{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "XHYXcucpyboN",
        "outputId": "197182b3-f9e2-4ad0-c968-2f9cd0606f5b"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'\\n@author: Théo Lebeau, Marion Zannese, Pierre Guiot, Cateline Lantz