r3fQRX29g+TmvTIsm7OCedP/5azrQzMJSK26qRTkFYTkXEIIIWKDJMhVQF/voBOAWlN8kz6c4pskXwlUcVN8k1YAHwCX9vUOqu12PNFm7vSFAOzYspOrDx5J//hBXNL2erJe/qrS5/AV+MjeupOvJvzAzC//4rSr+4UrXCGEEFFIxiDHsL7eQQoYAPwxxTdpgdvxiMiZ4pu0s6930CvAoL7eQdOn+CYtdjumaLFl7VYAHhsyjoG3nEmHw9rw/bu/8OSV46nTKJ0jTjl0r8fP+WUBI466CwBvnJfrx15O77MOD3fYQgghoogkyDGqr3dQMnAh8MEU36TNbscjIm+Kb5IfeDNw817GFN+k6W7HFGnWWvw+f3GBcsoAMi8/kUG3ngnAwSd0ZcW8lbz1yAcVJsitujVn3IxH2Ll1J9M/m8W4YS+TUiuZEy84OmzvQwghRHSRIRYxqK93UCNgEM54Y0mOq7kpvklfAnl9vYNOczuWSPvruzmcnHB+0ePWPqOomV4DgINO6Fqi7sEndGPZnJUVnjO5RhIderbh0D7dufapS+lz0bG8dPsbYYlfCCFEdJIe5BjT1zPwBJSqNcU36VW3Y4kKtmrPg1xZU3yTfu/rHbShr2fgULDPT/G/UzBaqTbA9TjfNNQDNgITgXEjrV3kZryh0q5Ha8bNeKRoO6VmEpvXbHU2Ss3QY63F41H73EbbQ1sx+dVv8BX48MbJfZFCCFEdSA9yDOnrGXAi2NwpvkkfuR1LFLGUM9VXdTPFN2kl2FeAi0epGucCvwC7cJYaTww87wJ+Ga1UaKZ4cFlKzWQ69GxT9GjWoQmdj2pPzfQa/PH1PyXq/v7137Q+qOU+tzH7p/lkNK0rybEQQlQj0oMcA/p6BihgIDBziv+dhW7HE2V2ux1ANJnifyfnERX3g8LOWkeT/3vcrnw3aPci4M7RSn0CfDxaqV5VpSc5WHxCPBfdM4AXb3udGmk16HBYG354bzp/fz+XJ741RfWm/O87Rl/+HP9bOI4GLTJYt2wDoy9/jhMG9aZRmwbsys5l2ocz+PataQx/7koX35EQQohIkwQ5yvX1DEgGLgA+mOJ/Z4vb8YjoF4dvKDDuD3Xk1r6eAb2m+N/5JXj/SGt/Hq3US8BQ4CZXggyzc244Fb/fz0fjsnjdvE3TDo25552b6XZMp6I6fr8fv89fdFNfaloKdRun8+bD77NpzVZS01Jo0bkpD3x6R4U39gkhhKhaZCW9KNbXM6AxcBLw5hT/O7JSQRn6egY4K+n536kWK+lVxmil1gFHjbR2UV/PgIMOvqrNfamNkhcDG4D1wAbvnDkJCVOnjt81fHhrIFtrHasXgliNWwghoo6spFdMepCjVF/PgIOA5lP877zudiwi5tQDlgFM8b/z523X3zF10/ztR9dpV9OvPKoDUN/XqVP93EaN6gFrAa8xZj1OAr0BWK+1vsS16IUQQgiXSYIchfp6BpwE7Jzif+cTt2MRMWkj0AJnzDGPjnv42b6eAa8A5xMYqhOY4WLaSGsbGmNSgAygfuA5w6W495kxpuJKQgghxD6SIRZRpK9ngAdnZbzfpvjfqXI3T4WDDLHY02ilngJ2jbT2zuDywM2eA4BZ/e27lwOJI62N9THIcgETQogQkSEWxWSatyjR1zMgERgCTJbkWBygccCVo5U6Mrhwiv8dO8X/ztvt7N8n+1HXAM+6E54QQggR3WSIRfTIB16Xm/H22Q9uBxBtRlq7aLRSl+BM5fYS8BKwHGgOXNEarijAe/GttkA+iAkhhBBlkCEWQlRRgXHGQ9lzJb1nq9D8x3IBE0KIEJEhFsUkQRZCxDK5gAkhRIhIglxMxiALIYQQQggRRBJkIYQQQgghgkiCLIQQQgghRBBJkIUQQgghhAgiCbIQQgghhBBBJEEWQgghhBAiiCTIQgghhBBCBJGV9IQQQoTEyn/XMPPLP1kwcxGrF65l57YcrN+SVr8WDVs1oFOv9hxyUlcatWrgdqhCCLFXslCIECKWyQXMZb4CH19N+IFP/jOZeTMWApDeoDZNOzSmVp1UALas28bKBWvYvmkHAB2PaMdJg4+h/6XHk5ya7FrsQoiSZKGQYpIgCyFimVzAXDT981k8f/NrrJi/mhadm5J5+Un0Or0Hjds0RClVoq61lpULVvPzx7/xzVvTWPj7ElLTanDqVX0498bTSG+Q5s6bEEIUkQS5mCTIQohYJhcwF+Ts2MV/bniFL175hmYdGnP5w4M56szD9kiK92bOLwt498lPmPb+dBKSEjhr+CkMvOUMaqanhjFyIcTeSIJcTBJkIUQskwtYhK1dup57zniE5XNWMui2s7hYDyA+IX6/z7dywWr+Z97mmzenUaN2CgNGnsE5I06RoRdCuEAS5GKSIAshYplcwCJo7vR/ufeMRyjI93HP2zdxaJ/uITv3oj+X8uq9b/HLJzNJq1+bC+88h1Ov7ktC4v4n30KIfSMJcjFJkIUQsUwuYBEy5+f53HHyg9TOqMUDn95B845NwtPOLwt45a6J/PHNbOo3r8fFeiB9Lz4Wb5w3LO0JIYpJglxMEmQhRCyTC1gEFCbHaQ1q88Q391GvSd2wtmet5fev/ua/d01k/q+LaNaxCZeOGsTR5xyBxyPT9wsRLpIgF5MEWQgRy+QCFmZzflnAHf0fiFhyHMxay7QPZ/DqPW+xbM5K2h3aivNvP5veZx+O1ys9ykKEmiTIxSRBFkLEMrmAhdHsn+ZzZ2bkeo7L4/P5+Hrij7xx/7usXriWxm0acN7NZ9BvyHEkJie6EpMQVZEkyMUkQRZCxDK5gIXJX9/P4a5TH6Ju4zqM/lq7lhwH8/l8/PThr0x67EPm/7qItIxaZF5xEqdc2YeGLeu7HZ4QMU8S5GKSIAshYplcwMLgh/en89glY8loXo/Hv9LUbZTudkglWGv56/s5vPvEJ8z4fBbWQs/+B3HKlX044tRDD2jaOSGqM0mQi0mCLISIZXIBC6GcHbt45e43+XBsFh2PaMeoD2+N+hXu1i/fQNbLX5P18ldsWr2F1LQaHH3OEZxwfm8OOr6LzH4hxD6QBLmYJMhCiFgmF7ADlJebxz/T5jPj81l8+eo3ZG/N4Yzr+nPV4xeTkJTgdniV5ivw8duXf/LtpGn89OGv5OzYRVr92vQ6rQeHn3Ioh/bpRo1aKW6HKURUkwS5mCTIQohYJhewfbBl/TaW/LWMxX8tY/Hfy1j85zKWz1lJfl4B3jgvR53Zk0G3nkWHw9q6HeoB2b1rNzOy/uC7t6fx2+Q/2bktB2+cl65Hd+TQPt3pdkwnOhzWJqY+AAgRCZIgF5MEWQgRy+QCVorP52P9so2smL+alfNXs2L+KlYuWM2yOSvZsm5bUb06jdJp3b05rbu1oPtxnel2bGdSala95Z0L8guY+8u/zPh8FjO++J3Ffy4DID4hjnY929C1d0c6HNaGtoe0omGr+jLPsqjWKpMgK6U6A2OBI4GtwEuAsdb6wh9h5EiCLISIZdXyAlaQX8CGFZtYu3Q965ZuYNXCtaxc4CTEqxauJX93flHdmuk1aNqhMc06NqFN95a06t6cVt2ak5ZR28V34J7tm3Yw+6f5/PPDXP6ZNo8Fvy2iIN/5dz2lZjKtD2pBm4Na0qJzU5q0b0zTdg2p17SuJM6iWqgoQVZKpQOzgTnAo0Ab4AngKWvt3ZGJMjIkQRZCxLIqdQHz+XzkbN/FlnXb2LJ2K5vXbmXLuq1sWbuVTWu2FCXEG1duwu8vfuveOC+N2zRwEuH2jZ3nDs5z7Xq1UEq5+K6iW15uHktnr2Dh70tZ9McSFv25lMV/LmNXdm5RnYSkeBq3aUjjtg3JaFqXek3rUq9JncDrOtRtXIekFJmPWcS+SiTIdwC3Ai2stdsDZbcC9wENC8uqAkmQhRAx6+mrn7fWWgovY9ZaCjesBYsNKg88B20XvrZBx1Bq2xafvPx2go4p3U7RJTZQp3Db7/Oza8cudm7fRc72HHK27yqRlAWLi/eS3jCNhi3r06BlBg1aZNCwVQMatsygQcsMMprWJS4+7kB+lCKI3+9n0+otrFywmlX/rmXVv2tYtXANaxatY+OqzWRv3bnHMYnJCdSqV5NadWtSu15NatWrRa06qdSsk0pyajIpNZNISk0ipWYyyalJJBc+pyYRnxhHXEIc8YnxxCfE4Y3zyoeaClhr8fv9RX9vfr8t8Tdm/f7iv02/LfobLX5ddh0C5yq8RvgDdUqWB7dHmXGUjrXk9p7vpbyde627H/X3PL7k5sEndK0oQf4eWG2tPT+orDmwDDjDWvtJecfGGrmiCiFi1k8f/+okEkpRmE8opYqTC0XRa1VYp/S2sxFUj6DjVYltp63y2wk+R1ntFMYK4PF6SE2vQf0WGaTUTKZGrWRSaqVQo3YK6Q1qk94wjToN00hvmEbN9FRJmCLI4/GQ0bQuGU3rcsiJ3fbYvyt7FxtXbXYeKzezafVmtm3cwfbNO9i+cQfbN+1g3bLFbN+0g+wtO/dMSiqglAokzHHEBxLnuIQ4PF4PHo9CeQqfFR6PJ/BcsrzotVLFyWHQB8DSrwsTv+APgcEfLEu/Dj4+OFnc38S0ZJJaQWIq3NQR+Dq4wFq7XCmVE9gnCbIQQrjtnbUvzwbK7nYV+6sesNHtIKqgyv9cLc5vtfxmV0R+V0Ovq1Lqt6DtF6y1LwRtp+PcmFfalsC+KkMSZCFELMuVKYlCSyn1m/xMQ09+rqEnP9PQk59pMbktVwghhBBCVMYWoKwpcNID+6oMSZCFEEIIIURlzMMZa1xEKdUMSAnsqzIkQRZCxLIXKq4i9pH8TMNDfq6hJz/T0KvoZ5oF9FdK1QwqGwTsAr4LW1QukGnehBBCCCFEhQILhcwB/sFZKKQ18CTwtCwUIoQQQgghqqXAUtPjKLnU9H2y1LQQQgghhBBVmIxBFkLEFKVUZ6XUV0qpHKXUaqXUKKWU1+24YpVS6lKllC3jcY3bscUSpVRbpdTzSqm/lFI+pdS3ZdRRSqk7lVIrlFK7lFLfK6UOjny0saGSP9OlZfzurnUh3JiglBqglPpYKbVKKZWtlJqplLqgjHpXKqX+VUrlBuqc5Ea8bpJ5kIUQMSMw/m0qzhi4M4E2wBM4H/ar1Pg3F5yIc6NNocVuBRKjugCnAL8A8eXUuR24B7gF547/m4CpSqmu1lpJ6vZUmZ8pwERgbNB2XjiDinE3AUuAG3EWWTkFmKiUqmetHQsQSJjHA/cBPwKXAZ8qpQ6z1v7jStQukCEWQoiYoZS6A7gVaGGt3R4ouxXnQt6wsExUnlLqUuAVoKa1NtvlcGKWUspjrfUHXr8L1LPWHh+0PwlYBzxhrR0VKKsBLAWer2o3OIVCRT/TQPlS4F1r7cjIRxh7AonwxlJlE4EjrbWtAtvzgWnW2v8LbHuAP4E/rbUXRTpmt8gQCyFELMkEJpdKhN8CkoHj3AlJCChM5PbiKKAW8HbQMTuBT3B+r0UplfiZin1UOjkO+B1oDKCUag20p+TvqR94h2r2eyoJshAilnSk1GT01trlQA6lJq8X+2yRUqpAKTVfKXW128FUQR0BH/BvqfK5yO/ugbpcKZWnlNqmlHpXKdXC7YBizJHAgsDrwt/F0ot+zAXqKKUyIhaVy2QMshAilqTjTCtU2pbAPrHv1uCMi50BeIHzgfFKqRRr7VOuRla1pAPZZUyFtQVIUUolWGtl7Oy++whnjPJKoBOggR+UUt2stdtcjSwGBG6+Owv4v0BR4XV0a6mqW4L2bwh7YFFAEmQhhKjGrLWTgclBRVmB8bJ3K6XGyNfcIppZa0cEbf6glPoJ+APnxrKn3YgpViilWuLc4PiRtfZVd6OJPjLEQggRS7YAtcsoT6e4h0McuHeBOkBLl+OoSrYAqWVMSZgO5EjvcWgEZlmYDxzqdizRTClVB2fZ6GXA4KBdhdfR0tfZ9FL7qzxJkIUQsWQepcZrKqWaASnsOWZO7D9b6lkcuHk4Q1jalirfY1y9OGAW+d0tl1IqBfgUSABOs9bmBO0u/F0sPS6+I7DZWlsthleAJMhCiNiSBfRXStUMKhuEM3/vd+6EVCWdhzNH6jK3A6lCfgK2AwMKCwKJyuk4v9ciBJRSXXGSuZluxxKNlFJxODNStANOttauD95vrV2Mc8Ne8O+pJ7BdrX5PZQyyECKWjAeGA+8rpR4FWuPMgfykzIG8f5RS7+HcoPcXTg/noMBjuIw/rrxAsntKYLMJUEspdV5g+3NrbY5S6hHgHqXUFooXCvFQcpELEVDRzxQ4AbgIpzd0NU5ifDewHHg1osHGjudwfqYjgLpKqbpB+3631u7Guaa+EZhjehowBCehvjCyobpLFgoRQsQUpVRnYBzO1ERbgZeA+8qYHUBUglLqIeBcoBmgcFYpfNpa+7qrgcWYwA1PS8rZ3cpau1QppYA7gWuBusBvOB9Efo9MlLGlop8pzrzSTwHdgTRgE/AFcKe1dnUEQow5gaS3vGnwWllrlwbqXQnchnNdmA3cYq39KhIxRgtJkIUQQgghhAgiY5CFEEIIIYQIIgmyEEIIIYQQQSRBFkIIIYQQIogkyEIIIYQQQgSRBFkIIYQQQoggkiALIYQQQggRRBJkIYQQVYZSylbicbxSaqlSanQUxNtDKbVFKVUrAm19qpS6J9ztCFEVyDzIQgghqgylVK+gzWTga+AB4LOg8jlAG2CTtXZ5BMPbg1IqC/jDWntHBNo6BvgYZ0GIreFuT4hYJgmyEEKIKkkplQrsAC6z1r7qcjh7UEq1AxYA7a21/0aozYXAGGutLG8txF7IEAshhBDVTukhFkqpV5VSvymlTlVKzVFK5SilPlNK1VFKtVVKfaOU2hmo073UuTxKqduVUguVUruVUguUUkMqEcYQ4K/g5Dgw/MMqpU5SSn0UaPNfpVQ/pZRXKfW4UmqjUmqVUuqmUnF0UUp9oZTaHDhurlJqaKk23wMu2fefmBDViyTIQgghhKM5MAq4G7gKOAp4AXgr8DgPiAPeUkqpoOPGBo55ATgV+AD4r1LqtAraOwn4qZx9zwM/AmcDy4B3gXFATeDCwPYTSqkjgo75BPABFwFnBOKqWeq8PwE9lFLpFcQmRLUW53YAQgghRJSoAxxprV0EEOgpvgUYYq39X6BM4Yxn7gjMVUq1Ba7FGcbxWuA8U5VSjQANfFpWQ4HzHAK8UU4sr1trHw/UXQnMBjpYa08MlE0FBgHnANOVUvWAVsCZ1tq/A+f4qozz/gkooCcwpeIfiRDVk/QgCyGEEI6lhclxwMLA89dllDUJPJ8E+IEPlFJxhQ+c5PRgpZS3nLbSgURgYzn7g5PbPeKw1vqBxUFxbAZWAOOVUoOUUvXLOW9hew3L2S+EQBJkIYQQotDWUtt5ZZQXliUFnusBXmAbkB/0eBXnW9pG5bRVePzuimKx1pYVR2EsSYE6fqAfsBb4L7BWKfWDUuqQUscUtpeEEKJcMsRCCCGE2H+bgQKgN05Pcmnr93IcQFqoArHWzgPOVUrFA8cAjwKfKaWaBhLo4PY2l3EKIUSAJMhCCCHE/vsapwe5trW20mN6rbW5SqnlOOOGQ8pamw98rZR6EpiIkxQXJsQtA88LQt2uEFWJJMhCCCHEfrLWzldKjceZ2eIx4Dec4QtdcOY3vmIvh08DeoQijsANhaOBSThjk9OB24A/rbXBvcU9cYaDzA5Fu0JUVZIgCyGEEAdmKE6P7JU408Rtx1mt7+UKjnsfeEUplWyt3XWAMawF1gF3AY1xxit/g5MkBzsZ+CBoyIUQogyykp4QQgjhAqVUArASGGqtfScC7dXGSaL7WGt/DHd7QsQymcVCCCGEcEFgdorHgRERavJa4BdJjoWomAyxEEIIIdwzDkhRStW21m4Lc1vbgOFhbkOIKkGGWAghhBBCCBFEhlgIIYQQQggRRBJkIYQQQgghgkiCLIQQQgghRBBJkIUQQgghhAgiCbIQQgghhBBB/h9zh6mLKOvdwQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#using real part of rectangular complex form\n",
        "\n",
        "for syn in cell.synapse:\n",
        "    syn.set_gmax(0)\n",
        "h.run()\n",
        "\n",
        "sec_type_swc = {sec['name']: sec['type'] for _, sec in geometry.iterrows()}\n",
        "sec_type = [sec_type_swc[sec.name().split('.')[-1]] for sec in cell.all]\n",
        "freq = 0 # Hz\n",
        "seg_prop, _, _ = measure_segment_transfer_impedance(cell.soma , cell.all, sec_type, freq)\n",
        "\n",
        "select_seg = [[cell.sec_id_in_seg[sec[0]], cell.get_sec_by_id(sec[0]).nseg -1] for sec in cell.sec_id_lookup.values()]\n",
        "select_seg = np.sum(np.array(select_seg), axis=1)\n",
        "# select_seg = np.unique(np.cumsum(np.array(select_seg), axis=1).ravel())\n",
        "_ = plot_variable_with_morphology(cell.seg_coords, seg_prop, Vm, t=t, axes=['x', 'y'],\n",
        "                                  distance_type='transfer_imp_real', n_dist=300,\n",
        "                                  select_seg=select_seg, max_per_dist=1, varname='Membrane potential (mV)',\n",
        "                                  space=2., normalized_space=True, sort_by_dist=True,\n",
        "                                  figsize=(10, 10), fontsize=15, scalebar_size=50)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 729
        },
        "id": "Ibbz1qMIjWu5",
        "outputId": "424a9229-3317-4ed1-afad-fc73e68c23e1"
      },
      "id": "Ibbz1qMIjWu5",
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ],
            "image/png": 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VQ8fO19/PHrBi4cRdgZeGjp1fn3QsfYEvTfUkLLLBKoGKOEmsaP28rbL1jtdAJk40WyWhVW3um3W9LlZBS+LaUd2mWAqSXiqxVj2q0t95hx8E2kvYm45taKJfeN5WPfzK0kMJsjQbOna+r1g48XbgYOD2pOPpa1YsnDgYmDp07Pwbk46lr7ARf6Ltr3aLn7fzde16ZU1FG3lel+oXHFsvKersOh3F1cF5XXo9HbXRQQxtJnZd/bl14XUUJLtKIqW/iH7XK9o52Kuh9FtKkKWVoWPnv7ti4cSVKxZOnDp07PzZScfTx3wG+FPSQfQlVr1b0iGIiEgfpBHZsp6hY+c/BHx4xcKJ+gBVIisWTtwb+M/QsfOzScciIiIiHVOCLO25Jef+taSD6Eze84Pznh+cdBwdWbxg3FbuPko98iIiIumgHkJp09Cx81fVLRj7v7oFYz84etzCJ5KOpz0N5AckHUOh88ymAicAXwBGAos3/1D1q0uebfzKd1cnG5uIiIh0jXqQpV2jxy38D7BT3YKx5dxDWzYr6Z1ndiDwOFAPzABq9rp8+FnLX8u+kF3jj8XHRUREpMwpQZbOXAVoLq1OxD3H1wCHnux+2snus7/01pgpEw8cMPeEd3MnAocC18T1REREpIwpQZYOjR63sAH4T92CsfsnHUuZOwG4/GT3xwDqFoytBA4cPW7h7QBx+RXAt5ILUURERLpCCbJ0avS4hS8AY+oWjN0s6VjK2BeAPwCEYVh1482fffSGm46YF4Zh4YyVV8T1REREpIwpQZau+jPwxboFYzVFedtGAvMAjjnyjzsO22TZ3cuXDzsX+FcYhnvHdebH9URERKSMKUGWLhk9bmEO+Bvwf0nHUqYWA5PqFowdWF3duOtRR1/1U2Bb4HLgijAMH2j4/OcPi+uJiIhIGVOCLF02etzCuYDVLRi7RdKxlKHrgK8ARxPd2EgQBNkgCK4FtgauzU2YcOma449vCMNwj8SiFBERkU4pQZYNdSvwqboFY9tZJL7fujhTxTef+NHy1aPHLawvPBAEQXbQGWe8OvC887LAZcANYRjeFYah1kkWEREpQ+buSccgKVO3YOxmOfcvjRu/6PykY1nw1pijAcaNX3RVknHMe2vMmJkXrzrj+XNXHUZ0M94VRGOOJwJfjR9Hnux+VxiGNcCxwGnAc0AQBMF/k4k89fQGJiJSImb2jLvvmnQc5UAJsmyUOW+N+RiwaMr4Rf9LOI6jAaYkmCDPeWuMAd8GLrl1Qt0koqncmlfSIxp+ccnJ7q2Wmg7DcABR4nwq8CRwRhAEz/dm7H2A3sBEREpECXILJciy0ea8NeYE4PIp4xetTTCGwwGmjF90U4IxHAq8PGX8olkbc34YhrXA14EfAg8DYRAEL5YwxL5Mb2AiIiWiBLmFxiBLd1xNP19lb85bYyYAAzY2OQYIgqA+CILfAtOAJ4D7wzC8PgzD95UoTBEREdkA6kGWbpnz1pjdgYop4xc9ktD1E+tBnvPWmAzwHeC3U8YvKtlfpDAMBxOtzHcS8E/gzCAIZpaq/T5Gb2AiIiWiHuQWSpCl2+a8NeY44MYp4xetSODaSSbIXwTunzJ+UV1PtB+G4VCisc3fAf4B/CwIgtkdn9Xv6A1MRKRElCC3UIIs3TbnrTHVwNenjF90UQLXTiRBnvPWmG2ASVPGL7qrp68VhuEw4LtEvcp/BX4eBMEbPX3dlHAA9yyrV/2O+tU3kMstIJPZlAG1BzN0WNhc8Z263cjn3mp1ciazGaPGdHxf5MoVv2Jt/V3kcm8BTkXlVAYNPp7agZ8s/asREUmQEuQWSpClJOa8NWZbYGJvJIxF1+31BDn+QPCNKeMXXdhb1wQIw3AE0bCL44GbgF8EQTC/N2MoQw6w7L0TWLf2EQYPPYnKymnkcgvJNs5kyCanNld8p243qqs/wMDBxzaXGVVUVW/f4QVWLAuoqBhDZdV0IEND/T+oX/Nnho24jAG1B/fMqxIRSYAS5BZKkKVkenrIQTvXTCJBPg74y5Txi5b31jULhWE4Evg+8DXgeuDsIAgWJBFLGfC1DQ+ydMlRjBx1X5zEtu2dut0YUPsJhm4SdPuiS949lExmOMM3vbrbbYmIlAslyC00i4WU0vXA5+N5gfuk+KbEl5NKjgGCIFgcBMGpwPuAeuB/YRheEIbhmKRiSlL9mhuorvlQh8lxqWUyw3Fv7LXriYhI71KCLCUzZfyiPHDzOrfje+uauTyDcnkG9ca1Xpg/fnDWbe+kZuwoFgTBO0EQnAJsA+SBl8Iw/HUYhqMSDq1XrVv3Xyorp7Bi2Wm8vXA6dQunsHTJV8jl1v8io371DdQtmMTbC7di6ZLjyGXfaqPFtrlnyeeXU7/mVtY2/JuBg75cypchIiJlREMspOSenz/hk8BLO0x8c6PnBu6qF+aPOxpg+4kLrurpaz0/f8IJwOU7THwzsYVROhKG4TjgR8AXgcuBXwVBsDjZqHqc1y3YArMqKqu2YfCQb5PPr2Llip9TkRnFiM3uwCz6QmPFstOpqt6ZioqxZLOvs2rFb8AyjBz1AJnM0A4vsm7dM7z37iHxXiVDh52lBFlE+hwNsWihBFlK7vn5E4xoarKLd5j4ZraHr3U4wA4T3+zRMcjPz5/wMWDRDhPfTHRp7a4Iw3ACcBrwWeBS4NdBELyXbFQ9xusWTMKsis02f5JMxQgA1q19nPcWH8bwTW+kZsCebZ7Y2PgqS97ZnyGb/JRBg4/r8CL5/Bpy2dfJ55eztuF+1qy+kk2GX0DtwP8r+QsSEUmKEuQWGmIhJbfDxDcduAboE11sz8+fsBkwOg3JMUAQBG8GQXA8sAswCng9jAxLNrKekclsQmXl+5qTY4Cq6t2AarLZ9tdXqaramsrKqTSu6/yPNZMZSFX1DtQM2Iuhw0JqB36alSvOKkX4IiJShpQgS4/YYeKb7wFvPD9/ws5Jx9IdcW/4F4E/Jx3LhgqC4I0gCI4DPgBMBGaFYXh6vABJn1FRuSVtrxfidP4WZ/Fjw1RWvZ98biHuPfoFiYiIJEQJsvSYHSa++SCw+/PzJ9QmHUs3HAb8dYeJb+aSDmRjBUEwJwiCY4A9gOnA7DAMTwvDcEjCoZXEgAEfJZt9hXxuSXPZunWPA41UVW3T7nmNja+Szc6iqvr9G3zNxnVPkakYg1nlxoQsIiJlTmOQpUc9P3/CQOCoHSa++bsear/HxiA/P3/CZGCnHSa+eWup205SGIZbAz8F9gN+DVwSBMHqZKPaaJ7Pr2TxO/tQkRnDoCEn4r6KlSvOorJyGiNG3ghAQ8N9NKy5hZoB+5Op2Jxc4yxWrbwAs2o2HXUvmUz0WaF+zU0sX3oSm23+GBWV48ll32L5spMYUPtJKion4fnVrG24i/o1f2HosHMYOOjIJF+7iEhJaQxyCyXI0uOenz9hF2DIDhPffKgH2u6RBPn5+RMqgBOBC+Ix1X1OGIbbAgGwF/BL4NIgCNYkG9UGc4Bsdi4rlp1O47rHgGpqag9g6CZnkMkMA6Cx8WVWLj+DxsaX8fwKMpnhVA/YhyFDf0RFxejmxtasvpEVy77HyM2foLJyAvn8ClYs+zGN654kl3uHTGYolZXTGTTkG9QM2C+J1ysi0mOUILdQgiy94vn5E44Fbtth4ptLS9xuTyXIRwJ37TDxzXdL2W45CsNwe+AMYHfgHOCyIAgaEg2q6/QGJiJSIkqQW2gMsvSWa4BUfB/9/PwJOwAL+0NyDBAEwQtBEBwGHAx8FOjx+atFRETKme4wkV6xw8Q3s8/Nm/DPJ+dNOma3SfOuLFW7OS/tKnqPzpsyoAb7xC6T5v+ilO2mQRAE/wUODcPwA0nH0lVhGCYdgoiI9EEaYiG96tF5Uz4H/GfGpDkLStHeY/O2OBpgj0lvXFWK9h6dN+XrwJ9nTJqzqhTtSY/TG5iISIloiEULDbGQ3nYjcPij86aU5HfPyax2MiWZgeHReVM+DDyn5FhERKR/U4IsvWrGpDlOlCQfkXQshR6dN2UTYOsZk+Y8kXQsIiIikiwlyNLrZkyaswhY8ei8KVsnHUuBI4luJBQREZF+TgmyJGLGpDn/AD726LwpVUnH8ui8KQcB982YNGdd0rGIiIhI8pQgS5KuJuGp3x6dN2UMMGzGpDmvJBmHiIiIlA8lyJKYGZPmLAdmPjpvym5JXP/ReVOMaCz0DUlcX0RERMqTEmRJ1IxJc/4D7PzovCklnc+4iw4Hbp4xaU4+gWuLiIhImVKCLOXgKuCojTkx67Zp1m3TDT3v0XlTtgQaZkya89bGXFdERET6Lq2kJ4mbMWlOw0NvbPn6PXO3OfaAyS//cUPOXeM1HfY8n2c2FTgB+AIwElhsVXbjljeMH3LoYfOP2fioRUREpK9SD7KUhb23eP3eHJnN7py73YQNOS9PZk2ezJq2jp1ndiDwOFAPzABqgBmD9hq8/czPvHlofFxERESkFSXIUk5+C3znzrnbdfv3Mu45vgY49GT30052n32ye3abOdtOnHj5xAtxDgauieuJiIiINFOCLGXjoMkvriUaj3xcCZo7Abj8ZPfHmgrunLvdJsB+B01+8da4/ArgWyW4loiIiPQhSpClrBw0+cUXgYo75263TTeb+gLwh6adMAyHrVsz4MfAeQV1rojriYiIiDRTgizl6FLg2DvnblfdjTZGAvOadkZsMf+sF2476Minrjl814I68+N6IiIiIs2UIEvZOWjyi3ngIuA73WhmMTAJ4M65242dutcTCzxXcRTwxzAMfxeG4RBgYlxPREREpJkSZClLB01+cR6w8M65283YyCauA75y59ztDPge8JsgCO4B3g9UAy807rzzmXE9ERERkWZKkKWcXQcceufc7QZvxLkXA8e9d/WSnwPXHTT5xQaAIAiWB0HwlYoXXrioce+9P7f65JNHhmG4Me2LiIhIH6UEWcrWQZNfdOA8d05ur04uz/BcnuHF5Se7zx70oUGnvn3u2995ecpLnz3PbOp5ZlXx9uwBt956as3113+OwYPzwPNhGH6kJ1+LiIiIpIcSZClrB01+cXEOq7tt9o6fbut4IxU0UrFe+a2zd6oce/WUPa3GdiJaIOQRogVDHon3d//hwoU3BUFwNNFY5z+HYXhBGIYdrswnIiIifZ+5e9IxiHTq1tk7BcD/O2zqs+8WlR8PcNjUZ39XVP494G+HTX12TlfaD8NwBHABsAdwTBAE/ylJ4NLT9AYmIlIiZvaMu+/aec2+Tz3IkhbnAd+/dfZO1lnFW2fv9AFgSVeTY4AgCN4LguDLwPeBG8MwPD8Mw4EbH66IiIiklRJkSYXDpj67Gvgr8MWO6t06e6eBwKeBazfmOkEQ/I1opotRwHNhGG7sLBoiIiKSUkqQJTUOm/rs48DoW2fvtEUH1b4P/Oawqc9u9FfvQRAsCYLgi8APgZvDMDwvDMPajW1PRESkrzCzaWb2ezN7wcxyZvZQ0fExZvYrM3vezFaZ2ZtmdrWZjW2jrXFmdpuZrTSzxWZ2sZmt9+2tmR1nZq+bWYOZPWNm+/XgSwSUIEv6XACceOvsnda7M+/W2TsdADx32NRn3ynFhYIguA3YHhgPPBuG4e6laFdERCTFtgUOAl4DZrZxfBfg/4DrgUOAU4APAo+aWfO0qmZWBdxDtKjX54humD8cuKywMTP7PNEKu9cABwIvAXeY2XYlfVVFdJOepM6ts3faGtjvsKnPXtJ0kx5wI/Ddw6Y++9OeuGYYhp8hWt3vGiAIgqChJ64jG0xvYCIiJdKVm/TMLOPu+fj5zcBId9+74PgwYJW7ZwvKphMl1Ee7+9Vx2eeBPwHT3H1uXPZZ4AZgK3d/PS57DXjE3Y9tuj7wPPC8u3+pJC+8DepBltQ5bOqzrwKNt87eafuC4pOBX/XUNYMguBnYAZgC/DcMw9166loiIiLlqik57uD4ssLkOC6bCawBCodZHAg81ZQcx/4KrAM+DmBmU4DpwF+Krn9TfH6PUYIsaXUFcCRQCewK3HnY1GdX9uQFgyB4JwiCw4EzgL+HYXh2GIY1PXlNERGRtDOz7YGBtB6SsTXwamE9d18HzI6PUbBtVQ94BRhhZpuVPtqIhlhIat06e6dx7lzp4Ku99uCjtny0sbeuHYbh5sDviD7ZHh0EwdO9dW1pRW9gkhpRx9c63LPg63Cy4I2A4zjRr3M+3jp403Pw5vJ4603PAfIt53thvUIWP2jZ2vpl1la9Vs8Lz22nXSxup+C4ZYj65AzItFzHrKg87rezlrLCrdn6ZZCJy6W7zGwesLig6DJ3v6yD+usNsWijTga4HxgHbOvujXH568A/3P27RfUfBua7+xfM7ItEwzCGu/uygjofBe4lGorR1jjobqvsiUZFesNhU59dcNOsnZ5e41WnAhOALs973F1BELwdhuGniW4s+EcYhpcDPwuCYG1vxSDSH0WdOlFi6TSCZ/H1ks7ibSPRv8mF23VANtp6Nm6rsWW7Xv3GovrxNZuv3bh+G81tRfXWT1qltJqS9YJk3JqS9TYS7vaOxR8cjExRfZr3raidVkl8UTuF8Vir+tZOefGHgqYv+wvjKXwNrHdO04eS1sfaeo3F12NxDywUcjbRIlwfaUqO00AJsqTaGq+9Ajg1iWsHQeDA9WEYPkh0h+3TYRgeFQTBf5OIpz9aufyc+Jm3s12/zNus01TU9XY6quNF+3hX2unaNZqflSjW4p+DdynWDXw9LUFHCSu55oQTz8WJZOE2C54lSkhzQGOrsp5lQDXRDfZV0dYqMapbb5uPD8Ssqqh+FUYVZpVxW5Vg1RiF2yrMqoEK2k+SYP1EyYoehYlgW8ehuUe6lcKygr8bbf5etfd3pq1jXvA7VNgrTrT1pt7ugp7ypn33uKe86FjcK+6tyvMFvehFx5rLC49R1Lsebb1V/cL21m+n+ZgX9/bHdbyNnv6Cazv5+Pe48FuAqE6eomsVHGv18/LWP5v1X3frn63HcVH8s2t1rPCc0jKzbxLNYvF5d3+i6PBSYJM2ThtOdBNeUx3iesuK6hQeLzkNsZBUOs9sKnACGb4MbAosIc+1wMUnu8/u7XjCMDSiRUx+TZQsnxUEwbrejqO/qVswwdv6erf1tuB586YLXyFvSJ1W3+4WflW9ge202Wb7dTbqGm3EWry1LsVq61fpQhxRcljZvIVKzCqIkssKaEoeqWjZUhknm5VgFXGSWpSUxtvoeWWcfBZtWyW6LYls67bWm0FSpN/Y0KWmOxpiYWafJrq57ofufl4bx68BtnT3PQrKqoHlwA/c/aL4Jr3ZwMfd/Z6CeqcD33X3Tbv+6jaMEmRJnfPMDiSabu3y2q+M+eeg7096cPWv5+1T/4dFHwOOA4482f2uJGILw3As8HuiIR9HB0HwXBJx9CN6AxMRKZFSJchmtjdwN3Bp8RjjgjqfJ1r1dqq7z4vLPkOUVBdP8/Yfd/9qvJ8BngNe6Mlp3pQgS6rEPcePA4ee7P7Y1a/PaPp0OfWoLR+dc57ZHsDfgd2T6EmG5t7kLwPnAZcAvwiCIDXjrlJGb2AiIiXSxXmQBxItFALR6rVDgSDev5No4Y/HgDeA42n9Pv2ux/82xwuFPAusBU4nGkZxPnBfYeJbMF9yADwCHAUcAXzA3V/c2NfaGSXIkirnmZ0P1J/sfhpAcYIc1zkbqDnZ/aTkIoUwDMcRrQg0hqg3+YUk4+mj9AYmIlIiXUyQtwDmtnN4MrA3cGU7x69296ML2hoPXAx8lChRvgE4xd3XFF3zOOCHRN/OvhTXub+Tl9MtSpAlVc4zexuY0dQ7fPZFJ317832euaCiprEwQZ4KPHKy++gkY4Xm3uSjgXOBC4Fz1ZtcUnoDExEpkQ0dYtGXaaEQSZuRwLymnVx9zTbvPLQz9W8Pry2oMz+ul7ggCDwIgiuJ1qb/MPBYGIY9un68iIiIdI8SZEmbxUTjmwAYf+h/flk5dDXv/Gvni8IwrIqLJ9J6ovPEBUHwJtGymJcCD4ZheGoYhppmUUREpAwpQZa0uQ74StOOVeQZ+cGXmnYvi4c0fDWuV1bi3uQriHqT9wUeDcNwm4TDEhERkSJKkCVtLgaOi2erAMAyzqiP/PdE4H32zjtXESXIlyQUX6eCIJgPfAy4AvhXGIY/VG+yiIhI+dBNepI6BfMgX1H7lTH3DDpp4oOrfzN/n9W31H+y4UtfOtGWL//D6ddc8/Wk4+yKMAy3AP4ADCKa6eLVZCNKHb2BiYiUiG7Sa6EEWVIpnqniW2T4MsZInMXkuXbdRz5ya+M++1wP/CAIguuTjrMrwjDMAF8HziSa7eL8IAhyyUaVGnoDExEpESXILZQgS6pdNXPGdDNec2ero6c/OhMgniXifuBLQRDcm2yEXReG4WTgj0ANcEwQBK8lHFIa6A1MRKRElCC30BhkSbUcmTGFW4AgCF4EPgP8OQzD1PxFD4JgLrAf0Q2Gj4RheFIYhhUJhyUiItLvKEGWVMt5ZtHafCU5zywqLA+C4D/AccDtYRhumUx0Gy4IgnwQBBcDHwQ+RXQTX2riFxER6QuUIEuqOZZ1DMeyxceCIPgb0fru94RhOGb9s8tXEASziZbr/AvR4iLficcqi4iISA/TP7jSp8XzDv8RuCsMw02SjmdDxL3JFwJ7AIcDD4VhOC3hsERERPo8JcjSH5wFPAz8NQzDAUkHs6GCIHgd+AhwG/B4GIYnqjdZRESk5+gfWenzgiBw4DvAu8C1abzxLQiCXBAE5wMfAj4PPBCG4ZSEwxIREemTlCBLvxDPK/xlYARwYbwkderEU7/tCdwBPBGG4TfVmywiIlJa+odV+o0gCNYC/wfMAH6ScDgbLe5NPo8oUT4SuDdekU9ERERKQAmy9CtBEKwADgSODsPwuKTj6Y54WeoPA/cAT4Vh+PW09ox3V96zzF52BQ+9eRB3z92JB+bvx8tLzm1Vx92ZtewyHpi/H3e/sQuPLTyKFWu1sreIiKxPCbL0O0EQ1AEHAGEYhp9KOJxuCYIgGwTBL4lu4vsK8M8wDCclHFave+HdH/PGij8zZZOj+cDoy9hqxHepsJpWdWYvv4JZy37PlGFfYdfNL6YyM5An6r7K2uzihKIWEZFypQRZ+qUgCGYBhwCXhWG4V9LxdFcQBC8TDR15AHg6DMPj+ktv8rtrHmbR6nvYbfQVTBz6WTat/QDjBh/CViO+21wnl1/LnGV/YOomX2WLoV9gZO0e7DTq1xjGGyuuSy54EREpS0qQpd8KguAZ4AvATWEYvj/peLor7k0+G9gH+DrR3M8TEg6rx7256jY2rd2NIdVT262zdO1zZH0VYwYd0FxWmRnIqIEf4d36h3sjTBERSRElyNKvBUFwH9EUcHf2laEJQRC8SLS4yMPAf8MwPLYv9yYva3iBQVVb8NLis/jnGx/k7jd25Zm3v0ND9p3mOqsb52JUMKiq9R/x4KoprG6c29shi4hImVOCLKmWdyoLtxsjCIIbgF8RLUk9slSxJSkIgsYgCH4O7AecCPwjDMNxCYfVI9blFvPWyr+yYt2r7DjqV2w/8mcsX/syz7zzHdwdgMb8cioyAzFrPQV2VcVQcl5P3huTCF1ERMqUEmRJtUYqxhRuN1a8pPOtRInkoFLEVg6CIHgB2A14HHg2DMOj+lpvsuOAs8vmFzFq4F6MHXwgO252NsvX/o8lDU8kHZ6IiKRQKhLkA/YZ5LvuMKDDh5ndnXSc0vsavWLRqnw1jV6xqATN/Rh4iWhMclUJ2isLcW/ymcDHgJOA28MwHJtwWCVTlRnKkOrpVFcMay4bPmBnMlSxat3suM4m5PJrcM+1Orcxt4IKqyVjfeaPW0RESiAVCfLi93I8fs/4Dh9An/hqXDaMk8k6GZxMtrttxUtSfw3IAX/oayvUBUHwHPAB4BnguTAMv9wXepMHV08BfL1yx8GiP8JBVZNxcqxunN+qzqrGuQyqmtwbYYqISIr0qQRApLuCIMgCRwDTgHMSDqfkgiBYFwRBAHwcOAX4axiGoxMOq1tGDfwIK9e9zrrc0uay9xqexskytHorAIbX7EilDaZu9T+b6+Ty9byz5l9sVvvhXo9ZRETKW0oSZCfn+Q4fIqUSBMEa4GDg4DAMv590PD0hCIL/EvUm/w94PgzDL6S1N3nCkMOpymzC02+fwNtrHmLBqn/w/LunsumA3RkxYGcAKjI1TBn2FWYtv5w3VlzP4vrH+e87J+Hk2WKTLyT8CkREpNykIkF2II93+BAppSAI3iNabe87YRh+Kel4ekIQBGuDIPgJ8Ami8de3hGG4ecJhbbCqzGA+OOaPVGWG8tw7p/DSkrPYtHZ3dh7161b1pm7yVaYNO445y67g6be/RTa/mt1GX05NhUZniYhIa9Y0DVI523mHGv/P3R1/Czx47Pxn3H3XXgpJysR5rxwwBZgNTD35fffMKXX7YRhuS7Q63ZFBENxT6vbLRRiGNUBAtFz1t4MguDHhkLqq/N/ARERSwsyUS8VS0YMskpQgCF4C/g+4NgzD3ZKOp6fEvcmnES2/fUbC4YiIiCRqoxdX6E2Ok0tBT7f0TUEQPBqG4VeAv4VhuHcQBK8lHVNPCYLgyTAMd0o6jq4KwzDpEEREpA9KxRCLnXao9gfv6nho5PBxb+lrgX6op4dYFArD8Bjgp8CHgiBY2JPXki4r/zcwEZGU0BCLFqkYYuFADu/wIdLTgiC4ErgMuCsMw2EJhyMiIiI9JBUJskgZOQd4iGi4xYCEYxEREZEekJoEWdO8SVvyHo2jb9r2tHi1ve8Bi4DrwjCs6I3rioiISO9JRYLsQM69w4f0TzmvGFO47Q1BEOSBo4ChwCVpXWBDRERE2paKBBkg38lD+qesVyyqz1WT9YpFvXndIAjWAocRrUb30968toiIiPSs1CTIIm1xLOsYjmV7+9pBEKwADgK+HIbhN3r7+iIiItIzUpEgeyczWGgWC0lKEARvEy1JfXoYhp9OOh4RERHpvlQkyDjkOnmIJCUIgtnAwcDvwjDcO9loREREpLvSkSCLlLkgCJ4FPgf8JQzDHZKOR0RERDZeKhJkRzfpSfkLguAB4ATgH2EYTk46HhEREdk4qUiQwch18hApB0EQ/IVoMZF7wjDcLOl4REREZMOlIkF2IO8dP0TKRRAEFwN/Ae4Mw3Bw0vGIiIjIhklFgiySQqcDzwO3hGFYnXQwIiIi0nWpSZA1xELSJF6S+htAA/DHMAxT83dNRESkv0vFP9qOEmRJnyAIskQzW0wCztOS1CIiIumQigQZIO/W4UOkHAVBUA8cCnwMODnhcERERKQLUpMgi7Ql71QWbstREARLgY8DJ4RheGTS8YiIiEjHUpEga4iFtCfrFWMKt+UqCIK3iJLkX4ZheFDS8YiIiEj7UpIgGzkyHT6kf2r0ikWrc9U0esWipGPpTBAErwCfAq4Kw3D3hMMRERGRdqQms9QYZGmLY1nHcCybdCxdEQTB48AxwF/DMHxf0vGIiIjI+lKTIIv0FUEQ/AP4IXBXGIbjko5HREREWktFgqwxyNLXBEFwNfD/gLvDMByedDwiIiLSIhUJMhg5z3T4EEmhXwH3An8Pw7A26WBEREQkkorM0oE8mQ4fXWFmlWb2IzN73czWmtlbZnZ+UR0zs9PM7E0zqzezf5vZjj3wsqSfi1fbOxmYD9wQhmHZTlUnIiLSn6QiQS6hq4BvA+cRLdzwI6C+qM6PgNOBc4FDgFXAfWY2uvfClP4iCII80U17tcDvtNqeiIhI8lKTIHd3DLKZfRw4Aviou//e3f/l7n9y99MK6gwgSpDPdveL3f0+4HCiTuwTeuaVSX8XBME64NPAjkCYbDQiIiKSigTZvSRjkI8FHnD3lzuoMwMYCvyl5dq+GrgdOLA7r0GkI0EQrAQ+AXwuDMNvJR2PiIhIf5aaMY/57s9U8UHg72Z2MXAk0Wu/GzjB3RfGdbYGcsDrRee+QtT7LNJjgiB4JwzDA4CHwzB8JwiCm5KOSaScuTt5X0vOG8h5Pbl8AzlvIO/RNtqvj483kM83kPO15L0RJ0ves/G2EW9+nsU916o8TxZw3J3oC0XHyTdFgePg3vKcoufuUVUzjAxggGHxtqWcuCyqY1ZUr+l5q3aInheURfuZ+Gimpdwy8b41n9NUv3UbcR0rjDXTvN9cp+D8lv1M3J7FMWRaYmynTtPraom7pU4UU/F+8WsqqFMQ4/o/l67UWf/nsN7rsIKfYfNrkr4mNQlyCYwGjgaeBz4HDAF+CdxmZrt79M43HFjl7rmic5cCA82s2t3X9WLM0s8EQTA3DMNPAP8Mw3BxEAQPJh2TSFuit8x8nGTmcG8kTy5ONHNxchklmu458jSSz68l52vjpHUt+eakNirL+9qCpDZOfPP1BUlwtN+c8HrDRkafIWOVGJUF2yrMKjEqorLCcioxi5KxlgSW5mS1vSS2pbzg54aD59tMpN0Lk+588/G851rXdS9qByBfVJYvajfaL3zeck7T9QrbaKnTdL2mOtKWgiR6vQ8ihUl//HtRUKcpaW/94ajoHCv4UFCw31bSX1ynpb3WdVo+fLT9u9rfpSJBjuZB7nQYxUgze7pg/zJ3v6xgv+m34JPuvgTAzBYB/wL2Be4vXcQiGy8IgufCMPws8JcwDA8IguDZpGMqV48u/CLECUJzotDUW1dc3qy9463P93bqd9aue9v1W85rJ452z2va6yQObyeersbR7s9t/TiaeltLLWMDqGh6ZAaQsRoqrZaMDaCqYpOWY1bbfLzCapvrV1htXDaAikxcHtfJZAY075tVlDz2/qTpw5EXJNjNCTj5oiS9JcFuvZ9v/hAQJe1drbP+flP94v22kn6gVYzNdQpeQ/N12qzT1jktMbV8s5CP99d/TS0fdFp/EFnvNbaKO35t3vLByds4J++NtPrgU3T++h+gaNWmtEhFgtw0D3InFrv7rh0cXwrMaUqOYw8D64BtiBLkpcBgM6so6kUeDqxR73H5yTuVGYu2ScdSSkEQPBSG4fHAHWEY7hkEwZykYypHlTawuacOKOgBKe4JKTpu1nZ5Uf122zVrVau4fmftmrVdv+W8TuJY73xaH+/0vI7rtxt/8+uuiHtWKzCrJEMFFvfAZuKy5jpWEffAVhQkuAMKEtZ432r0VXVKRH9OFRjxBw39sfUh+sNskoqkomke5G56BRjQRrnR8p3Rq0AFMA14raDO1vExKTNZrxhTbTmyXjEGmJl0PKUUBMEtYRiOAu4Jw/DDQRC8nXRM5Wa3MZcnHYKIiPRBqZjFokTuAN5vZiMLyvYCqojGJQM8CqwgmtoNADMbSDQf8l29FKdsgEavWLQ6V02jVyxKOpaeEATB74DrgDvDMBySdDwiIiL9QWoS5Jxbh48uuAxYAtxuZoeY2ReAa4H73P1hAHdvAM4BTjOzb5nZfsBNRD+ni3rkhUm3OJZ1DMdKPyCyfJwBPA3cGoZhdcKxiIiI9HmpSJAdI0emw0enbbivILoZbylwA3AJ0bjjzxZVPQc4CziVqNd5KLC/u+vrbUlEvCT1N4lWdbw6DMNU/L0VERFJq9T8Q5v3TIePrnD3We5+kLsPcvfh7n60uy8tquPufpa7j3f3Wnff0901i4AkKgiCHPAFYBxwvpakFhER6TmpSZBF+rsgCOqBQ4F9gB8mHI6IiEiflYoEuWke5O4MsRDpC4IgWAZ8HPh6GIbHJByOiIhIn5SKzNLp+Aa9Lt6kJ9InBEGwkChJPjsMw4OTjkdERKSvSUWCDNE8yB09RPqTIAheAz4JXBmG4Yyk4xEREelLlFmKpFQQBE8AXwZuC8Nwm6TjERER6StSkSC7Q84zHT5E+qMgCO4GTgbuDsNwQtLxiIiI9AUpySyNfCcPkf4qCIJrgQuJkuQRSccjIiKSdqlIkB31IEvb8k5l4ba/CoLgPKLl0G8Pw3Bg0vGIiIikmTJLSbXGfMWYwm0/9wNgDnBjGIb9+gODiIj0DDObZma/N7MXzCxnZg+1UcfM7DQze9PM6s3s32a2Yxv1tjGz+81sjZktNLMzzaxiY9oqtdQkyJoHWdrSmK9YtKqxmsZ8xaKkY0laEAR54FigEvi9VtsTEZEesC1wEPAaMLOdOj8CTgfOBQ4BVgH3mdnopgpmNhy4j2igwCeBM4HvA+GGttUTUpFZOkbeO35I/+Rksk4GJ5NNOpZyEARBI3A48H7g5wmHIyIifc/t7j7B3Q8HXio+aGYDiJLas939Yne/j+jfJQdOKKj6DaAWOMzd73X3S4mS45PMbOgGtlVyqUiQQT3IIl0VBMEq4BPAZ8Iw/HbS8YiISN/h7vlOqswAhgJ/KThnNXA7cGBBvQOBe9x9RUHZDURJ80c2sK2SU2Yp0gcFQfAucADwgzAMP5d0PCIi0m9sDeSA14vKX4mPFdZ7tbCCu88H1hTU62pbJZeKG3kcyGumCpENEgTBG2EYHgTcF4bh4iAI7ks6pp4wa8U/eOTts9Yr332zU9hq2P9Rt+a/3LOg7W/ixg7cjf3H/bbdtq9+ve1FCjNWxZen/Wuj4hURKWMjzezpgv3L3P2yDWxjOLDK3XNF5UuBgWZW7e7r4nrL2jh/aXxsQ9oquVQkyGDkNNexyAYLguCFMAw/A9wchuHHgyD4b9Ix9ZSPjbuISqtp3h9cNRaAETVbcdD41u/vq7Nv86+60xk3cI8O2yw+D+D+RT9g1ID3lyBiEZGys9jdd006iHKQim7Zph7kjh4i0rYgCP5NdDPEHWEYTks6np4ycsD72Kx2u+ZHbWW0Zkp1xaBW5ZvVbseqbB1Ghi2G7Nthm8XnmWVYm1vG5CH798ZLEhFJo6XA4OLp2oh6g9cU9PguBTZp4/zh8bENaavklFmK9ANBENxKdHfwPWEY9ujUOGkwd+W9bF67IwMrN9vg8yqtlgmDPtxDkYmIpN6rQAVQ3CFTPOb4VYrGEZvZBGBgQb2utlVyqUmQc/Ewi/YeItKxIAh+D1wN3BWG4dCk4ym1W984nGte35Pb3vgcry3/a7v1lq+bz3trZ25wL7C788aqB5gweE8qMwO6Ga2ISJ/1KLCCaDo2AMxsINEcxncV1LsLOMDMhhSUHQHUA003eXS1rZJLxRhkd9MwCpHS+BkwBrgtDMODgiBYm3RA3VVbsSk7bnocI2u2wcnzxsr7ePydX5LNN7Dt8PUn8Hhj5X1kqGTS4H026DpvNzzHmuy7TB780VKFLiKSOnGCelC8Ow4YamafiffvdPc1ZnYOcLqZLSXq6T2JqFP2ooKmLgW+DdxqZucCU4AzgN80Tf3m7g1dbKvkUpN15jzT4UNEOhcEQdPk6suAa8MwLB7XlTrjBu3ODiOOYdygDzJ+0B58ePTpbDF4P/733lW0NV3n3FX3MXbgbtRUbFgn+tyV91GdGcLYQR8sVegiImk0CrgpfuwObFOwPyqucw5wFnAqcAfRXMb7u/vbTY24+1JgP6IhFLcTDQM8HwiKrtdpWz1BmaVIPxMEQQ74ItEb2QV9cUnqSYP3YW1+BauyrVcgf2/t6yxf98YGD6/Ie5b5qx5k0uC9qbCqUoYqIpIq7v6Gu1s7jzfiOu7uZ7n7eHevdfc93f3ZNtp62d33jeuMcffTi6d062pbpZaKBNmBPNbhQ/qnvEfDhJq20jVBEDQAnwQ+DJyWcDg9qPV7w9yV91FhNUwYvOcGtbJozdM0aPYKEZF+IxUJMpiGWEibsl4xpnArXRcEwXKipTq/EobhV5OOp5TmrXqQmophDK5sPWHHGyvvY8KgD1OVGbhB7c1deR+1FSMZXbtzKcMUEZEylYrMMpoH2Tp8SP/UmK9YtDpbTWO+YlHntaVYEASLgI8DPwvD8NCk49kYDy48jf+9dy1vrX6MN1c9wn/qQt5YdT87jDgGs5a3uHfrX2RVdhGTh7R9k93sFXdxzet7sqqx9a9SLr+O+av/zRZD9m3VnoiI9F16t5dUcyzrGI5lk44lrYIgmAkcCvwhDMPUTfC7SfVEZq34Bw8tOo1/1f2YZeve4MObn877hh3eqt7cVfdRlRnc7up5Th6neDVTWLDmMRrzqzR7hYhIP2LunnQMnRqz7XA/6vr9Oqxz7g63PKPlEfuf/3vkW1OA2cDU2z50yZyk40mzMAw/BlwL7BcEwYtJx9NF5f8GJiKSEmamXCqWih5kp+PhFRpiIdJ9QRD8k2h+yR6dfF1ERKTcpebO/3w6cnmRVAuC4M9hGI7qvGZ5CMMw6RBERKQPSk2CLCK9IwiC85OOoauCoHg+eRER2VhnnHFG0iGUjVQkyO6Q0zAKEREREekFqUiQAY0zFhEREZFekYoEObpJT2OQRURERKTnpSJBFhERERHpCjPboBtU3H29O75TkyDn6N4QCzM7GriyjUPHu/ulcR0DTgWOB0YCTwHfdvfnunVxEREREekt3+pCHQMGAQOAdCbITUtNl8i+QH3BfuHiEj8CTgdOAV4lmhP2PjPbzt3rShWAiIiIiPQMd293ulIzGwocBnyOKCd8va16qUiQKe0Y5KfcfdV6VzAbQJQgn+3uF8dljwFvACcAPylVAFI6eacyY9E26VhERESk/JjZQOBQoqT448DbwI3Aae7+37bO0Z1vLWYAQ4G/NBW4+2rgduDApIKSjuU8M6ZwKyIiIgJgZh8xsxuAd4DzgTeB/dx9krv/oL3kGFKUIOexDh8bYLaZZc3sNTP7ekH51kCO9bvaX4mPSRnK5jOL6rOVZPOZRUnHIiIiImXlO8BngN8Bk9z9RHd/pCsnpuJr6RItFLKIaHzxk0AFUTf7pWY20N3PB4YDq9w9V3TeUmCgmVW7+7ruBiGl5Vg2fprtsKKIiIj0N78luu/sG8CRZnYLcIO7/7uzE1ORIANdGYM80syeLti/zN0va9px93uAewqO3xWPO/6JmV1QukhFREREJGlxIvxvM6sFDgY+D9xtZouJhtTe4O5Pt3VuahLkLljs7rtu4Dk3A58FtiDqKR5sZhVFvcjDgTXqPRYRERFJH3evB24CbjKzIbTMYvGomc1z9y2Lz0lFghytpNcjS017wfZVoqEX04DXCupsHR8TERERkTJnZu9ApzeoOdAITG3rYCoSZGBDb8Trqs8Ai4F5RGOUVwCHAz+H5mlBDgEua68BERERESkrF9F5gtyhVCTIpVgoJB6Y/STwAlFP8RHx49vungcazOwc4HQzW0rLQiEZoh+0iIiIiJQ5d/9Zd9tIRYJcIq8BxwITiD5VvAwc6e7XFtQ5hyghPhXYFHga2N/d3+7lWEVERESkm+LRAMOApfFY5C5JzzzInunw0Rl3P83dt3L3ge5e6+67FCXHeOQsdx8f19nT3Z/tsRclIiIiIiVnZh8ys0eAlcBbwAoz+4+Zfagr56cjQfboJr2OHiIiIiIiZvYB4D5gDhAQjdY9AVgL3G9me3bWRioSZKekK+mJiIiISN8VAje5+5eBO4mG1l7h7h8FbgU6HaOcigRZRERERKSLZhCtddGWa4APdNZAam7S0zAKaUt9tvKs2kqtMi0iIiLNKojGHrdlU6LlpzuUigS5FNO8Sd/kbtOTjkFERETKyjxgUlFZhZntBZxLNMyiQ6lIkEEJsrR2ntlU4IQDhwx4f9WqteD+2HlccB1w8cnus5OOT0RERBJzN3AQcFW870Q9ylVEQy9O6qwBjUGW1DnP7EDgcaD+P7/5/P/+fuf3HrNovFE98Hh8XERERPqnEDgtfr4QOB34KrCdu3/W3Vd11kAqEmRH07xJJO45vgY49GT301ZuMXKtV1Zwsvvsk91PAw4FronriYiISD/j7ivdfVb8vM7df+Hu17r7y11tIz1DLDSVm0ROAC4/2f2xtg6e7P7YeWZXAN+iC1+hiIiISN9iZkd1VsXdr+qoQjoSZNcYZGn2BaLhFACMWlyxycrB+eK7Ua8AHkEJsoiISH/0xw6ONSWUV3XUQDoSZJEWI4nuTgVg+IqKodvOqpkePhNeB1wQBMETwPy4noj0Y3nPks2vJU8W9yx5z5EnS96jhzc/z0Vbsrjn47M9/r8X7DvuxceajhtGBrN4SwazTEF5XIaBRdvCcrCCOi3tROUVZAqeR+dWtNQvOk9EGNJG2TBgX+AU4OjOGkhFgqxp3qTAYqKpW2YDvDZl3ZtzJqxbuPeTg54Crg/D8J3MccddP+APf1icaJQi0mXuTtYbyObracyvKXpe3/I8X0/WG5qfN3o92fwaGvP18bH65ueNXk/e1yX90hJQnJC387xLxysAI2MZiI9nLCozy5Ch6Xlx0t5UVthWW0l9R4l+6+eQIVOSmJrKrPlnBRR8mIn+i9ooqkMGrOB4wbktZU0fgGj5gIOBWVH7maiITNE1C67VHINsKHdf00bxGuBPZlYL/AbYp6M2UpEggxJkaXYd8BVa7k6lsYpcEATnh2F4IXCw19RcsOaUUwaFYfhj4LIgCN5NKljpWdl8Q1EPX8vWm3aLy5v3KdqPt952vbZ7FFtaj85ru05713Lv2jXavlZXr7Nh1/KC497csxptvaAH1lv1xubi3ti4vjfGSW5DnOA2FOw3kMs3xMltS53i19CRSqulMlNLVaaWShtIVaaW6oohDMqMotIGUpkZ0HysIlNDhgoyVtnyINpa8/OW401JT9O3sC3JTfMezUlPQb3oJ5aPHp6Pf7J53B0nh+NF5XFdHDzaOrm4fnG9lvKW501t5tq4Tq657Zbj+Q7KWp5DnnzT8zaONz/3wpgK4oxf5/px5rsU84b8HvQfPZXIN7VSkMj3D/OB3TqrlIoEuWkWCxHgYqKp3G4vvlEvCILceWbvAIPWHnroEdmddz4MmBmG4a1Ewy9eSCJg6Tl/nr1v0iFIOzJWRaUNoDIzIE5oa6i0Wqozg6io2JSqzAAqLE5kMwOpak56B1KZqaXSBhQ8Lyyvae5lk76n1QcEz5GPk3b3fPS8o6Sdrift0bXyzcNkom0edwoS9bjcvaBevo2ypg8/Lee21CkqLzqPVh+cvLlO07Wazm0pi+OM42e9tlrXoeg1dhZnX2FmxYuEAFQD04BfADM7ayMVCbJIk5PdZ59ndiTw9/PMrhhy+TE1q8cNXxdP6/bV+HHkj//2t7uAO8MwPBX4GnBXGIYzgd8CdwRBkEvqNUjp7Lzp8ev18LX8v/BZQW9gAbPiXsC2661Xbu1fp62exbau1ek1mq9Fm+XtXqcoxtZX6riNlm9zm44X9LzGz6PxsJVFzyva7I0V2VDR2OuKeKey6Zn0mp8nHUCpzKH4zbHFXODTnTVg63/tVn6GbDXad/l/X+qwzr8++utn3H3XXgpJEhYnxN9aN2TACVWr11ZZ3t8mGn5xSVsr6YVhWAV8BvgOMAq4CPhjEATLezNuKbnyfwMTEUkJM+sTuZSZHdRG8TCim/QGAV9pZ5xySxtpSZB3+n9f7rDOfz56Xp/4Q5UNM+PeH9QBPLr/L0d39ZwwDD9IlCh/HPgzcFEQBJ1+3SJlqfzfwEREUqKvJMgdMbOfAePc/diO6qXiOzDXPMjSDt+I34t4KrgvhGE4DjgeeDgMw6eAC4B7gyBQ0iUiItI3PQTcAqQ/QS5nZvbNDaju7v67HgumH8rmKuZs7LlBECwAfhKG4VnA54HzgMp4NoxrgyBYXaIwRUREJGFmNpRoJqwlndVNTYK8MT2FveTiDajrgBLkMhMEQT3wxzAMrwT2Jhp+8fMwDP8IXBwEwfwk4xMREZGuM7O2btKrBjYjysU6W4o6LQly+U7z5u6ab6iPiIdWPAg8GIbhFOAE4NkwDB8gGn7xiIZfiIiIlL2b2yhrABYAt7v7ws4aSEmCXNY9yNIHBUEwBzgpDMOA6JPmH4GVYRheANwYBMHaRAMUERGRNrn7D7rbRmoS5DQxs/HAdGBA8TF3v7P3I5KNFQTBSuDiMAz/H9GsF98Bzg3D8PfApUEQ1CUaoIiIiJRcKhJkJx2zWJjZEOAvwMeaiuJt4dfymvc8hYIgyAN3Ei0+sg1wIvBKGIa3E63S90yiAYqIiAgAZvYA7S8Ush5336e4LBUJcrwSYhqcDUwE9gQeBv4PWAp8iWhy6s8nF5qUShAELwPHh2H4Y6KV+24Nw/BNonHKtwVBkE00QBERkf5tMTCD6Ka8/wLvEC0StjPwLvBoZw2k5gazPNbho0wcBJwFPBHvL3T3f7v714C/AackFpmUXBAE7wVB8EtgKtES1t8GZodh+IMwDEckGpyIiEj/dR/RVG5T3X0Pd/+ku+8BTInL73X3zzY92mogHT3I6bE58Ka758xsNVCYJN1JNDG19DFxj/HNwM1hGO5CS6J8I3Bh3OMsIiIivePHwHfd/a3CQndfYGY/JerUuryjBlKRIDupmcXiTWBk/Px14GDgnnj/g0RTjEgfFo9FPioMw9HAN4D7wzD8H9Hwi7viscwiIiLSc0YCte0cqyXq0OxQSoZYRPMgd/QoE/cCH42fnw98y8weNbMHgZ8B1yQWmfSqIAjqgiA4A9gC+BNwJvBqGIYnhmE4JMnYRERE+rgHgXPM7EOFhWY2A/gl8EBnDaQkQY5u0uvoUSZ+CAQA7n4t8GlgLtGNeicAP0outL4p70zJO1OSjqM9QRCsDYLgGmBXonXf9wLeCMPwN/FiJCIiIlJaXwfqgP+YWZ2ZvWBmdUQTKCwCvtZZA6kYYpEW7r4GWFOwfxtwW3IR9X0pGXrTtErfw8DDYRhOBL4FPBGG4SNEwy8e0ip9IiIi3efuC4DdzGx/oiGuY4gS4yfd/Z9daSM1CXJaEiEAMzuQqMdwAvBzd59vZnsBs7qyvKF0XTZfMSfpGDZUEATzgR+GYXgm0RSAlwCNYRheCFwXBEF9ogGKiIj0Ae5+L9Hw1w2WigQ5GkZR/gmymW0O/B3YBXgDmAxcCswHjiG6Se/4pOKT8hIEwWrg92EYXkY0dv07wNlhGF4O/L8gCBYkGqCIiEgKmdmkzuq4+7yOjqdmDHKpb9Izs3FmtsrM3MwGF5SbmZ1mZm+aWb2Z/dvMduxisxcBg4Gt40dhYPcB+21woNLnBUHgQRDcGwTBwcCHgaHA/8IwvD4Mw90TDi9V3m1Yzv4P/oQP3/cD1mTXtlnnwtf+zofv+wEXz7xjg9r+zzsv8eH7fsBXnrigFKGKiEjPmUN0D1hHjw6loge5h/wKWAUMKir/EXA60aIerwInAfeZ2XbuXtdJmx8HjnL3WWZWvKT0W8C47octfVkQBDOBE8Mw/AnRTX3XhWH4LtGcjTcHQdCYZHzl7pLX/0FtRTX1uXVtHp+76m3uWPgUgyoGbFC7a3ONXPj67YyoHtx5ZRERSdohRftGNLXbQcAedGHhttT0IJdyFot4PPDHgfOKygcQJchnu/vF7n4fcDjRVMwndLH59pYZHglobKl0SRAEy4MgOB/YEvgFcBzR7Bc/DsNws2SjK0/PLZ3DE0te43OTPtJund++9jcOn/hhhlS1Nz1m266f9y82qxnKBzfdqrthiohID3P3O4se/3D3P7r7Z4BbgQM6ayNFCbJ1+OiquGf3IqJ5aRcXHZ5B9PX2X1qu66uB24EDu9D8f4BvF/UeN6Xvx9KFefdECgVBkAuC4G9BEOxL9Ds4GZgZhuEfwjDcPuHwykbO85z/2t84ZspHGVZV/KVQ5MG3X2Demnf40hb7bFDbdQ1L+fO8h/jO9ENLEaqIiCTrr0Cnb+ipGGLhbFgS3IlvADVEMwd8sejY1kCOaBW8Qq8AR3Sh7R8STeX1ItH0bg4cZ2bbAu8HNJ5UNloQBC8AXw3D8EdEczjeGYbh60TTxN0eBEEu0QAT9Ne3Hqcxn+Ww8TP4Z92z6x1fm2vk4tfv4BvTDqS2onqD2r545h3su/kObDV0fKnCFRGR5OSAp8xsgLu3u8JxanqQu2CkmT1d8FhvEmgz25RoRbuT3L2tsZzDgVXuXpxoLAUGmlmH/7K6+4tEM1g8DRxN9IdwGNH44w+6+8wNfVEixYIgWBwEwS+IepMvIxoW9HoYhieFYbhJstH1vuXrVnPF7Hs4cfrBVGaKh/5Hrn3jATatHsoBo3feoLafeW8WTy15na9P/XgpQhURkV5iZqPM7FAz279wMgZ3f8jdP9ZRcgwp6UGGlnEKHVjs7rt2Uucs4HF3v7MUMRUysxrgZOAOd/9yqdsXKRbfsHc9cH0Yhh8kmibuJ2EYXgdcGN/w1+ddNvtutt1kInuMfF+bxxfWv8f18/7Nhbt8HbOufxOVzef47Wt/48jJ+zKiRquDi4ikhZl9DLiZlokYFprZx9z9FTM7HXgjXvG4XenoQfbuj0GOhzkcC5xpZsPMbBgwMD68iZnVEvUUD25jBorhwBp3b/vWeMDd1wI/BoZt8OsT6aYgCJ4IguALREN5lhGt2PePMAw/FoZh+U8ivpHmrKrjHwuf5ugpH2VlYz0rG+tpiGewWJ1tYG2ukUtn3cnum27FxIGbNdfJu9OYz7KysR5v5y7f2xc+yepsAweN3bX5vMZ8jrw7Kxvryeb77YgWEZFydx7wBDCFaPjsIqIb3qGLS01be/84lJMBU8f5xHO/0WGd1w//6TMd9SCb2afoeNnnPwDXAfcDW7v7awXn/gHY0d136SgGM3sQ+Lu7n99hsFIy29/+00cBXjjkzBlJx1JOwjCsBT4PfJfom6ILgWvjxUn6jH+/86Kf9sI17R4/eOwHeHXFW8xatajdOrd++DRGDRi2XvkFr/2dm958uN3zTt/2cxwwZsOGbIiIlDMz6zCXSgszWw18Kl5JDzP7PHC+u482s32Am919047aSM0QixJ4GCi+ff3jRDfWHUQ0qfQ8YAXR1G4/BzCzgUTz6V3WhWv8ALjOzBqBO4G3KRod4u5rNv4lSDF3piQdQzmKl6v+YxiGVwJ7Ew2/+HkYhn8ELgmCoMMVhNJi+2GTuXDnr7cqe2LJa/x53kP8asdjGVc7gjW5tazJtv7y54wX/8yOw6fwqXF7MKyduY0/PWEGe262bauyP817kEX173HK1p9mi0GjSvtiRESkVF4HJhTszwNGWTTOrprWC7m1KTUJcndnsXD3xcBDhWVmtkX89D/uviouOwc43cyW0rJQSIZoarjOPBFvLySaWaAtbd9FJBtlY1ZR7E+CIHDgQeDBMAynEM3n/d8wDB8k+h19OK6TSsOqB7HziKmtyuoalgKww7DJDKysafO86kwVo2qGtTr3roXPcM4rN3HjjB8yunY44weOZPzAka3Ou2vR0yxft3q9a4qISFn5EfB7M3vV3R8Fmm7IyxB9u/pcZw2kKEHutUudQ/QDPBXYlGhGiv3d/e0unHssXbqfUEoll6uYk3QMaREEwRzgpDAMA+AoomFFq8IwvAC4IQiCttdm7iccJ+d5XH+FRUTS7gdEvcQPm9kbwHKi/OxFYCKwV2cNpGIMcs3UcT7+F9/ssM6cz/0kdeNmzOxI4HZ3X5p0LGm19a1nPgrw6mE/1RjkDRSGYYZomNF3gB2A3wO/C4KgsyXVy0n5v4GJiKREHxqD/Jc2ihuAmcCf3P2NztpITQ9yXxPPlHEl8AGi2TNEelUQBHmisfJ3hmG4DXAi8EoYhrcHQXBkstGJiIhsHHf/bHfbSEeC7EDfHGvaJ1+UpE8QBC8Dx4dh+GPgq0nH01VhGCYdgoiI9EHpSJDp1THIIv1WEATvAb9MOo6uCoIg6RBERPqMM844I+kQSsLMruysjrsf09Hx1CTIGmkoIiIiIl2wbRtlw4AtiIa1zu+sgXSspCciIiIiiTOzz5nZf81slZktMLNrzGxsUR0zs9PM7E0zqzezf5vZjm20tY2Z3W9ma8xsoZmd2cZqxhvM3Xdr4zGdaFW9BUQzlXUoJQlyx8tMd3eOZBERERHpmJkdClwPPAp8kmixtb2Af5hZYU75I+B04FyixdZWAfeZ2eiCtoYD9xGNEfgkcCbwfaDHbi5x9zlES07/urO6GmIhIiIiIl3xBeC/7n5CU4GZrQD+BmwFvGJmA4gS5LPd/eK4zmPAG0SLVf0kPvUbQC1wmLuvAO41s6HAGWb2y7isJzQAna72lI4eZKfP9SC7ew44BpibdCwiIiIiXVBFtOhGoWXxtikZmwEMBZrnInb31cDtwIEF5x0I3FOUCN9AlDR/pDtBmtmkNh5bmtkniXqPn+2sjfT0IKeEmY0CvgvsBowBFhEtQX1h8Wp87n51rwcoIiIisnH+CPw1Xujsr8Bo4OfAA+7+clxnayAHvF507ivAEQX7WwMPFFZw9/lmtiY+dns34pxD21PpOvAS8PXOGkhPgpyCIRZm9iGihReywL3Ay8Aooq8RTjSzA939kQRD7HPcmZJ0DCIiIv2Bu//DzI4G/gA0dfI9ChxaUG04sCr+przQUmCgmVW7+7q43rI2LrM0PtYdh7RR1gC85e4zu9JAehLkdKypcTHwDHBI/HUCAGY2GLgDuAjYOaHY+iTNjy0iIlIyI83s6YL9y9z9sqYdM9sHuBS4ALgL2Bw4A7jNzD7aRlKcCHe/s7ttpCdBTkcitDXwmcLkGMDdV5nZecBNyYTVd+XzmTlJxyAiItJHLHb3XTs4/mvg7+7+w6YCM3sOeJVoJopbiXqAB5tZRVHCPBxYE/ceE9fbpI1rDI+PdZuZTQf2BUYAS4D73H12V85NT4KcDi8TjcdpyxiiXyARERGRNNqaaJq3Zu7+mpnV0zIzxKtABTANeK3o3MI86NW4rJmZTQAGUoJ8ycwuIRprnCO6uTALVJjZpcAJ7h1/B52OWSwg6kHu6FEeTgROM7MjzKwGwMxqzOxzRFOenNDh2SIiIiLlax5FQ0XN7H1EM0+8ERc9CqwADi+oM5BoXPBdBafeBRxgZkMKyo4A6oF/dSdIM/t23NYBRLNqQNSLfBTwZaL5mzuUjh5kB9IxldvfiD75XAdgZquAwfGxBqIxOs2V3X1UbwcoIiIispEuBc43s4W0jEH+KVFyfCeAuzeY2TnA6Wa2lKg3+CSiTtmLitr6NnCrmZ0LTCEaz/ybEsyBfBzwS3e/38yaEvp6d/+TmW1ONHnCOR01kI4EmdTcjHUJ5dSfLSIiIlI6FwLrgOOJksxlwMPAqUX3X51DlBCfCmwKPA3sXzjdrbsvNbP9iCY4uD1u63yiJLm7psXXbMuzwITOGkhNgpwG7n5G0jGIiIiI9IR43O7v4kdn9c6KHx3Ve5noJrpSWwEMaOfY/kRDRTqUngRZ/bKtxGuee2eDzEVERET6mZeBbYmHfcS+ZGb7Al8Eju2sgRTdpGcdP8qEmX3WzK43s3+b2ZPFjw1s6wdm5gWPU82s2sxuJrorM29m3+uZVyIiIiKSSn8AtizYzwOXEc2acai7X9NZA6lJkM07fpSDeFD6DUQDzd8kWs6w+LEhto23DURjaZ4EjgE+DfyP6A/8N2a2TUEMk8zsYTPb1szGxYn6TmZ2i5ktMbN1ZvZXM7shfv57M0vPNwkiIiIiHXD3P7n71+LdF4CJwAB3/2BXFxFRYlRaxwI/dvezS9TegILtrsBWRGNnAL4E7EV0R+iHiL5OAPhsvL8V0dzLexJNrXJYQbufLHj+NaKJve8pUcwiIiIiZcHds8DCDT0vHT3Inc2BXCY9yEAj0VLTpfIzormVj4n3LyGa7BqiCa+z8fPCDzoHxduHgQOL2juZlrn/jiRaKhJgVYniFREREUm9dCTIdDL+uHzGIF8AfNUKJzvunsOAycD4grKH4u1ZwI/j508BxNfdOy47GvhE/LxpqMadBWV3A4fGz0uZ1Pcqd6a4MyXpOERERKTvSM8Qi/LpJW6Xu//SzM4DXjWzfxHN6VdUxTtdvaXA14BxBfufIUpsjwQ+FZdd6O5Nc/1tVVD33ILnH4+3rwLTgUXu/q6ZTQaedveGDYiprHi+bD4ciYiISB+RngQ5Bczsi8B3iW6eG0w0mXYhpwvLGxaYAIwmGlaxMB5HA7C9mW0GNLj7yoL6Tcspfhv4K1GCPiDemru7mU2i5ePGAKLZMFLLc5k5SccgIiIifUt6EuQU9CATrRxzI/CNosS1U3HCeyXREIjj3f3SeI7jRW3Vd/d32yi+A/gBcKW7N40rbhWHu68reL52Q2IUERER6Q9SMgaZtNykNxT444Ymx7HpwEfj5ydszMXd/R13/1VBciwiIiLS55lZzszyXX101l46epCdcroRryO3APsA92/k+Q1ATenCEREREekXTgCaksVq4PtE36L/DXgHGEU0OcFQ4DedNZaOBDk97gHOMbPRwAOsf5MeXZ2gWkSkr8t7nuWNa1i6bhVL161ieeMa6nNracitY01uHQ25dazNNeI47k4+/rrQ3TEzKq2Cqkwl1ZkKqjNVzc+rMpUMyFQxoKKa2ooaBlZG29qKlm1lpiLhVy8ipeTuv2t6bmYXAk+4+2eKqp1qZjcBkzprLzUJcrmslteJ6+PtsbS9zrcDelcWkX7B3VmybiUL1ixhQX38iJ+/07CMZY2ryXn733QaRk2mEjMjQ4ZoAk3DiN5Ms/ksjZ7rsI32VFkFtZWtk+amx4Dm5zXNzwdUVDMw3g5oo250vIbqOF4RSdSXgM+3c+wK4DqiSRXalZoEuYzGGXdkctIBiIj0psZ8lrqGpSyqX9oqAV6wZgkL65fQkG9srpvB2Lx2OONqN2WPkVszvHoII6oHM7x6MCOqB7NJ9aDmZHVDks2c52nMZ1mXz9KYz9GYz9KQj3qg12TXUZ9bS32uZVtYFvVWtxx/u2EZDbl18bFGGvLrNigBN4wBFVVtJtjVmUqqM5XUZKqan1dXNO0XlGWq4vKC/aLnFZkMVVZJpWWozFRQaRVUZiqosPTcWiTSgwzYjrZXCd6WLtyDl54EOQXcfV7SMYiIbCx3p9FzNMSJY0OukYbcumgYROMqlq5dydLG1by3diUL699jYf17vLt2OV7Qg1GdqWRs7aaMqx3BriOmMW7gSMbVbsq4gSMYPWA4VZnS/7NTYRkq4iS01NyddflslDTHSXd9Nk6g89G2Pruu1fGmpLvpZ9iUiK9oXM26fJa1+Szrco2si5P6dflsq59hdxhGVZwoV2XiBDpOniutovXzOMmOku0KKqyCjFn087QMGcuQoWi/C8czlqHSMmQo2i84XoFRYRXxtwOGWRR7xgyLvy2Iyq15a23st1Un01y3sI0oH8pYS/2MGXTaRmF50/cXtNrXNwZl6Vrg52Y2gOj+sKYxyIcBPwUu66wBJcjdZGYD3X1N0/PO6jfVFZHue+TdlwvSiqbxqTQnG4XH3JufNR9rTkp8/bLmc70ldfGCa1BUzwuu0XKs4Fx3is8qPNbV11FcP4+Ty+do9ByN+RxZj3pRs3FZtG0py8b11uYbWRv3kBYmw/mCq7WlwjKMqB7C6AHD2Wn4FMbWjmBs7QjGxNuRNUPJ9KFeTDOjpqKKmooqNmFQj1zD3cl6rjlZXptvZF2uKXkuTKQb4+Q6S85b/iyzniPrebL5LFnP05jPRccLfgdynqfRs2TzebLN2+ia2VxLnTz5aOseb+N9ivYLjnf2O9NfWJw+NyXMhfttH7NWw4Y6SsIpaofmJB4oTNbX2y+6Rgf7mb6V6H+faOKDU4GfFZSvIVr1+MdtnVQoNQlyd8cgm9lngJOIVpsbBMwj+oTxy6a5geOlmk8FjgdGEi3h/G13f66Dplea2R7u/iSwis4Hg2gMskiJ/PD5q5IOoaxUWNQTWJmppCpTEfUKxtuquNcw6lWsYEhlLZvVbMKAiuhmtqab2qJHS1lNRTWbVA1keDwUYkhlrXrMSszMqLJKqjKVPZSC96ymGyibE2bPk2uVQBftFxxvfQOmk4+fN5c55Mk37zd9cMy703RW3ttvo7D9pg+WTefmm453oY3muvGH46bzWj74tuy3lLTeb2qDgvK29qNLFFwj/jm0dc18q+t70Qfrov02r1lQuw99znH3RuAHZvYLoiEVY4nWlXjR3Zd1pY3UJMglmOZtU6KZJX5FNLvEbsAZRCvVNc07/CPgdOAUomWZTwLuM7Pt3L2unXaPBWYXPO9Dv2Ii5e3yD5zY3PvR8v+2v/Zs6Slp6ZEpfF54rPBo07GWfpuCo7b+dSm6RuseoFbRtD7X2oipo2PW0kpl/FV6X+q5lfQws3jIhH7/0u48vpJ0CCUVJ8OPbMy56UiQS7AYiLv/vqjoQTMbCnzLzE4kmn/4R8DZ7n4xgJk9BrxBlED/pJ12ry54ftWGxGRmRwK3u/vSDTlPWrgzJekYJDnv22RC0iGIiEgZMrORRB2dHwTGEPUgPwWc5+6LOzu/v3/cW0I0mTTADKLJo//SdNDdVwO3AweW+sJmVkG0tLRmvugOt7QsIiMiIiK9wMx2AF4HvkF0g969wLvA14DXzWzHztpIRw8ylGzgQpyY1gA7A98GfufubmZbAzmiH2ihV4AjSnP19cPpoXb7j1xmTtIhiIiISFn5NfAy8LG4sxMAMxtENPXbr4H9OmogNQlyF27SG2lmTxfsX+bubU3jsZqW5ZyvIRpvDDAcWOXuuaL6S4GBZlbddDOfiIiIiJSt3YEvFCbHEI0MMLNzgRs6ayA1CXIXepAXu/uuXWhpBjCQ6Ca9nwIXA9/sVmwiIiIiUi7WAUPaOTYEWNtZA+lJkEvE3f8bP33YzBYDV5vZr4l6igebWUVRL/JwYE1/6D2OJ9Ru+p3IuntDXF5FNO1dnXtfmghGRERE+qB/AGeb2Ux3f6qp0Mx2A84F7uysgfTcpOedPDZOU7I8mWhatwpgWlGdreNjfZqZbQrUAyvjR72ZDTKzw4k+iS0E8mZW/PMRERERKScnEU3E8ISZzTGzx8xsDvB4XH5SZw2kIkE27/yxkT4Ub+cCjwIrgMObrxutjHcIcFc3wk+LwQXPnyFaMMVpmdXjvHh7UW8GJSIiIrIh3P1d4APA54h6k+fE288Du7r7O521kZ4hFt2cysvM7gbuA14imq3iQ0RLEd7o7rPjOucAp5vZUloWCsnQhaQwHp7wd+AX7v5QZ/XdPWdmxxAl5+VmF+D9RPMFAvwN+AFwMrBvUkGJiIiIdIW7Z4k6+f5SWG5m1WY2yd3ndXR+ehLk7nsKOBrYAsgSfZo4Fbi0oM45RAnxqUQr7z0N7O/ub3fWuLs3mNkH2IClpAsXGSkD84FDiXrRvwx8heiTFrR+TcWzfIiIiIiUFTOrASbSst5Fk+2BP5vZ9kTflL8T9zi3kp4Eufsr6Z1OtIx0R3UcOCt+bIy/A58C7t/I85P0fuA3RF9BHByXPUGUKB9My5Qo/WG4iYiIiKSUmX0euAKobaeKA88TrUcRxo9WUpMgd2OccW+6B/iVmY0hukPybYpSe3fv9M7JhNQS3aD4nXj/aqKV/uYQDU35LPAW0eIqIiIiIuUqAP5KlMs0FB17H/A7YO94/422GkhNglyqlfR62J/i7WHxo5jT8RCMpoHW08zsf6UMrB3rgMPcfZ67P2FmGWAA0FAwndv9gJlZZTyeR0RERKScTQaOdvfHiw+YWQOAu/+7owbSkyCnw+RunJsjWsAEopX+tut+OF2yL1FPcdMQk/q2KpVtcuxMSToEERERKSuVQGMHxzvtdk1Hgty9qdx6TWd3RHbiKeB4om7/eiBfkqA6tgkwsxeu03N646ckIiIiqeHu7X5b7+5P0oUJFdKRIENahlg03TV5LLArMAH4lru/bmZHAC+4+yttnRdP+3Yl0TR0XZ4Jo5tywJO9dK2ekcvMSToEERERKS9xPnYksB8wAlhMNGz02q6sjqwEuYTMbDpwL1HP7DNEA8Cb1gLfE/gE0R9Wm+Ilrh/r2ShFRERE+i4zGwI8SDT0dRbRoiGPAZcA3zKz/dx9aUdtpGIlvRS5kGg+4S2AA2i56Q7gX8CHE4hJREREpD85k2h2rq2Ab8RlewHbAEOBcztrIDU9yGkYg0zUS3y4uy8zs+JhEm8DYxKISaTPy2Xz3HT9Y9x1x3O8+/YKNhk2kL32eR/Hf+dj7Z7z2isL+futT/Pi82+yZPFKNhs1lH0/th1HfHEG1TUtb43uzt9ueZo7bnuGukXL2GTYQPb48HSOPm5vBg8Z0BsvT0RENsxhwBnuvtjMJjYVuvscMwuAXwNf66iB1CTIKdFA+5NSjwOW9V4oIv3Hr876O88+8wZfPnZPJkwaybvvrGDe3PUWRmrloftfZtGCpRzxpT0YN34Ec2a/w1WX/4s5s94h+MVnmuv99ean+N0F/+SLR+/JDjtN4q03l/DH3z/EO2+v4MxzP9vTL01ERDbc5kTrOLTlXaKhsB1KT4Kcjh7ke4HTzOw+YFVc5vFA8ROJFg8RkRJ66vHZPHT/y/z+6uOYNHmzLp/3uS/NYJNhA5v3d9h5C6qrK/ntL+/k7bplbD56GAAP/PMlPrTX1hz11Y8AsOMuW9DYmOPSC++lvn4dtbXFq5iKiEjC3gE2LSqzeL2HbwL/7awBjUEurVOAzYgGhF9LlNb/FPgfMBb4cXKhifRNd//jOXbcZYsNSo6BVslxk2nTRwOwZPGq5rJcLsegwTWt6g0ePAB3T8sHdxGR/uZJYLeCfQd+TzS17T7A9zprIB0JcjwPckePcuDubwI7AJcS3ag3m2jc8U3ALu5el1x0In3Tqy8tYPyEEVz067v55P6/5OB9z+GMU29i8bsrN7itl198i0zGGDNueHPZgYfsxL8eeJknHp3FmtVrmTWzjhv+9CgfO2gHageq91hEpAz9GlgUP19LlI9tAdwCbBnPhdwhDbHoJjP7KXCFuy+MB4IvcvfTgdMTDk2kX1j63mr+eecLTNlyFKeFh1G/Zi2X/7/7CU+7iQsvOwYz67wR4L0lq7juqofZ74D3M3z4oObyQ/5vF9asWctPf3gj+Xz0RvShvbbiuz84qEdej4iIdI+7P0Y8ba67vwRM39A2lCB3XwDcBSwE5gJ7kPbFN0RSxN1xnDPP+SxDN4mGTYwYOZjvf+tann3mDXbetfMV4Bsbc/z89FsYMLCa47+9f6tjD9z7In++8mGOPm5vtt1+PAsXLOXqy//Fr8++gx+e/skeeU0iIpKsdAyxKG/vEs2rB9G8x+Wbyov0QYOH1DJ5yqjm5Bhgu+0nUlVVwfy5izs939355c/+xhtzF3PWeZ9jyNCWiWjyeeeS8+/hU4d/gM8f+SG233ESH//Ejpx06sHcd/f/eP21RR20LCIiSTCznJnlO3p01kYqepCN8hln3IZbgCvN7NdEyfE9ZpZtr7K7j+q1yPoDZ0rSIUiyJm6xKevW5tYrd3cs0/nwiv93wT959D8zOfe3X2DipJGtji1fvoYVy+uZuuXmrcqbbuZbuGApW26l6c1FRMrMCbRerA1gGLA/0ep6v+msgVQkyEA598ueADwAvI9o5ZZbgLcSjag/6fQzoPR1u8/Ykmv+8G+WL1vTPDPF/56bRzabZ+q0jj+PXn/NI/z9lqf5yZmHsd0OE9c7PmzYQAYMqGLWa3V8ZN9tmstffzXqOR49ZljpXoiIiJSEu/+unUO/MLM/Es2T3KF0JMhlNFNFMXd3oqQYM9sP+LW7v5psVP2H5ay9icClnzjokztz281PcfoPbuTzR36I+jXruOJ397PzrpNbJb1HffYStt9pIt8/9RAAHvjni/zx9w/ysYO2Z9PNhvDyiy2fa8eOG86w4YMwMw46dCdu+csT1AyoYtvtx7NowVKuvuLfvG/bceo9FhFJn+uBP9PJ1LvpSJBTwt33aavczIa5+7JeDkekXxg0qIZfXfglLjn/Hn4R3EZlVQV7fHj6ejfb5XJ5crmWT9pPPxl9tvrnnS/wzztfaFX35NMO4YBP7ADAV47fl6HDBnL/3f/jhmsfYZNhA9n9Q1ty9Nf2JtOFIRwiIlJWtqcL4xIs6gAtb7VjJvjkY0/qsM4rvzjpGXfftZdCapOZHQ8Mcfdfxvs7AncQzYX8HPBJd9fwixKafNGvHwWYe+L3ZyQdiySi/N/ARERSwswSz6VKwcyCNoqriSZVOBj4vbuf0FEb6ZnFwjt5lIcTgRUF+xcSTf/2RaKf9TlJBCWyIcIwXH8wroiISHp8q43Hl4nGHp9KF1bSS80Qi3Idg1xkIvAagJltBnwI2M/dHzKzdcDFSQYn0kXnAZ9NOoiuCMMw6RBERKTMlGLGsNQkyCmxlqgLH6K1vtcA/4n33yOaYkSkbIVhuA+t168va0HQ1rdoIiKyMc4444ykQ+hxZjYS+IS7X91RvfQkyOnoQX4S+JaZvQV8G7jb3ZsmaJ1CNNxCpCyFYVhJNCzo+0nHIiIi0h1mtiewNS0dl022AL5vZkOIsssn3f2p4vPTkSCX1zjjjnwfuB34H/AmcGzBsSOAR5IISqSLvgG8A9yadCCSrNdfW8Rtf3mShoZGdtp1MgcctAPVNen450JExMzOAU7poIoDF8TPzwRSmiCTjjHI7v4yMNXMNgXe89ZThJwM1CUTmUjHwjAcCfwU2CcIghT8bZOe8uILb3LKidcyoLaawUMG8J+HXuWGax/huz/8BB/44NSkwxMR6YovEd2M91t3X1d4wMw+ADzh7h1OVJGeWSxSxN2XFCXHuPv/3P3dpGIS6cTPgeuCIHgp6UAkOdlsjrPPuI1Rozfh6hu/ybU3ncC5F3yRgQNrOO2k67n0onvJZtdf1ltEpMyMBh4oTo5jXZrAPjU9yCkZYoGZ7QocBowHBhQfd/dUzA4g/UcYhjsBnyIaqyX92EP3v8w7b6/g5786gqGbRMt277zrZC7+w7FcdvH93HLDE8x+/W1O//mnGTq0NuFoRUTa9W9aT7tbaAXwUGcNpKYH2bzjRzmIFwp5AvgqMBXYrI2HSNkIw9CAi4CfBEGwLOFwJGF3/PUZJkzalA/sPq1VeU1NFSd+/+Oc8uNDeOmFNznxuD8y743FCUUpItIxd9/X3We2c+xVd9+3szbS04OcDicDVwLfcPds0sH0C3mmJB1Cyn2B6JuOK5MORJK1bOlqXv7fW3zpmD3bXUL7YwftwLgJIzjj1Jv5ztevJDz7cHbYeYveDVREpBPtrKTXqoq7n2FmY4Hj3H29SfXTkyCXSS9xJ0YB1ys57kXp+L0oS2EYDgHOBT4bBIEGlvZzTz42C3fY/UPTO6y37fsncMkVx3Lq96/n1JOu54c//SQf2XebXopSRKRLvtXJcQPOIFpZ71vAeglyOoZYdLbMdPkkSXcBH0w6iP4kk7U5mazNSTqOlDoNeCAIgkeTDkSS99+n5zJ8xCC23Gp0p3VHjd6E8393FNPfN4azfnorf715vRmSREQS4+6jOnlsFtd7tr1V91LRg2x08ZbD5F0CXGZmVcC9wLLiCvFUcCKJCsNwS+A4YPukY5Hy8MqLC9hmu/GYde3ddujQWs797Rf5RXAbl5x/D0vfW8XRx+3d5fNFRMpZOnqQS8DMDjezv5vZAjNbZWbPmNnn26h3nJm9bmYNcZ39NuAyDwJbAgHREtP/K3i8GG9FysFvgF8GQaDVHYWlS1ezcMFSttlu/AadV1NTxU9//hkOOnQnrrv6Ea687CGKZrgUEel1ZpYxs+PN7FYz+7OZ/V/BsZFmNrCzNlLRgwyUYhjFScBc4HvAYuAg4DozG+nuFwHECfOlRONSHgaOAe4wsw+4+4tduMY+3Y5SpIeFYXgQsBXwmaRjkfLwyosLANhmu3EbfG5FZYbvnHIQZnD9NY9QVVXBl4/dq9QhiohsiHOIVjf+N9GcyLeY2VHufi3ReOM8cGJHDaQmQS7BVG6HuHvhvEQPxHcvnkQ0zRVEifHV7v4zADP7F7AT8COiVVk65O7/6naUIj0oDMNq4LfAd4MgWJtwOFImXntlAZkKY8utx2zU+ZmM8e2TD6KxMcc1f/g3m20+lI9/YsfSBiki0nVHAqe7+y8AzOwiog7Sa4H7gLM7ayA9Qyy6eZNeUXLc5FlgLICZTQGmA38pOCcP3AQcuKHhxt37A4sfG9qOSIl9B5gZBMGdSQci5WPmq4vYYvIoamqqNrqNTMY46YcHs/Ouk7ngl3fyv+fmlzBCEZENMoBoXYomdxANgYVoFMGEzhpIT4LcM/YAmiaSblpF7NWiOq8AI8ys00U+LPJDM5sFNAIr23iIJCIMwzHAD4HvJhyKlBF3Z+ari5i+kb3HhSoqM/zkZ4cxeswwzvzJLSx+t72FrEREetQ/iYbSNnkPGGRmFUTJ8dudNZCeBLnzHuSRZvZ0weNrHTUX33z3KeDXcdHweLusqOrSouMd+TbRcIw/EE28cRZwJlES/gbQYUwiPewc4PIgCGYlHYiUj7frlrNieX1JEmSAIUNrOeOcz9LQsI6f/eRWGhs1xbaI9LpfAZ80s8vMbC/i0QJEU/H+GOj0W9R0JMidLDMdj09e7O67Fjwua685M9sCuA74m7tfVcJIjyOaweKX8f5f49VZtiXqmd6yvRNFelIYhnsA+xF9aBNpNvPVRQAlS5ABJm0xkpNPPYSXX3yLyy6+r2Ttioh00ePAZOArwEPAbUTdqf8B5gOndtZAam7SK9ViIGY2gmhBj3nAFwsONfUUb0LrXuThRcc7Mhl4zt1zZtYIDINoLLOZ/T/gCqIeZpFeE4ZhhuhG1B8GQbAq6XikvMx8dRFVVRVMntrmXPkb7SP7bcMrLy3glhuf4H3bjWPf/bcrafsiIh04pI2yBmCmu7/VlQbSkyCXQHyT3B1ANXCwu68pONw09nhrouSZgv333P3dLlxiCTA4fj6faAaMB+L94UDtRoYu0h3HAmuJvjURaeWlF95kyrTNqa4u/T8HX/3mvrz2ykLOP+cfTJ46islTSpuEi4i0xd27fSN6OoZY0KUhFh2fb1ZJNCPFlsDH3f2dwuPuPodorPDhBedk4v27uhjmI8AH4ufXAWeY2VlmFhAtzHB/F9uRrsozhTxTkg6jXIVhOAz4OXBiEARawUFaWbF8DS+/9Ba77Da5R9qvrKzgJz87jIGDajjztJtZvVozC4pIOqQmQe7uNG/A/yO6o/FnwKZmtnvBoyaucwZwjJn9xMz2Af5IlFCf08UozyAa3wLwi/j8o4mm1noQOL6L7UgXdfUDUj92BvC3IAj+m3QgUn5uvfFJ8jln7/227bFrbDpyCD858zAWLlzKeWfdrpX2RKTHmVnOzPJdfbTVRmqGWJQgCfpYvL2gjWOTgTfc/XozG0w0FdbpwEtEQzE6XUUv7m1eBTwJ4O5riRLj73Q7cmlXJmtzko6hXIVhuC3ROPttko5FyktDQyM3X/84113zMPvuv23Jxx8Xe/+OEznum/vx+4vu47qrH+aLR+/Zo9cTkX7vBKLZxDZaahLk7nL3LbpY73Lg8o24RIZoKrdDgLs34nyRkgnD0Ig+DJ4ZBEFXxs9LH9fQ0Mjz/53HE4++zkP3v8zKFfXs/dFt+N6PDu6V63/6iA8y67U6rrr8XzQ25jjqqx/BrFv/fomItMndf9fdNtKRIHd9GEVi3D1rZvMArZYn5eD/iNaf7/abhKTPqpUNzJpZx+sz65gdb9+av4R83hkwoIrdZkzjU5/+AO/fcWKvxWRmnPLjQ6mqruDPVz1M3cJlfOeUg6gdWN1rMYiIdFU6EmQo+wQ5di7wYzP7dztLW4v0uDAMa4luCj02CIJs0vFIz3pvyar1kuG6hcuaj4/cbAjTpo9mr33exzbbjWeHnSZRXZPMW39FZYaTfnQwm48exjV/+BczX1vEST86mO2273TVVxEpE/GkBycTzTE8EXgXuMndv1dQx4jmGj4eGAk8BXzb3Z8ramsbomlI9yCaYvcKIHT3xFcYSkWCbKTmRqyPAWOAeWb2DNFShq0id/fPJhGY9CunAE8FQfBApzUlNdydt+uW8/prLYnwrJl1vLekZWrrseOHM33rMXzi0J2YOn0006aPZvjwQQlGvT4z40vH7Mm224/nV2fdzveOv5qPfvz9fPHoPRk/YUTS4YlI564C9gVCoilyJ7D+vS4/IrqX65S4zknAfWa2nbvXAZjZcOA+4GXgk8BUotWNM8BPevxVdCIVCXKKjAReK9ovlI40X1IrDMNJREue75J0LLLxcrk8b735XqtEePbMOlaubAAgU2FMnDSSXT4wmWnTRzNtq9FMnbY5gwYPSDjyrttpl8n84c/f4M9XPcxtf3mSB/75Ih/ee2s+fvCO7LzrZCoq0jPJkkh/YWYfB44AdnD3l9upM4AoQT7b3S+Oyx4juk/rBFqS328QrQ9xmLuvAO41s6FEU+T+Mi5LTHoS5HSklg8CV7j7wuIDZjaGaClqkZ70K+DCIAjmdVpTysKK5WuYM+sd5s55J9rOfod5c9+loaERgKrqCiZPGcVe+76PqVuOZsutRjN56ihqaqoSjrz7amur+erx+/LpI3bj5hue4K6/P8u/H3iFEZsO5kN7bcWuH5zCDjtvwaBBNZ03JiK94VjggfaS49gMYCjwl6YCd19tZrcDB9KSIB8I3FOUCN9ANFz1I8DtpQx8Q6UmQbZ0zJ0ZEM1gsV6CDIyNj5/ZqxFJvxGG4T5EC9UclXQs0lo2m+PtuuUsePM9Fr61lAUL3uOt+UuYO/tdlixe2Vxv6Ca1TJm2OQceshPTpm/OtOmjmbjFSCorKxKMvucNHzGY4765H0d99SM88egs7r/nf9x79wvcftszZDJRb/mWW49h+lZjmDRlJOPGjWDkqKFkMpoFQ6SXfRD4u5ldDBxJlEfeDZxQ0Dm4NZADXi869xWi3mcK6rUaCuju881sTXysJAlyvNbFCKDB3Zd29bx0JMgpmMUiZrQf6Xigy38wIhsiDMNK4ELg+0EQ1CcdT2/53QX/xB286a+dR2N1vXnXm/9GtpR7vE/zohVN5V5ct+k4LXWbr0FL3ZZrRNd0h9WrGlj63mqWLlnF8uVrKPyMP6C2inHjR7DTrlswZeqoaBnmqaMYsengfj31WXV1JXvuvTV77r01jY05Xv7fmzz333m8/toinnp8Nvfe9UJz3arqCkaPGcbIzYYwfPgghm86mOEjBjFixGAGDxnAwEE1DBxYHW0H1TBoYA1V1RX9+ufb9Hvtecdx8nnHPd7mo99pzzt5j/e94Hi8xWk+ni9or/kc4mOF50BRG4V/7wr+/haUFdcprFdcp1VbBX9nC05sfayNg62us1699q/TVZ393nXt17L7bXTh93+kmT1dsH+Zu19WsD+aaAG054HPAUOAXwK3mdnuHv1ghgOr2rjRbikw0Myq3X1dXG9ZGzEsjY9tFDOrAg4FDgM+RHQjYdOxtcCzRCsbX+PuxUl8s3QkyGXMzI6ipcfOgd+ZWfG4mQHA+4F/9mZs0q98g+im0NuSDqQ33X3Hc2CGWcsbv0FzWfTUWv5ZKarbdDw+FJ1T0I4VtENBO2YGRddsbjMuHziwhjFjh7HNduMYNnwQo8cOY/z4EYwdP4LhIwb160StK6qqKthh5y3YYectgCghWbJ4JW/OX8LCt5ZGjwVLeW/JKl5+aQFLl6xi7dqOJ23JZIyqqgoqqyqoqqqkqipDZWUFVdWVVFZWUB0n0JaJ/twz8S9Fpun3JmMY0Z99JmPNf4ZtJY/NiWJhUho/zxckn22e64UJZ+sEtL2Es1XSmvfmD4Ctr9WTf2LSRyx29107OG7x45PuvgTAzBYB/yK6ce/+ng+xncCisc8nEM2wURvHdCUwlygRryG6N2w74GCiWcfuBk5392eK20tNglzGs1isAZbEzw1YDrxXVGcdcBfRctciJRWG4WbAT4F9giAo378pPeBv9/4g6RCkl5gZIzcbysjNhrLTLpPXO+7u1K9Zx9Klq1m1soH6NetYs2Ytq1evZc3qdaxZvZb6+nXksnnWNWbJNuZobMyRbcyxLt42NmZbJatNiWfeHc81Jb0FPbFx4pnJZJoT6MJkuqIiQ0VTgp1p+XDWlFw3PYc44Y4TcMvE9ZrPKzynJTlvqp8pqEOc2DfH0s51C48XxpyxwjiazqFVvO1eq0vxrv/Bs2ATPaeorNUH2nbqtNFWWx9Cra3rdaFeR3U6U4rl1TtroyuX6EocW29zemdVlgJzmpLj2MNEec42RAnyUmCwmVUU9SIPB9bEvcdNbW3SxjWGs3HfuJ8C7A98C7gjXtG4XWY2FTgGuJdoCEYrqUmQy3WIhbvfBNwEYGZXAme6+9xko+pHnClJh1AGfg5cFwTBS0kHIpIUM2seTiEiPeYVom/FixmQj5+/ClQA02g9s9fW8TEK6m3dqhGzCUQLrhXW66rfuvvPulrZ3WcDPzGzc9o6npp5dMw7fpQDdz9GyXEvy9PyV7IfCsNwZ6L5I89IOBQREen77gDeb2aF09juBVQRjUsGeBRYARzeVMHMBgKHEH2b3uQu4AAzG1JQdgRQTzQ8YoO4+8rOa7V53qq2ytPTgyzShkyOOUnHkJQwDI1oBaKfBEGwLOFwRESk77uMaK79283sF0Q36Z0L3OfuDwO4e0PcK3u6mS2lZaGQDNG/WU0ujdu61czOBaYQdfb8prtzIJvZRzqr4+4dJuHpSZDLpJdYpIx8geimgyuTDkRERPo+d19hZvsSzZp0A9HY478B3yuqeg5RQnwqsCnwNLC/u79d0NZSM9sPuJhoSrdlwPmU5hvRB2h7ZrHCgeMdjqJIR4JcRsMoRMpBGIZNn9o/GwRB4mvWi4hI/+Dus4CDOqnjwFnxo6N6LxPNflFq72+jbFh8rSOJZn7qUDoSZFAPskhrpwEPBEHwaNKBiIiIlJMOVvp71MzqiYZ2PNBOHSBNCbKIABCG4ZZEy5Zvn3QsIiIiKfM8EHZWKRUJsqEhFiIFfgP8MgiCtpY0FxERkSLxCnvTgB8Anf77mYoEGf5/e/cdH0XxPnD8M3fpBEiA0HvvFlBR7FKMvQEqKvqzi4AFexkHu2JB0C+2r/pVUOw9IthFBQUrVXrvNYSQ5G5+f+wluYSEBLi7vUue9+t13u3s7M5zMVmem5udoXKzYAtRxRljTgHaA+e6HYsQQggRjZRSPspfm3sHlfg3NGYSZOlBFtWdMSYBeBoYobXOq6C6EEIIUV1dz54JchrOTXoLqGD8McRQgiyEYAQwX2udVWFNIYQQopqy1v6nnF0PKaWew5kF6pa9nSM2VtKzlXgIUYUZYxoDt7HnXJNCCCGEqLz3gUsrqhQzPciqGi8nLATOpOsvaq0Xuh2IEEIIEYuUUgo4FdhdUd2YSZCll1iUyU9rt0MIN2PMUTjjpjq6HYuomr79eBbTv5rN0FHnkVo72e1whBDigCilvimjOAFnOesGwM0VnSN2EmQhylDVb940xnhxlvS8TWud7XY8ourx+fw8dctb5O3OJzklkeEPD3Q7JCGEOFDr2fMmvVzge+B9a+2vFZ0gZhLkqp4Iif3jyWex2zGE2WU4XwVNdDsQUTUtX7CWvN35JKUkMPW9X7n8jtOpUUt6kYUQsctaO+hAzxFDN+nZvT+EqGKMMWnAA8AwrbX8kouwWL1sIwCX33EG+XkF/DzlH5cjEkKI8FNKpSilLlBKfVzW/thIkHF6kPf2EKIKug/4SGs9y+1ARNW1Y2sOAIed0In6TdL57pPfXY5ICCHCQykVr5Q6Qyn1Js4wjDeAlmXVjZkhFkJUJ8aYLsBgoLPbscSCZf+u5T/6febNWkqNWsn0P78Xg0f0x+uNmT4A1+zYuhOAWuk1ODrzID7+3w/kZOeSkprkcmRCCHHglFIe4ATgAuAcoDbwL/AE8Ka1dl5Zx8XOvx4yD7KoJowxChgDjNJab3A7nmi3Y1sOdw7+D0rBvS9ezoXD+/H+i9/yxlNfuB1aTNixNYe4BC9JKQkc0acLBXk+Zv0w3+2whBDigCileimlxgCrgC+Bk4AXgZ7W2o7WWl1ecgwx0oOskGEUolo5G2camvJWAhJBPn/jJ/Jy87l7/P9Ro2YSHNOBnOxcJjw9mfOuPtEpE+XasS2HmrVTUErRpWcrUmun8MuUfzg68yC3QxNCiP2ilFqMM3RiLTAJeMta+8u+nCM2epArukFPbtITVYQxJhl4EhiutS5wO55Y8Nt3czn02I4lEuHjTj+U3bn5/D1d1lWpyI6tOdRMSwHAG+flsBM68es3c/H5ZHUmIUTMag74gZ9wpnbb55srYiNBFqL6uAWYobUua5JzUYYVi9bTrE39EmX1m6STmJzAykXrXYoqdpQeb9yrTxe2b9nJ3FlL3QtKCCEOTHvgXpwFtt4B1iulXldKnaaUqtToiZhJkGUWC1HVGWNaAMNxkmRRSdnbcsqctze1djLZ23a5EFFs2b3LmQO5UI9jOxIX72X61NkuRiWEEPvPWrvYWvuQtbYrcDAwDugNfASsU0q9pJTqE7iBr0wxkyCH4iY9pVRbpdTzSqm/lFI+pdS3ZdRRSqk7lVIrlFK7lFLfK6UODtG7EGJvRgPPaK2XuR2IqD5yc/JITC5OkGvUSqbbEW2YPlXmQxZCxD5r7d/W2rusta2Bo4DXgVOBycAqpdS4so6LmQQ5RD3IXYBTgPnAgnLq3A7cAzwKnA5kA1OVUg0P7B0IUT5jzIlAT+Bxt2OJNam1U8jZsWdPcfa2XaTWlhXhKrI7N4/EpIQSZUf06cKKRetZtUQmURFCVB3W2unW2huAxkBf4FPgwrLqxkyCHCKfWGubWWsHAHt8f6iUSsJJkB+21o6z1k4FBuD0UV8f2VBFpfhpjZ/WbodxIIwxccAzwM1aaxkTsI+atanPilJjjTes3sLuXXk0LTU2Wexp9658EpPjS5T16tMVgO8/lUVDhBBVj3V8ba29EmfWqD3ERoJsAb/d+6Myp7G2otuyjwJqAW8HHbMT+ATI3M/oRRhVkTHo1+JMRfOB24HEop7HdWLm9/PJyc4tKvvu0z9ITIqn2xFtXYwsNuzelUdScske5AZN63DQkW358u3p+P0ym4UQIvoF5j1uuo/HKOCMsvbFRoIMkVoopCPgw1lhJdjcwD4RZbwFLPYWsNjtOPaXMSYD507bEVrr2E/1XXDKRUcRn+DlgWte4fcf5/P5xJ+Y8PQXnH3F8TIHciWU1YMM0G9QL9au2MxfvyxyISohhNhnbYF5SqmJSqmzlVIp5VVUSnVUSt2Fk989WFadmEmQKzEGuZ5S6regx1X70Uw6kG2t9ZUq3wKkKKUSyjhGiAPxADBBay1TBuynmrVTeHjidfh9fu67/GXeeOoLzr78OC668WS3Q4t6fr+fvN35e4xBBuh9cjdSayXz+YRpLkQmhBD7xlr7BtAN596xV4HtSql/lFKfKqXeUEq9o5T6Rim1CZgDnAU8BHQq63wxsZJeJW201vZ0OwghKssYcyhwJvLtxAFr0a4hj7w51O0wYk5ebj5AmT3IiUkJnHzBkbz/4jesXraRxi3qRTo8IYTYJ9baJcBVSqkRQD/gaJw5kVsAucBK4H1gqrV27t7OFTM9yBFaSW8LkKqU8pYqTwdyrLV5oWpIVG/GGAWMBe7WWm91OZwSjDHHuB2DiIzcXYUJctlfjp19+bF44jy894KsWyOEiB3W2l3W2o+stbdYa8+01h5jre1rrb3YWju2ouQYYqgHOUI3Ys0DvDjjWOYHlXcM7BMiVC4EEoFX3A4kmDEmEXiBcr5yijbGGLdDiGm7s50b8CZ/mcXvS78us06dll6y3vyJ1bv/Jqlm6b4DIYSommIjQQ7tjXh78xOwHWdqtwcAAoO8T8dJGoQ4YMaYmjjzbA/QWpce7+622yl/jvCoo7V2O4SYtmzBGq555zEGnj+A404/pMw6G9Zs5coTHiItvx236YsjHKEQIpLuu+8+t0OIGrEzxCIElFIpSqnzlFLnAU2AjMJtpVSKtTYXeAS4Uyk1VCl1Es4a3h6cr8OFCIU7ga+01j+7HUgwY0xHYBgy53e1kZO9G4Dk1MRy62Q0SuOsy4/j249m8e/fKyIVmhBCuComEmQFKGv3+qik+jgJ7ztAL6Bz0HbhigKP4Ez5cQfOCiu1gL7W2nWhe0eiujLGtAOuxOmpjRrGGA/wPDBKay1ZUDWRm+MkyCk1yk+QAQZcfSK16tRg/H3vy7zIQohqISYSZAD8FTwqwVq71FqrynksDdSx1toHrbVNrbXJgYHdspyUCJUngUe11mvcDqSUy4Bk4Fm3AxGRU9SDXGPv80XXqJXMFXeewZyZS8maGFVffAghRFjETIIcoh5kIVxjjDkFZ7qZMW7HEswY0wB4GLgyCsdEizDatbMwQa54ivc+5x7GQUe147+PfsqmddvCHZoQQrgqZhJkIWJZYHaIp4EbtNbRNl3gU8ArWus/3Q5ERFbhEIuKepABlFIMf2gABXk+/qPfD3doQgjhqthIkCtaZlo6kKsvP63x09rtMCphBDBfa53ldiDBjDEn44zHl/nSqqHK3KQXrHHLDAaP6Me0L/7ih8/+CGNkQgjhrthIkKlgkRAZYlFtBS01HrWMMY2BW4Eb3Y4lmDGmBvAf4FqtdY7b8YjI27VzNx6PIjFpz5X0ynPuVSfQrltTnr33PbZuyg5jdEII4Z4YSZCLE6HyHqJ68uSz2JPPYrfjqMAjwIta64VuB1KKBn7SWk92OxDhjpzsXJJrJKKUqvQx3jgvNz5+ATu372L8fTLUQghRNcVMgixELDLGHAWciDN1YNQwxhwMXEqU9WqLyNq6MZu0jJr7fFyrjo05//q+fPfJ7/w0+e8wRCaEEO6KnQRZhliIGGOM8QLPALdpraPmu+hAXC8Ct2ut17sdj3DPlg3bSa+37wkywKDr+tC6U2PG3fUOO7buDHFkQgjhrthIkC0o/94fQkShy4DdwES3AyllKLATeMXtQIS7tmzYQfp+9CADxMU7Qy22b93J86M+DG1gQgjhsthIkEF6kEVMMcakAQ8Aw7TWUfMLaoxpBtwLXB1NcQl3bNmwnfSMWvt9fNuuTRl47Ul89f5vzPh6dggjE0IId8VOgixEbLkP+FBrPcvtQAoZYxQwDnhGaz3f7XiEu3Zsy2HnjlwyGqUd0HnOv74fLdo35Jk732Hn9l2hCU4IIVwWOwmyzIMsYoQxpgtwIXC327GUcjbOSn6Puh2IcN+yBWsBaN6+4QGdJyExjhsfv4At67fz8sOfhCI0IYRwXcwkyLLUtIgFgV7aMcAorfVGt+MpZIypjXPD4FVa691uxyPct2TuagBatm90wOfqcFBzTrvkaCa/PZ1VSzYc8PmEEMJtMZMgyxhkESPOBhoA490OpJSHgM+11j+4HYiIDr//MJ8GTeuQ0TgtJOcbdF0f4uO9THxGptUWQsS+2EmQhYhyxpgU4ElguNa6wO14ChljjsRJ3G9zOxYRHbZtzua37+Zx+Emd92mRkL2pU78Wpw85mm8+nCW9yEKImBcbCbIF/BU8hHDfLcAMrfU3bgdSyBgTD7wA3Ki13uJ2PCI6vPrYZ/gKfJx6Ue+Qnvfsy48nLt7Lu89/HdLzCiFEpMVEgqzY+/hjGYNcjflta/y2tdthGGNaAMNxkuRoMhJYAbztdiDCfdZa3nvxG7546xfOufIEWrQ7sBv0SqtTvxb9Bh7B1Pd+ZeParSE9txBCRFJMJMiAjEEWZYqihWJGA2O01svcDqSQMaYtcDNwncx5LBb8tZx7hrzASw9+TO+Tu3PJzZlhaee8q0/A77d88PJ3YTm/EEJEQpzbAQhxILz5LHY7BmPMiUBP4BK3YykUmE1jPPCw1nqpy+EIl6xdsYmfJ//ND5//ydxZS0lOTeRacw6nXdwbjyc8/SMNm9Xl2NMOJmviz5w/tA8102qEpR0hhAin2EmQpZdYRCFjTBzO9Gk3a62jaZWEi4A6OFPOiWrA5/Oz/N+1zJ25lDkzlzBn5lLWLHNmGmzVsTFX3n0m/Qf1okbNpLDHMvDak/j2o1l88r9pXDi8X9jbE0KIUIuNBLnwJj0hos+1wFrgA7cDKWSMqQc8DpwWTbNpiNDauSOX+X8sY24gGZ73xzJyduQCkFYvlc49WnH6xb05om9XGreoF9HYWnVszOEndeajV77nnCuOIyklMaLtCyHEgYqNBBnkRjwRdYwxGcC9wPFRNsZ3NPCm1vo3twMRoWGtZe2KTcyduZTZvy1h7sylLJ2/BmstSiladWzECWf2oHOPlnTq0ZKGzeqGbPq2/TXw2pMYed5YJk+azpmXHetqLEIIsa9iJkEWIgo9AEzQWs92O5BCxpiTgBOALm7HIvZffl4Bi2avCgyVWMKc35awZcMOAFJqJtHx4Bb0zuxO5x4taX9Qi4gMm9hXXXq2puvhrZn03FROPLuHjEUWQsSU2EmQpQdZRBFjzKHAmUBHt2MpZIxJxrkx73qtdbbb8YjKy83ZzZyZS/l7+iL+mbGYBX8uJ293PgANm9Xh4N7t6dyjFV16tqJ5+4Z4vbExAdHV957NjWc/zbi73uX2cZe43qsthBCVFSMJskzlJqJHYIaIscBdWuutLocT7C7gD631J24HIvZu5/ZdzJ65hL9/WcTf0xex8J8V+Ar8eLwe2nRpwimDj6Rzz1Z07tGKug1qux3ufmvbtSkX3XAyrz7+GU3b1Ofim8IztZwQQoRabCTIFkmQRTS5EEgAXnE7kELGmK7A1UB3t2MRe9q8fhvzfl/OPzOchHjxnFX4/Za4eC/tuzfjvKtOpNsRbejUoyUpqdE3XOJADLj2RFYv28jEZ75kx9YcrrjrTBISY+OfHiFE9SVXKSH2gTGmJvAoMEBrHRVzqxhjPDjLSd+jtV7jdjzVma/Ax7qVm1m5eD1L569lwV/LWfDncjas3gpAfEIcHQ9pwfnX96Vbr7Z0PKQFSckJ7gYdZh6Ph+EPDyS1VjLvv/Qtv/+4gCG3nELvk7vLkAshRNSKnQQ5KlIRIbgL+Epr/bPbgQS5Gud7lhfcDiTShmY+vmdhGUlXWXlYWclZmflamfVKluXvLmD71p1s25RNQb6vqLxRi3p06dma9t2b0f7g5rTr2oyEpPgyGqnavF4PV959Jgf3bs+LD37Eg9e+SsPmdTnp7J70OK4j7bs3wxvndTvMKstai7UWv8/i9/nx+/34/YHtoteBcp/F+i0+vx+/z4/126Jyn88fOI+z7bfF9f2BNrDWWeDWbwPtgiWo3ClwzuO3JeIrLLe2uMwGvkG2ZRxvCW6n5PFgK/zi2Vbim+nK1CEk7VTcTEWV5Hv20IqZBFmmeRNuM8a0A64AurkdSyFjTGNgFM5Uc9XuY2SDpnVKbJd1mbBl/LNR5j9YZRWVUa+sQ+PivLTr3oy0uqk0aZVB0zb1adamvszcUMphJ3Ti0GPa8/1nf/Dl29OZMGYyE8ZMJrlGIq06NqJF+0Y0aZ1B3Qa1qdugNnXq16JGrWRSaiQSnxgXkR5nv99PQb6fgvwCfAU+8vN8+Ap8FBT4KMhznkuW+ynIKwiU+8nPK8Dv81OQ7ysqK8h36voK/EXHO2X+ojqFZcX7/fh8Pnz5pY8peVzwMYXlRUlrIMktTESFEJUXMwmyjEEWZfLb1hFs7Sng0SgbxjAGeD6appqLpHtfvNztEMQ+8sZ5OeHMHpxwZg+2bsrm718W8veMRSydt4Yfs/5kx9acco7zkFwjiaSUBOLiPHjjvHi8HrxxHrxeZ1sphd9f2Otpi3oXi8qsLdpXlJAWJpiBpDgSyaRSCm+8h7g4L3FxXjxxgdfxXrxxXuf9xXvxep1yb7xTLzk1ztn2eouPDz4mzos3zoPH68Hj8eDxqMDroGePB49XoTwevIXlXg9KKTxehbfotSfoGFV8Tq8KOo8H5VF4lEJ5FEoplKL4NQoUReUU7lcq6BH4RmaPes55yz2ewjZLnxdAlThm7/8vKvf/q+I6B1oB5+cVgXbKZS2ptZ/e/+OrmNhJkIUog4pQn6kx5lSgHXBOZFqsmDHmdOAg4GK3YxFif6TVTeWYUw/mmFMPBpwe+5wduWxct43N67axef12du7IZVf2bnbt3E1Odi65u/Lw+/xOr6sv0Psa2Pb7/IHETuFRgeTNo0omcYHkrTC5dBJMD3Hxcc524LU36HVhnfj4OLzxgec4L3Hxgf1xQQlrQlxQYlsywfV6ixNfIUR0i40E2QLyFZEoQ1wei8PdhjEmEaf3eITWOi/c7VVG4GbBZ4FLtda5bscjRCgopahRK5katZJp0a6h2+EIIaqx2EiQZR5k4a4RwHytdZbbgQS5H/haa/2124EIIYQQVU2MJMhIgixcEbgJ7lagl9uxFDLG9ATOB7q6HYsQQghRFVWrgVBKqc5Kqa+UUjlKqdVKqVFKKZlbSOzNI8CLWuuFbgcCYIyJA14EbtFab3Q7HiGEEKIqqjY9yEqpdGAqMAc4E2gDPIHzIeHuAw1PVD3GmKOAE4GObscS5AZgI/CGy3EIIYQQVVZsJMihuUnvGiAZOMdaux2YopSqBdynlHosUCYEAMYYL/AMcKvWOtvteACMMa2A24EjtNYy5kgIIYQIkxgZYmHB+vf+qFgmMLlUIvwWTtJ8XDiiFjHtMiAXeNPtQACMMQp4DnhCa73I7XiEEEKIqixGEuSQ6AjMCy6w1i4Hcoiur9CFy4wxacADwLAo6qkdBDQFRrsdiBBCCFHVxcYQC6jMGOR6SqnfgrZfsNa+ELSdDmwt47gtgX1CFDLAh1rr390OBMAYkw48CZyjtc53Ox4hhBCiqouNBLlyY5A3Wmt7RiAaUYUZY7oCFwCd3Y4lyGPA+1rrX9wORAghhKgOYiNBhlDMg7wFqF1GeXpgn6jmAuN8xwCjomUKNWPMMTjj56MpYRdCCCGqtNhJkA/cPEqNNVZKNQNSKDU2WcQQv20dwrOdA9QHxofwnPstsMT1C8BwrbXMsiKEEEJESOzcpGft3h8VywL6K6VqBpUNAnYB34UjZBF+ym9RBz4FIMaYFJx5sYdrrQsO+IShcTswH/jA7UCEEEKI6iRGEuQKkuPKJcjjgd3A+0qpPkqpq4D7gCdlDuTY5c2zi715dnEITnULMENr/U0IznXAjDEdgWFE10waQgghRBGlVBOlVLZSyiqlUoPKlVLqTqXUCqXULqXU90qpg8s4PmpXOI6NIRYW8FdqruPyT2HtFqXUScA44BOcGS2ewkmSRTVmjGkBDAcOdTsWAGOMB3geMFrrFW7HI4QQQpTjcSAbqFGq/HbgHpzOp3nATcBUpVRXa+1aiP4VjmMjQQ4Ra+0cnKWDhQg2GhijtV7mdiABlwFJOAuDCCGEEFFHKXUscDLwEE6iXFiehJMgP2ytHRco+xlYClxPcfIb1Sscx06CfOCzWAixB2PMiUBP4BK3YwEwxjQAHgb6aq19bscTq6y1TBo3hc9en8b2zTtpf1Bzrhl1Dm26NK30OX6e/DejrniJdt2a8cznI0vsW/Dncl599FP+/cvp4G/brSlDbj2Vjoe0LKrz+hOf81PWX6xbtRksNG1dn3OvOZHjzoiKLyqEEGK/BYZBjAVGsecaE0cBtYC3CwustTuVUp/gzMpUmCCXt8LxozgrHH8SluArKUbGIBOKMchClGCMiQOeAW7SWu9yO56Ap4BXtNZ/uh1ILHv72am8OeZLBlx3Eve9ciVJNRK484Ln2Ly+ch0Sebn5vDDqA9Izau6xb8PqLdx54XP4fX5uGXMRt4y5CF+BnzsvfI51KzcX1cvZkUufAYdzx3OXctfz/0ebbk15ZOhr/PDZH6F6m0II4ZZrgETg2TL2dQR8wL+lyudScjaxqF7hOEZ6kG1lFgoRYl9dC6wBPnQ5DgCMMScDvYAr3I4lluXl5vP2c1MZeH0fzrj0WAA69WjJkCMNn7z6A0NuPbXCc7w7/mvqNqhNoxb1WDZ/TYl9M76aza7sXO558XJq1EoOnL8V5x90J79+PYfTLjkagKvvO6fEcT2O68jyBWv56t1fOebUg0PwToUQIuQqWpUYpVRd4H7gImttvlKq9DnSgWxrbelvQbcAKUqpBGttHlG+wnHs9CALEULGmAzgXmBENMwSYYypAfwHuFZrneN2PLFszswl5OzI5djTDikqS0pJ5Ig+Xfnt2zkVHr9+1WbeHf8V15hzytxfUODHE+chKSWhqCy5RiKeOE+F32bVTKtBQX60zCIohBB72Git7Rn0eKGMOg8Cv1hrP490cJEUGwmyBWv9e30IsY8eAN7QWlecMUWGBn7SWk92O5BYt3LhOjxeD41bZZQob96uASsWrq/w+Bfv/4hjTjuYtt2albn/6MyDSEpO4MX7P2Trxh1s3biDF8wH1KydwtFBSXkhX4GP7G05fP3Bb8z6YR6nXNR7/95YmOVk5/LM7ZN49ZFPKMiX4e9CiD0ppboA/weMUkqlKaXScBZcA6itlErG6QFOLWO6tnQgJ9B7DFG+wnGMDLFAhliIkDHG9MCZUsb1MU4AxpiDgUuBru5GUjXs2LaL5BqJeL0lP/+n1k5h96488vMKiE8o+9L3x7QFzPp+Hi99d1e556/bsDaPTLoefekLfPTf7wGoU78WD7xxLWl1U0vUnTtrKTed+RQA3jgP191/Hked3P1A3l7YvPFEFlkTfgLA4/VwyS0VD0URQlQ77YB44Ocy9q0EXgYmAl6gLc5iV4VKjzmO6hWOYydBlhvxRAgYYxTOnbd3aa23uhwOxhgv8CJwu9a64u5NUYK1Fr8v6BukPcfCVZqvwMf4e9/j/GH9SM+oVW69zeu28dA1r9CuWzNueOwCAD753w/cO+R5nvzwBuo3qVNUt1XHRoz59GZ2bt/FjK9m89w975KSmsTxZ/XY7zjDwefz89X7v3L0qQeTnJLApHFTOPHcw2jaur7boQkhosuPwAmlyk4GbgNOARYDy4DtwACcb2tRSqUApwPBQzaygFuUUjWttTsCZVGzwnHsJMhChMZgnE+/r7gdSMBQYCfRE09M+fuXhdw2cFzRdrdebTn2tIPZtXM3Pp+/RC9y9rYcEpMTyu09zpr4Mzt35NJ3wOFkb3OGgRfkF+Dz+8nelkNSSiJx8V7eHf81BQV+7nr+/4iLd75BPKh3O6449gHee/4brh11btE5k1ISaX9QcwAOOaYDO3fk8t+HP466BHnlwnVs37yTw0/sTM8TOvH9J78zaewUbn5qsNuhCSGiiLV2I/BtcJlSqmXg5Q/W2uxA2SPAPUqpLRQvFOLB6aAqNB5nka73lVKPAq2JohWOYyNBtvaAV9ITwhhTE2d+xfO01q7/QhljmuHcKNg7Gm4UjEVtuzVjzKc3F22npCayce02/D4/a5ZuoGmbBkX7VixcR7O25feIrly8no1rtnLBIXsu4DSg6x3cMuYiTjznMFYsWkeL9g2LkmOA+IQ4mrdvyJplGyuItylT3p6Or8CHNy4qVlMFnHmdAToc0oL0jFpkDj6Kj1/9gQtG9Kdxy3ouRyeEiEGP4CTEdwB1gd+AvtbadYUVon2F49hIkEGGWIiy+W3rfah9FzBVa13W2KmICgz1GAc8o7WeX1F9UbaU1KSiHtpC9ZvUIaVmEj98+gcXjOgPQO6uPKZPnU3mhUeVe64zhhzDUf27lSh7+9mprF2xmeGPDKRZ2wZF5//tmzklxjLn7S5g2fw1HNFn78PI5/y6hHqN0qIqOQZYsWgdcfFemgSGVJx3zUl89sY03nluKiMeO9/l6IQQ0cxa+yrwaqkyizPbxYMVHBu1KxzHTIJspQdZlEFV8nOTMaYdzvzC3SqqGyFnA+2BgW4HUtUkJMUz8Lo+vDlmMqm1U2jatj4fvPgt1m8547JjiupNfXcGT418k//+eA8NmtahcauMPWa+mPL2DLZv3kn3I9sVlZ18wZFMfutn7r/yZU675GistXz62o9sXr+dzMFOAr5u5WaeGjmR4844lEYt6pG7czc/ffEX3308i+sfGhCZH8Q+WLNsEw2a1ikaklK3YW1OPv9IPp8wjfOH96NB0zoVnEEIIaqWmEmQhSiLJ98urmTVp4BHtdZrKqwZZsaY2jgr+F2gtd7tdjxV0cChffD7LZOencKOLTm0696MBydeV+LmO+sP3OC3j99OtevejPtfv4aJT03m8RFvANCyYyMemngdrTs3ASC1VjJ1G9Rm0rgpbF6/ndRayTRv1xDz2lUcfmKX0L3REFmzbCONWpQcSjFgaB+y3vyJt5+dyrCH5XOcEKJ6iZEEWZaTFvvPGHMqztQ0Za/8EHkPAZ9rrX9wO5CqSinFBcP7ccHwfuXW6TvwCPoOPGKv5ynvJrVDju7AIUd3KPe4GrWSuWXMxZULNgpsXreNdt1Lzvuc0SiNfgN78eXbv3D+8H5kNEpzJzghhHBBzCwUgt/u/SFEGYwxiTi9xzdorfMqqh+BeI7EGV5xm9uxlCcwPlpUE36/n22bd1K7Tuoe+wYO7QMWJj71hQuRCSGEe2KkBxmQ1fLE/hkBzNNaZ7kdiDEmHmcOyBu11q6vErQX9+Gs7Bf1jDFuhxDzCnL9+H1+fvltGsvMzD321+sQxxdv/syq3NnUqBs7/2QIIcSBkKudqLKMMY2BW4FebscSMBJYAbztdiDlMcaMAC4gRhJkrWMizKi2YuE6fnvjIQZeeC4nnt1zj/3Z23K4/NgHsKszuHfMMNQBLMYihIhu9913n9shRI2YGGJhcW6o2dtDiDI8ArygtV7odiDGmLbAzcB10TrnsTHmEpwY+7odi4icbZuyAfZYJrtQau0UhtxyKv9MX8TX7/8WydCEEMI1MZEgY60zxGJvDyGCGGOOwplb8aEoiEXhrBj0sNZ6qcvhlMkYcwbwGNBfa73M7XhE5Gzb7CTItctJkAFOvvBIOh/WivH6fTavd32BKyGECLvYSJCRHmRRecYYL85ylrdqrbPdjge4GKgDjHE7kLIYY44HXgJO01rPdTcaEWmFPchl3aRXyOPxcOPjF7A7N49n73oHK7MKCSGquJhJkIXYB/8H7ALedDsQY0w9nJ7Zq7TWBW7HU5oxpgfOmOhBWmv5/rwaKkyQa+0lQQZo2qYBF998Cj998RfffCC/KkKIqi12EmQZYiEqwRiTDtwPDIuSsb6jgTejMfk0xnQEPgWu1Fp/43Y8wh3bNmeTUjOJhMSK79k+58rj6XJYa8bd+Q6rl2yIQHRCCOGOmJjFYgdbJk+179aroNrGiAQjokbf3g94SPTGFb6eMu1uP84UZR9qrX93NTjAGHMScAIQdUunGWOaA5OB27XWH7kdj3DPtk3Zex1eEcwb5+W2cZdwXb/HeHjoqzzxwY2VSqyFECLWxMSVzVp7stsxiKiUhuWwwteBad0uADq7GBMAxphknBvzhkbJOOgixpj6wBTgKa31a27HI9y1dVM2afUqlyADZDRO56YnLmTUFS/x6iOfcJU+O4zRCSGEO2JniIUQZVB+i/JbvF4Lzk1wo7TW0fBtwl3AH1rrT90OJJgxpjbwBTBJa/20y+GIKLAvPciFjuzfjdMvPYYPXvqW6VP/CVNkQgjhnpjoQRaitNFKtTnJm3CzzxNPQn4OBV27LMnf3i8/6cUXr8XlxSOMMV2Bq4HurgZSSqBX+2PgJ2JkIRARfts2ZdP+oOb7fNwVd53J7F8X8+RNE3l28q3Ua5QW+uCEEMIl0oMsYs5opTKBXywqd3q3q/iqt2b3WWfvjP/mmy88O3ZMC+x3hTHGg7Oc9D1a6zVuxVFaYJnrScBKYHiU3MAoXGatZfuWnXudA7k8CUnx3PHsEHbn5vP4iNfx+eRmaSFE1SEJsogpo5VqA/wPOOPrI+5+YFdSHRq3UviVd/ods2ZdBJwB/C9Qzw1X4yz++IJL7e8hkLT/F+fv/VKttWQyAoCd23dRkO/b5yEWhZq2acDQB87jr58X8va4KSGOTggh3CMJsog11wMvjrT2Z4DEJEvj5pbN69W9AIHyl4ChkQ4scJPgKJw5j6MiCQ2s4vc00BIYqLXOdzUgEVW2btwBsE836ZXWZ8DhHH9WD954Mou5s5aGKDIhhHCXJMgi1lwIvFy40aq9n9XLFfP/9qwKqvNSoF6kjQGe11rPdqHt8twLHAOcrrXOcTsYEV02rN4KODNT7C+lFNc/NJA6DWrzzG1vUZDvC1F0QgjhHkmQRaypBywr3Fi1zMOqpap0neWBehFjjDkdOAh4IJLt7o0xZjgwGDhZa73V5XBEFFq/agtwYAkyQI2aSVx3/3ksnbeGD176NgSRCSGEuyRBFrFmI9CicGPHNoXfv0eC3JwILhxjjKkJPAtco7XOjVS7e2OMuQgYCfTTWq9zOx4RnTas3oJSiroNax/wuY7s340j+3djwpNZbFq7LQTRCSGEeyRBFrFmInB5BXWuCNSLlPuBr7TWX0ewzXIFerNH4/QcL3U5HBHFlv+7lvpN04lPCM2Mn1fecxY+n5+JYyaH5HxCCOEWSZBFrBkHXDlaqSPL2hkovwKnRzfsjDE9gfNxemtdZ4w5DmeM9ula6zluxyOi24I/l+/XHMjladSiHpmDj+KLN39m1ZL1ITuvEEJEmiTIIqaMtHYRcAnw8YnTH7wnOXczyu/j4HkTW41W6mGchTAuCdQLK2NMHPAicIvWelO426tEPIcC7wDna61/dTseEd1WLFzHuhWb6XJY65Ce94Lh/YhPiOP10VkhPa8QQkSSJMgi5oy0Ngvo5ffE1Tri7xfp88so6m+e9wWQCPQK7I+EG3DGOr8RofbKZYzpAHyGM8VcVAz1ENHtk9d+wOP1cPQpB4f0vOkZtTj7iuP57uNZLJ6zquIDhBAiCilrZUEtEZv69hrVGq/H6Sn2+dtM+eXexZFq2xjTCvgVOEJrHfbe6gpiaQb8CNyntX7FzVhcIBew/fDTF3/x4NX/5eQLj2LYwwNDfv7sbTlc1nsUXQ5rw32vXBny8wshwkMpNdNa29PtOKKB9CCLmKV8dpvK86HyfCifjdht84HFN54DnoiC5DgDmAKMqYbJsdhH2dtyePH+D3nwmldod1BzLr/rjLC0k1o7hfOuOYnpU/9h7swlYWlDCCHCSRJkEbMUWOU8oyLbkzgIaIozU4RrjDG1gC+Ad7XWT7oZi4heebsL+O2buYy59S0uOkzz/gvf0G/QETw08TpSUpPC1u6Z/3csafVSee2xz8LWhhBChEto5vYRopowxqQDTwLnuLlsszEmGeeGxOnAPW7FIaJPTnYu8/9YxrxZy5g3awl//7KIXTt3k5icwPFnHsrplx5Dmy5Nwx5HUkoi5w/rx3j9PjO+ms3hJ3UJe5tCCBEqkiALsW8eA97XWv/iVgCB2TPeAtYA12utZRxuNWWtZdWSDcyduZR5s5Ywd+ZSls1fg9/v/Eo0b9+QE87uSa9+XTnoyHYkJMVHNL7Mwb35fMJPjL3jbcZPvZ0atZIj2r4QQuwvSZCFqCRjzLFAJtDZxRg8OPMcxwNDtNZ+t2IRkZebs5sFfy5nzm9LmDtzCfNmLWP7lp0ApNRMouMhLTnq5O50OrQlHQ5pQWrtFFfjTUiM46bRF3LTWU8x9o63uW3cJSi1x8qXQggRdSRBFqISjDGJwAvAcK31dpdiUMBTQBucJaTz3IhDRIa1lvUrNzN35lLmzHQS4sVzVuP3OZ+JmrVtwBF9u9KpR0s692hFs3YN8Hii77aSDoe04JJbTuXVRz+lcasMLhl5itshCSFEhSRBFqJybgfmAR+4GMM9wHHA8VrrHBfjEGGQt7uARf+scHqHZy1l7m9L2Lze+SyWlJJAh0NaMPC6PnTq2ZJOh7SkZnoNlyOuvIFD+7BqyQbeHDOZvNx8LrvjdLze6EvmhRCikCTIQlTAGNMRGAYc4tZ4X2PM9cDFwNFa661uxCBCa9PabcwNjBueN2spC/5aTkGeD4CGzetyUO92dDq0FZ16tqJVx0Z447wuR7z/lFKMeOx8kpITeO/5r1nw53JGPDaIJq3qux2aEEKUSRJkIfYiMOb3ecBorVe4FMNg4DbgGK31OjdiEAcmN2c3S+atYd6spcybuZR5vy9l/aotAMQleGnfvTlnXnYcnXq0pNOhLanToLbLEYee1+vh2vvPpd1BzfnPPe9y9YkPc/IFR3LW5cfRtE0Dt8MTQogSJEEWsctaReENP9aG686fy4AknIVBIs4YcxrwBHCS1nqpGzFEs22bsylaDDTwwlpbRplTDkETZltbXGaDyyg6T9G+omPLKAuqb/2WzRu2s2HVFtat3MyyBWtZOnc1q5duLDpfRuM0Oh3airOuOJ5OPVrSunNTEhKrx6VYKUXfAYfT47iOTHz6C75482c+e30anXu24oi+Xel5fCdatG8Y073lQoiqQZaaFjGr/yH3tibO66xkV+BrM/n3USFdatoY0wD4G+irtf4zlOeuZPvHAu8Cp2mtZ0S6/ViQ2WxE1F7AlFI0blmPlh0b0apTY1p2bEyHg1tQr1Ga26FFjS0btjPl7el8/+kfLPpnJQCJyQm07dqUFh0a0qhFBo1a1KVBs7qk1U2ldt1U4hOqx4eJYNZa/D4/Pp/F7/PhK/AHtks9F+xLmQ+/zxY/F/jw+51nay1+v/OBr/CDn9+W2i58bcH6/UH1wdpS235/0PFB9YuOt/j9/jK2Cfr0GvRhlKIXRT+fks8lDyj9oZdS59lzfznlZbZZOqZSMcSY+/93jSw1HVD9rjRCVN5TwCsuJceH4CTHF0pyXL5rRp2LUqBwvkAomkFMFX+5oIpf7FHmPJU8VilVtBFcFnzuwqOCz134lJ5Rk4zG6dRrlFYtk7l9kZ5Ri4FD+zJwaF82rtnKXz//y4I/l/PvXyv48bM/i6awC5ZaO5la6TVITk0iOSWRpBoJJKUkkpziPHvjPHjjvM6z14M3zoPH62wXz/JRmMgVJzWF24VJmbVO0lMiySzw4Qva9gVt+wNJZ/G+4u2i5LSM44KTV19BqaTV58Nf4C+a1zrWKKVQHoXH4zwrSm0r51G8DcrjweP8UePxqKLzBJ00+GmPaQNVefvLLS91HHvfv9dji4pL7hexSa7eInb5/NvwFU0DvC2UpzbGnAz0Aq4I5Xkr2XZ74DPgGq311Ei3H0vOvOxYt0MQIVKvURonnnMYJ55zWFFZ9rYc1izbxPpVm9m2KZutG7PZumkH2zZlk5uzm9ycPLZtymbdys3k7nS2g5PTUCWXTrIdSLrjPHi8gSQ8kIB7g7Y9Qdser8Lr9ZKQFB9U11tUx1PqeI9HlXguTOpLPHuDEv9KlHniPHg9npJteoPfg3I+QJR49hQlr3tPaAP7VantwGsRe8aqW9wOIWpIgixilgoaTkrJ1wfEGFMD+A9OghrR6dSMMc2AL4G7tdbvR7JtIaJNau0U2nVPoV33Zvt9Dr/fXzSEwBf4QF30jYBSJXsMA+XB+yXZE6J6kgRZiD1p4Cet9eRINmqMqYeTHI/VWv83km0LUVV5PB48HoiLlxv/hBCVJwmyEEGMMQcDlwJdI9xuLSAL+EBr/UQk2xZCCCFESbKUkRABxhgv8CJwu9Z6fQTbTQI+BGYCd0WqXSGEEEKUTRJkIYoNBXYCr0SqQWNMHPAWsB4Y6tZKfUIIIYQoJkMshKDo5rh7gd6RSlIDq/S9BCQCA7XWvki0K4QQQoi9kwRZxK68/Bp4A1+C+Pw1gM37cxpjjALGAc9oreeHLL6K23wCaAf001rnRaJdIYQQQlRMEmQRu/IKOii/M22T9Xg6ACv280xnA+2BgSGKrDLuAk4CjtNa77kaghBCCCFcIwmyqNaMMbWBZ4ALtNa7I9TmdTgzZRyjtd4SiTaFEEIIUXmSIIvq7iHgc631D5FozBhzIXAHcKzWek0k2hRCCCHEvpEEWcQuRWqZryvJGHMkzvCKLiGMam/tnQI8CfTRWi+JRJtCCCGE2HeSIItqyRgTD7wA3BiJYQ7GmGOAV4EztNb/hLs9IYQQQuw/mQdZxC6/zS7zdeWMxLmp7+1QhlQWY8whwHvAYK31L+FuTwghhBAHRnqQRcxS5byuiDGmLXAz0DPccx4bY9oBnwHXaa2nhLMtIYQQQoSG9CCLaiUw//B44GGt9dIwt9UU+BK4R2v9bjjbEkIIIUToSIIsqpuLgTrAmHA2Yoyph5McP6e1fjmcbQkhhBAitGSIhag2AknrY8CpWuuCMLZTE/gc+Ehr/Xi42hFCCCFEeEiCLKqT0cCbWuuZ4WrAGJMEfAj8DtwZrnZE+Tav3cb746cy69s5rFmykdS0FA46ugOX3XMWdRumVfo8C/9azoi+D5OalsKk+U8Un3/dNsaOnMCiv1ewdeMOUmun0OWItlx615k0adMgDO9ICCFEpEmCLKoFY8xJwAmEcc5jY0wc8CawCeemvLDeACjK9u9fy/jpsz84+aLedOjRii0btjPhsU+56ZTHGP/9vSSnJlV4Dmst/7n9LWrXrYnP5yuxb/euPFJrp3Dx7WfQoFkdNq/fzqSnv+D2c57mP9/fQ2rtlHC9NSGEEBEiCbKo8owxyTg35g3VWu/rdHCVbcMDvAikAKdrrX0VHCLCpMsRbXnx5/vwxnmLytp2b86VvTQ/fvo7fc8/ssJzfP3OdLZs2EG/C48i6/WSiyw2apnBzeMuLVHWrntzruil+fOH+fQ+7ZCQvA8hhBDukZv0RCxLKud1aXcBf2itPw1HEIGZMR4HOgDnaK3zwtGOqJzU2iklkmOApm0akJiSwOa12yo8Pic7l/+O+oArzLnEJXgrrA9Qq46zkGN+ftiGtgshhIgg6UEWscvaFmW+DmKM6QpcDXQPYyR3AH2B47TWO8PYjthPS2avZHdOHk3a1K+w7sTRn9GsfUOOOuVgFv+zotx6fr8fv8+yae1W/vfwx9RvVofD+3YLZdhCCCFcIgmyiGUp5bwGioY9vIAzD/GacARgjLkWuBw4OhJLVot95/f7GX/X2zRpXZ9eJx+017orF67l0/9+y1Nf3F7heZ+99U0+f80ZftGwZT0eemcEKZUY3yyEECL6yRALEctWlPO60NWAxUmSQ84YcwHO8I2+4UrAxd5Za/EV+IofPv8edV554EPm/raYkc9dRlz83odMjL/zbfqcfyStOjepsO1BN2Ty9Je3c+fLV1K7bk3uGvgMW9Zv3+/3IoQQInpIgixi2cZyXmOMaQyMAq7SWu+ZNR0gY8wpwNNAptZ6cajPLyrn758WcFqjoUWPO855qsT+T//7Le+Nm8LNYy+lY49Wez3Xr1P/Yc6MRZxzTR+yt+WQvS2HvNwCrMV5vTu/RP36TevQ4ZCWHHNGDx58Zzg7t+3ik/9+G+q3KIQQwgUyxEJUVWOA57XWs0N9YmPM0cBrwBla679DfX5ReW0PasGYKXcUbaekJha9/vGTWfznjkn8nz6b487uWeG5Vi5cx66du7n8iHv32Deg7U1ccvsZXHDzKWUeW6NmMo1a1mPtso1l7hdCCBFbJEEWVY4x5nTgIJxlpUN97oOA94DBWuufQ31+sW9SUpNof/Ce92f+NW0+j137X06/4gTOG9qvUuc6+oxDadOtaYmyKW/+zE+f/4F+/VoaNK9X7rHbNmWzcuE6ep7Udd/egBBCiKgkCbKoUgLLPD8LXKq1zg3xudsBWcD1WusvQ3luETrLF6xh1CXjada2Iced1ZO5vxWPgKldtyaNW2UA8Ne0Bdxx7tM8/N4NdO/dnozG6WQ0Ti9xrr+mLSAu3kv33h2Kyt57bgrrlm2k65HtSMuoydplm/jg+a+IT4wjc8gxkXmTQgghwkoSZFHV3A98pbX+OpQnNcY0Ab4EtNb6nVCeW4TW/JlL2Ll9F4tnr+SmUx4rsa/PoF5Bi3xY/D4/zn2clde6S1N+nfoP3300k13ZudRrlE733u25cOSpeyTYQgghYpOyVlbDFbEps+WNfYApgc2+vS5L2wp8CnTRWm8KVTvGmLrA98D/tNaPhuq8IiTkAiaEECGilJppra34po1qQHqQRUwarVSbI+LrXpvg20W8fxd+j/ed3duG5aucnEfvGT8+lMlxTeBz4NPqkhwbY2prrSteck4IIYSooiRBFjFnoVKbkyG9hT+fNxsOJDeuFhe1mJ+2ceNGPK+/Pnrh88/f1dbaOgfajjEmEfgA+AuoeOWIGBdYMnsw8BjQ2OVwKsUY43YIQgghqiAZYiFiymil2iTDwrOBdUnNubPBOSSmejji1ASufvF5crds4QNgF7Qdae2i/W3HGBMHTAL8wPlaa1+I3kJUCizJ/SyQCgzVWv/ickiVJRcwIYQIERliUUx6kEWsub47TvfmukBBqyOTaTPjT+pscVZ67gbMgKHATfvTQKAn9XmgJnB6VU6OjTG1gPtwpsTTOHNHV9n3K4QQQlSGJMgi1lzYLWijbqt44lM8tJlRvF5Hd2AGXMh+JMiB5PhxoDPOEtK7DzDeqBR4n+cDo4HJODc2rnc3KiGEECI6yBALEVaZLW/cCXj34ZBEoNyk9MRlYxJ/aHYtKA9+FC2Prcm6ebvJXZ+HCnzbrqyP3ivG802LEeWdp9w2GndP9NZrneCdk5WdV7C76G/Dl7X0qRr78B6imjGmCzAOSMMZTvGTuxEdELmACSFEiMgQi2KSIIuYMlqpdVdA/d9TOvBRzYM5Y8fvPFGvH11zV3P3xs+o6d/NVuAlWDfS2ob7cm5jzNXArcAxWuvV4YjfTYEZOe4FLgUMMF5rXeBqUAdOLmBhtPCv5fz+3Vz8Pku7g5vTtVc7EpLi3Q5LCBEmlUmQlVIDcIbl9QBqA/OB0dbaN0vVuxLn39RmwGzgVmvtV6XqNMHpsOmD03H1VqBeTmje0f6TIRYipliYOCGxyQ1bU9rwyPr3SLIFjLV9GLB9JnfVP5tbNk5mScEWgIn7cl5jzCCc5PHYqpYcB4ZTDASeAKYCXbXW6/Z+lKjOrLU8f/c7fPRCyfV20jJqcuqlx3LmVSdSM63KfKkihNg3NwFLgBuBjcApwESlVD1r7VgApdQFwHice1x+BC4DPlVKHWat/SdQJx5niF8ezpC/NODJwPNFkXs7ZZMeZBEzMlveWCM1b/17vda+3X+QLaBpoPzsZtfxwYrnWB6XzjO1etJs81fk46/0LBbGmJOB13DGHP8VtjfgAmNMJ5xP5/VwhlP86HJIoSYXsDB484nP+d8jH3P6/x3HRbedTlxCHP/89C+fvfY9M778m1p1anDxbaeTeckxeOP2ZQSVECKaVbIHuZ61dmOpsonAkdbaVoHt+cA0a+3/BbY9wJ/An9baiwJlFwBvAG2ttUsCZQNxepE7WGv/De272zceNxsXorIyW97YDPgyO6H+K2fagi0f4SxttxVnzPFWYGnBFlpunsLGtF75X7W44dTMljeqis5rjOkNvA6cXZWSY2NMqjHmUZwf00dAjyqYHIswWL14PROf/Jxjz+rJtY+cT606qaSkJnF4v26YCUMZ9/VdtOzUhGdve4sbMx9j2bwq9YWLEKICpZPjgN8JzJ+vlGoNtAfeDjrGD7wDZAYdkwn8WpgcB3yI06N8cmij3nfSgyyiXmbLG3sBzwFXZy196ldw5kPGmcrtQotqoLDrcIZVPPtVixuWA2MBBVx/0rKnmwPX48xsUQ/nK6GJu884Y0rBoYe+AlyitZ4c8TcWBoHhFOfifE31HXCr1nqNu1GFlVzAQmzMja/zzXsz+O+MB6jTsHaZday1/PDRTJ69/S1yduQyeOSpDBjWT3qThYhx+3uTnlLqfaCdtbabUuoU4DOglbV2aVCdAThJc31r7Qal1AxgjrX20lLnmg18a60degBv5YDJGGQR1TKbjXgEjzoFpTKzlj61qrA8MHziJuCmzJY37sha+lTRDXkjgcyWN16Ltddn7Fy4zEKCgheAo4BlQAtf8+Yjfe3afeL9889H737//aqSHHfA+WDQCLhIa/29yyGJGLNjy06+eW8GJ5x3RLnJMYBSimPP6kn3ozvw3G1v8tpDHzHz69nc/uIV1G2YFrmAhRCuU0qdBJwF/F+gKD3wvLVU1S1B+zcEnkvXKayXXkZ5REmCLKJSZrMRHuBBoD3WnpC17OlN5Vb2+VNKF2UtfcqOVupzP94Hf6939uotSc3eyFoxZhGAMSYX6O9ZsuTxpA8+uHK0Ui8fyKp7bjPG1ADuAq7C+ZmN01rnuxuViEU/ffYHu3flc+qQYytVP61eTe58+Sq+fnc6z9w8gWEnPsSdL19J1yPbhTlSIUSY1FNK/Ra0/YK19oXyKiulWuJ8e/uRtfbVMMcWUZIgi6iT2WxEKs644D+Ac7OWj6noa/TypoO53oNv3JakZv8D3shsNuKeXlfUmY5z1+wL97z66iOjX3vNcgCr7rkpMJzibOApnLuEu1e1GThEZP069R/qNU6nTfdm+3TciecdQZuuzbj/0ue5c8AYbht/Ob1POyRMUQohwmhjZYdYKKXqAFk438wODtpV2FNcm5I9xOml9m8J1CktHeeGPlfJTXoiqmQ2G9ECmAJMzFoxxmStqDA53psLgZezVoyZB/TzJqiRu3f6Z1lrs4BHA3VeCtSLKcaYdjgXpvuBIVrrwZIciwORn1fArO/mclifrihV4f2te2jRsTFPfn4Lbbo148H/e4Gv35kehiiFENFAKZUCfAokAKeVmrd4XuC5Y6nDOgKbrbUbguqVqKOUSgBaB53DNZIgi6iR2WxEb+AD4PqsFWPeCcEp6+F8siVrxZjN7U9KPW/z0ryV01/ekv7LS5sLVztYHqgXE4wxKcaYB4CfceY0Plhr/a27UYmqYO6vi9iVncthfbrs9zlq1Unl4fdupHvv9jwx7DV+zvojdAEKIaKCUioOZ0aKdsDJ1tr1wfuttYuBBcCAoGM8ge2soKpZwGFKqRZBZWfgrHb7RXiirzwZYiGiQmazEUOAK4DTslaMCVVP6EagBbAI4MkXHtgCHJ3ZbMR1QFZmsxHnnwS1AvWiWmA4xZnA08AvwEFa61V7PUiIffDr1H+Ii/dy8DGlO332TVJKAve+fi13njeGh654iQffHk733u1DFKUQIgo8h7M4yAigrlKqbtC+3621u3EWCHlDKbUUmAYMwUmog7+xfRfn/pn3lVL34Ay3eAqY6PYcyCAJsnBZZrMRXqx9GKWaAf2yVozZtU/HNxmWsZfdE4HLgTuDC7NWjHkus9mIBcAXOd5av6f4tu/TqnuRZoxpAzyD87XT5Vrrryo4RIh99uvU2XQ7qh3JqUkHfK6U1CRGTRzKyNNGM+qS/zD605G07NQkBFEKIaJAv8DzmDL2tQKWWmvfVEqlArcB9+AsNX1a4Sp6ANbafKXUyTiLWb1N8VLTt4Qz+MqSIRbCNZlNhin8/ptxxjBduK/JccDJgK+cfeOAK0crdWTpHVkrxkztuinr0QR/7sXLa3T/YD/aDTtjTLIxxgDTceY0PkiSYxEO61ZsYtm81fQ8qWvIzlmrTir3TxpGYnIC95w/jg2rNofs3EII91hrW1prVTmPpUH1XrTWtrXWJlprD7XW7vHvl7V2pbX2LGttqrW2rrV2aKnxzK6RHmThiswmwxJx1nF/L2vlMwf6VcqwsgpHWrtotFKXAB+PVuolnBvylgPNgSsawBUWdda/tY/tktlkmC9r1difDjCOkDHGnI7z6fw34BCt9QqXQxJV2G9fzQbgsD6hS5ABGjSry/1vDWPk6aO55/xxjP50JKm195iVUQghoo70IIuIy2wyrD7O1y7js1aNDes4o5HOjBW9cAb9TwN2BZ4TgV63WH9W1qqx44F6mU2GDSj/TJFhjGltjPkEGA1crbUeKMmxCLdfp/5Dwxb1aNq2QcjP3bprU+793zWsWrSOUZf8h7xcmaJbCBH9ZKlpEVGZTYZ1B/oAz2StGlsQgvNdDJC1auzrIThXD6A38GzWqrHlDdsIC2NMMnArMBwnOX5Sa707kjHEKLmAHaCc7Fwu6HQLJ190NNc+PChs7Xz7/q88evXLHHPGodz+4hV4PNI/I0S02d+lpqsiGWIhIiazybBMID1r1dgn3Y6lLFmrxs7MbDJsDXBHZpNhY7JWjd0RiXaNMafi3IT3B85wiuWRaFcIgOmT/yIvN59jzuwR1naOP+cwNq3dykv6PZJqvMHwJwYTF+8Na5tCCLG/JEEWYZfZZJjCmcJtftaqsVkV1XdT1qqxqzObDHsCuDGzybA3s1aNXRKutowxLXGmbesCDNVauz7vo6h+pr71C3UbpdH58NZhb+vc6/qyKzuXCY9/xpb127j9hSuoUSs57O0KIcS+ku+4RFhlNhmWhDPe+JusVWO/dzueyshaNXYX8DDQL7PJsKNDfX5jTJIx5m5gJvAr0FWSY+GGL17/kVnfzuGMK06I2JCHi249neFPDmbWt3O5/sQHmT8rbJ9BhRBiv8kYZBE2mU2GNcTpOR6btWrstjC1EbIxyOWc/zSgRtaqsZNCcT5jzMnAWOAf4Eat9dJQnLcakwvYPsrNyeO3r/5h8oRp/PbVbA45riNm4vXEJ0T2C8U5Mxbx6DUvs2nNVs67vh/n35BJUo3EiMYghChJxiAXkwRZhEVmk2EHA8cB48J5w1u4E+RAG4cAx3IA78UY0wJnhaDuwHCt9echDLE6kwtYBXJz8ljw+xJm/7KI2dMX8s/0hezOySMtoyZnX9OHc6/rgzfOnbHA2dtyGH/nJL56ezoZTdK5+LbTOeG8I2RsshAukQS5mCTIIuQyGw69DK8nJ1S9rnttq9HQawGy1jz7n7C202RYQ6wdjs8/Nmvdc2sqe5wxJhG4OfB4Gnhca50bpjCrI7mABdm5fReL/l7Bor9XsPifFSz6ZwXL56/BV+BHKUWLTo3p1qstvU8/lK5HtsPrjY5RdrOnL2T8nW+z8K/l1G9ah3Ou7cNJg3rJnMlCRJgkyMUkQRYhk5lxjQKuAhZnbRg/JUJtXgeQtWH8c2Fvq8F1tfH7hwKTsjaMXzRaqTbA9Thry9cDNuIsbz1upLWLjDH9cFbzmwfcoLVeHO4Yq6FqeQGz1rJp7VYW/72yKCFeNHsFa5duLKqTXr8Wbbo1o023ZnQ+rA2dDm9NzbQaLka9d9Zafp36D5Oe/oI5MxaRkBTPUacezAnnHs7Bx3QkISne7RCFqPIkQS4mCbIIicyMa5JxVsZ7K2vD+IglgpkZ1zhDLDaMD9sQi1LtKeCKTju+qd1494LbgBeBl4FlQAvgcn/t2lfnXnbZHJuW1gQYobX+JBKxVVNV/gLm9/tZvXg9C/9eUZwQ/7OCbRuLZyFs3CojkAw3p023ZrTu2pQ6DWq7GPWBWfDHMqZM/Ilv3/+V7G05JNdI5NATOtPzxC50O6odjVvXRynldphCVDmSIBeTBFkcsMyMaxrh3Iw3JmvD+O0RbjuiCTLAaKXa+PHMWpRy+BPP7/x5VGG5MSYBuBGf7474adPivfPmHXbbqlVzIhVXNVWlLmDbNmWzdO4qls5dHXhexdI5q8nNcdaMiYv30qJjY1p3bVbUO9y6a1NSUpNcjjw88nbn89ePC/j5iz+Z/sWfbFrr3OubXr8W3Y5sR/tDWzo/i65NqVUn1eVohYh9kiAXkwRZHJDMjGsOBY4BxmVtGB/R1ecC7buRID8F7Pqq3tWTgBOBsb2ub3Q8znCKRcDwGvfddwWQONLamyIVVzUVcxewgnwf61dsYvWSDaxZuoFVi9ezbN5qls1dzZYNxZ8va6bXcJLhLk2LkuHmHRpFfLaJaGGtZeXCdfz987/8E3hsWLWlaH+9xum07NiYxq3r07hVBo1aZdC4dX0aNKtbbX9mQuwrSZCLSYIs9ltmxjWnA8lZG8a/7WIMbiTI64CjRlq7KDPjmgadzqzzUa2mCY2UUsOBj7XWNjA+edpIaxtGKq7q6LsPfrMWC9ZJoIquZ0XbzjOB8uJtiupanHoE16fkduF+pziwXXgcQW0H1wfycvPYsmEHWzdsZ+v67Wxev531Kzfj9/mL3kNSSiLNOzSkRccmtOrcmBYdG9OyYxPSG9SSYQQV2LpxB0tmr2TRP8447JX/rmPV4vXsyi55H2xaRk3qNEijbsPa1G3kPKfXr03NtBRqptegZloNUgOvU2omyc9dVFuSIBeTj9VinwXG4V4N/J21Yfw0t+NxQT2cMcdkbRi/7q5b7h0+8+V1/Qty7eysDeMLP3EuD9QTYfTIVS+5HcJeKaWoWacG6Rm1SMuoSceerTjh3MNp1CqDRi0zaNwqg/T6kgjvr7R6NTnkuE4cclynojJrLds27mD1kg2sXrKBdcs3smntNjat3crmtdtY+Odytm7cQXmdQx6vh5TUJBJTEkhKSSQxOYGkwOukGsVlcfFevHGewLO3xHPha2+cF6/X4/z/DfwvLvx/rVThf5wyVWo/CrDg91us3x94ts4HOr8t2i7cb23pMudDm/Vb/LbUOQrrWP+edctoh1LnhjLaKHxdejuont+W01bguNJtBce/Rwx2zzaLPvQGfXANLgj+Xx78Ydp52ludcs4bfHzQB+ji40u+sKXa2tu5S/x6SkemKyRBFvsk6Ga8iVkbxi91ORy3bMS5IW8RwIOPj5qR+eo1vwKXZ2Zc0yRrw/jvgOaBeiKMxv94byC5UEUJR2Gq6SQlTnlwAkKp+oEipwwnkSmdxOyRwBSds2Tio0q1W5goichRSpGWUYu0jFp0PrxNmXUK8n1s27SD7K057Niykx1bdzqvt+awfXM2OTty2b0rj9ycPHJzdrM7J4+dO3axed1WcnPy2J2TR35+Ab58Hz6fn4J8X4lvBaKVUgrlUXg8Qc/KU/R77vV6UJ7A34zHgyfw++3U9+DxFG57iv4m9ij3qMBxxe0E11M4r4vaL2zT4/z9FR9THCMKPMoTtF2qXlAsxe+1+D0Hbxe/KH9f8OfVwivKnnWCz7OX40vXL/1BqKzjS7dZqn44fXpP2CeEihmSIItKy8y4pjFwOfB01obxOyqqX4VNxPk53FlYEOg5fikz45rMzIxrBp8EXQP1RBi16NDY7RBEDIqL91K3YRp1G6aF7Jx+vx9fgR9fvo+CAp+TNBf48fl8ZfZolhyeQ1F5URngKZHQegJJoCpKFksmu8XJaekEMziRFGJvLrvH7QiihyTIolIyM67pAfQGHnLjZrwoMw74ZbRSn4y09ufgHVkbxmfdlNRxsA/vsAKVcKhL8QkhIszj8eBJ8MgNgUJUEfKXLCrUv9ZlA1RCgueLjc8/43Yspfn9/oRItznS2kWjlboE+Hi0Ui8BL+GMOW4OXNEYrsj21rnil5pnD+6fOuSxydmv7Yx0jEIIIYTYf9GxzqiISv1Th6j+qUPOxu+f88XG58O+bPR+ycvbQV5exId7jLQ2C+gFJALTgF2B50Sg130Fm96y+fmjgLP7pw5pFun4hBBCCLH/ZJo3Uab+qUMScJZQzpqc/do6t+MpT//UIScDTM5+7Qu3YylP/9QhpwBrJ2e/NsvtWKoguYAJIUSIyDRvxaQHWeyhf+qQesBFwJvRnBzHisnZr30OxPVPHdLf7ViEEEIIUTFJkEUJ/VOHdAKOA16ZnP3abrfjqSomZ782A1jQP3XIhf1Th8jfnRBCCBHF5B9qUaR/6pBjgPqTs197b3L2a/LVdYhNzn5tCfApcFn/1CGpbscjhBBCiLJJgiwKb8Y7B9g0Ofu179yOpyqbnP3aduBV4Kz+qUOauxyOEEIIIcogCXI11z91SCIwBPhhcvZrc9yOpzqYnP2ab3L2a28AXfqnDunhdjxCCCGEKEkS5Gqsf9LgDPz+q3Fuxtvgdjz7xe9Pwu9PcjuM/TE5+7UsQPVPvmiQ27EIIYQQopgkyNVU/6TBnYFj8PvHxvTNeH6/xe+P2fHSk7Nf+w1rp/dPGjy4f9Jgr9vxCCGEEEIS5Gqpf9Lg44B6k3MnvD85d0LMJpcBuwOPmDU5d8JS4GPg0v5Jg2u6HI4QQghR7UmCXI30Txqs+icNPg9YPzl3wvduxyOKTc6dsAPn5r0z+icNbuluNEIIIUT1JglyNdE/aXAicBnw7eTcCXPdjkfsaXLuBN/k3AkTgI79kwbLSkZCCCGESyRBrgb6Jw2uD1wAvDE5d8JGt+MRezc5d8IXgO2fNDjT7ViEEEKI6kgS5Cquf9LgLsBRwGuTcyfkuR2PqJzJuRNmArPl5j0hhBAi8iRBrsL6Jw0+HkifnDvhwypwM161Mzl3wnLgI2BI/6TBtdyORwghhKgu4twOQIReX+8gpTyey5TXM21y7oT5bscTTv4YnQO5sibnTsjunzT4VWvtJX3jzp81peCtv9yOKVYs+XsZL985kb9/mIv1W5p3asLw566kfY825R7zmp7Ejx9MZ/2yjVhradqhMQNHnsHxg3pHMHIhhBBukwS5iunrHZQEXGD9/o++zH9zk9vxhJ0vdudArqzJuRP8wKt9vYP69fUOSpzim/Sr2zFFu4V/LOGmY+/lqDMP4+63bgRg/q+LyNu191FGOdt30W/ICbTo3BSP18MP7/7Mgxc8jcfr4djzjoxE6EIIIaKAsrbK5xfVRl/voIZAf2DiFN+kfLfjiYS+3kEnA0zxTfrC7Vgioa930KFAwym+SZ+7HUuUKPMCNuzIO2nUuj53TrjhgBsYcfTd1Kqbyv0f3X7A5xJCiGimlJpprZVZlJAxyFVGX++gbkAv4H/VJTmujqb4Js0C/u7rHXRRX+8guXmvDMvmrGDe9H856/rQTAJSq24qBXkFITmXEEKI2CAJchXQ1zvoBKDWFN+kD6f4JslXAlXcFN+kFcAHwKV9vYNqux1PtJk7fSEAO7bs5OqDR9I/fhCXtL2erJe/qvQ5fAU+srfu5KsJPzDzy7847ep+4QpXCCFEFJIxyDGsr3eQAgYAf0zxTVrgdjwicqb4Ju3s6x30CjCor3fQ9Cm+SYvdjilabFm7FYDHhoxj4C1n0uGwNnz/7i88eeV46jRK54hTDt3r8XN+WcCIo+4CwBvn5fqxl9P7rMPDHbYQQogoIglyjOrrHZQMXAh8MMU3abPb8YjIm+Kb5AfeDNy8lzHFN2m62zFFmrUWv89fXKCcMoDMy09k0K1nAnDwCV1ZMW8lbz3yQYUJcqtuzRk34xF2bt3J9M9mMW7Yy6TUSubEC44O2/sQQggRXWSIRQzq6x3UCBiEM95YkuNqbopv0pdAXl/voNPcjiXS/vpuDicnnF/0uLXPKGqm1wDgoBO6lqh78AndWDZnZYXnTK6RRIeebTi0T3eufepS+lx0LC/d/kZY4hdCCBGdpAc5xvT1DDwBpWpN8U161e1YooKt2vMgV9YU36Tf+3oHbejrGTgU7PNT/O8UjFaqDXA9zjcN9YCNwERg3EhrF7kZb6i069GacTMeKdpOqZnE5jVbnY1SM/RYa/F41D630fbQVkx+9Rt8BT68cXJfpBBCVAfSgxxD+noGnAg2d4pv0kduxxJFLOVM9VXdTPFNWgn2FeDiUarGucAvwC6cpcYTA8+7gF9GKxWaKR5cllIzmQ492xQ9mnVoQuej2lMzvQZ/fP1Pibq/f/03rQ9quc9tzP5pPhlN60pyLIQQ1Yj0IMeAvp4BChgIzJzif2eh2/FEmd1uBxBNpvjfyXlExf2gsLPW0eT/Hrcr3w3avQi4c7RSnwAfj1aqV1XpSQ4WnxDPRfcM4MXbXqdGWg06HNaGH96bzt/fz+WJb01RvSn/+47Rlz/H/xaOo0GLDNYt28Doy5/jhEG9adSmAbuyc5n24Qy+fWsaw5+70sV3JIQQItIkQY5yfT0DkoELgA+m+N/Z4nY8IvrF4RsKjPtDHbm1r2dAryn+d34J3j/S2p9HK/USMBS4yZUgw+ycG07F7/fz0bgsXjdv07RDY+5552a6HdOpqI7f78fv8xfd1JealkLdxum8+fD7bFqzldS0FFp0bsoDn95R4Y19QgghqhZZSS+K9fUMaAycBLw5xf+OrFRQhr6eAc5Kev53qsVKepUxWql1wFEjrV3U1zPgoIOvanNfaqPkxcAGYD2wwTtnTkLC1Knjdw0f3hrI1lrH6oUgVuMWQoioIyvpFZMe5CjV1zPgIKD5FP87r7sdi4g59YBlAFP87/x52/V3TN00f/vRddrV9CuP6gDU93XqVD+3UaN6wFrAa4xZj5NAbwDWa60vcS16IYQQwmWSIEehvp4BJwE7p/jf+cTtWERM2gi0wBlzzKPjHn62r2fAK8D5BIbqBGa4mDbS2obGmBQgA6gfeM5wKe59ZoypuJIQQgixj2SIRRTp6xngwVkZ77cp/neq3M1T4SBDLPY0WqmngF0jrb0zuDxws+cAYFZ/++7lQOJIa2N9DLJcwIQQIkRkiEUxmeYtSvT1DEgEhgCTJTkWB2gccOVopY4MLpzif8dO8b/zdjv798l+1DXAs+6EJ4QQQkQ3GWIRPfKB1+VmvH32g9sBRJuR1i4ardQlOFO5vQS8BCwHmgNXtIYrCvBefKstkA9iQgghRBlkiIUQVVRgnPFQ9lxJ79kqNP+xXMCEECJEZIhFMUmQhRCxTC5gQggRIpIgF5MxyEIIIYQQQgSRBFkIIYQQQoggkiALIYQQQggRRBJkIYQQQgghgkiCLIQQQgghRBBJkIUQQgghhAgiCbIQQgghhBBBZCU9IYQQIbHy3zXM/PJPFsxcxOqFa9m5LQfrt6TVr0XDVg3o1Ks9h5zUlUatGrgdqhBC7JUsFCKEiGVyAXOZr8DHVxN+4JP/TGbejIUApDeoTdMOjalVJxWALeu2sXLBGrZv2gFAxyPacdLgY+h/6fEkpya7FrsQoiRZKKSYJMhCiFgmFzAXTf98Fs/f/Bor5q+mReemZF5+Er1O70HjNg1RSpWoa61l5YLV/Pzxb3zz1jQW/r6E1LQanHpVH8698TTSG6S58yaEEEUkQS4mCbIQIpbJBcwFOTt28Z8bXuGLV76hWYfGXP7wYI4687A9kuK9mfPLAt598hOmvT+dhKQEzhp+CgNvOYOa6alhjFwIsTeSIBeTBFkIEcvkAhZha5eu554zHmH5nJUMuu0sLtYDiE+I3+/zrVywmv+Zt/nmzWnUqJ3CgJFncM6IU2TohRAukAS5mCTIQohYJhewCJo7/V/uPeMRCvJ93PP2TRzap3vIzr3oz6W8eu9b/PLJTNLq1+bCO8/h1Kv7kpC4/8m3EGLfSIJcTBJkIUQskwtYhMz5eT53nPwgtTNq8cCnd9C8Y5PwtPPLAl65ayJ/fDOb+s3rcbEeSN+Lj8Ub5w1Le0KIYpIgF5MEWQgRy+QCFgGFyXFag9o88c191GtSN6ztWWv5/au/+e9dE5n/6yKadWzCpaMGcfQ5R+DxyPT9QoSLJMjFJEEWQsQyuYCF2ZxfFnBH/wcilhwHs9Yy7cMZvHrPWyybs5J2h7bi/NvPpvfZh+P1So+yEKEmCXIxSZCFELFMLmBhNPun+dyZGbme4/L4fD6+nvgjb9z/LqsXrqVxmwacd/MZ9BtyHInJia7EJERVJAlyMUmQhRCxTC5gYfLX93O469SHqNu4DqO/1q4lx8F8Ph8/ffgrkx77kPm/LiItoxaZV5zEKVf2oWHL+m6HJ0TMkwS5mCTIQohYJhewMPjh/ek8dslYMprX4/GvNHUbpbsdUgnWWv76fg7vPvEJMz6fhbXQs/9BnHJlH4449dADmnZOiOpMEuRikiALIWKZXMBCKGfHLl65+00+HJtFxyPaMerDW6N+hbv1yzeQ9fLXZL38FZtWbyE1rQZHn3MEJ5zfm4OO7yKzXwixDyRBLiYJshAilskF7ADl5ebxz7T5zPh8Fl+++g3ZW3M447r+XPX4xSQkJbgdXqX5Cnz89uWffDtpGj99+Cs5O3aRVr82vU7rweGnHMqhfbpRo1aK22EKEdUkQS4mCbIQIpbJBWwfbFm/jSV/LWPxX8tY/PcyFv+5jOVzVpKfV4A3zstRZ/Zk0K1n0eGwtm6HekB279rNjKw/+O7tafw2+U92bsvBG+el69EdObRPd7od04kOh7WJqQ8AQkSCJMjFJEEWQsQyuYCV4vP5WL9sIyvmr2bl/NWsmL+KlQtWs2zOSras21ZUr06jdFp3b07rbi3oflxnuh3bmZSaVW9554L8Aub+8i8zPp/FjC9+Z/GfywCIT4ijXc82dO3dkQ6HtaHtIa1o2Kq+zLMsqrXKJMhKqc7AWOBIYCvwEmCstb7wRxg5kiALIWJZtbyAFeQXsGHFJtYuXc+6pRtYtXAtKxc4CfGqhWvJ351fVLdmeg2admhMs45NaNO9Ja26N6dVt+akZdR28R24Z/umHcz+aT7//DCXf6bNY8FviyjId/5dT6mZTOuDWtDmoJa06NyUJu0b07RdQ+o1rSuJs6gWKkqQlVLpwGxgDvAo0AZ4AnjKWnt3ZKKMDEmQhRCxrEpdwHw+Hznbd7Fl3Ta2rN3K5rVb2bJuK1vWbmXTmi1FCfHGlZvw+4vfujfOS+M2DZxEuH1j57mD81y7Xi2UUi6+q+iWl5vH0tkrWPj7Uhb9sYRFfy5l8Z/L2JWdW1QnISmexm0a0rhtQzKa1qVe07rUa1In8LoOdRvXISlF5mMWsa8SCfIdwK1AC2vt9kDZrcB9QMPCsqpAEmQhRMx6+urnrbWWwsuYtZbCDWvBYoPKA89B24WvbdAxlNq2xScvv52gY0q3U3SJDdQp3Pb7/OzasYud23eRsz2HnO27SiRlweLivaQ3TKNhy/o0aJlBgxYZNGzVgIYtM2jQMoOMpnWJi487kB+lCOL3+9m0egsrF6xm1b9rWfXvGlYtXMOaRevYuGoz2Vt37nFMYnICterVpFbdmtSuV5Na9WpRq04qNeukkpyaTErNJJJSk0ipmUxyahLJhc+pScQnxhGXEEd8YjzxCXF447zyoaYC1lr8fn/R35vfb0v8jVm/v/hv02+L/kaLX5ddh8C5Cq8R/kCdkuXB7VFmHKVjLbm953spb+de6+5H/T2PL7l58AldK0qQvwdWW2vPDyprDiwDzrDWflLesbFGrqhCiJj108e/OomEUhTmE0qp4uRCUfRaFdYpve1sBNUj6HhVYttpq/x2gs9RVjuFsQJ4vB5S02tQv0UGKTWTqVErmZRaKdSonUJ6g9qkN0yjTsM00humUTM9VRKmCPJ4PGQ0rUtG07occmK3Pfbvyt7FxlWbncfKzWxavZltG3ewffMOtm/cwfZNO1i3bDHbN+0ge8vOPZOSCiilAglzHPGBxDkuIQ6P14PHo1CewmeFx+MJPJcsL3qtVHFyGPQBsPTrwsQv+ENg8AfL0q+Djw9OFvc3MS2ZpFaQmAo3dQS+Di6w1i5XSuUE9kmCLIQQbntn7cuzgbK7XcX+qgdsdDuIKqjyP1eL81stv9kVkd/V0OuqlPotaPsFa+0LQdvpODfmlbYlsK/KkARZCBHLcmVKotBSSv0mP9PQk59r6MnPNPTkZ1pMbssVQgghhBCVsQUoawqc9MC+KkMSZCGEEEIIURnzcMYaF1FKNQNSAvuqDEmQhRCx7IWKq4h9JD/T8JCfa+jJzzT0KvqZZgH9lVI1g8oGAbuA78IWlQtkmjchhBBCCFGhwEIhc4B/cBYKaQ08CTwtC4UIIYQQQohqKbDU9DhKLjV9nyw1LYQQQgghRBUmY5CFEDFFKdVZKfWVUipHKbVaKTVKKeV1O65YpZS6VClly3hc43ZssUQp1VYp9bxS6i+llE8p9W0ZdZRS6k6l1Aql1C6l1PdKqYMjH21sqOTPdGkZv7trXQg3JiilBiilPlZKrVJKZSulZiqlLiij3pVKqX+VUrmBOie5Ea+bZB5kIUTMCIx/m4ozBu5MoA3wBM6H/So1/s0FJ+LcaFNosVuBxKguwCnAL0B8OXVuB+4BbsG54/8mYKpSqqu1VpK6PVXmZwowERgbtJ0XzqBi3E3AEuBGnEVWTgEmKqXqWWvHAgQS5vHAfcCPwGXAp0qpw6y1/7gStQtkiIUQImYope4AbgVaWGu3B8puxbmQNywsE5WnlLoUeAWoaa3NdjmcmKWU8lhr/YHX7wL1rLXHB+1PAtYBT1hrRwXKagBLgeer2g1OoVDRzzRQvhR411o7MvIRxp5AIryxVNlE4EhrbavA9nxgmrX2/wLbHuBP4E9r7UWRjtktMsRCCBFLMoHJpRLht4Bk4Dh3QhICChO5vTgKqAW8HXTMTuATnN9rUUolfqZiH5VOjgN+BxoDKKVaA+0p+XvqB96hmv2eSoIshIglHSk1Gb21djmQQ6nJ68U+W6SUKlBKzVdKXe12MFVQR8AH/FuqfC7yu3ugLldK5Smltiml3lVKtXA7oBhzJLAg8Lrwd7H0oh9zgTpKqYyIReUyGYMshIgl6TjTCpW2JbBP7Ls1OONiZwBe4HxgvFIqxVr7lKuRVS3pQHYZU2FtAVKUUgnWWhk7u+8+whmjvBLoBGjgB6VUN2vtNlcjiwGBm+/OAv4vUFR4Hd1aquqWoP0bwh5YFJAEWQghqjFr7WRgclBRVmC87N1KqTHyNbeIZtbaEUGbPyilfgL+wLmx7Gk3YooVSqmWODc4fmStfdXdaKKPDLEQQsSSLUDtMsrTKe7hEAfuXaAO0NLlOKqSLUBqGVMSpgM50nscGoFZFuYDh7odSzRTStXBWTZ6GTA4aFfhdbT0dTa91P4qTxJkIUQsmUep8ZpKqWZACnuOmRP7z5Z6FgduHs4QlralyvcYVy8OmEV+d8ullEoBPgUSgNOstTlBuwt/F0uPi+8IbLbWVovhFSAJshAitmQB/ZVSNYPKBuHM3/udOyFVSefhzJG6zO1AqpCfgO3AgMKCQKJyOs7vtQgBpVRXnGRuptuxRCOlVBzOjBTtgJOtteuD91trF+PcsBf8e+oJbFer31MZgyyEiCXjgeHA+0qpR4HWOHMgPylzIO8fpdR7ODfo/YXTwzko8Bgu448rL5DsnhLYbALUUkqdF9j+3Fqbo5R6BLhHKbWF4oVCPJRc5EIEVPQzBU4ALsLpDV2NkxjfDSwHXo1osLHjOZyf6QigrlKqbtC+3621u3GuqW8E5pieBgzBSagvjGyo7pKFQoQQMUUp1RkYhzM10VbgJeC+MmYHEJWglHoIOBdoBiicVQqftta+7mpgMSZww9OScna3stYuVUop4E7gWqAu8BvOB5HfIxNlbKnoZ4ozr/RTQHcgDdgEfAHcaa1dHYEQY04g6S1vGrxW1tqlgXpXArfhXBdmA7dYa7+KRIzRQhJkIYQQQgghgsgYZCGEEEIIIYJIgiyEEEIIIUQQSZCFEEIIIYQIIgmyEEIIIYQQQSRBFkIIIYQQIogkyEIIIYQQQgSRBFkIIUSVoZSylXgcr5RaqpQaHQXx9lBKbVFK1YpAW58qpe4JdztCVAUyD7IQQogqQynVK2gzGfgaeAD4LKh8DtAG2GStXR7B8PaglMoC/rDW3hGBto4BPsZZEGJruNsTIpZJgiyEEKJKUkqlAjuAy6y1r7oczh6UUu2ABUB7a+2/EWpzITDGWivLWwuxFzLEQgghRLVTeoiFUupVpdRvSqlTlVJzlFI5SqnPlFJ1lFJtlVLfKKV2Bup0L3Uuj1LqdqXUQqXUbqXUAqXUkEqEMQT4Kzg5Dgz/sEqpk5RSHwXa/Fcp1U8p5VVKPa6U2qiUWqWUuqlUHF2UUl8opTYHjpurlBpaqs33gEv2/ScmRPUiCbIQQgjhaA6MAu4GrgKOAl4A3go8zgPigLeUUirouLGBY14ATgU+AP6rlDqtgvZOAn4qZ9/zwI/A2cAy4F1gHFATuDCw/YRS6oigYz4BfMBFwBmBuGqWOu9PQA+lVHoFsQlRrcW5HYAQQggRJeoAR1prFwEEeopvAYZYa/8XKFM445k7AnOVUm2Ba3GGcbwWOM9UpVQjQAOfltVQ4DyHAG+UE8vr1trHA3VXArOBDtbaEwNlU4FBwDnAdKVUPaAVcKa19u/AOb4q47x/AgroCUyp+EciRPUkPchCCCGEY2lhchywMPD8dRllTQLPJwF+4AOlVFzhAyc5PVgp5S2nrXQgEdhYzv7g5HaPOKy1fmBxUBybgRXAeKXUIKVU/XLOW9hew3L2CyGQBFkIIYQotLXUdl4Z5YVlSYHneoAX2AbkBz1exfmWtlE5bRUev7uiWKy1ZcVRGEtSoI4f6AesBf4LrFVK/aCUOqTUMYXtJSGEKJcMsRBCCCH232agAOiN05Nc2vq9HAeQFqpArLXzgHOVUvHAMcCjwGdKqaaBBDq4vc1lnEIIESAJshBCCLH/vsbpQa5tra30mF5rba5SajnOuOGQstbmA18rpZ4EJuIkxYUJccvA84JQtytEVSIJshBCCLGfrLXzlVLjcWa2eAz4DWf4Qhec+Y2v2Mvh04AeoYgjcEPhaGASztjkdOA24E9rbXBvcU+c4SCzQ9GuEFWVJMhCCCHEgRmK0yN7Jc40cdtxVut7uYLj3gdeUUolW2t3HWAMa4F1wF1AY5zxyt/gJMnBTgY+CBpyIYQog6ykJ4QQQrhAKZUArASGWmvfiUB7tXGS6D7W2h/D3Z4QsUxmsRBCCCFcEJid4nFgRISavBb4RZJjISomQyyEEEII94wDUpRSta2128Lc1jZgeJjbEKJKkCEWQgghhBBCBJEhFkIIIYQQQgSRBFkIIYQQQoggkiALIYQQQggRRBJkIYQQQgghgkiCLIQQQgghRJD/B9fuyF/OchNOAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Transfer Impedance is a complex number"
      ],
      "metadata": {
        "id": "2eSHPclEP0I0"
      },
      "id": "2eSHPclEP0I0"
    },
    {
      "cell_type": "code",
      "source": [
        "polar_modulus=1\n",
        "polar_phase=3\n",
        "\n",
        "complex_rectangular_form=cmath.rect(polar_modulus, polar_phase)\n",
        "print(complex_rectangular_form)"
      ],
      "metadata": {
        "id": "PM8Xa3WATASj",
        "outputId": "f78f2cc1-299d-4ba9-fc64-23708cd26191",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "id": "PM8Xa3WATASj",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(-0.9899924966004454+0.1411200080598672j)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "complex_rectangular_form.real"
      ],
      "metadata": {
        "id": "BZgkMzBpTLgL",
        "outputId": "60e42266-08ff-4698-9b0f-17aa7c34d7cb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "id": "BZgkMzBpTLgL",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-0.9899924966004454"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "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": "3.9.12"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "3569e826b4924949b5a9f3d4d6624839": {
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          "model_name": "VBoxModel",
          "model_module_version": "1.5.0",
          "state": {
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            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "VBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "VBoxView",
            "box_style": "",
            "children": [
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          "model_module_version": "1.0.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/output",
            "_model_module_version": "1.0.0",
            "_model_name": "OutputModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/output",
            "_view_module_version": "1.0.0",
            "_view_name": "OutputView",
            "layout": "IPY_MODEL_df9109838c7b43618c675e315923f355",
            "msg_id": "",
            "outputs": [
              {
                "output_type": "display_data",
                "data": {
                  "text/plain": "<Figure size 864x576 with 1 Axes>",
                  "image/png": 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5uUyfPp1FixaN0lUYGSINk0AgEIwAkYYpuBBpmAQCgUAg8BIhhAKBQCA4qhFCKBAIBIKjGiGEAoFAIDiqEUIoEAgEgqMaIYQCgUAgOKoRQigQCASCfuzcuZP333/fp8d0DQQeTAghFAgEgqMANSi2pwwmhHa73RdVChqEEAoEAkGIU1ZWxowZM7jsssvIzc3l/PPPx2g0kp2dzW233UZBQQGvvfYar7zyCvn5+eTl5XHbbbcB8Oabb3LiiSeiKAq1tbVMmzaNiooK7r77bl599VXmzp3Lq6++ypo1a7jiiitYsmQJV1xxBc8//zw33nijsw5nnnkmn332GQDR0dH85je/Yc6cOSxatIj6+vp+db7rrru4+uqrvRZofyBCrAkEAoGPCEAWJicHDx5k7dq1LFmyhFWrVvHUU08BkJSUxPbt26mpqWHRokUUFxeTkJDAKaecwltvvcW5557LP//5T5588kk+/PBD7rnnHiZMmMDvfvc7tm3bxhNPPAHAmjVr2LdvH19++SURERG94o72pbu7m0WLFvGHP/yBX/3qV/z1r3/lzjvvdK6/9dZb6ezs5O9//3u/QN+BQFiEAoFAMAbIyspiyZIlAFx++eV8+eWXAFx00UUAbN26lWXLlpGSkoJOp+Oyyy7j888/B+Dxxx/n/vvvx2AwOFMxuWPFihVEREQMWZewsDBnuqfCwkLKysqc6+69917a29t55plngkIEQViEAoFA4DMCmYXJXQolgKioqCH3raqqQqPRUF9fjyzLaDTubSTXY+l0OmRZdn53Tbek1+ud5Wu12l5jikVFRRQXF9PS0kJiYqIHZ+Z/hEUoEAgEY4CKigo2b94MwMsvv8zSpUt7rV+wYAH//e9/aWpqwuFw8Morr3Dcccdht9tZtWoVr7zyCrm5uc7sFO7SNLmSnZ3Nzp07kWWZyspKtmzZ4lE9TzvtNG6//XaWL18+6PFHEyGEAoFAMAaYPn06Tz75JLm5ubS2trJ69epe69PT03nggQc4/vjjmTNnDoWFhZx99tncd999HHvssSxdupRHHnmEv/3tb+zfv5/jjz+effv2OZ1l+rJkyRImTZrEzJkz+fnPf05BQYHHdb3gggu47rrrWLFiBSaTacTnPlJEGiaBQCAYAcGQhqmsrIwzzzyTvXv3BrQewYBIwyQQCAQCgZcIIRQIBIIQJzs7W1iDI0AIoUAgEAiOaoQQCgQCgeCoRgihQCAQCI5qhBAKBAKB4KhGCKHArwwxPUcgEIwSb7/9Ng888IDbddHR0UDPNIyXX37Zp+WuWbOGhx9+2KfH9DUixJrApyiKgqIoOBwOHA4HJpMJSZKcf0Cv7+oyjUaDoihotVrnNgP977tMIBAMzYoVK1ixYsWg26hCeOmll/ZbZ7fb0enGpmSMzbMSjCqKoiDLMrIs43A4elmBGo2ml2CpQun6XaW4uJiCggIkSUJRFI+EbiCB7fvd3XL182D/BYJQoKysjNNOO41Fixbx1VdfUVRUxI9//GN++9vf0tDQwEsvvcS+ffuc2SRKS0u59NJL6erq4uyzz3Ye5/bbb2f//v3MnTuXq666ioSEBN544w26urpwOBzcc889PPzww7z77rsA3HjjjcyfP5+rr76a7OxsrrrqKt555x1sNhuvvfYaM2bM6FXPv/71r7zxxhu88cYbHgXvHi2EEAqGhSp+quWnIkmSM2CvKmauojKYwEiS5NUbZ99uV9cAwH3XeSKsFouF9vZ2UlNTnfUZTFRdrVl1m77/hcAeXdx86BA7u7p8esy50dH8eerUIbc7fPgwr732GuvWraOoqIiXX36ZL7/8krfffpv77ruPc845x7ntTTfdxOrVq7nyyit58sknncsfeOCBXkL3/PPPs337dnbv3k1iYqIz3+BAJCcns337dp566ikefvhh/va3vznXPfHEE3z88ce89dZbGAwG7y6CnxFCKPAI1ZKTZRmr1UpNTQ3jx48H6Cd2o8VA0faHi8PhoK2tjXHjxvVaPpgVq373puzBrFjoEXQ1er831qsQ2aObSZMmkZ+fD8CsWbM48cQTkSSJ/Pz8XmmQADZt2sQ///lPAK644gpnkl53nHzyyR5niTjvvPOAntRLb7zxhnP5P/7xD7KysnjrrbfQ6/XenNaoIIRQMCB9x/tUAbDb7dTV1ZGVlRXgGvoHXwusijvHob5WrNVq5eDBg+Tn53stsCCs2EDjieXmL1ytLI1G4/yu0Wh6pUFS8fR39TT1kmsd+qZeys/PZ+fOnVRVVTFp0iSPyh1NhBAKejHQeJ9rQ6o6toxF/Hle7hqevsu0Wi2SJDmdhjzFnZU6kBXr+psORG1tLYmJic6GbaixWFdhFVZs8LNkyRLWr1/P5ZdfzksvveRcPlTqpYkTJ7Jv3z4sFgsmk4lPP/20X7ond8ybN4/Vq1ezYsUKPvroIzIyMnxyHr5CCKGgl9Xn+rbn2sAdDYRyo+xrK7atrY3ExES3v/9Ix2L7MpgVa7PZelk26jZ9/wuB9Y6//OUvXHrppTz44IO9nGVmz56NVqtlzpw5XH311SQkJPTaLysriwsvvJC8vDwmTZrEvHnzPC5z6dKlPPzwwyxfvpyPP/6Y5ORkn53PSBFpmI5CXLs8m5qaiIiIwGAweNyI2O12iouLWbhw4ZDlWK1WjxulrVu3UlRU5NlJ+IGuri4qKiqYOXNmwOpgtVrZv38/c+bMCVgdAPbs2cPkyZOJjIz0WxnuRLTv9+LiYgoLCz2yYtV9BhLIwbqHh7JiB3P4CoY0TIIfGE4aJmERHiUM1OVZW1tLRkaGT12Z7XY7jY2N1NfX09XV5ezqG+rPZrPR1NQ04PqjyToNBvxtVXlixfq7m1j9LkmDT9mpqqoiIyOj13QgVSDVZ2qw8xjpOoF/EUI4hvFkisNwHj610XDFYrHQ0NBAfX09NpuN5ORkJk2a5LQ01ToM9ifLMh0dHf2W2+12p4i7lu9OYHU6HRqNptdnnU43qLgKgR1b+MPZqampiczMzH73inpPDia03jKUWLoT7KHOUYjs4AghHEO4TnFwN9430Bv3cB/c7u5uGhoaaGhoACAtLY2ZM2c6u9Ncu0Z1Ot2QcwRra2vJycnxuHzX87Tb7QMKrNVqHVSA1YZF3Xbbtm0eWbBD/YnGZ+zgbk4s+G9McqBn0mazIcsyYWFhwzruQPU82q1YIYQhjip+RqMRRVGcYuNufpovyuro6KCuro6Ojg4OHDhAWloac+fODcgEWVdrzhfld3V1UV5eTm5u7pDWq91ux2KxDLoN9G7QVEvV3Z9qvUKPdd3S0jKgBTtWGh/BwAwlWCO5B9yJrK+sWKPRiM1m83jeYbAghDAEcTfeV1FRQWRkJOPGjfPqIRnKIpRlmZaWFhoaGmhpaSE2NpaUlBSio6MpLCz0xekEDa5OFBqNxqcTf10dlNSuXtfPqkWrWq8tLS0Ddh/3ZTCB9fRPCOzgDMcbNljx13koioLFYsFisfjl+P5ECGGIMNQUh+G+Kbrb3m6309TURH19PZ2dnSQmJpKWlsaMGTOccwj7RqoQDI7rHMzBBNZqtdLR0cGUKVM8Om7fceDhdg/3FVij0cjevXvR6/Uei6k6Fus6LuvrXomjnWCevxvKU1eEEAYprhZEX0eRgcYqhvuQqG9yqqenxWIhOTmZ7OxsYmNj3d7YwfxAHk24Ogz5kl27djFlyhT0ev2AXcNquL2+Fm7f8de+eGOp2u12Ojo6gsKDOFQa+HvuuYfo6Gg6Ojo49thjOemkk9xut3HjRqZOneqcLvTCCy9w8sknj2iye1/LOTo6mi4fx171B0IIg4iBQpr5Y7wPet7629vbaWxsRK/Xk5qayowZM3qFVHJHqDQIguGjCuxwnTIGwvX+HuzPZrM5hbWmpsatg1Nfhtst7GrJhoIHsafP3z333DPo+o0bN7J8+fJeQjhr1iy3QuhwOHz+shVMCCEMMH27tvbs2cPMmTN7OU94gicWoers0tDQQGNjIwaDAY1GQ05OTtCFPBKMTTz1IFZpbm7ul8rHHd4K7EBjtX2fIfWFwGg08u2337oVUvW4A03KH40Xx/vuu48XX3yRlJQUsrKyKCgoYNWqVSxfvpyVK1fy61//mnfffRedTsdJJ53EueeeyzvvvMPnn3/Offfdx0UXXURxcTFXXnklERERfPnll+Tl5XHBBRfw6aef8stf/pJnn32Whx56iPnz59PU1MTChQs5cuQIL7zwAu+88w5Go5FDhw5x+umn98poAT3TT8466yzuvPNOli9f7vfr4S1CCEeZoaY4mM3mYT08AwmhLMu0trY6nV2io6NJS0tj0qRJ6HQ6Dh06NGaTbQ4H0eUbmngrsJ6iPqfbt28nOzt7QO9g9Tm+9dNb2d2we9jluXvu56TN4U8n/wn4of1w7YIsLi5mw4YNFBcXY7fbKSoqoqCgwLl/c3MzGzdu5Ntvv0WSJNra2oiPj+ess85yCiXAhx9+6BQ6laSkJLZu3QrAs88+O2C9d+3axbZt2+jq6uKYY47h9ttvdwblr6+vZ8WKFfz+97/n5JNPHva18SeiBRwFRrvL026309zcTH19PR0dHSQmJpKamsr06dNDousnUIguX0Ff1O5SjUYz4JBBRUWFc/qOtz05rgz0EiYrMjabDcApvK7tyL///W/OOOMMFEVBq9Vy2mmnYbPZsNvtWK1WwsPDCQsLY9WqVZx++uksX768V5AKh8PhvPf71uHCCy/0qO4nnHACcXFx2Gw2pk2bRnl5OVlZWdhsNk488USefPJJjjvuuGFdl9FACKGf8CSLgzuG6/TicDhob2+noaEBs9lMcnIyEyZMIC4uzqNIFQJBX8SLgfc8csojfj2+zWZDUZReY7dhYWHo9XqioqKcc4nVcU+dTofBYGDTpk38+9//5o033uDZZ5/l/fffR1EUp1hCj1VrsVjo7u4GfnB86e7udno8m0wmTCYT7e3tTic7u92OJEk0NjZisViQJInOzk5MJhM6nY6CggI++ugjJk6cSFtbG3q9nlmzZgFQWVlJe3s7kiRhMBjIzs52WvW1tbU0NTUhSRJZWVnExcUB0N7eTmVlJYqikJycTHp6+oivqzAPfIh6YzU3N9PW1ub0qIMf3iyHsgC9ESaj0UhZWRlbtmyhsrISu93OtGnTOOaYY5g2bRrx8fGiMRMMC/FyFDoce+yxvP3225hMJrq6unjvvfd6Tdcxm810d3dz1lln8ec//5k9e/ZgMBiIj4/HYrEQERFBRESE06KLiooiKioKSZKIjIwkKiqKiIgIJk2axN69ewkLC+Ptt98GfkgbpigKNpvNGfmmvb2duro6AB588EEOHDjAP/7xD6b2ydcYGxvLrFmzmDVrFuHh4c59TCYTLS0tzJo1i6lTp1JRUeHsWauoqGDq1KnMmjWLlpYWTCbTiK+hsAhHwEBTHOrq6oiOjvZ55H5FUejs7HQ6u6ienrNnz6axsRFFUYiOjvbqmMIiFAhCB3fPakFBARdccAEFBQWkpKT0GuMD6Ozs5Nxzz8VisaAoCg8//DDQ0+15/fXX88QTT/Dqq69y1VVXccMNNzidZVyRJIn//d//5ZJLLmHt2rWcfvrpznFZrVaLwWAgIyODhoYG9Ho948aNY9KkSUiSRHp6Oq+88gorVqwgPj6eE0880Xlc1cqDngTAra2tQO80YAaDAYPB4LRU1e8AiYmJtLW1jThpgBBCL/FkvG8kVlhfYZJlmba2Nurr62lpaSEqKoq0tLReXQjqfu6ijggEgrHPHXfcwR133DHg+q+//rrfsiVLlrBnzx7n98mTJ3Peeec5vx85cqTX9jNmzGDHjh3O7/feey8AV111FVdddRXQ0z6+/PLLzlyD6hxCg8HARx99hMVi4fDhw27r2NTU5AzNplqmKmFhYc4u3L7dwqpAjgQhhB7gSRYHV0ZiZUmShN1up729nfr6etrb20lISPCbs4uwCHsjroUg2An24Y7h1K+2thZJkgIWo1QIoRuGk8XBleGIi9VqpbGxkY6ODnbs2OGcD5SXl+fRjTVcQQv2h2o0EddCIBgZw4nJ2tTURFtbG9OmTXPuq9frnRYg9LSPqiXYd7kvYgILIfyevl2eJSUlpKenExER4XV3p6eiZDKZnGmMHA4HKSkpREVFkZ+f73Wf90hDrAkEfREvBgJ/ozrVTJ8+vVfkmvj4eEpKSkhLS8Nms2GxWJxdpWpgb71eT0tLi1ep2wbiqBbCwaY4dHV19ZpfM5xju1vW1dVFfX09jY2N6HQ60tLSyM/PJzw8HICOjo5RFSbR2AncIV6OBMNhMIuwpKSEzs5O7HY7u3btIiMjg7q6OhRF4bvvvgN6YpNOnDiRiIgIEhMTnUEAJkyY4DzuhAkTnNsnJyeP2FEGjkIhHCqLg+v34eK6r6IoTmeX5uZmoqKiSE1NZf78+W5N+pF0cQqLUCAQBJLBhNCd5ZaSkjLgsdLT093OEYyLiyM/P3/4lXTDmBdCb7M4qIxUWDo6Oti7d68znFFaWhpTp071W+Da4Qq3cJYRCEKHsZQXMZgYk0Loi5Bm3gqEzWZzpjFqb28nKiqKKVOmMGvWLL+ML7pDCJpgrCHu6cCxc+dOampqOOOMM4bc9vHHH+fZZ59l+vTpXHDBBcybN8+Z1SIUGDNC2HeKQ0tLC83NzUybNm1YUw48ESSz2Ux9fT0NDQ3Y7XZSU1OZMmUKbW1tyLJMQkKCX8oNhv3GKuJaBA/C+nHPcK+Jt6mUdu3aRXFxsUdC+Mwzz/DRRx8BPXMaDQZDSAlhyIZYU4XPbrdjsVgwm83OLNyq1SfLsk+7DFVnlyNHjvD11187J6Pm5eWxePFiJk+eTExMTEDERTQYIydkrqHNBi0tfi1CvBCEFmVlZcyaNYsrrriCvLw8LrzwQoxGI5MnT+b222+nqKiI119/nfXr1zN37lzmzJnD7bffDsBbb73FySefjKIo1NbWkpubS0VFBWvWrGHDhg0UFhayYcMG7rnnHv70pz85y5wzZw5lZWX89Kc/paSkhDPPPJMnnniC999/n1tvvZW5c+f2m5QfrISURehNl+dIGzVVzFRnl4aGBpqamoiMjCQtLY2CgoIBk5b6MrKMN4wFi1BYAUOj/eYbIs84A+Pbb+NYtsxv5YjfwXsk6RYkaadPj6koc1GUoYN5Hzx4kOeee44lS5Zw7bXX8vTTTwM/pFKqqalhyZIlbNmyhYSEBE477TQ2btzIOeecwxtvvMFTTz3FRx99xG9/+1smTJjAmjVrKC4u5rHHHgMGTvSr7vfJJ59gMpmoqanh3HPP5fzzz/fdRfAzIWURqvNH1EDWqqenu3G/kTTwsixjMpkoLS1l06ZNVFVVkZCQwKJFi5g3bx4ZGRmDZu4eaWSZ0ZwYLxq7kaH55hsY5RcJ7VdfAeCYPXtUyx1tgukFLRTIyspiyZIlAFx66aVs2rQJ+CGV0rZt2zjuuONISUlBp9Nx6aWX8vnnnwPwl7/8hQcffBCDwcDFF18cmBMIICFlEXozsX04zi5NTU3U19c7045kZGQwceJEnyXJ9XTf4RIsTjaqFV1TU0NrayuSJDlTwqhZvV0/q9/tdjutra3o9fp+WcCDUbC1H3xA5EUXYXr2WeyXXDJ65X71FY5ZsyBA4ahGk2D83QdDUR4Z7fciJ+6MAWDAPIquVFVVodFoqK+vR5Zlt34VOp2u15Qzs9ncb5tQfXkJOSH09EJ76uyiRnax2WykpKQwefJkoqOj+e6774iOjh7WgzjS7sZQdJZRFIX29nZqa2tpbm52ThnJyclxjtfa7XZnt3bfz2azGYfDQVNTU6/s32oC0b4MJKYDfe+7zt3v6u1v7TjlFOyLFxP+y1/SfcwxKBMn9t7A2kH4nv9F0UdhyXsINAP3IniM3Y52yxZsw3xrl5qaUL4PiCwYW1RUVLB582YWL17M+vXrWbJkCTt37nSuLyoq4uabb6apqYmEhATWr1/PjTfeiN1u57rrruP//u//ePHFF3n00Uf53//9X2JiYujs7HTun52dzXvvvQfA9u3bKS0t7VcHRVH67RcKhJQQesNADXxXV5dT/DQaDampqcyaNatfdIJAjZ2FUsxQNS2UmkAzJiaGcePGOYODK4qC1Wp1dmG7ZstwR2NjI1OmTBnSy9d1nHggcbVarRiNRrfrXAOnq6ji2N3dzYEDBzwWV/npp4n90Y8I/8lPML3/Pmi1aBo+JqJ4FZJsBtkCSOCwY5n3xEguNwCa3buRurpwfN8F5g1SaSlRxx2H5Te/wfY//zPiuvibULUu/Mlg12T69Ok8/fTTXHfddeTm5nL99dfz5JNPOtenp6dz3333cdJJJ6EoCqeffjorVqzg3nvvZcmSJSxdupQ5c+awaNEizjjjDJYtW8ZDDz1EYWEht912G+eddx4vvvgis2fPZsGCBUybNs1tPS644AJ+9rOf8dhjj/H6668zefJkn18HXzPmhVC1VNTILuHh4UM6u7juP5Kyh7vvcBktAe3s7MRsNrN582YiIyNJT09nypQpIw4W4Ol1U/Ogqdm3R4oqrEajkcOHD5ORkdFPQNUky32tVYfDQfJPf8qsBx6g4Ze/pPzSSzm2/gokxehaAsaWQ5SXlDgFNKypCTIy+omrLMuDXgPn+OAxx3h3kmYzEd+nyrGfeqq3lyhghFrXaCDR6XT84x//6LWsr9fmxRdf3G8M8K677nJ+jomJ4dtvv3V+75u+6cMPP3RbtlpOV1cXixcvZt++fd6fQAAZk0Ko5vBra2tj06ZNxMXFOef4edpYB0oIYfS9Pz3Zr7u7m9raWhoaGoiIiECr1bJgwYIhrbxQQBVWg8GAVqslNjbWuwPMm4ftu+/IeeEFxl15JZrwJDD1CKEs6dEoNuKMX5Nu/hcdSecS9dprpN9xB/vfew9zenovgbXZbHR1dbF169ZeRagW9cwPP4Tx4znY2YnOZPK4Kzji179Gu3MnxvXrUbKzhzwlYY0FL8H8chCqXt8h1YoN1tjb7XYaGxtpaGigq6uLmJgYDAYDRUVFfptQH2z7Dre8gTAajdTV1VFfX09YWBjp6elO8fvqq6/GhAj6BEnC/OijRH3zDeHXXovx0w+J+mYZkrURjWJzbpbY+iYRM69HOv10uOMOJn37LbZjj+11KKvVyv79+5kzZ45zmXPOrNVK/N69mE86iZSUlF7Wqc1mc46z9u0KTvroI2atXUv5hRdyJCUFtm5Fo9EM2vVrtVppbm4mLCzMrbj6Oi+mO4QYe052dja7du0KdDWA4BbqgQjplsxisdDQ0EB9fT02m43k5GQmTZpETEwMJpOJgwcPjsoD60sCHXTbbDZTW1tLfX09Op2OcePGDRgg3NeE4gPkJCEB8zPPEHnWWRh+9yic2udcJC22iasAUCZPxjFtGroPPsB2/fVDHlr1utWXl6NpaUE67jiPoxZpDh4k8i9/wb54MYlPP02iXt8rCtNAY6yyLNPd3e3MwtK3W9j1nlEUpZ+X71Aewn0/D/ScBsM9IQTZc4RFOEp0d3c7nV0kSSI1NZWZM2cSGRnZa7uRWlahZNWpZQ53P5vNRnl5OXV1dWg0Go/GUP1FIBudkT7AjuOOw/qznxH2+OOYT7gEAxsAB2DAWPQyctrJP2x72mnon34aOjshJsaj42u/nxfm8fhgdzfhV1yBEhGB+e9/h+9fZlRh1Wq1A/7GdXV1TJw40SOrv294Q3djqWoEqIHGWV2D4SuKgkajQaPR0N3dzb59+7zyCNbpdCH3AjxWCNWXhpASwj179mCxWEhNTWXevHl+c3YZ6f6B2teb/axWK3V1dVRUVOBwOMjOzmbOnDnOvIhHKyN9kC13340u5nkM8ivg1FULhpInMLkIof200wh77DF0//kP9hUrPDq29quvkNPSUDxJRKoohP/iF2gOHsT01lsoGRnen4yHuAqrL1CF1WKx8O233zJhwoR+lqsqrANZtX0t1qG6ggdbF2zRl4IdYRH6mby8PJ/OI/TX/oGKLDPUfjabjfr6eurq6rDb7aSlpTFx4kQsFgsT+86B8xGh+FCMCIMBKc8OMqDwgxha28BuBF1Pz4Vj0SKU+Hh0H3zgmRAqSs9E+iVLwINrqn/hBfTr12O54w4cxx8/3LMJCM6uYL0enU5HdHT0iI85VFew6jU80LQco9HodGByFVatVktUVBRms9l5r7sG/hjs83AIdkEWXaOjgK8n1Ptr/2C6Eex2Ow0NDdTW1mK1WklLS+vVldzQ0IDFYglwLXsYK2/e1ok/Jqz0KSRAkSXQKGg7dhG+60bMhet6NtLpsJ90EtqPPgJZhiG68qSKCjTV1VgXLx6yfM2uXRhuvRX7CSdg/dWvhnUOY+F3cEXtah3OWLcsy2zfvp358+f3WqaKZENDA/rvx17V69b380DLXPFEQFVr2d02Q/HOO++wb98+brvttn7r4uLiaG9vp6ysjM2bN3OJB5GSXn/9ddasWUNaWhp33XUXYWFhpKamDrlfMBJSQugNgRRCGH5D4guLUPWgraurw2QykZqayowZMwYMtTSSrthgEv1gwZr/APqat8BSA5LLtbV399rOftpp6F9/Hc22bcgLFgx6zLB3e4Iuy/NnDF54ezsRV16JkpSE+W9/G1JgB0P8tj24u89dhVW1YEdaRt//A3222+295km77udKX6E85ZRTOOWUU7Barf3WQ4+4l5aW8sorr3gkhOvWreOZZ55h6dKl3HPPPURHR7NixYqQvG+EEPph/0DsqygKRqORnTt3YjQaSUlJYcqUKcQM4YgRijdtKCBHZKC11oACSjfImYsxz+kdWcZ+0kkoWi26Dz/EOoQQSlI5SqEOx9xBIsooCuE//SlSRQWmDz4I+VBqR9OLlqeWncPhwGAw9HMGKisrY/ny5SxcuJDNmzdTWFjI1VdfzT333ENjYyPPP/88+/btY/v27Tz66KOUlpZy9dVX09XVxfLly4EeL/xf//rXfPfdd8ybN49LLrmE+Ph4duzYwcMPP4wkSVxwwQXcdNNNbNq0iU2bNnHdddeRl5fHl19+iVarZd26dTz66KP86Ec/cnoD63Q6KioqaGtrQ6/XM2vWLKDnhb2kpASLxYLBYCAnJwedToeiKFRWVtLe3o5GoyE7O9v5Et/U1ERtbS3QEykn2Uf3+JgWwpHu7y7Gpaf7jka3qizLNDU1UVdXR1tbGxqNhtzcXGdORE8ZiQXqy4YqGLpGfVJ+VwmgoGgikRxGNBEgd3ZDeErv7RITcSxahO6jj7Deffegh9TMqMTx4EmgHfiRNTxwI/p33sH8hz/gWLRo5OchALwTZGn7LUhtO31bfvxclIKh0zAdPnyY9evX87e//Y1Fixaxfv16Pv/8c9555x0eeughzj77bKcV+6tf/YrVq1dzxRVX8NRTTwEQERHBAw88wCOPPMLbb78NwAsvvIBerycqKso5TUav13P33Xfz+eef88ADD1BQUMCdd95JeHg4l1xyCTExMTQ2Njq9gTMzM0lKSiIlJYWysjJnfevq6oiJiWHatGnU1tZSV1dHZmYmHR0dmM1m8vLy6O7upqKigtzcXOx2uzNfIsD+/fuJj4/3yXzmMetjPBIhUwnGyDKq+O3du5evvvqK5uZmJkyYwLx584iJiSE2NtYrcQoG8QkWfCXqUZuXo20vRpKNIIGiAa19J5qWb/ptaz/9dLR79iCVfuvmSN/Xy9KAtvsQ9sSBrUHN4X+hf+RF5GMnYrvxRp+chyC0mDRpEvn5+Wg0GmbOnMkJJ5yAJEnk5eVRXl7ea9uvvvrKGWrt8ssv9+j4rlar6k2rCmNkZKSz7cnMzCQ7O5vJkyczdepUIiIiiImJ6SdYbW1tJCUlAT05E9va2notlySJ6OhoZ4jD9vZ2YmNjneEVY2NjaW9vH8klczJmLcKREqguGXfCpCgKLS0t1NXV0draSmJiIhkZGcyaNctZz66urlGvZygcMyAoPwT1VtAi0fM9YutldJ+4A3Q/dFc7jssHwLDhYcy3/d3t4bTNm3u2TXLvKCNZmokovQnlD+l0n/euR16loUCwdI16Uw+l4BEC9VrpGndXo9E4v2s0GmcOV1c8OSdPUi+54s21stlszilwer0em60nCpPVau01NU5dZ7PZejk7ue4zUkLKIhxNSyfQY4SKotDa2sr+/fvZtGkTtbW1jBs3jiVLljBz5kwSExN7XY9AR6QZyTYj2T4YMS16C0UXD/C9CEqABsnaQPje3h57cv5xyNckIk2pHfB42pZNKNpI5Li5/VcqMuE7rkWyNmG68FVI9s80GMHY4phjjuHVV18F4OWXX3Yu75tCaeLEiezcuRNZlqmsrOwXA3eg/bwl0C88ISWE3uCLMcJAOLyYTCZqa2v56quvqKqqIjk5mWOOOYa8vDxnd4Gv6zscAn3jBjNy7EzQuqb1UkDSYE88Dn3l/6Gr2fjDKo0G+zUXow0v7udVqqJt3owjochtPsOwQw+ja/wUy6wHkePn+uwcxsILia8IFssUfPe7PProozz11FPMnTuX6upq5/LZs2ej1WopKCjgz3/+M0uWLHF2ud58883MmzfP7fHOPPNMNm7cyMqVK/niiy88qoNer3d6sFqtVqe1FxYW5lwOOC3BvhZgXwtxJIiu0QEYLSFUlJ6cfnV1dTQ2NiJJEvHx8RQUFIxKmKjRimTjaV3GCtZJP8dw4NcAyLo4zLOfRE4/Hc2XJxG+++d0Jy5ACU8HwJ52GmGlT6Ft+i8kntT7QLZ2NB27sU67vV8Z2qb/EnbwPmzjL8Q28cc+P4dA/x7BJEDBTt+g2+vWrXO77qrvU3FNmjSJTd+H7AO49957gR5x+uSTT3od+8UXX3Rb5r///W/n52nTprFjxw4OHDjAzJkzPapzXFwczc3NpKenO5N5q8sbGhpITEyku7vbGQowLi6O6upqZzdve3s748eP96isoRBCOAD+trC6urqora2lsbGRyMhIxo0bx+TJk6murkaSJK9FcKw4vQT6HHxRvv67P2I4eK/zu8beQVjlPzCPX4Gp4G9EfX4s4Tuux7ToTZA0OJKOQdHFoqv/oJ8Qalu+QULBkdQ7vqhkriW8eBVy9FTMs/88ZsYFg5FgE+RgqounlJSU0NnZid1uZ9euXWRkZJCens6RI0doamoiLCzMmcBXndy/d+9e5/QJ6BmvzMjIYP/+/QBkZGT4LAOOEMIB8IdF2N3dTV1dHQ0NDRgMBtLT05k0aZJPfsyRBN0e7bHFYMVXDUzYkcf6L7R3gWxHiZ6KZeZ9hO+5GX3ps9hyVoMmDHvKiejqP4IZf+y1m7blKxRJhyO+6IeFsp3w4lVIjm5M898D3chDkAUjY+3+OprJGSA+7vTp0/stkyRpwJCPycnJPps76MqYHSMMJK4iYTKZKC0tZfPmzRw4cIDw8HDmz59PQUEB6enp/UQwmLoqB8NfXqNjofFzJP/I+VmRwgEFXevXGPbeCoBt4o+xp52GYf/daDp73m7taaeisdSh7eidU07b/BVy/DxnjFKAsIP3omvZhHn2X5Bjhog0E+IEg/UTbBahwPcIIRyAkTTKVquV7u5uvvnmG/bu3YtOp6OwsJDCwkLGjx8/6ADvaFtooSK8oYS56CXkiAkASMr37uaShGSscH42z3kSRRdL+PZrwWHBkXoqChJhjf/64UAOE9q2YhyJP3SLaus/wHD4UawTV2HPvGi0TkkgGNOIrtEB8FYgLBaLM7ODLMtIksTcuXN7ze3xlOEK2nAQb7r+QdHHg6kSUFC0USgREzDnPfjDekMK5rlPELnlIgwH78Uy8/fICQsIa/wI4nuyUWhbi5EUG/bvxwclYzkRO/4HR9xcLLMe8G/9xUuOE2ERjn2EEA6AJ0JotVp7iV9aWhqzZ89GkiT27NkzLBEcyQM3mpadJ9fHNWK+J+c1ZhobexdybD5SdwUaRxuSw4h1whUQPaXXZo6007FOvAb9kcdxpE3HnnY6hgNrCItuBEDf9lcUwJGwEBwWIoqvAkXBVPgCaP2fNzLQv4cQoNAkFH8zIYQDMFBDb7PZnGmN1Jx+eXl5RET8MG/MarUGJPvEcMvzJ96eT6AtEV+UH7HpNLQdu12WSGgbPsU2uX/oM8vM36NvXk/4zp9jLHwLwwEYJ78FnITW8jXEh0NYIpH7lqBt24Np/ssoUZNGXEeB5wSTIHtyf6qZIDo6Ojj22GM56aST3G63ceNGpk6d6pzu8MILL3DyySeTMUQSZ4vFwllnnUVzczO33XYbR44c4de//rX3JxNECCEcgL5pjRoaGqirq8NisZCamkpubu6AaY1GK+h2X4LFIlQUhba2Nqqrq2ltbXWeU98s4a7/dTodZrOZ1tZWLBZLv200Gs2oiLYv0JjrXI8KyGjbt6NpLUZOKOy9sS4Kc+EjhGtWE5a0DiVKyzjHO1j4M9LCDmzmS9HJG9Ca9+CYOhd7+pk+qaMgdPH0Pr3nnnsGXb9x40aWL1/eSwhnzZo1pBDu2LEDgOLiYqBnuoMQwlFkNN/KZFnGaDSyY8cOTCYTKSkpTJs2zaNs2YHIZRgM0yCMRiM1NTXU19cTExPD+PHjmTp1qrOcvlnC7XZ7r8+yLNPV1YXRaOy3jWvuNWBAQXUV1oHW+fs+Ms17jsitl4BsoidNvQbJ3knY/t9hPmZjv+3tsZdgDavCEHYvtqJ5aGO/RSNtQZK6kaWphEfejGNJEcbud/1a72AjWCyxYKnHYNx33328+OKLpKSkkJWVRUFBAatWrWL58uWsXLmSX//617z77rvodDpOOukkzj33XN555x0+//xz7rvvPi666CKKi4u58soriYiI4MsvvyQvL49vvvmG5ORktm3bxq9+9SvWr1/PVVddRWNjI4WFhUyZMgWTyURhYSEzZ87kN7/5TaAvxbAIKSH0N2pmh9raWtrb29FqtcyePZvo6OhRexBGu2t0uKj1tNls1NXVUVNTg0ajISMjg4ULFzqnhbh2Ew+VJbytrY3MzMwBLW0VNUu3q1j2FVaj0dhvnfpfrY96zVyF0mQyceTIEY8EdiArVU49AdmQguZ7ZxmQAS2OhPn9tlWxWm9Bq/0YXfouJMmK3voSAHr931GUMEzmF0ATMeD+guBAuuUWpJ07fXpMZe5clEcGTsNUXFzMhg0bKC4uxm63U1RUREFBgXN9c3MzGzdu5Ntvv0WSJNra2oiPj+ess85yCiXAhx9+yEMPPcT8+QPfp6mpqTz77LO9UjXFxcU5rcMDBw744pRHnaNeCGVZprm5mdraWjo7O0lKSiI7OxtFUaiqqhoysa07AhWwe7QsQlmWsVgs7Nu3D4vFwrhx45gzZw7h4f534IAf0sCMNCs44LRS1VQvXV1dxMfH9xJWs9nsVlAdDoezPoqiOJOQ6nQ6JhiWkWHqCU1l0ybTlHEzxsSL0DY1ubVYNRotZvNzREYeA2jQaj9DUaLRaA5hMv0TRckc8bl6S7BbQaNFsFuEX375JWeffTaRkT1zTc88s3f3eVxcHOHh4Vx33XUsX77cmYhX8ANHpRCqaY1qa2udua+ysrKIj4933vAdHR0Byz4x2mV6SmdnJ9XV1TQ1NeFwOMjJySE1NTWoG4mhcLVS9Xo9Op3OmSPNG1Qr1eFwoK1+k9jy11DQIOFA72ghquNzWhLOHlBQ1a7fceNWM2vWH9FoKpEkqKr6MXV1WWi1hwft9lU/q3nixgKBdpwaDsojgUvDNBA6nY7Nmzfz6aef8sYbb/Dkk0/2iyc60H5qCqah0i+FOmNeCNW3OTWtUV1dHS0tLSQkJPTL6edKoKw6tc6jxVB1tVgs1NTUUFdXR3h4OOPHj2fatGns2rWLmJgYnza6wRBZZiS/uSpEUYfuRJJNrkclSmcZMGyUK1brHEyml4iIqKHFGIFOdy/jxin9xNNsNjstWdcuYVVU1Tqp9fJ2HFUV5kCLaqDLh+C3CI899liuueYabr/9dux2O++99x7XXXedc7067n7GGWewZMkS57h939RJ7lIwFRcXc/rpp/PGG28MWL6aFWI0xt/9xZgWQtV7sa6uzhndfNy4ccyYMWPIoNaBapQDEVmmLw6Hg4aGBmpqarDb7aSnp1NYWNgrWWao3vCD4atzkqOnobU0AAqyJgqN3I22eRP6/fdgy/3tULWgvPwKpk57kP/blcaP82JHVhcXByV31qjVanU7nmo0Gtm6dWuv+2o4gjpaDkpHMwUFBVxwwQUUFBSQkpLSb4yvs7OTc889F4vFgqIoPPzwwwBceOGFXH/99TzxxBO8+uqrXHXVVdxwww1OZ5m77rqLn/zkJ6xZs4Yf/ehH7ooG4Nprr2XevHnMnTuXu+66y6/n6i/GnBAqikJHRwd1dXV0d3dTUVFBRkYG06dP9yqjQ6CmQMDoRpZRy3Od8tDW1kZqairTp08f1Es20NZbsGJatJHIfxegMZWhkbsBCSQJbdtOPMmn3dR0Jtd9nyLnx3kjq8tQDkoDsXXrVoqKfgj07c5Bqa+wuhNU17FUV0vVE/G0Wq3YbDaMRuOQDkr+JNgtQoA77riDO+64Y8D1X3/9db9lS5YsYc+ePc7vkydP5rzzznN+P/bYY52ZHlxZtmwZy5Ytc35/4IEHeOCBB5BlmcOHDw/zDALLmBHCzs5OZ1qjqKgo0tPTaWlpIS8vb1hOFYG0CEcTk8lEV1cXX331FbGxsYN2F7vij+sTDF2jPkGjA30MmL6PrEMYiiEF64y7A1wxz+n7O/jLQcmdlWqz2TCbzRiNRoxGIyUlJf0clFRcHZS8nVIzGvk+jyZC4YVhIEJaCLu6upxpjSIiIhg3bhw5OTlO1/2ysrKQa1hHQwxcpzxAT5fXggULfJbb66hHlrGln02YsRLJ3oaEA8uMO5ET3Gf3Ptrw1Ert7OykqqqK3Nxct+tdHZQGmkozmMevGhNYbcAHElDVKm1oaHArqILQJ+RaPqPRSF1dHfX19YSFhZGenj5gIx5Ih5eR4I9y1TmSNTU1GI1G55QHgH379nktgqH65jcahG+9GF3DR/TMIZQABV31a9izLg1wzTwnGH5fT2LZqlaq6/j1cMsaSFA7OztRFIXu7m63DkqxsbF0d3f3q5t6DdXPfb8PtC5UERbhKNHY2MiRI0cYN24c8+fPH/KNMhSF0Nc3UkdHB9XV1TQ3N5OUlMSkSZOIjY11lmM2m4MmDVMwdI36onxt+y7o5UQvo+k4iNR5ECWmfyJSwcCMZiAL1drrS1hYGA6Hg0mT3Md4raio6BUEQr2HXKMhqZ/VP1mW3a5zVy/1v/p8WCwWj4V1NAn0szsSQkoIU1NTSUhI8Hj7UBXCkZZrNpupra3tNeVhIGehUH2D8we+uhaW3HsI3/VTUOz0WISgsTZg2H8X5gUbfFKGIHjxpXXXV0ztdjtarbafeA70uW+9PLVK3X32hFBtT0JKCL0lVIVwODgcDmw2G9u2bcPhcJCenu6R1QyjG9t0qGOOBexZFyMf/hOarkP0hFeTAAk5cnKAaxZaBEtXWyDr0VeIVMvVW4YSzIGsVNd9XevgWje73U5bW5vzc0tLi9MZSafT9crMo1JfX09jYyOSJBEREUF2djY2m42SkhLsdjuRkZFMmjQJjUaDLMuUlpZiNBrR6XTk5OQMK8XdYAgh9MO+I8XTctUgATU1NbS3t+NwOAbNiuGOYIttGsrdK644ko5F03UYkHCEj8c+aTW2nBsCXS3BUYqvrVT1v/qSEBkZic3WMznIarU6x1I1Gg2Zmb3DA6p5XPPy8tBoNBw5coSWlhba29tJS0sjMTGR8vJympqaSE1Npen7sIT5+fm0tLRQVVXF5Mm+fakUQuiHfUeCJ+V2d3dTU1NDQ0MDsbGxjB8/nlmzZrF582avRHCkjBXR8jWa1q1oGz5C0eiRZDNaSx1y514Q7vohSbBYpsFCX1HVarUYDAYsFovTEc8TVK9dWZbR6/V0dnaSk5MDQFJSEjU1NaSmptLW1uZMDZWQkEBFRYXPf5Mx/WQGg/OFtwxUZ5vNRkVFBd988w379+8nKiqKRYsWkZ+fT2Ji4rBvimC6RmOlsQnffi0aUxWSbAYkUBQkc32gqyUYw5x33nksWLCA2bNn89e//pXy8nJmzJhBU1MTsixz3HHH8a9//Quz2cw111zD3LlzmT9/Pv/5z3+AnlyE559/PmeccQYzZszgtttu87oOnopTWFgYaWlp7N69m127dqHVaomMjOwVJzcsLMxpYdpsNqdXsOopbLfbva7fYAiL0A/7jgTXG6nvlIf09HSfZ3kINgENpCj7SoiVsGQwlgESsiYSjdyNrmkT+kOPYpv6C5+UcTQQLJaYN/WQSqqQukxDb+hN+dERKDmDZx/529/+RmJiIiaTiUWLFnHeeedx6623csMNN1BUVMTMmTM55ZRTeOSRR5AkiZ07d3LgwAFOP/10Z/SYXbt2sW3bNgwGAzNnzuTGG28kKyvL83p6+OyqY4r5+flotVpKSkro6OjwuBx/IITQD/uOBEVRsFqt7N+/3znlIScnx+cBrvuWKfAdpsUbifzvUjTG0u9DrGlAAm3z50IIBX7h8ccfZ+PGnqTPlZWVHDp0iGuuuYbXX3+d5557zpkvcNOmTdxwQ89Y9YwZM5gwYQLfffcdACeccAJxcXEA5ObmUl5e7pUQgmcvkx0dHRgMBqcjX3x8PF1dXc6A8ZIkYbVanev1ej1Wq5WwsDDnfE9fB/8Y80I4kn1HUyDUKQ/V1dXY7XaysrK8jo86HILNIhwT6KJ7QqyhhljTgj4W65RbAluvECNY7i9vLEIlJ3PU0zB99tlnfPrpp3z55ZdERkZywgknOEPUVVdXAz1RuIbKrerqiTmc7kdvukZV4dNoNHR2dhIZGUlMTAytra0kJiY6kyRAj1A2NzcTHR1Na2urX4wCMUY4yL7+xuFwUFNTw7Zt29i1axc6nY68vDzi4+NJTU0dtViI/mxwvJ2DFCyN30ixTrwORRsFKEhoMM95HDn52EBXK+QIhq7RYKejo4OEhAQiIyM5cOAA33zzDQC//vWvueSSS1izZg3/8z//A8DSpUt55ZVXAPjuu++orKxk+vTRDfIQHR1NQkIC+/fvZ9++fSiKQkpKCpmZmdTX17Nnzx7sdjvJyckAJCcnY7fb2bNnD/X19f28UH3BmLYIIXjeKlUUpScpcE1NDR0dHaSmpjJz5kxndum+oZr8zUimTwTbtQ0WDLt/ib78b/TMIdSC5EBfvhbHuDM82l9c1+AiWMYqB+LUU0/l2WefJS8vj2nTprFw4UI+//xztm7dyhdffIFWq+WNN97g+eefZ/Xq1dxwww3MnTsXnU7H2rVrfTYnz5vrNH78eMaPH99rmcFgcBtXVqPR+Hy6RF/GtBBqNJqgaVRcpzzExcUxfvx48vLy+t04QmBCH23D+y7fZFAkpO5yMFZCpHdjLkcz4jnwDIPBwHvvvddv+d13/5Dt5PXXX3d+Xrt2bb9tr7rqKq666irn97ffftvregT7C8NghJQQDuciB/JhslqtziwPer2ejIwMcnJyBo1YP9o3UjCNEY6VlwDb5Jsx7P0VAAo6QEFjqiD8219jLvq/wFYuxAiGhjVYGvhgfzaCvX6DEVJC6C2BaFjVKQ9Go5Hi4mLGjRvHvHnzvOp+GO06h/INHIzYJv0EffmLaDp3I6E6HOhQwlICWi+BwN8EwwvDcBBC6AMURaGjo4Oamhqam5tJTk7GYDCwaNEir2+M0RbvkViEnqCGW9Lr9QHJLh4oHHH5aLq+BcWBHJ6FLesybNP+N9DVCimC5QUtWOoBwS00wWI5DwchhCPAbDZTU1NDXV0dkZGRvbI8tLa2DuvGCKUbaaBrK8syjY2NVFVVYbVa0Wq1ztiDKmqECDX1jU6no6OjA5vNhslk6rW8b4bxoL9GXSVoug+jaKKQHB1oLHVoLA2gGVnOvNEkWBr/YPmtg6UewUyw3DPDQQihl9jtdhoaGqiurkaWZTIyMigqKuqX5WEkZYfCDeXu/IxGI1VVVTQ0NJCcnMz06dMxGAzOmIKuuCZCVf9cJ9GqmcVdE6Cq/9X9gX5i2ve7u2VqZHx/EVl8BZqOvTgT8yoykqnCb+UJ/EsoWzqjTaheJyGEHtB3ykNaWhqzZs1yTnnwZdmh5jAiyzL19fVUVVUBkJmZyZQpU5xCo8YL7IuaTsY1QoQ6iTYpKcmjstXUMe4EUxVWo9HYT3Dtdnuvxs3VOjWbzRw6dGhQYVWXD+T0pEiq5SehaCPBYULbtAld6d+wT7rWo3MLNKHaoAkCRyi/MAghHASHw8F3331HY2MjcXFxZGZmEh8f79cfO1SE0GazUVVVxcGDB0lJSWHmzJkjznzh7bmrAqZGvx8urmK6e/du5wRe9c9isbgVU1mWnfWAH6zT8PjfMbP7Ogz2GiRHNwo6FAmUyrdpT7ygn5iGauPhb4KlYQ2WegSCmpoabr75ZjZs8D6h9PPPP8+2bdt44okn/FAzWLNmDdHR0fzyl78c8bGEEPbBdcqDxWIhNjaWyZMnDzrlwVdlq/uNBH8+tA6Hw2n9mc1mxo0bx5w5c0YtAo6/0Gg0hIWFERYWhlarJSEhwetjqNnDVatU05wGXfUo3wfcUiQ9tbEX0FpXN2hXr0ajwWQy0d3djSRJHD58OOBdvYKjl4yMDI9FMJRfGIQQ8oNzR01NDWazmfT0dObNm+ec/uDPst0RbGHhOjs7qayspKWlhbS0NPLz86mqqiIuLk40wN8jSRJ6vd45xmmf9gv0O1YjKUYUTTiW+S+SmrqM1EGOoSgKZrOZ/fv3Ex4ejqIoJCQkOEVT7ep11w3cty6edO32XSZ+S/cESwM/WLtQVlbG8uXLKSgoYMeOHcycOZPnn3+eP/3pT7z33nuYTCYWL17M008/jSRJPP744zz33HPodDpyc3N5+eWX+e9//8stt/TEw5Ukif/85z80Nzdz9tlns2vXLo455hj++te/MmvWLKAnSPdDDz1Ebm4uN910E7t27cJqtfKHP/yBs88+G+gJAL5s2TKqq6u5/PLL+e1vfwvAOeecQ2VlJWazmZtuuomf/OQnOBwOrrnmGrZt24YkSaxatYpf/OIX/PWvf+W5557DarUyZcoUXnzxxUGHpYbDUSuE6pSH6upqWlpaSE5OZsqUKUMGpvVF2f7YT8VXD63dbqeuro7q6mr0ej2ZmZnk5ub2GlcTE+rdoz/0KIaD94LiALRIipWw0qcwpy4bdD+1q1ej0Th7IDwdL3Wl77hpX9FUHZH6dve6Xvvu7m527NjhsQOSP7p6g0WAvOFft/yLup11Pj3muLnjOOWRU4DBX3YPHjzIc889x5IlS7j22mt5+umnueGGG7jrrruAnugx7777LmeddRYPPfQQhw8fxmAw0NbWBsAjjzzCY489xpIlS+jq6uqX7u3CCy/ktddeY9asWdTW1lJXV8f8+fP5zW9+w/HHH89DDz1Ec3MzK1as4KSTTgJgy5Yt7N27l8jISIqKili+fDnz589n3bp1zrRRRUVFrFy5krKyMqqrq9m7dy+As17nnXce1113HQB33nkna9eu5Wc/+5nPri8chUJoMpmcP2JUVBQZGRnMmDHD52/DgYjY4otGo729naqqKtra2pxdn+7yH4ZaAzWa6Cv/Ac7f0AEoSMYqMNdDeJrfy3ft6h0uW7ZsIS8vz61gqtbpYOOmrnXxRET7Lg+m+ytUBDkrK4slS5YAcOmll/LEE08wadIk/vjHP2IymWhpaWHmzJmcddZZ5Ofnc8UVV3D22Wc7rbdjjjmGX/7yl1x66aWce+65/YJbX3DBBZx++umsWbOG1157jfPOOw+ATz75hHfffZeHHnoI6PH4rqjo8ZI++eSTnS9z5513Hl9++SXz58/nscce48033wR+SBs1ffp0SkpK+NnPfsby5cs55ZQe8d+7dy933nknbW1tdHV1ceqpp/r82oWUEA53crrdbqe+vp6amhoURSEjI4MFCxb4PKdVXwKVz3A4+1RUVFBdXU14eDhZWVnMnDlzyOs9Fqw3f2DLvAzDwT8ACooUCYodjbEEw7e/xlK4LtDV84i+Xb3DQZ0i404w3XX1ulqv0OOQJcsyzc3NwxLTQHT1qpZbIHAXt/jGG2/km2++ISsri3vuuQez2QzAO++8w+eff867777L/fffz86dO7nttts444wz+OCDD/jRj37E+++/3+slePz48SQmJrJ79242bNjAU089BfT8zhs2bCA5ORlFUUhL63nZ++abb9zW6bPPPuOTTz5h8+bNREZGsmzZMsxmMwkJCezatYuPPvqIZ555hg0bNrBu3Tquvvpq3nrrLebMmcPzzz/PZ5995vNrF1JC6A2KotDd3U17ezvl5eUeTXnwJYHoGvVmX0VRaGtro6qqiu7ubhwOBwUFBT6LRD8cxkrXqG3aL9HVv4e2bQeS0tPwKJIOdLEBrtno4jpWOZz7qqGhge7ubiZOnOhRV2/f5X3vpeGOm4aKRVhRUcHmzZtZvHgx69evZ8mSJWzevJnk5GS6urp44403OO+885BlmcrKSo4//niWLl3Khg0b6Orqorm5mfz8fPLz89m2bRsHDx5kzpw5vcq48MILefjhh+no6GD27NlAj9X35JNPctdddyFJEjt27GDevHkAfPzxx7S0tBAREcFbb73FunXrqK6u7pU26uuvvwagqamJsLAwVq5cyfTp07n88suBHh+F9PR0bDYbL730Ur+sFb5gzAlhV1cXNTU1NDY2otPpSEhIYPr06cO+kYf7EATCa9STfa1WKzU1NdTU1BAVFUVmZiYdHR1MmjTJ67LGgmj5CzlqOtr23T0h1gyZ2MZfgG36rYGuVsghSZJPunplWe5nmbp+Vy3TvtvIsozVagV6phKoYtm3G9dqtSJJkvNPrbvrd38zffp0nn76aa677jpyc3O5/vrraW1tZc6cOaSlpTF//nygx/v7yiuvpKOjA0VRuPHGG4mPj+e3v/0tn332GRqNhpkzZ3LaaadRW1vbq4yVK1fyi1/8gt/85jfOZXfeeSe33HILxx9/PIqiMGXKFN59910AFixYwMqVK6mqquLyyy9n/vz55Ofn88wzz5Cbm8v06dNZtGgRANXV1fz4xz92dq/ff//9ANx7770sXLiQlJQUFi5cSGdnp8+v3ZgQQqvVSm1tLbW1tej1esaPH8/kyZOpra11G9VkNAjUG6Q7cVIUhdbWViorK+nu7iYjI4P58+c7G5ZQeNsNKSxNSIoVWZeAxtaExlKHpBhBNzq9EYL+aDQaNBrNsLp6Kysr0Wq1pKen9xJK9XNHRwfwQ4AHRVGcz6HrZ5WBhHKkQqrT6fjHP/7Ra9m9997Lvffe22/bzz//vN+yv/zlL/2WZWdns2vXLuf3tLQ0LBZLr20iIiJ4+umnaWxsRKvVkpLSE1z+6quv5uqrr+53TIPBwAcffOD2HLZv395v2erVq1m9enW/5WvWrHF7jOEQskKoTnmorq7GarUOmOWh7+C9N6hWz0isydGkr5VmtVqprq6mtraWmJgYJkyY4LOAAMJrdGDCi69G17yJnsS8Ekig6SoJdLVCjmC6F1RB6hsNCXo8bL2xVvuKZF/hVMW07zbQ056pybtdhdJisTit16GE1V+ESheyO0JKCNVxrZqaGlpbW0lOTmbq1KkDTnkY6WD5aI3X+RJFUWhqaqKqqgqTycT48ePdxkIV+A/JYUKNM6pIEaCY0bZsRlf+EvaJlwW6eh4RLCIUqg3rYLgKkzc4HA6sVisRERH9hHLy5Mns2LHDrbD2/d63Lr6yUIPlnhkOISWEALW1taSmpvaa0zYYI/lxQkkIzWYzJpOJrVu3Eh8fz6RJk4iNjfVbQzIWGyhfYSpcR+RXy9GYKpGU7p7YoxLo6jaGjBAKfiCYLJ2+IuqLSFQDCaenXb1tbW1OK1Wj0WA2m51zSqOiovqFXrTb7ZSXl2MymYCe7tfw8HBKSkqwWCwYDAZycnLQ6XQoikJlZSXt7e1oNBqys7NHHMrRHSElhJIkMXPmTI8FZqRiFOg5fUOhWn+VlZVYrVY0Gg1z584lOjra72Wr5fuSsdI1SuRElIhMMNcB8vfGoR7bxKsDXDHPCYaGP5gEaKzii+7SiIgI7Ha700ExOjraOW3G3fNcWVnpDF0pyzKyLFNXV0dMTAzTpk1zzvNWHfnMZjN5eXl0d3dTUVFBbm7uiOrrjjEdUymQQgj+6yowmUwcOnSIr776isbGRqZOncqiRYuIiIjw+9xIFU+vzdHakFkm34SCDhQHij4aU9H/4Rh3hsf7l1gslPRxShAEBiHIg6N69Wq1WsLDw4mNjSUhIYHk5OR+L+V2u53Ozk6Sk5Od++p0Otra2pwT75OSkpxRZdTlkiQ5BVb14vUlIWUReksgLQxfl+2a7NZut5OZmcmiRYt6BQMPRovqaGxAdJUvEb77ZlDsKOiRHCbCjjyJOWmJ5weJmuy3+gm8QwihZ3hyndSco2VlZZhMJiIjI8nKysJmszkdjvR6vTN9m9Vq7eWIpK4byVQadwghHAR1Mm0gylZxl+x2oK7P0XxYPS3L27RKwSbkwyHs8OPfxxmVAQVJkZFM1WBuhPAUj46RM+t//VrHUEAI0MiYPHky33zzjdP68pTPPvuMsLAwjjnmGK/2c/29ysrKOPPMM51xQ1236e7uJisri+joaCoqKqir6x2bNRC/uegaHYJACKGiKNTW1rJ161a+/fZbYmJiOOaYY5gxY8aQ43+jKSRjQbT8gW3cWc7PijYSRdGiMR7GsP+uANZKMFyC5T4frXr897//ZfPmzW7X9c104i1qYAS1HUtISMBoNKLX651dnqrVqG7v2hVqs9n84gEvhNCP+3tLV1cXBw4coLu7m46ODmbOnElRURHp6ekeTQUZ7foGSwMRbNhyf4M9vgjQonGYAHuPw4zGt905gtEj2C3Tl156iUWLFlFYWMjq1aud8VqHWv/hhx9SVFREQUEBJ598MmVlZTz33HP85S9/obCwkC+++IJVq1bx05/+lMWLF3Pbbbexc+dOjjnmGObNm8fKlStpbW0FYPfu3SxdupQ5c+bw5JNPOst2OBzceuutFBUVUVhYyJtvvonZbKa2tpaTTz6Zc845h5UrV/L+++8D0NzcTHx8PABxcXE0NzejKApdXV1otVqfd4uCEEK/7e/pvg6Hg5qaGrZs2cKBAweIj48nKiqK6dOn+8VN2Ff4o2EYK12jAEpUDkg9j5ccnolt4jVYZt0X4FqFFsFyL/ilHorck43Ey2O7e+7279/Phg0b+OKLLyguLkar1fLyyy8Pub6xsZHrr7+eDRs2sH37dl599VWys7P5yU9+wk033URxcTHHHnssAFVVVXz55Zf86U9/4sc//jH3338/O3bsIC8vzxm55pe//CV//OMfe0WiAVi7di1xcXFs3bqVrVu3snHjRj7//HMeeeQRjjnmGHbt2sXu3bvJyspiz549dHR0OPPAxsXFYTAY2Lt3L+Xl5UyYMMGj63T33Xfz5z//2fW6/UGSpJsG2l6MEfpp/6H27ezspKqqiubmZmey24iICABKSoYXhWQ0hWQsiZbPsRtR9PHIhjQ05hq0lgbskhZ0ozOtZSwRLJaYT+uhyGj+cyI0bYbkxcjHf+p8aRoO//73v9m+fbszZqfJZHKGORts/ddff82xxx7rjDOcmJg4YBnnn38+Wq2W9vZ22traOO644wC48sorufjii2lra6Ojo8OZBuqKK65whlH717/+xe7du3n99deBnlRvAGeddRarVq0iNjaWc845h8LCwn7lSpLExIkTvb4mq1at4rzzzuPmm29Wo4tdDCwYaHshhH7a392+7pLdTp8+3WfpYka70RBC6J7w7deia/iwZ+oEEkgK2q792AJdMUFwYGmEps1Iih2laXPP9xHkqVQUhSuuuIL77uvd46DGHR1o/TvvvONxGZ72TrlrgxRF4fHHH3ebR/Dzzz/nvffe4+qrr+aWW27hyiuv9LhOg5GdnU1SUhI7duygvr4eYIeiKM0DbS+6RofYfySoZbe3t/Ptt9/yzTffYLFYmDNnDgUFBaSmpvo8Z1owitNoBUAIFiRrk/oJNBGg2NE2f4Wu8tWA1ivUCJZ7wefeq4ZUSF7ck5oreXHP9xFwwgkn8MYbb9DQ0ABAS0sL5eXlQ65ftGgRX3zxBaWlpc7lADExMQNmeIiLiyMhIYEvvvgCgP/7v//j2GOPJT4+npiYGKeTzUsvveTc59RTT+Xpp592Ton47rvv6O7udqbHu+6667j22mvdBtweCddeey3PP/88f//73wEGTQQachahN41lIL1GFUWhsbGRw4cPe5XsdiSM1FPVm7p5UpYsyzQ0NGA2mwkLC3ObAy4QyVP9jXnOk0R8fTYaczWSbELRGEDSoqt9C3vWRYGuXkgRLF2jPkWSerpDLY09IjjCc5w5cya/+93vOP3005FlGb1ez2OPPTbk+kWLFvH0009zwQUXIMsyKSkpfPTRR5x55plcdNFFvPPOO73G2VTWrVvHT3/6U0wmE5MmTWLt2rUAPPTQQ/zv//4vWq3WmV0eegSprKyMgoICFEUhJSWFt956i88++4w//vGP6PV6oqOj+2XOGCnnnnsud999tyrAHw22rTREYxYcr2QuqFmrPaGjo4OKigry8vKGVdaePXuYOHEisbGeJVRVFIX29nYqKytpbGwkJSWFadOmeZ2U9KuvvvJ6Dg/A3r17mTBhgsf1Vdm8eTOLFi3yqtGpqanBarWSnZ3db53FYqGyspK6ujqSkpIICwsbMEu5a+xCu92OVqslOjrarWgOlEzVl2zdupWioqIRHyd88znoWr4CRe7pHtXHYZ7zFxzjlg+6n9VqZd++fdzx/Xjx+9Onj7guw2HLli0sWDDgkMqoUF1dDeCXRKzecPjwYRITEwccQ6uoqGDGjBl+r4ea+imQybMHQ7XwAu3kt3//fmcYtuuvv574+HgeeOCBQRu3kLMIvUGSJJ+kYRoKm83mTHYbGRlJZmamM9TQaN+0o2UR9i1LzQxSUVGB0WgkKyuLxYsXoygKdrvdI8tPjZqTkpLSTzBds5D3Ta4K/dPkDPWn1+udgYH9YXXYJv0UbesWJNmIEpaKef7fkb2JLCMQE+r7ECxdxYMRTL+XLMt8/fXXvPbaa0NuO+aFcKT7D3TzKUpPstuqqiq6urrIyMigsLDQOcelra1t1G/cQNyEDoeD2tpaqqqqiIiI6Jfz0JsJuGrcweG+Ucqy7FYs7XY7VqvVmYVc/XPXu2A0GtmzZ49HIqr+73vdtXXvE7HjJyBbvw+x1kVY6bPehVgLMMHSoAVDPYQge0YwCfW+ffs488wzOffcc5k6deqQ249pIQTfp2Hqm+w2KyvLZ8luR8pwxwiHs5/NZqOhoYHq6mrGjRvH3LlzCQ8P97psX6IG/x3uhFtFUdi6dStTpkxxK6aqVWqz2fpZpCparZZ5Dfeg2I04E/M6ZGxtZTRXH0QTmdpPWIPh3hGEBsF8rwTTC8PMmTO9moY2poXQV9MnFEWhubnZq2S3vshcMZybarhC6OmxVY+z7u5uYmNjKSoq8un0j0C+Vardq+p8Tm9RFAWHw4H2wGlIZYdBAYcmGmQLYdZSokvuo2Lcnf0EVt0XesTcZDLRLctIksSRI0fQ6/WDWqhj0eEIgsfC8ORZDCYRCCSBvgbDvWeEEA6C3W6nurqa/fv3ExcX51Wy20A06iO5CQerq3odqquriY2NZcqUKRiNRrq7u8dsIzwc1DFKOe8e7O3FaFu+Rqt09zjLaCRiYhMG7aZRFAWz2cz+/fsJDw9HURTi4uKcgtm3a9fV4ci1DkMJpycOR8EiQoFuWD0hLCyMlpYWEhMTQ6K+/iLQLwOqwTKcnikhhH1wTXbb3t5Oeno6Cxcu9DrPny8m4wfaIuzq6qKiooLW1lYyMjKYP3++s9vRaDR6Xc7RhBKVg9S2BRQFOTwTe/oKbNNuHXQfSZLQarVoNBqnOHmbOUBNiOrafTuUw5HrOKkq5mazmQMHDgTU4ShYGOpZTE5OpqmpicbGRr/WQ+2G97WntK9oamrCbDaPWk5Ud4SHh5OZmen1fkIIv8dkMlFdXU19fT0JCT1v7jU1NSQlJQ37hx3t7PYjnUeo/m9sbKS8vBxJkpgwYQK5ubn96uSvhi9YLJERIVuRw9NxGDLQmMrRWBtBFw5h3k1rGQ6qMA13nFR1ONqxYwcZGRnDcjjyxmt3IIejUEKn0zljY/qTmpoaZFkeVkM/GvziF7/g73//e8CnuwyHo1oIh0p2O1KrbiT4c6zP3X5Wq5XKykpqa2tJTExk5syZQ3pv+lq0QrkxdMWw82foa/8Jsh0FTU+AmY5vA10tj1AdjjQajdfzUQHndJmB/jx1ONLpdFgsFvR6PSaTqZeAuhNWf947ge7yCxUcDkfQWqtDcVQKoafJbkcj+4Sv9/V2v46ODrq6uti5cydZWVkedwMH2rElmJHM1T1ZBSRNT4g12Yyu5RscVf/Enrky0NXzK+oY5XBzxqkOR3a7ncrKSqcgq6LZ1dXlVmBdUafh9LU8Q93hKNgFWQjhKDLcMGBquK/KykoAMjMzmTJlyqAPQCCF0J9lyrJMXV0dlZWVhIWFYTAYKCgoCPj0h7GCJf9PaL8+F8w1SA4TsjYcNN+HWBvjQjhSXIMiGAwGwsLCvBonVRTF7XxS1QIdjsNRe3s7Go2Gzs7OUYtwNNC5BbNgOxwOvyTNHQ1CTgi9QZIk7HY7Bw4coKmpiZSUFI+6/Fz3H4mYjSSqjT+sLbPZTGVlJfX19aSmpjJ79mwiIiIoLi72Wnw93d7X8UtDASVmOo64fLS2VlAcSLIDJC22rEsCXbWQYrjDA+o46XCjOvV1ODKZTM5jeeNwFAwRjkYTNURiKDImhdDhcFBfX09lZSVGo5GcnBymTZvm9dtUIMb51HJ9NTFeDX1WXl6O2Wx2hj7re8MOp7yxIFr+wjbhGrTNm8BhRgnPwFzwN+SkxYGuVsgRCHHo63AUFhZGUlKS2+ETd/giwpE70ezq6uo1ThpsDkeiazRIUJPdtrS0kJqaSl5eHrt37x62R1egnGVGIoQqauizyspKoqKiyM7OJi4uzm29Av0AqYwVi1DT+F/Cd//0e2eZMCR7J/rS57AIIfSKUL0XfBHhyJ2Idnd3I8uyc5zUE4ejgaxQfzgcybIshDBQDJbs1jWzwXAJpTFCwDn/q7m5mXHjxlFQUOBRF5G3dR0rouUPDIceRLK2Aw4UQJJlJFM1WJrA4N28wKOdYHhJG20nlYEcjkwmE2FhYUO+2Ls6HLn787XDUWdnpzPwg6dC6HA4mD9/PuPHj+fdd9+ltLSUiy++mObmZgoLC3nxxRcJCwvDYrFw5ZVXUlxcTFJSEq+++qrbjDcjJWSFsL29naqqKtra2hg3bhxz5szp5+zhz6Db/twXvBMmNaJCbW0tkiQxZcoUr7qCh1PXYGigghV7wmK0rdtAVpB18WhkC1rjYcIO/AHrnEcDXT1BiOKpILuOUQ63HG8cju6++26qq6tpampi4cKFABgMBuLj43n22WfJysrqV8Zf/vIXcnNz6ejoAOC2227jF7/4BRdffDHXX389a9euZfXq1axdu5aEhAQOHz7M+vXrue2223j1Vd8nuA45IWxoaOC7774blWS3wT59wmazUV1dTU1NDXFxcSQlJZGYmDgqk3vBP/MIx4KVacu9C03bdnTNX6JxdAISEA6akHvcAkqw3AvBMm1htOrhrcPRG2+8AcCxxx7Ltm3bkCQJs9lMe3u72xyOVVVVvPfee/zmN7/hkUceQVEU/v3vf/Pyyy8DcNVVV7FmzRpWr17Nxo0bWbNmDQDnn38+N954o1+uQ8g9mZGRkR53942UQDXMQ5Xb2dlJRUUFbW1tvQKAl5SUjOpEfMHAKNFToHUzKI7vQ6ydh23KTYGuVsgh7s3QJDw8fMDpWDfffDMPPfQQnZ2dADQ3NxMfH++0YDMzM51Jmaurq50WpU6nIy4ujubmZq9DDw5FyAlhdHR0v4FhfxHIrtG+qFFwKioq0Gg0TJgwoZ81PJoT8ceK9eYXZBklahJy+AQ03UfQWJp7rMFRCLHmK8Rv+wNHm0XoT959911SU1MpLCzks88+C3R1nIScEI4mwdA1qoY+q6ur8zj02UjKCyTBUo+REvbtbYRV/OP7xLxakBQ0nfsCXS1BiDMWhHDTpk28/fbbvP/++5jNZjo6Orjppptoa2vDbrej0+moqqpyxisdP348lZWVZGZmYrfbaW9vJykpyef1Ct4wBUFCoISwo6OD3bt3U1xcTFhYGAsXLiQ3N3dQERxNIRkrouUPNN0lKCgokha0EeAwo2v9Bl3VPwNdNY8JhgY3WBr+YKnHWOD++++nqqqKsrIy1q9fzwknnMBLL73E8ccfz+uvvw7ACy+8wNlnnw3AihUreOGFFwB4/fXXOeGEE/zyW4ScEI62G/NoNvayLFNTU0NTUxPV1dXOIOBZWVl+TW0iRM23WGf+HiUsFRQHOEwo2ggUTRja+ncDXTVBCDOWBfnBBx/kkUceYcqUKTQ3N3PNNdcAcM0119Dc3MyUKVN45JFHeOCBB/xSvugaHYTR6ho1m81UVFTQ0NBAWloaiYmJTJkyhZiYGL+VOVL8UdZYEWQ5NhdHYhG6hraeEGuKHSQJ+3gRYi0UCRYBCpZ6uGM4z+2yZctYtmwZADk5OWzZsqXfNuHh4bz22msjrd6QCCEcBH8KoaIotLa2Ul5ejtVqJSsryxkEfM+ePaNa37EiQMGELesKdI3/RrJ344jIxDJ3LXLSgkBXK6QI5oZf4J5Q/b2EEA6CP4TQbrdTW1tLVVUVUVFR5OTkEBcX57Nyh8Nwbl4hngOjafmG8N0/B8WBIkUiObrRl/8VixDCkCRYBDlY6jEWEUI4CL4Mk9bd3U1FRQUtLS2kp6dTWFg4aCzC0bbs/CFq7e3tlJaW0t3d3S9YsLu4hxaLBYfDEfIPfNihPyJZmpAUGwoSGrsdubsCzI0QnhLo6glCFPHi6T+EEA7CSK0ede5feXk5iqIwYcIEZxxUf5Tri2DdI91HURQaGhooKysjLCyMCRMmEBER0StkkxqqyWazOcM1qZ/ViBSuDBYw2J24BjpnmyOhCG3zl6AoyNp4NIoNjbmcsO8ewDr7TwGtWygRLA1/ML2YBUs9xhpCCP2AzWajrq6Ouro6JElixowZHqdwgZHd7KNpEbru43A4qK6upqqqivj4ePLz84mMjHTmddPpdENG429paaGlpYUpU6b0KsNdvEObzYbFYqG7u7tfJH5Zlp3X0DUK/0CWqOtnX2Cbdhua1u3oGj9DI3cCGiQiULQRPjn+0YRo+H8gmAR5rCGEcBC8tbA6OzspLy+no6ODxMREZyLg4TDaFuFwI8tYLBYqKiqor68nPT2d+fPnDzv9zEDluIvE7wl9o/C7iqhrXjjX5d3d3U7vNW9F1DUnnBI9HVq+BNmOHDkRe8bF2CZf57PrIhg9gkmAgqUeYw0hhIPgiUDIskxDQwMVFRVotVomTpzIrFmznPFA/VXuQPuNFkajkba2NoqLi5kwYQLHHHPMiLskfe2AM5wo/Fu3bqWoqAjAKaKu1qb62Ww291vuDP0ny4y3QIaSRqRcjtxdS3NrPa3Vzej1HQN284pGrjfB0jUaLIjr4T+OCiEc7hvdYA2zxWKhqqqKuro6kpOTycvLIzIysl+5w2U0uzg9FSBFUWhpaaGsrAybzUZ4eDhFRUVjtgH3JgK/K2Hf3k1Yy19BtiKjRaPVEOsow2gwONPYuBNRNX+m2Wymy+FAkiQOHDgwpCUaDOOi/iIY7q1gsQiDpR7ucB2OCEXGvBCqjbwvhFBRFNrb2ykvL8doNJKVlcWiRYvcJqMMRGJef92IsixTW1tLRUUF0dHRTJs2DUmSOHLkyJBlhvLDMVw0xiMoKCBpQRuJRjYTadxNpv0L7JkXDLqv1Wrl22+/JSoiAllRyMjI6CWY7ixRu93uvNfUFDqedufq9Xq3Iiqsj+AjmIXQ4XCEbHZ6CEEh9PZGGMmNo4qZw+Ggrq6OyspKwsPDmThxIvHx8YMeO1ABu31pEdpsNiorK6mpqSE1NZV58+Y5U6t0dXX5vE5jZW6iZcbdRHTsRTJWIikmFF0kaMPRNnwypBBCz3WQJAmtJBEb613GCvV+dSeWVqvV6Vzkuk61ROGHcVGz2cx3333nkYj6q3EOlnshmAUoWHA4HH4NA+lvQrfmHiJJErIsD6vryGq10tbWxubNm0lLS2Pu3LkD5thyV+5oC6GvxhaNRiPl5eW0tLQ44532vcm9Ketoa0SUmOk4kpais74LyEiKjCLpsGVd6veyhzMuquKamXzHjh2kpqb2ElSTydRPXGVZdu6r0Wi8skRdnYsGOx9BD8EsyHa7XViEwYy3N446DlZRUYHRaCQsLIzCwsKQGIMZ6bSLtrY2ysrKsFgsTJw4kRkzZgx4TH88kMH6kA8HW9Yl6Oo/QrK14gjPxDLnSeTEokBXa1DUblX1Lz4+3qv9ZVl2a4na7fZelqi6XHUuUhv4vmLZ0dGBJElYLBa3gjpa90uwCFCw1MMdoms0yPHUcrHb7dTU1FBVVUVMTAyTJ09GURQqKyuHJYKh0jWqKArd3d00NjYSFRXFpEmTPG4A/dF1FSzdYSNB07qD8F0/75k6IUUjyWb05X/DEuRCqDLc30Cj0WAwGLx2LgJ6BVxQxbKzsxNJkjCZTHR2dvYTV1dh0Gq1HluiY9m5KFAIIQwBBnuwu7q6qKyspKWlhYyMjF7z4Do6OgKemNdf+6kT4CsrK5EkiezsbDIzM70uU9CfsMOPIJnrQbEhKYDditRdAeZaCE8PdPWCEo1GQ1hYWK85qE1NTaSkpPSLxduXgYIu2O32QYMuqAwloqpF6yqigbDMgtkiFF2jQY5Go+knDoqi0NjY6JznN2HCBLfdgIGy6vx5s1ssFsrLy2loaCAjI4MFCxZQVlbm9Vu8v9IwjQUc8YVoG/+NpDhw6JOQZAcaczVhhx7Fmv9QoKs35vBH0AX1szouWl5e7lzunC9KT/vijSXqybhoKCIswhBAbbCtVivV1dXU1NSQkJAwZOizQHox+toi7OzspKysjK6uLrcT4IOlSzJY6jESbFNvRmrbgb7xYzSOThQkIBJF750HqMD/eOJc1NTUxKxZs9yuG0xELRZLv+XqfFG1bG9ENJjn6gmv0SBHkiQ6Ozs5fPgwHR0dZGZmsnDhQo9+tEBahL4QQkVRaG5upqysDIDs7GySkpLcWr6jVcejBSU2F5o+A8WKEjUZ24SrsGddHuhqhRTB3BWoMtygC4DbQPTugtGryzs6Oti1a5dzes1AwegH+uzPcVHRNRqkyLJMfX09ra2tOBwOcnJymDVrllcPli/mIA5335HQdwL89OnTh8x2HyyiFiz1GBGyjBKegSMyB03HfjTmeiRrM+g8m3oTaMbEb+BD/CXG7sZFB2PXrl3k5uYSFhbWa1y0r4iazeZ+MXRdgy7AwBldBoujOxiyLAshDCbMZrMz9FlKSgrx8fHMmDGDqKioYR0vEBbhcMt1OBy0trby1VdfkZqaSkFBgUdvqsMNuu1rgv3t31P0391PWOnTSA4LikaHgozUcSDQ1fKKYPgthCD3xvV6uI6LRkR4l9XEdVy0r4iqwej7Lu/rXKQKZFNTE++88w56vZ6GhgY2btxIQkICCQkJJCcnk57+g3NYZWUlV155JfX19UiSxE9+8hNuuukmWlpauOiiiygrKyM7O5sNGzaQkJCAoijcdNNNvP/++0RGRvL8889TUFAw8gvphjEhhOocuPLycsxmM1lZWSxevBitVsuuXbtCqntzOPuqE+AbGxsJDw93OwHeH4iGyj0aYzkoSo8IaqKQHCZ07cXIla9gz7ok0NULKYJBkIMFX3UVu3arehogxLUOapeuzWYjKiqKoqIiSkpKsNvt7Ny5k9bWVtra2khKSuJPf/oh/6ZOp+NPf/oTBQUFdHZ2UlhYyMknn8zzzz/PiSeeyO23384DDzzAAw88wIMPPsgHH3zAoUOHOHToEN988w2rV6/mm2++GfH5uyPkhND1RnA4HNTW1lJZWUlkZCTZ2dnExcX12iZQYjZSPCm3ra2N0tJSrFYr2dnZpKam0tDQ4LUIjiQNk68ZC+JqmXY72vadSN1HkBQJRROBoo1E07wJhBAKhkkwjJm6Bl0wGAxER0eTnZ3Nnj17KCsr47e//e2A+6anpzstxJiYGHJzc6murmbjxo189tlnAFx11VUsW7aMBx98kI0bN3LllVciSRKLFi2ira2N2traXlamrwg5IYQeC6iyspLGxkbS09MH7QIMFauu774DoSg/ZIA3GAy9JsC3trYGffqmwQiWeoy4wYnOwZ70I3TWFlBkkCTQRmCfcIXvKnkUMBZeio4WHA6HV9NXysrK2LFjBwsXLnTmMgUYN24c9fX1AFRXV5OVleXcJzMzk+rqaiGE0DMGuHfvXiZMmMDUqVOH9IQKVSHsu6/dbndmgE9MTHRmgPcVwTBGOJawZ12EruEDNOYG5IjxWPIfQk4IjcgywYS4z34gGCzCgXA4HB57pXZ1dbFy5Ur+/Oc/9wsqr3rEjjYhJ4Th4eEsWLDA4+2DScyGs6/ZbKaiosJp/S5YsGDANy9fBd32FPHG7h5N207Cd96AZDcha2NBUdCVPY81RIRQ/K69CZbrESz1cIenE+ptNhsrV67ksssu47zzzgMgLS3N2eVZW1tLamoqAOPHj6eystK5b1VVFePHj/dL/cd8wL1QHSM0m83s2bOHHTt2EBUVxeLFi8nJyRm0+2GkQbe9wV+RZYL5YfcUfcnTSOY6kM1IsgnJ1oSmuxSMlUPvHCQEg+UxFu4FXxMMv4s7PBFCRVG45ppryM3N5ZZbbnEuX7FiBS+88AIAL7zwAmeffbZz+T/+8Q8UReHrr78mLi7OL92iEIIWobcEqnEdzg2rToAvLy9HURRmzpxJYmKiV8cK5THCYGGkXVCOhPno6j9Ekm049MlIkoLG1oy+5HFseSLEmjeIe/MHgrlr1GazDemkt2nTJl588UXy8/OZO3cuAPfddx+33347F154IWvXrmXixIls2LABgDPOOIP333+fKVOmEBkZyd///ne/1V8IoZ/29QbXCfAxMTGkp6ej1WpJSkry6jijmbUiWB/IkeKL87JPug6pbTthde+ikbt6QqzpYiBsnA9qKBAEH55MqF+6dOmA7cynn37ab5kkSTz55JM+qd9QHBVCOJJ9/SmEVquVyspKamtrSUtLc3q/1tTUYLVavT7ecM/Vn2OEFouF1tZWZ5SKwdLgjJWuUQBi86DhXyCbkaNyseWsxpFxVqBrJQhxgvUFVATdDnIkSeoVFcHbff3RMBuNRsrKymhrayMzM9M5+d+V0bLshrvfUA+k0WiktLSU9vZ24uPjcTgc/XLJqagCCT0eZRUVFb1EU42g4Umop6BAllF0cTiipqJp/xaNuQZN9yEcGs9CaQl6CJauwGCoQ7Ajgm4HOSO1CH1Ja2srZWVl2Gw2Jk6cSG5urtsyRtv7c7jluduns7OT0tJSTCYTkyZNYsaMGdjt9gHrpsZMtNlsdHV1YbFYCAsLw26309XV1S9momsKHNc8cq5i2fezGkVjtBo0/eE/EVbyBDgsKOhAUtB0fTcqZQsEgUAE3Q4BAtndpigK9fX1lJeXYzAYyMnJGTLR6GiO9Q2XvqLS3t7OkSNHnAHOVSefoaxx15iJkiQRFhbGuHFDj6WpoZ5sNlu/4MJms9ltRnN1P41GM6Bg2mw22tvbCQsLG3Y2c425+vuT06LoY5HsJjQde9BVvBgSk+rHTPe0YNQQXaOjjLdv9e4S844Gdrsdq9XKV1995ZcJ8O4YiSU5nO5jWZZpbm6mpKQEnU7H5MmThxR5X+Ea6snbeImusRLV/+pnh8NBQ0PDkFH7B7M+rRN+TmzrDrSd+9HYOlE0kaCNQGrbCSEghBAc3YFCkEMHWZZF12iwM5oPlOsEeEVRBp0APxCj3TXqLWqYN6PRSHV1NTNmzBgyzVMwMVj6m4aGBqZMmeL27dZd6htVRF0j9ttsNjId00mTKlFkBYdDxmwKozJiMdZ9+/oJp6uYKooiBMCFYBBkwdDY7XYhhMHMaHkiqmNj3d3dTJw4kSlTpvD11197LYIw+l2jnpanKAp1dXWUlZURGxtLREQEs2fPHk41R1SPQOFN6htNx83oinegMVYgR2Sg5P+WrLgF/bpyrVYr3d3dzmUWi4Wuri46vx8L3bp166DWZ99l/ky+KhAMhDch1oIRIYQjQFEUmpqaKCsrQ6PRkJ2d7fUEeF/ir+kTsixTXV1NZWUlSUlJzJs3j/DwcL766qthlTfW6Qmx9j9gbUUJSwRNGGG1r0HqsUPmh7Rarezbt4+Y74W2cOrUXlaoq4iaTKZ+1qnrvd7XmWgwMdVqtUFnfQXLS1Gw1COYEV6jQY4/hFCWZWpqaqisrHSmE4mOjvbZ8UfSNepLS9Jut1NVVUV1dTVpaWnMnz/f42zafY8dbI2sP9GX/x0sjUiyHRwWJHs3Ssd30HUYoqd4dSxvs5irqMlX+zoSqd24A3njqs5ERqORffv2DSmiw3Em8oaj6b4JZYSzTJDjSyFUJ8DX1dV5lQHeWwLRNeqKzWajoqKCuro6MjIyWLhw4ai87QV716inOBIXo6t7F0m29IRY0+qRFBP6srXY8u4flTq4Jl/1FovFwp49e5gwYUIvS1Ttxu1rnboymNUZknNCBR4hhDAAeNNg+qJx7TsBftGiRUH5o4806LbFYqGsrIympiYmTJjgs/M82t7q7VkXI7VuI6zmTSTFBFYT6GNRInMCXTWP0Gg0aLVar3s5XOeE9hXLrq6uftap6qmsKIpbb1yTyURzczMRERFB3417tCOcZYKckQhha2srRqORvXv3kp2dPeAEeF8z2hahzWajvr6euro6srOzPcrz6Cmh2GD5wipVYueg1L+HZDfiiJmBdcotyKkn+6B2wYurM5E3qN247ixNs9mMyWQaMKiCWuZQ1udw54QKPMPhcAxr2CRYOCqE0Js5cn0nwBsMBq/yH/qC0Roj7OrqoqSkhPb2dmJjY5k9e3ZAhSsYukZ9cv6yHZCRI6eg6diHxlSPtr0YedypIz/2GMS1G9d1TmhtbS2ZmZmDDj+oQRXcWaJ9BVR1JlJ/Y0/FE46+cW5vEV2jQY6njaurY0hSUhKzZ88mIiIiIJ6R/g6e3d7eTklJCXa7nZycHFJTU+nu7hYPuo/QlzxJ2JHHwGFGkXSAHU3XEZBlEBaJx3giPhqNxvnC6u2x+4qna6g/12Umk4lt27Y59/PEGzcQof0CicPhGNZUsWDhqBdCs9lMeXk5TU1NZGRkDGsCvD/wR9doS0sLJSUlaDQacnJyiI+PB3omkQfaEhtLSJYmQPk+xFo8kmxB03kQXfk67JOuDXT1BHjejasoCtu2baOoqMj5va8V6hrar+8yV2ci1fL1dF5oKHXjCoswyBlICPtOgPfluJgrw+lS8WXXqDrXsaSkhPDwcKZPn+42CkwwCGEwdI36Auvkn6Np2462rRiNrQNZG4miDUcylnt8jJKS7+/F6X6qpMAj+j6/rqH9vGWw0H7u5oSqQzpqmSaTiQMHDgwppoFwJhJCGOS4Nq7BNgF+IHwhCOpYZ2lpKTExMaMS61TwPeEpOJKPQ2OqQEFB0UQhx8zANvHHnh/jsO/mpXpLsLyMBEs9fMVI54QWFxeTkZHRSzD7hvZT4+Wq+2m1Wo+jEo2kG1dMqA9yVGeZqqoqKioqiI2N9fkE+MHKHs1B9r7nmpCQ4IwC40k9BT344lrYMs5HV/cBmu7vkMMjsI9fCdGeT5/I+eD7bX9mGnFdhkOwvBwGuh7B4CSjdqlqNBpiY2O92tedN66nc0I9EU6LxUJkZOSILcIPP/yQm266CYfDwbXXXsvtt98+7GMNhzEthFarlbq6Opqbm5kwYcKoR0YZzQgxDoeDyspKOjs7MZlMwz7XQBIMguyLRk/TuoPwnf+DZG1B1ieBNgpt7bvIKcf7oIYCgeeo3bjeOhOp3bjuunLNZrNz2YYNG/jwww/p7u5m/fr1PPDAA8TExJCYmMg111zD8uXLhyzL4XBwww038PHHH5OZmUlRURErVqxg5syZwz1trxmTQtjd3U15eTltbW3Ex8czfvx4pkzxLrSVLxgNIVSjwNTW1pKenk50dDRTp04dlXoK3KOrWg+2DhQkJEcXmDrR6sJxdOxDjh29hzvUCYZ7MhgsQrUeo4mn3bhr1qxhzZo13HPPPfzoRz/irLPOoquri5aWFqKiojwqa8uWLUyZMoWcnJ5ekIsvvpiNGzeOqhCGjluSC+5uTEVRaG1tZfv27ezbt4/k5GQWL15MSkrKiLPUB8MD2ReLxcJ3333Hli1b0Ov1LF682HkjeUswPOhjCUfK8UiShGTvQNZGoRjSQKNHW7U+0FULOcS9GRqoXaOSJBETE8PEiRNJTk72aN/q6mqysrKc3zMzM6murvZXVd0S8hahLMs0NDRQXl5OeHh4v+SwI03MOxIh9IdFaDKZKCsro7W11ZnuSfV2Hcl5BoPYB+tLh7c4xp2GteVr9FWvosEBtlbQxyHH5gW6agIvCSaLMBjqMRDCazRADDQB3h1jQQi7u7spKSmhu7ub7OxsZsyY0e/BGMlE/LEgQMGEHD8Pat9CsrVjj56FbcadyMmLAl0tjwiWRlfckz8QLL/JQIwkQ/348eOprKx0fq+qqmL8+PG+qppHhKQQHjlyhJqaGo8yI4y0kQ+UEKp0dHRQUlKC1WolJyeHpKSkoH4gxgIjboBlKxpzA3JENpLjO7TWJuTGT0JGCIOJQN/rwS5AwYLdbh+2RVhUVMShQ4coLS1l/PjxrF+/npdfftnHNRyckBTC1NRUJk6c6NEE+EAL4XCxWCwUFxcDkJOTQ0JCwrCPNRTBYhEGQz180ejpS58l7MgT34dY04KsQ2OsANkKmtDy5BUEB8EuyCPpGtXpdDzxxBOceuqpOBwOVq1axaxZs3xcwyHqMKql+YiYmBiPA2n7QghHgjdlqxP+Dx8+jNlsprCw0Ot5Q4IgwGHu+S9pUMKSeyzE7iPoytZhz7k+sHULIQL9UqTWIRgEKFjqMRAjnVB/xhlncMYZZ/iwRt4RkkLoDYG2CD3Zt28UmOnTp1NWVjZqIugvS8xsNlNSUkJzc7Mzx506KbfvnxoaSpZlZFkOqTiLfbFl/w+ath1om79AsrahaMNRdAYkW5vHx/jZGVXff0rySx1DhWBu/AU/IJxlghxfhSvzR9myLFNbW0t5eTkJCQnMnTuXiIgIzGbzqL4N+7qxMZvNlJaW0trayqRJk8jJyUGSJLeTc13T5aifi4uLneev0Wh6RbVwF+Vf/QuahK1hschJS9F2HUBRZBR9Io6kH3kVYm1qemAiygh6EyyWWLDUYyCEEAY5gbYI3eFwOKiurqayspKUlJR+UWACMVbmi/IsFgslJSVOAZwxYwbQE+HHk2j/fSP9ww/55vqGiLJYLM6s5+4i/Q9lfbp+d7U+fdXY2NLOQlP/CbqO7cjaKOTYfAhP88mxR4NgaHSDoWs0WBBC6F+EEPp5f9d97XY7FRUV1NTUkJ6ePmDKp9EWwpE+YBaLhdLSUlpaWpwCqB5zpOcxnHxzapBid9ZnX/HsG+XfbDZz4MABDAbDoOI5WIBiTetWwnfeCLZW5LAkFF00mqYvcKQPHW4qGAgmAQp04x/sAhQs2O12EXQ7mAm0RagoClarlfLychoaGsjMzGTx4sVB9/Y0nHOUZZkDBw7Q0tJCdnY206dPd9toOBwO53L1v7sxQF81OK4Zz71BURR27txJVlYWGo3GKZhqgGJXQXU4HL26b11FcnzTK+gtHSBpkaydSNZ2UBSUpi1IyQt8co6Co4tgF2RhEQY5gRRCWZYpKSmhq6uLCRMmsHjx4lGZ8uEt3j5gVquV0tJSjEYjsbGxbgVQTWCqWluKovQ6JzVVjCt2u90Z7Ne1Xq7H9qcTjSRJaDQaIiMjvbJAVevTaWVKJ6J0/AutrRGrNgm7Jg6LJYzu3es4Ev1DWe66byVJwmq1ol4qq9UacklaxxLBIkDBUo+BGMmE+mAgJGvuzQ0x0ptnOPt3d3c7uwpzcnLIz8/3us7BOEaoCmBTUxPZ2dlERUWRkZHR7ziuAihJUj9RcZ36oigKdrudyspKGhoamDhxYq9u1b716iugagPhTjQHsz59iRrh35nuKmE5inwQqfL/CEMiTDESEZ1B5KQLSEpb4Kz3QJH97XY7zbYmahzVHHxTofOdTnJuyEHSSqHpPDRMgr3xF/yAyEcY5Kg5+kaCp6LU2dlJSUkJZrOZnJwcZFkOiUgwQ9XParVSVlZGY2MjEydOZOrUqWg0GsrLf8i47k4ABxxD+16YHA4HVVVV1NTUMH78eBYtWjSoaLlal+r/vp9dv6u4sz7VbdTyXOvqiykcjoRC9NUb0FgbsUfnYZlxD8T3xBq1W+xs+t0mIhIjCE8MJzwhnPDEcCISI4iNieXV5ld5uPZhNDYNNmysrFvJyfEnk5yb7JHzkKvAqnjjPBQsBMNzEyxiHCz1GIiRRJYJBo4KIRzp/kMJYVtbGyUlJciyTE5ODomJiQDU19ePWj7CkeKuPJvNRllZmdNSc9e1qwqgKkKDCaCKLMtUV1dTVVXldBry5CEajjD1tT5dl/UVy5qaGkwmk/O7O+vTtR4DWp92M9rWYhzhGWgcNjSKEX3dW9i+F0JLm4Vdf9uF3dQ7ESpAd2Q3j/7iUex6O3yvSW+c+gbH//F4UuNSiUiIcIrm5OWTMaQM3YXrrfOQw+HAbDazdetWt5amOwEdSXZzwdAEuxCKMcIgx19jhIqi0NLSQklJCTqdrl/Wi5GUHYgxQtfyPBVANRKOTqdz5i4b7GFV501WVFSQlpZGUVGR37tT3Imn6wOrKAp1dXWUl5eTmprqjF3rqfXpruvWUPZXdBXrkOxmkLTIZhmlsxS7qQX0sYQnh3NDzQ04zA5MLSbMrWbMLWYOv72Hjz//BK1D2yOEan1lLd9Vfkf7f9oxt5pR5J4yr9lzDYa4oYXQW+chk8nE4cOHycvL6yeS7pyH1KkrAzkPDWZ9DtZ4BoP3arALULAgxgiDHF8LoaIoNDQ0UFpaSlRUFLm5uURHR/u07EA9eDabjfLycurr6wd07nG1ACdMmEBDQ0OvRtK1a9S1wbNYLLS3txMbG0tOTg4RERHYbDaAgIxlKYpCc3MzJSUlxMXFUVBQ0Gsu50isT63OgARIEtgNKSCD1tpMWNXL2HJW/2A9h0lEjoskclwknaXvsXvdYaYssSJFWsGlN1+KsLH6jVUkR44HBSwdFswtZmLGx4z0MgyKJEkeJWfty0DWp9FodGt9qmX17b61Wq3U1tb2E9Gj0Xko2AVZdI0GOb4SQlmWqauro6ysjPj4eObMmTNg2idfMJpvww6Hg87OTrZs2UJWVpbHXaAZGRn9nGVU1LGsuro6qqqqiIqKYuLEiSiKQkdHB01NTb2mIqi4WgxhYWFurYqwsLARdcW1t7dz+PBhDAYD+fn5Pvsd1Wsm51yDo2Mv2toP0NraULQG0OnQaXVIfUXF0YLh0Nkk5m/nss8W4EhbwjirwjUbw9Bjx+aQWXuKg4kpP6Gr83kUktDH6NHH6LHLdiSb+yTVfbtvR8vzFn5wHvIGd85D9fX12O32XpGH+o59qtaup9ant/dMsAhQMFjHgyGcZUKAkd5E9fX1zqz3hYWFHrvWB7tFaLfbKS8vp6amBo1G47EADtWQqtZWaWkpsbGxFBYW/uBROcR+fa0ItSvO1ZpQ/1Q0Go1b0ey7zGq1Osdyp02bRkyMnywqTRhK4iJo3QqyDSU8E8f4C5DTz+y1mdS+m7Btl6LtLKVZmY9+4otMjL2JqbEJHDPuGyoa/8v0HTeQ3D4FqXsr8VvysRS+jhx1Qr+xz4EchTzxvFW3c3ViUn935yn5WTzdRR7S6/W9Mpe7w9V5qK/3bd/lw3EeGqmjnS8JBkEeCCGEQc5wM9SrLv21tbWkpqYOGAVmMIIhrZA7VAGsq6sjMzOTgoICDh482KuxUxtQVQQ9EUCAlpYWjhw5QlRUlNfWlidh2NzhOo/ParX2cwQxm820t7djt9sxGAxotVr27ds3pHCqy4bT5eNI/RFS/b/QtnyNJPdMrifs+yDqioz28OPo9/0WmxRLw4wHiZn2UyIc1Wg//BB5eiEp08aTMvFSdI5ONLtvwVZyBbrulzF8djmWhRsgeanXdYKhPW87Ozs5cuQISUlJvQRzIM9b6G91+sr69OTZ8XfkIbPZ7PTIBQLmPBQslulAiK7REMAbMbJarVRUVFBfX8/48eNJT08nLS1tWG7lwSaEriHesrKyWLRoEVqtFrPZ7NzGnQB64gna1tbGkSNHMBgMzJo1i8jISH+fjpN+8/i+Rx3zNJlMzJgxg5SUFOd59J2G4Br0u6Ojo18UGZWBGkFXITV0FhP57S+RrK3I+hjQRKBp24484SIkUw3SN1djaNtEe8zxaBavJS6yJwaptuJ9JAfYUn/mLM8+6Vq0la+gK/kAc+FHGPb8FMOmM7EWPI0j6xKvr9VAwmS1Wjl8+DAmk4nc3Nxe1rI/rc9AdN164zzU0dFBTU0NM2bMQFGUIZ2H+lqf6rn6wnkomIVQlmUhhMGMp2JkNpspKyujubm5l6PIwYMHRyRmwSCErgI4UIg3tRFTu8U8FcD29naOHDmCVqtl+vTpAzoOjSYOh8NpzU+YMIEFCxb0a1yHa0n0bQDdOYKkNP2TtK62nnyE5m40xiNYusx0Nt5IetfraBUb1ZlrsGVdid4Shl7uIiwsjJiK15CjpyPHnf9DoZIW65zHCD/3GAzJ/4P5pf9i2HIphuJrsXWVYJtxR49XzjCRZZmqqiqqq6vJyckhNTW1328+XGHqa326m7YykHiaTCan1abibrqKvwXU1RIbifOQuy5/b5yHZFnGaDQGrfOQmD4R5AzVkBuNRkpLS+no6CA7O5tp06b1y0YwXDEL9Bucw+GgoqKC6urqQQUQoKuriyNHjvSybly7Cvuei9qFpigKU6ZMCYoEwoqiONNaeTM/0VM87rptvxZD8ddI3WXIESnYtfFEVh8hMW4rpsh86qY+ikmXidWlG05rLGN+y2aORF9L+TffOMvq+Q0MTMuZS9T6HbS99xmOpetI1v+GiIP3QddhbAXPgNZzQVdpaWnh0KFDJCcn+/xaQX9h8uT4qhXf3NxMbm4uOp2un/U52NSVvgTa+oQfeiyG+9Jlt9tpbW3FarX2cx5St1FR7xtPog/50lvb9TqHIiEphL748To7OyktLcVkMjFp0iRmzpzp9ri+CLo92qgCWFNTQ0ZGxqAC6HA40Gg05ObmOh8013ES9c/1PCwWC5IkER8fT0xMDB0dHZjN5n4P3mg9GOp8xpKSEhITE5k/f35gI6TE5WHP/h+0pc9h6+wkrHI7miqwnnEhyrHPkazpXzf9/rdRaiUylvyK9Ijx/bpum+5+Cf2Xp5B0550cWL+euqhbSI2PY2L1c3Q37GNPwu+waeI8Gvd0OBwcOXIESZKYPXu2X72fvaG5uZlDhw4xbtw4ioqKvLp/RmJ9ukNtC9T5ka6B40fjvu770uVwOLBarR47D/W1QN05D7kGjh9u2rK+dfaUW2+9lXfeeYewsDAmT57M3//+d+Lj4wG4//77Wbt2LVqtlscee4xTTz0VgA8//JCbbroJh8PBtddey+233+5xeUMRkkI4EtSuPIfD4YwCM9gPGEpC6HA4sFgsbN68mfHjxzsnh7viKoCuE6CTkgbPhG4ymSgpKcFoNDJ9+nSioqJ6dQ+q4unaXTjQBOu+jbPrd28bmba2Ng4fPkxkZCRz5szxyDvV3yiKQoMtg5TyGsJpQunUYl1yC47j1gywg4y28mXklGUoEeMBN123CQnITz5J+NlnM3PjRmx33gk8iqVqCXHbf8KSj6/HcvZzWGct6/UbuI5hqXM5zWaz02lo165dvRrBwbxv/dUFZzab+e6771AUhblz5w7rNxyO9TnU2KcaMjEzM7PXtt6E7Btt63M00pa5tmm///3v0Wg0GI1G7r77bpKTk0lMTCQpKYkTTjhhwN/y5JNP5v7770en03Hbbbdx//338+CDD7Jv3z7Wr1/Pt99+S01NDSeddBLfffcdADfccAMff/wxmZmZFBUVsWLFCmbOnDmyC/Y9R4UQuk6eHigKzECEghCqY2LV1dUALFy40K1F5DoGqNZvqLc4Ndt8Z2cnOTk5w4qd6mrduDbSfVMbuZuQP5Bo2mw2qqqq0Gq1zJgxIyjGJgFaW1up/u8HzPnq1xgimpCz4pCXFEDqwONKmubNaIxlWGb8ZtBjyyedhP3CC9E9/DD2889HmTEDR+b5WKRUDDcsJ/zpC5Beewf9scf22k8NAtHY2EhmZiaZmZnORtm1Eez7G7laEUO93AwmpAOJkjo+WVNTw5QpU0hOTvbmUo+YgYRJtZg7OjrIz88nKirKuc7TkH3DsT5dP/e1Pv3pNept5CEVRVF45plnaGho4MYbb6SoqIjW1lYaGxs5cOAAS5cuHVAITznlFOfnRYsW8frrrwOwceNGLr74YgyG/2/vzMObKtP+/02bJt1om6Yr6Z50BREotbyO/kQHZEYd9BIGEHzBERR1UMRRwUFf9dUpyIyoLA56DVBmHETUVxFEhhkQdUALsrjRJW3Tja5JmjRts+f8/uicw0mavdlKns919WpymjRPcnKe73Pfz73wkZ+fD4lEgjNnzgAAJBIJCgoKAACLFy/GwYMHiRC6A0VR6Ovrw/DwMC5fvoySkhKPc8eCvc/nDLpoNV2zs7KyEmfPnrXrBnW3IDaNXq9HS0sLVCrVqGa7nuLNKtXWNUhPzgMDA+jr64PRaERMTAzMZjN+/PFH5n05m5jZt329HzY0NIRGqRSpn32GGedfAecWEyzpKaDi4sAxdiFiqBlmXS8QnTbqubynHweliYL5jjtdvo7hlVcQ889/gvfYY9AfPQpERMAi+n/QHz0C3r2rwf/Vr2DYsQPmpUsBjGwBNDQ0ICYmBuXl5aMCPdiToCcuUkeLGzoAhH2M/b2j3WwURUGtViMuLo5x96nVauYcBatzBu2eFYlEKCwsdCtwyBfWp73jwBXxHBgYYKJW6ccG2/rkcDjIzMxEZmYmAOBXv/qVV+ds9+7dWLRoEQDg8uXLmDlzJvO3rKwsZoHPdgtnZWWhpqZmLMO34qoUQoqimCowCQkJiImJwZQpU7z6X6FoEdIr6fb2dmRkZNh1gQLeCaDRaGSiZ+ngoWBMSLbiaTQaIZPJ0N/fj8LCQqSkpIwaF93L0HYitk2JMBgMVhOTOy5bHo+HiIiIUa9pNBrR3NyMoY4OTH/7bcQePgzzcgmQawY4OlD8NFAcPkAZEXn5fZjFv7V+o1otOIekoGYVANw4uCQtDYY//AH8Rx5B5N/+BvPy5SPvfdKN0H3+BfhLloD/4IPQSaX4aeFCDA0Po6ioyOfBTN664LRaLaRSKbM3HxkZabdggm3yu7MqQ+z73n5XjUYjGhoaYDQavXbPOsPbkn1GoxH19fUAgKKiolF1cunfrqxPdiQ4EJh2ZbNnz0Z3d/eo43/4wx9w5513Mre5XC6W/mfhFiyuKiGkuxq0tbVBKBRi2rRpiI6OxunTp8f0f0NFCN0RQA6Hw+QAeiKAdJJ9X18fcnJyIBaLQyIKjA786e7uZlpAOXovdIUZHo9n5c5yBjs3jC2UdBI1W1BtS8HR7sPc5mZUVlWBK5dD9fTT0P72t0i8vAW87oPgGDVAhA6URQgqKmnU60ceOgTOsBH61a+5/5ksWwbzvn3gbdgA7S9/CaT9x8pMSoLuo49gfOABJP3xjyiqrUVEdTU4IRAMw47ozc/PR3p6uluiZeu6ZZ8P2nVLH3NW+NuRkEZFRaGvrw8ymcyjcQUChUKBxsZGFBQUID093e3nBaJdmTvW57/+9S+n46yursbhw4dx/Phx5v+JRCK0t7czj+no6IBINLJv7ui4L7gqhNBkMjG5UHRXA09zfRwRChYhWwDT09MdVrmhV3319fXg8/mj0iDs1ehkC012drbdnLtgYLFY0NnZifb2dkycOBGVlZV+GZenuWEURaGnpwcymQzC+HiIP/gA8W+9BWNeHmR//zs0xcUw9vZCPZSOTGM0IigthiJTcDniRgx15yOq/zuriTln925EikTonzIFUcPDTFCK08mYw4Fh61bw1q0DR68H/Q2j0yGEzz2H6MmTMeHFF2G+4w7o9+8HUlPH/mF5yeDgIOrq6hAfH+9xRO9YXLe2QUO065Y+rtfrMTAwAA5npHl0a2srLl++7NI74G/XLW0Fms1mu+5sV/izXZk967O2thZtbW0e7WMePXoUmzdvxhdffGFVfGPevHlYsmQJnnjiCXR2dkIqleK6664DRVGQSqWQyWQQiUTYv38/9u3b5/H7dMS4FkKj0Yi2tjZ0dXU5jJIcK2MVs7E8l23hOivzxnaBlpaWQqvVwmQywWAwQKPRjFpJ08+hQ7Lj4+MhFAphMpnQ3d1tN1owUKtkOrBDJpMhJSUl+KkQLNRqNaRSKWJjYzEjLg4THnwQEd9/D+P998O0aRMy4uKQQT94IBLcxgZEyE8jJiYCSdlx0IsqrCvWtLcj9tQp9K5YgctdXW67BXk8HqKSkxFVXY2oqChY/hPdSFEUrrnmGsTGxsLy9NPQSyTgPfAAom++GfoPPwRVXBzQz8tkMqG5uRlqtRrFxcUBzTWNiIhAdHS0XRcnRVHMwnnKlClMxLStd4AtmOzoSYPB4LBQvCsL1NV1JJfLIZVKkZeXh4yMjIBdd97sfVosFuzatQt79+7Fhx9+6JEAr169Gnq9HnPmzAEwEjCzc+dOTJo0CQsXLkRZWRm4XC527NjBjGP79u2YO3cuzGYz7r//fkyaNMmDd+gcjouJOvhlUewwPDyMxsZGyOVyZGdnQyQSOT1pp0+fxvXXX+/Va7W1tYHD4bjM37FHa2srIiMjkZWV5dHzLBYLvvzyS0RFRSEtLQ15eXkuBRBwzwVKW1p0T8D09HRmL4K+8O2tpGnYE7OjVTNdn9PTi5iuUxofH4+CggKP9p/8Cd2fz2g0oqiwEEnvvouoZ54B4uNHAlPusC6mHdH3JaJ+fAYcowqWiFggNhtm4fUwFz9p9Tjua6+B9+yz0F68CKqwcNTrst2C9lIiDAYDVCoVdDodY+0D1jlhSXV1yF+7FhyjEX07d8Jy000+2VNzBh2k1tTUxFyfoeJupK3ThIQEiMXiMQdNuTpHjq4j2nXLDg5SKpWwWCzIy8tDXFyc1ylFgUAul2P16tVIT0/H66+/7vZWRBBx+gUclxahVqvFhAkTUFhYGJC6hIFyjdIi1draCovF4tDF660Adnd3o62tDampqaioqPDY0nJ00dPBDuxjbKuGXjE7ElC6viuXyw14nVJnmEwmyGQyKJVKSCSSEcvBYkHkJ5/AcsMN0O/cCfwnYo4NZ+Cnka4T3AmguMmwCGbAnGMTDEBR4P797zBXVtoVQcCxW5C2mpubmyESiZCdnW0VZm/lFszIwOUPP0TGihVIX7YMrRs2oO0Xv7A7MbtyB9L3nX3XtFot6urqEBUV5ZVbz19YLBa0tLRALpejpKTEZ9apt65b9r6nQqFAe3s7BAIBYmJioFKpmMhoeylF7qas+GuRc/LkSaxfvx7PP/885s+fHzKLnLEwLoVQIBAELG8sEEJId25vaWlhROrbb78dNYl4I4D0nlZLSwuEQuGoBrSevh9PL3pH9Tlpa0ahUIx0defzYTQa8f333wOAwwvd9rY/6hvSLumOjg5m35T5nCMioN+3D4iPBxzloWXegUj5l4BFD+Okl4GE0blOnIsXEVFbC8Mbb3g0tsHBQdTX1yM6OtphOkRkZCRiYmKunCOhEOYvv4Tl3nuR9+KLEA0Nwfj881bjdxSQQrvW3cklHBwcxPDwMEQiEQQCAQwGAyiKCrpVo1KpUF9fj7S0NMyYMSMkLCz6e9vS0oLh4WFUVFS4jFSlo6JtLU2dTgeNRuM0sMuVy9adHp96vR4vvfQSvvvuOxw5csQrL1moMi6FMNCMRQid9TOjBbC1tRVCodCnFiDtnpLJZEhKSsK0adOC4mq0V5+T7guo0WhQWlo6qqoNLZ62F7yrSE57LlpPcgjpwgt0G6KKigr7e86urInYbBgq33X6EO7f/w6Kz4dp/nzn/+s/GI1GNDU1QaPRoKioyO2CEAxJSdB/9BF4a9ci6k9/Akcmg+Gtt4D/iKWjDh7OoC1PuVyOlpYWJCYmIjU1FSaTCb29vVai6iwR35HlOVbBMplMaGpqwuDgICZPnhxS7rv+/n7U19cjKysLxcXFbllV7Khod7FdiNp6cZy5bnk8Hn788UecOnUKfD4fJ06cwMyZM/Hss89iYGAACoXCZUWq8QIRQhf4I1iGDiWnrbQZM2b4VADpKjoTJkwImbJjgHWKRl5ensMJwO3i1iwcBTrodDomh5A+Zs/VBIwEw0RFRWHixImIi4uDVqv12aRshdEI7vvvw3z77YBA4PJ9Xb58Ge3t7cjNzXV70rRLVBQM27bBIhaD9+yz4LS3Q//BB4CXk5nRaIRUKoXFYkF5eblbXgJnifi2Cx9758mdaE7gStBJdnZ20HJh7WE2m9HY2IjBwUFce+21fq/z6s21BFzxEMTHx6OhoQE1NTW4++67MWHCBBw8eBAKhQKTJ0/GunXr/DTywEKE0AW+7D7BFsDk5GSH3e7pEOW2tjarFAhX7gulUonm5mbExMR43BTXn7Bb/WRlZfklRcPTNAh6XENDQ2huboZWq0VWVhaTHyiXyx1WR3HlrnUV5BB57Bg4cjlMS5Y4HZ9KpUJDQwMEAoFj69RTOByY1q4FlZ8P7q5dgBdWEkVRaG9vR2dnJ8RiMVI9SM3wtsqQrYfAYDBYFUqg/2Y2m5n+mvHx8ejv78fg4KBTEQ1U+yC1Wo3a2lqIRKKQEmd7REZGQq1W44UXXkBCQgKOHDnicVWu8UTYCKG3tfp8sUdIV7qRyWQuBZC2AAsLCzE0NGS3mDUNu1yVRqNBVFQUMjIyEB8fzzzOX/to7kC/79bWVqSlpfluMvcBZrMZra2t6O3tRUFBgVXTXme4UzfVmTuQx+Oh4O23ESkUonvKFET1948KRNHpdJBKpTCZTJg0aZJfXHrmu+6C+c47Pe5lqFarUV9fj+TkZFRUVATku+WOS5BdTaqsrAxpaWkOPQTO9tM8sTzdnU8sFguampqgVqsxZcqUkAkGc8aXX36Jp59+Gr///e+xaNGikBZtXxAas5KfoQUp0EIIjNQI/PrrryEQCNwSQPo1hUKhU/87RVFMV3iKopCbm8tYM/39/aNWyfT/dZTu4K414w4URTGpEImJiWMK0PE17AonIpHIY+t0LHVTDQYDTL29mPDFF+hfsgSDej0MrGAUOiXCaDQywS4tLS1Orc4xpUB48Dyj0YjGxkYMDw/7TZy9hY5U5fP5Vnmn3u6nOdqbtndNAdaBXbbnx2AwoLW1Fenp6Zg+fXpIBOo4w2AwoKqqCjU1NTh06BByc3ODPaSAEFZC6O1zPYWO1JRKpeDz+Zg+fbrDxF5P9wCBK010zWYzCgsL3Q6cYO+jsaM3ne3P2OY72ZuQ2S5btVqNxsZG8Pn8kHLPAiOu48bGRiQmJgY0UZ8tnpHHjoFjNCJm1Sqmkj4d2NTc3IycnBzk5OTYPVfsKE57ZcXstVOyZ9l4UiCBvXDIy8sbU/F1X8N20RYVFSE5OXlM/8/bvWl7UdF6vR4dHR0YHh5GfHw8lEolent7mec5i+Rk3w9kMYvm5mY8+OCD+MUvfoHjx4+HjPcmEIzLhHp6he0uNTU1KC8v9+rE9vb2YmBgABKJxOVj2eW3EhMTGRelWCwe9ThvBHB4eBjNzc3Q6/UoKCiAwEWghS+wLVVlm3TPvvD1ej0oikJsbCxiYmKcCqijItb+YGhoCFKpFBwOB4WFhUF3TXFkMlD5+czY6JJ4EolkTJG9dKUgewJqu9Chsa1cw75tMpnQ3t6O+Ph4SCSSkLHqgZHFYG1tLZKSklBQUBA09789NBoNamtrkZqaitzc3FFWILuqkz33Lfu+W1WGxrDQocezb98+bN++HW+++SZ+9rOf+eyzCCGuvoR6T/F3mTR2gnNiYiJT7LunpwcGg8Hqcd4IoFarhUwmw9DQkFvNhH2Js1JVwEhuUXNzMywWC0pKSiAQCEYl3dMuv6GhIatjtu4lR9amtyH17DQNiUQSkIWDO1D5+TAaR7pWDAwMeJcOYYdR+YOuxuGgQAJtzWi1WsTFxWF4eBjnz59nnmfPmrF37vyR1G2xWCCTyaBQKFBaWhpSARwWi4WJii4rK3OY6+xN/z9nxce1Wq3ThY490WxqaoJOp0NcXBy2b9+OuLg4fPHFF0yX+HCDCOEYnssuJZWQkICpU6daTULsYBlvBFCv10Mmk2FgYAD5+fkoLS0NGbeU0WhEa2sr5HI5CgoKrFxm3iTd21sZ01GB9qI3bQNQ2L+5XC7kcjnkcrnTNI1gQFEUU+IuNzc3qNGD9gok9Pb2oquri2ngay/ymW3NsH+7Wug425+mbzvzEqhUKtTV1SEjIyNkEuNpaAs1OTnZL2MbSwUbe5ZmbW0tTpw4gebmZmaxe8sttwAA7rvvPjz22GM+HX+oQ4TQi+e6EkA2JpOJcW+4K4AGgwEtLS3o7+8PuYmcbgbc2dnps24V3qY+2LNkFAoFlEol+Hw+eDwe2tvb0dbWBsBxnVTbY/4qT0WnQyQlJYVUBC0w4nWor68Hl8vF9OnTHbpovbVm7PWJdDcIhcvlQqPRwGQyISsrC/Hx8RgaGhqVOxgMKIpCa2srenp6UFpaGtDC4u5gz0tApwepVCp88skno7ZunBUBuVoJnSvRj/hKCNlBDfHx8Q4FkLYA+Xw+BgYGcObMGeZvXC7Xqduvp6eHEUBnvfcCDTtoIiMjA9ddd11QJyDb6E2VSoW2tjbEx8fj+uuvd1iezp4lww4WcmTJOIuwpS0ZR+j1ekilUhgMhpCLuKTdeT09PT4JOLEHOwjF3f1ZWjzp9JuUlBTEx8fDZDJBqVRanS9ntTi9OV/uMjQ0xOxTVlRUhJSF6ojW1lY8+OCDmDVrFk6cOGE3MGg8vA9fMy6DZSiKstp7c8X58+dRWlrqVQSjUqlEd3c3UlNTrToj2Lug6cmWdofaWoD2VsYGgwE6nQ5KpRKDg4OIjo5GRESEwxw0R7/9FV1GURTkcjmam5shEAiQn58fsGhLd6A7ntMRtL6sQWsbTu8saIg9GbMnXToXNDMzEykpKVZ/C/YiR6lUoqGhAenp6XaDOoKJwWBAXV0dAKC4uNitICJHUdH23O7OCiS4SiliR6uWlpb6ZH/X31AUhQMHDuC1117Dtm3bcNNNNwV7SIGGBMt4axFSFAW1Wo2enh6YzWaHybD2BNDepGK7MjabzWhvb0dvby+ysrIgEolGPc+RFaPT6azu23Z7cCaa7q6KVSoVGhsbERMTE1Kl2oAR905LS4t1Zwgf4004Pe2y7enpQVtbGxITE5GXlweTyYSenh6rSdk27cGV29ZXLluDwYCGhgaYTKaAlPnyBLbnQSwWIy0tze3nsl3s7lrdtlVr6N+2KUV0AXGLxcK0vUpMTER3dzeUSqXDlKJQWFwMDAzgd7/7HUwmE06ePOlzq1+lUmHlypX48ccfweFwsHv3bhQXF2PRokVoaWlBXl4eDhw4AIFAAIqisGbNGhw5cgSxsbGorq7G9OnTfToebwgLi/DixYsoKiryyC1DF1+mJ6lrr73W7uOcWYCOYJccy8zMRHZ2ts/cjI6sGHsrZEe5ghRFob+/HxwOBzk5OUhMTAx4TpMj2J0hcnJyMHHixKCPic3Q0BAaGhoQFRUFiUTi1uLBXvCJvXPGXuzYiwR0tdihG9J2dHR4LDKBQKvVora2FjExMZBIJCHleaBrvnZ0dKCoqAhxcXFuWZ62nh13SvP58vt85swZPP7443jsscdw3333+UWYly9fjhtvvBErV65kthqqqqqQnJyM9evXY9OmTejv78crr7yCI0eOYNu2bThy5AhqamqwZs0a1NTU+HxMdnD6oYaFEH733XcQi8Uu3WZ0RRTaChKLxTCZTOjo6LDqhsyOBPVUADs7O9He3o709HTk5OSERMAEHZY9ODiItrY26HQ6CIVCREZGuj0R+yLdwRm0i7apqYnJzwqFz46G7l3Y39+PoqIiv4ah26uA4mjBQy92LBYL9Ho9+Hw+kpOTwefzHU7GgV5Y0HV1u7q6UFxcHDJpLjQ6nQ6XLl1CbGwsCgsLvVq0slMfnAmorXi66qTiaFvEZDJhy5YtOHbsGKqrq1FUVOSTz8IWtVqNqVOnorm52WoMxcXFOHnyJDIzM9HV1YVZs2ahvr4eq1atwqxZs3DPPfeMepyfIa5Rdy5s2gKMjo62atmiVqutgmVsBdCdiZ5dczMlJSWgVU3cwWKxoK2tDf39/SgoKEBKSorTz8yR1clOd3C2InYmnvbcfxqNBg0NDYiOjsbUqVNDykXLduVlZ2dDIpH4XUg8cdkajUamFVFJSQl4PJ7VebNXy9adSjW+ctnSyeeBrF3qLnSqS3t7+5gDibxpc+WoCbZtoXE6b1CpVOKll15CQkICuru7kZKSgrvuugtff/01pFIpbrnlFp+7wWUyGVJTU/Gb3/wG3333HcrLy/HGG2+gp6eHEbeMjAz09PQAAC5fvmzVxzArK4vxjAWTsBBCwHFSPG0B8vl8u0mw7FxAs9lsZQG60xKpt7eXKbYdSjU3gZELra2tDd3d3cjNzXU7StWbvTN7Sfb0XowjqzMyMhJ6vR4WiwUpKSmYMGEC1Go1hoeHfVYXdSyo1Wo0NDQgISEh5BY37CLU3rZv8uac2duftl0A0Z8TbUGHWmI8MGIF1tbWIjo6GjNmzAiK98FT8TSbzVCpVHjrrbewdu1aiMViKBQKxpPys5/9zOdCaDKZcP78eWzbtg2VlZVYs2YNNm3aZPUYdz1mwSQshJAdhUlDF4WOiopyWAWCFr2BgQHIZDLmYmZf1PYmYdqNJ5PJkJCQELSmuI5gu2gnTpwYkFQITy5qs9kMmUyGvr4+5ObmMqXq7KU6uHIlsX/7Kk9Qr9ejsbERer0epaWlPo1U9QVDQ0Ooq6tDbGzsmATa04nYVb4gW0i1Wi2ioqLA5/MhlUpd7nUGKvCEvYAoKioaN41nBwcH8fTTT2NgYACfffYZUlJSAvK6dOGFyspKAMCCBQuwadMmpKeno6uri3GN0vvRIpEI7e3tzPM7OjogEokCMlZnhIUQAlcswv7+fjQ2NiIqKgolJSV2V6L0Y81mM3g8HgoKCphITVu3hO0kbLFYmDSI9PR0xMXFMVYN7UYKFmwLNRRdtOyqKyKRCJWVlR5Nfs4sGHdKuzkST3oStlgsaG9vR1dXl0etmwIFvYBQKpUoLi4OeFi/q3xBo/FKI99p06YhJibGYdTm0NAQVCqVxwse9m1Pg7voiitcLjfkrg1nnD9/Ho8++igeeughPPDAAwH1kGRkZCA7Oxv19fUoLi7G8ePHUVZWhrKyMuzduxfr16/H3r17ceeddwIA5s2bh+3bt2Px4sWoqalBYmJi0N2iQJgEy/z0009ISEhAT08PIiMjIZFIXAogfdtds57OteNyuUhPTweHw2EuYkfJv86sFvq2r0LmaQuYzoMMJQsVuLJHm5SUFLBcRWd5Z/aCGfR6PXg8HuLj40cFmwSqOo0j6EpHEydORHZ2dkgJNDBSuq2pqQl5eXnIyMgY0/hsa246Chqyddk6O19qtRrt7e0oLCz0qNFwMDGbzdi6dSsOHTqE3bt3o6ysLCjjuHjxIhMxWlBQgD179sBisWDhwoVMKcEDBw4gOTkZFEVh9erVOHr0KGJjY7Fnzx7MmDEjEMMM76hRlUqFixcvIiYmBmVlZQ73Ith7gID7AqhWq5k0C3ciU2nYJcJsi1M7i9R0JJqOov40Gg0aGxuZ8YVSVRPgSrpBZGQkCgsLQyqnDRjp+NHQ0ICIiAgUFRUhKirKpWi6sjrdOW/uotPpUF9fz4wv1BY4er0edXV1iIiIQHFxcVD2yJ3VR9XpdOjr6wNFUeDz+VbXvzspKsHao+7s7MSqVaswdepUVFVV+eW8m81mzJgxAyKRCIcPH4ZMJsPixYuhUChQXl6Ov/3tb+DxeNDr9Vi2bBnOnTsHoVCI9957D3l5eT4fzxi5+oQQGLnAnEEng0dGRiIiIgLZ2dl2o768LYit0WiYprhisdjvNQZp68XexWx7DLgitBRFQSAQIC4uzq7FGawL2WAwMNGMhYWFIVf1np0OUVhY6HVIv7Pz5ipa01UlocuXL6O7uxuFhYUht5fFdnNLJJKQtLJoK9VeTqWty9bZuXOUK+jIbTuWfFyKonD48GG8/PLL+OMf/4i5c+f6zfrfsmULvv32WwwMDODw4cNYuHAh7r77bixevBgPPfQQrr32Wjz88MN488038f3332Pnzp3Yv38/PvroI7z33nt+GdMYCC8hpBvDcjgcSCQSJCQkoK6uDqmpqVaThbcCODQ0hKamJphMJhQUFITcBG4wjLQeUqvVyM/PZxJ/HYkmXTEDGL334sh1O5Z9TrqaTldXF/Lz8xk3cqjADpZw1IHB39DWi6OJd2hoCBqNBpGRkeDz+XatF19anZ4yPDyM2tpaxMXFQSKRhFS+JzCyV1lfX8+0DvOVlWqvTZI9IaUXq8Dollb2rE+z2cwUGn/mmWfQ09ODXbt2+bUgQkdHB5YvX44NGzZgy5YtOHToEFJTU9Hd3Q0ul4uvv/4aL7zwAv7xj39g7ty5eOGFF/Bf//VfMJlMyMjIQF9fX0hd1wiXPEJbAWQHCtgWzh5LU1ydTsf0BAwlTCYT0wvN244VztrrsIXUUZ1GRxYnPRHSTYszMzODXrTbHgMDA2hoaEB8fHxQgyUc9RU0GAyQSqXgcrmYOXMmE5DCtl5sz1t/f7/Vnhnb6nQlmp4ueuh81J6eHhQXF4fcIhEY2cuXSqXIz89HRkaGT/+3N1G2jq45dn7n448/DqVSCY1GAz6fj+LiYqxduxYpKSm49957UVFR4dP3AQCPP/44Nm/eDI1GA2BkDz8pKYm5lun8P8A6N5DL5SIxMREKhSJgkau+YNwL4cDAABobG0FR1CgBpOFwOLBYLDCbzR4LoE6nQ3NzMwYHB1FQUAChUBhSKx12ybGsrKwxtUXytLGrbSskeiK2rYNKd6+PiIhAXFwcBgYGrELm7YlnID9jg8GAxsZGaLVaFBcXh1xOG13eq729HQUFBUhLS7P6fGhL3l3Lxl5DXvrcsSdgV4se9m+DwcBEI4diJwaTyYSGhgYYDAanbaYCiTstrSwWCxYsWID3338fH330EcrKytDf38/02/RHxOXhw4eRlpaG8vJynDx50uf/PxQZt0LIFkCxWOxw9UnnAjY3N6Onp8duLqC9vTK9Xo+WlhaoVKqQa4oLjLyvnp4etLS0IDU1NSj97WxbIdkyPDyMxsZGcLlcTJ06FbGxsXZdR2yL095+mSuLk8fzrq0Ou+arPYEJBTQaDerq6pCYmOizc+xNk1d60WN77gYGBiCXy6HT6RAbG8tM0IDzc2cbYetPFAoFGhoafBKxGki6u7vx8MMPo7i4GF999RVjaaakpPjV2jp16hQ++eQTHDlyhEkZW7NmDVQqFUwmE7hcrlX+H50bmJWVBZPJBLVaHXJ71q4Yl3uEFosF586dQ05OjlMBpF2gth0cbG+zN73p4Aaz2YyEhAQkJiaOupiDGWQCXEk1SExMRH5+fkhVqwFG9mBkMhlUKhUkEonXbmRnriPbY/YKiDuyOHk8HhNMlZKSgry8vJBz05pMJjQ1NUGj0YSklQpcaeMkEolG7aXaWp3OgoXcsTptA4XcETOTyQSpVAqdTofS0tKQKs3nDIqi8I9//APPP/88Nm7ciNtvvz1o4n3y5En86U9/wuHDh/HrX/8a8+fPZ4JlpkyZgkceeQQ7duzADz/8wATL/N///R8OHDgQlPE64eoMlmEHebDxdg/QaDSira0Nvb29yM7OhkAgGJXoa3tB24vy87XVwobeB+Xz+RCLxSGXasC2sHJzc5GZmRmUQBNnokmvcOlweWcRmt5MvmOFtvRlMllIdtcARq4V2s1YUlLis++hI6vTXuAJjaP8QL1ej8uXL0MkEvm0u4u/0Wq1eO655yCTybBnzx6f72N6ClsIm5ubsXjxYiiVSkybNg3vvPMO+Hw+dDod/vu//xsXLlxAcnIy9u/fj4KCgqCO2w7hIYTeCiC73mZ2djYmTpzosWCxo/ycWS9sq8WRaNoTTjpS1Ww2OywGEEwoikJfXx+am5uRmpoakhYWXXVFoVCgsLCQsVLdmXxtk7PtRWj6Yp9zaGgI9fX1iI6OhkQiCTlLn65M1NzcHBIRv/Y8Bnq9Hl1dXdDpdEhISGDOr6tCFvbSUwL93n766Sc8/PDDWLp0KdasWeNzj1N7ezuWLVuGnp4ecDgcPPjgg1izZg2USuW46h3oJVe3EI5FADs6OtDZ2QmRSASRSBSwydv24nWUVG82m5nybPHx8Va5gPYENBiuWjrwJTo6GmKxOOTcT2wLy1HzY0//nz1PgbP8Mld7ZZGRkejq6oJSqfR7Cydv0el0qKurA5fLRVFRUciJNDCSO1xXV2fXVUtjL8DLUboDja8aXTvCYrHgL3/5C9555x385S9/wdSpU739CJzS1dWFrq4uTJ8+HRqNBuXl5fj4449RXV0dar0D/cHVKYR6vd6rKFB2lKWvm+L6CqPRiNbWVsjlcuTn50MoFNoNj7e972qfzPb+WN63TqdDY2MjDAYDCgsLQ85KBUYCTerr6xEXFwexWByUydvVXtnAwADUajVjZQL2E7Pt3Q5EGTd2xGqoFqE2m81M7mxZWZnbDbjdwV4hcUe/ba8/R+eQy+VCq9VCKBRCoVDgkUceQU5ODl599VWfjt0Vd955J1avXo3Vq1eHWu9Af3D15RGeO3cO69evR0pKClJTU+3+TktLY8qJcTgcGAwGnD9/HhRFIS0tLShRlq6gizp3dnYiOzvbKhWCy+W6bW3RwUG2oukoH9CZcNom0ptMJrS0tEAul0MsFrvsXRgMDIaRqjVDQ0NBDzRxFKFJl0aLiorC9ddfb3VuHQV3OSse7io60xt339DQEGprazFhwoSQzPsERjwStbW1yMzMRHl5uc+/i64KidvD9vyxI2wNBgP6+/uxbt06qNVqqFQqJCYmQqvV4r777kNqaipWrVqFKVOm+PR92NLS0oILFy6gsrJy3PUO9AehpQRuMnXqVOzduxd9fX3o7e1lfi5cuIC+vj7m+PDwMCiKgkajgV6vx/Tp05lEX1o0U1NTkZaWhpSUFGaiCkaHbrq5a0ZGxpgnnYiICERHR3ssnI4mXnZ+oNFoBI/HQ1xcHHp7e9Hf3+/Q8gz0xMm29vPz81FSUhJyIs3uYOGoNJqn549dxo19HjUajdvuPtv9sZ6eHigUCpSWlga8i4U7WCwWNDc3o7+/36qRdijg6vzp9XrccMMNuHTpEqqrqzFx4kQMDAygr68Pcrnc7wEyg4ODmD9/Pl5//fVRpSHHQ+9AfzAuhTAyMhITJ07ExIkTnT7OZDJh1qxZmDVrFu677z4AsBLOlpYWRjj7+vqg1WoBjARD2FqZQqGQEUz6N13eylvovoXNzc0QCARBq2bi6sJVKBRobGxEZmYmEwhjzz3ryGJhh8U7c9eOxdWnVCohlUohFApD1npRqVSor69nks59NUY6AMSThHp7rY+0Wi36+vqgUCgYF15tbS2A0ZHRjtx+gfjc6a72aWlpmDFjxriauOvq6vDQQw9hwYIF2LJlC/N5JSYmIjExERKJxK+vbzQaMX/+fCxduhR33303AIy73oH+YNzuEbqLRqPxyDVGURRTkb63txd9fX3o6emxuk+v3Oh6p3w+30o46R+2cAqFQvB4POai/eabbxh3WSgGmQAjK0e6pJdEIvE6TN5Zpw13hNPZHqdOp4NUKgVFUSgqKgq5lBLgSmk0vV6PkpKSgO4DuYvZbEZTUxMGBgZQWlo6ysKyV//UVU6gqz1O+hy6K2QWi4Vxyztqph2qWCwWVFdXY/fu3Xj77bcD1XrICoqisHz5ciQnJ+P1119njj/11FMQCoVMsIxSqcTmzZvx6aefYvv27UywzGOPPYYzZ84EfNw+4uoMlgkF6M9Oq9UyVqYz4TQajdDpdBgcHIRAIMCNN96IuLg4xkXL/hEKhUEJ4QZGXDf0HltRUVHAXWO2KQ2OBHR4eBgmkwnR0dGIiYlxOvF6Oun6AnYHhlCtXAOMWPxSqdRptKWnONons71tr12VPYuTLjCQmpqK/Pz8kCvh5gyFQoFHH30UKSkpeOONNwLqxj169CjWrFkDs9mM2bNn46233sI111zDfH5VVVWorKwMtd6B/oAIYajw9ttvY9++fdiwYQPEYjEjlGx3rVwuR29vLxQKBdMfkRZLe9YmfVwoFI55oqdzKnt6epCfnx+SEzc7l409cbsSTaPRurejO9bKWBYidMTqhAkTIBaLQy4wCxixVBsaGmAymVBSUhJUr4S9dlX0j1KpxNDQEGJjYxmLE7BOpncWLBQs0aQoCl9++SXWrVuH5557DgsWLAjo9WQ2m1FUVIR//vOfyMrKQkVFBd59992gNfANMkQIQwX6Ynb3YqDzJAcHB9HT02NlYdJWJ/2jVCqZ1fWECRMcCictnsnJyYiIiACHw4HZbMapU6cQFRWFzMxM5OTkhOSKe3BwEPX19YiJiRlTwrmj4BJXSfSuXLVcLtfKxVhSUhKSaSXs3MpQtlSHhoZw6dIlCAQCFBQUWH0nHaU12Ltt22bM2R6nr4K8DAYDXn75ZZw/fx579+61ir4MFOxWSQCwceNGAMAzzzwT8LGEAFdf+sR4xVOXCB3BlZCQgISEBBQWFjp9PC2cAwMDVsJJW1A1NTWMcPb398NisWBwcBDDw8MoLi7GNddcg8TERCvBpEU0KSkpaBFlRqPRqu7mWJsgexNcYm/CZUdl0lG1er0ePB4PsbGxaGlpcRokFAzXt06nQ21tLXg8XlBbTTmDoiim2lNJSYnDjjKepjXYK2RhNBrdajPmzOK0PY9SqRQPPfQQ7rjjDhw7dixo3gB76Q/jOCHerxAhvIqghSopKQlJSUkoLi52+vh169ahvr4ezzzzDBISEqz2OaVSKU6fPs3cV6vVTCcPgUAAoVDI7GfaE86EhIQxCyc7mdvbHou+wJVwDg8Po76+HgKBAIWFhYiKihq1x2k0GjE4OGh1n53OwE7AdmR1jqU9FUVRTB3YUOxoTzM8PIxLly4hMTERM2bM8GkUqq/ajNH5gPQxk8mEAwcO4MSJE+Dz+ejs7MTPf/5zpmJMRkYG7rrrLp+9D4LvIUIYxjz77LNWrrvS0lKnj6fL2SmVSqt9zd7eXtTW1uKLL75g9jg1Gg0oikJERASSk5MZ4XRU/CA+Pt5KOC9cuACj0QiBQBCSxQ+AK1GMfX19oxrR0gLmjheAnc7AnmBtG+vaywN05qqlhXNwcBC1tbVMK6dQTC1hC3VJSUlIlJlz1WaMTXFxMXp7exEXF4c9e/YwqSh9fX2QyWQBGO1owin9YayQPUKC36DLiykUilHCyd7f7O3txeDgIIARcRkaGkJ8fDxuvfVWJCQkjBLP1NRUq6pBwYCOtMzIyAj4nqqreqfs+3q9HiaTCXFxcYiNjXXZJSUYn6dWq0VtbS3i4uIgkUhCUqid8e9//xtPPvkk1q9fj3vuuSdk9ltNJhOKiopw/PhxiEQiVFRUYN++fZg0aVKwhxYMSLAMYXxw6NAhPP/88/jd736HyZMnjxJP2trs6+vD8PAwgBGXYnJyssviB76qGqTT6dDQ0ACKolBcXByS+Z/AleT99PR0ZGdnj8rltCei7MAS24hMR5bnWF3fnZ2daG9vR3FxMQQCga/efkAwGo3YuHEjvv76a+zduxd5eXnBHtIojhw5gscffxxmsxn3338/NmzYEOwhBQsihITxgVqtZvIB3YGiKBgMBsjlciaKlp3DSQunXC4fc9Ugg8GA2tpaaLVaSCQSv3YIHwsmkwmNjY0YGhpCSUmJVzlr7PZGrpLobTtsuHLV0pYzHbQTHR2NwsLCkHR9O0Mmk2HVqlWYPXs2nn322XE3/jCECCGBAHhfNYjL5aKzsxM33ngjJk2aZOWipYWUXTUoWMjlckil0oA39LXXF9BZKgN9LCEhwWlrsWDmADqCoijs378fW7duxY4dO3DDDTf4/TWfeuopHDp0CDweD2KxGHv27GH2UDdu3Ihdu3YhMjISW7duxdy5cwFYJ9KvXLkS69ev9/s4QxwihASCp9DXxdq1a3Hu3Dk8+uijiIuLsxJO2tqkqwYBQExMzKgcTn9XDTIYDKivr4fFYkFJSYlbwR3BQK/Xo7a2FlFRURCLxYxF72yP052ejuzb/hROtVqNtWvXIjIyEjt27AhYQM+xY8dwyy23gMvlYt26dQCAV155BZcuXcI999yDM2fOoLOzE7Nnz0ZDQwMAkET60ZA8QgLBU2iRWr16NcRisUvRoifswcFBq/zNvr4+dHV14fvvv2csToVCwSTrj6VqkMViQWtrK7q7uyEWi5liyaFId3c3ZDIZCgsLrdzK7qYy2HPV6vX6Ubmc9pLnnblr3RXOb775BmvXrsUTTzyBZcuWBdT6v/XWW5nbM2fOxAcffAAAOHjwIBYvXgw+n4/8/HxIJBKmFqhEIkFBQQEAYPHixTh48KDHQnj27FmsWLECZ86cgdlsxnXXXYf33nsPkydP9tE7Cx3GvRBu27YNO3bsQGRkJG6//XZs3rwZAHEZEHyDu90A6IlxwoQJTFk1ZziqGtTb24u2tjacO3fOqmqQxWIBRVFMFG10dDR++OEHVFZWYtasWTAajZDL5UhLS4NAIGCqBgUbg8GAuro6REREjCmB39McQHtFwvV6/ahcTnZPTrZItra2QiqVIiUlBadPn8aFCxdCIuJy9+7dWLRoEYCRhPmZM2cyf6P7BQLwSSJ9RUUF5s2bh2effRZarRb33nvvVSmCwDgXws8//xwHDx7Ed999Bz6fj97eXgDApUuXsH//fvz000+jXAa//e1vrVwG8+bNC3eXASEIjKVq0LZt2/DOO+/g3nvvRUpKCpqbm/HNN98wwqlSqWCxWMDhcJCYmGgVDBTIqkG9vb1oamoKirXqjXCyLcvOzk60trbiww8/hF6vR2ZmJlauXAmDwQAA2L9/v8tz5gmzZ89Gd3f3qON/+MMfcOeddzK3uVwuli5d6rPXdcX//M//oKKiAtHR0di6dWvAXjfQjGsh/POf/4z169czeyL0xeZvlwGBEGjYVYPmzJmDp556ymnqBi2c/f396O3ttdrblEqlOHXqFCOcrqoG2eZwuqoaRO9ZUhSF8vJyr2vCBpLIyEhERkYiOjqaKex+8uRJbN26FbNmzfL76//rX/9y+vfq6mocPnwYx48fZz53ZwnzvkqkVygUGBwcZDrnhFIDZF8yroWwoaEBX331FTZs2IDo6Gj86U9/QkVFhd9dBq549dVX8eSTT6Kvrw8pKSmgKApr1qzBkSNHEBsbi+rqakyfPh0AsHfvXrz88ssARiq9LF++3OfjIVxdsL/bjqCFSigUQigUjqlq0KVLl6zSUTQaDYARd6JAILCyMuVyOf7973+jqqoKWVlZ0Ol0TGBQKLhqXaHRaPDkk09Cp9Ph5MmTSE5ODvaQcPToUWzevBlffPGFVV3VefPmYcmSJXjiiSfQ2dkJqVSK6667DhRFQSqVQiaTQSQSYf/+/di3b59Xr71q1Sq89NJLkMlkWLduHbZv3+6rtxVShLwQOnMZmEwmKJVKfPPNNzh79iwWLlyI5ubmIIzyCu3t7Th27BhycnKYY5999hmkUimkUilqamrw8MMPo6amBkqlEi+++CK+/fZbcDgclJeXY968eeMusZgw/uFwOIiMjGSsPld7YeyqQXQni9deew0qlQqzZ8/Gxx9/zOx70lWDIiMjIRQKR7lnQ6Vq0LfffovHHnsMjz76KH7zm9+ETOrG6tWrodfrMWfOHAAjC6GdO3di0qRJWLhwIcrKysDlcplYCQDYvn075s6dyyTSe7O3+de//hVRUVFYsmQJzGYzrr/+epw4cQK33HKLT99fKBDyQujMZfDnP/8Zd999NzgcDq677jpERERALpcHxGXgiLVr12Lz5s2MXx8YcdXSkWYzZ86ESqVCV1cXTp48iTlz5jCrzjlz5uDo0aO45557fDomAsHXcDgccLlcpKenIz09HWlpaVi1ahUWL15sV8Do/EFaONk5nOfOnQtq1SCz2YzXXnsNR48exXvvveeyWL0vccd71NjYCOCK9+j48ePYu3cvli9fjg0bNtitFnPbbbfhtttuG9PYli1bhmXLlgEYWcRczZ0rQl4InXHXXXfh888/x80334yGhgYYDAakpKQExGVgj4MHD0IkEuHaa6+1Om6vHcrly5cdHvcFJAmXEEgyMjKcLuDoDh6ZmZnIzMx0+f+cVQ2qqamxqhqk0+kAXKkaxLYybfM4basGXb58GatWrcKMGTNw8uTJgO5nEu9R6DCuhfD+++/H/fffj8mTJ4PH42Hv3r3gcDh+dRk4c9VWVVXh2LFjPnlvY2XOnDnYuHEjk4S7ceNGJgmXRNQSQh0OhwM+nw+RSOSW18a2ahD7p6Ghwar4AV01iKIoyOVy7N27F7Nnz/b3WxoF8R6FDuNaCHk8Ht555x27f/OXy8CRq/aHH36ATCZjrMGOjg5Mnz4dZ86cceiqFYlEOHnypNVxX0WoBSsJl0AIBhwOBzExMcjJybGysOzBLn6gVCqRm5sbiCFaEUreIwIQGrvBVwHXXHMNent70dLSgpaWFmRlZeH8+fPIyMjAvHnz8Ne//hUUReGbb75BYmIiMjMzMXfuXBw7dgz9/f3o7+/HsWPHGDelL9m9ezd++ctfAgitC+3o0aMoLi6GRCLBpk2b/PpaBAINHcE6YcIEv4rg7NmzMXny5FE/Bw8eRFVVFf73f//Xb69N8IxxbRGOF2677TYcOXIEEokEsbGx2LNnDwAgOTkZzz33HCoqKgCMJK96Eq4dqkm47mA2m4krlnBVM168RwQihH6jpaWFuc3hcLBjxw67j6P3Ob0hVJNw3eHMmTPEFUsIS2jvEU1eXh6+/fZbJtBv+/btWLx4MWpqaqy8R7///e/R398PYKQQ98aNG4P1Fq46iGv0KoVOwv3kk09GJeHu378fer0eMpmMiaitqKhgImoNBgP279+PefPm+W18wdrzaG9vx80334yysjJMmjQJb7zxBgBAqVRizpw5KCwsxJw5c5gJh6IoPPbYY5BIJJgyZQrOnz/v9zESwpfbbrsNBQUFkEgkeOCBB/Dmm28CsPYeVVRUeOw9IjiHWIRXKcFKwg11uFwuXn31VUyfPh0ajQbl5eWYM2cOqqur8fOf/xzr16/Hpk2bsGnTJrzyyisOw9kJBF8RCO8RwQV0TUIHPwSCXzh9+jR16623MverqqqoqqqqgI9j3rx51LFjx6iioiKqs7OToiiK6uzspIqKiiiKoqgHH3yQ2rdvH/N49uMIBDZbt26liouLqbKyMuqpp55ijldVVVFisZgqKiqijh49yhz/7LPPqKKiIkosFlMbN24MxpDDCadaRyxCQlBgu2L9UdzAHVpaWnDhwgVUVlaip6eHSfTOyMhAT08PAMcuXHeSwgnhA+mEM74he4SEoMDlchlXbGlpKRYuXBhQV+zg4CDmz5+P119/HQkJCVZ/C1aBaLPZjGnTpuGOO+4AAMhkMlRWVkIikWDRokVMCyC9Xo9FixZBIpGgsrLSyrVGCA6edsJhB4vxeDwmWIwQHIgQEoLGbbfdhoaGBjQ1NdktfuAvjEYj5s+fj6VLl+Luu+8GAKSnp6OrqwsA0NXVxUxkzqJsfc0bb7xh1SVi3bp1WLt2LRobGyEQCLBr1y4AwK5duyAQCNDY2Ii1a9di3bp1fhkPwX3oTjiVlZW46aabcPbsWQChlbdLcAwRQkJYQVEUVqxYgdLSUjzxxBPM8Xnz5mHv3r0ARoob03mYjooh+JqOjg58+umnWLlyJTPOEydOYMGCBQCA5cuX4+OPPwYwYmXQ7boWLFiA48ePM9VSCP7DWYI8uxPOH//4RyxcuJCck3EE2SMkhBWnTp3C3/72N1xzzTWYOnUqAKCqqgrr16/HwoULsWvXLuTm5uLAgQMAHBdD8DWPP/44Nm/ezPT6UygUSEpKApc7comyLQa2NcHlcpGYmAiFQoGUlBSfj0ulUmHlypX48ccfweFwsHv3bhQXF2PRokVoaWlBXl4eDhw4AIFA4LTv5tXAeOuEQ3AfIoSEsOKGG25wuFI/fvz4qGPOwtl9xeHDh5GWloby8nKr6iGhwJo1a/CLX/wCH3zwAQwGA4aHh1FVVUVSTWwItU44BA9xEVZKIBD8zPr16ymRSETl5uZS6enpVExMDLVkyRJKKBRSRqORoijrdJNbb72VOn36NEVRFGU0GimhUEhZLBafj0ulUlF5eXmj/jdJNRmNXq+nli5dSk2aNImaNm0adfz4ceZvL7/8MlVQUEAVFRVRR44cYY5/+umnVGFhIVVQUEC9/PLLwRh2OOFU64gQEgghxOeff07dfvvtFEVR1IIFC6h3332XoiiKWrVqFbVjxw6Koihq+/bt1KpVqyiKoqh3332X+vWvf+2XsVy4cIGqqKigli9fTk2dOpVasWIFNTg4SCUmJjKPsVgszP3bb7+d+uqrr5i/3XLLLdTZs2f9MjYCwUOcah0JliEQQpRXXnkFW7ZsgUQigUKhwIoVKwAAK1asgEKhgEQiwZYtW/zWucNkMuH8+fN4+OGHceHCBcTFxY16rWClmhAIvoTsERJCkp07d2Lnzp0AALVajby8PHz++edBHpX/mTVrFtNVoKCggOkVySY6Ohrvv/++38eSlZWFrKwsVFZWAhiJUN20aROTapKZmRm0VBMCwZcQi5AQkjz00EO4ePEizp49i6ysLKtUB0JgyMjIQHZ2Nurr6wGMBBOVlZUFPdWEQPA1HMp5rgtJhCEElUceeQSpqal48cUXgz2UsOTixYtYuXIlDAYDCgoKsGfPHlgsFixcuBBtbW1MqklycjIoisLq1atx9OhRJtVkxowZwX4LBAIAOPXfEyEkhCzV1dV4//33cejQIUREEOcFgUDwGiKEhPHHuXPnsHz5cnz11VcQCATBHg6BQBjfOBVCsswmhCTbt2+HUqnEzTffjKlTpzKlxwgEAsHXEIuQQCAQCFc7xCIkEAgEAsERRAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDRFCAoFAIIQ1RAgJBAKBENYQISQQCARCWEOEkEAgEAhhDdfF3zkBGQWBQCAQCEGCWIQEAoFACGuIEBIIBAIhrCFCSCAQCISwhgghgUAgEMIaIoQEAoFACGuIEBIIBAIhrPn/jm0sAitUcHwAAAAASUVORK5CYII=\n"
                },
                "metadata": {
                  "needs_background": "light"
                }
              }
            ]
          }
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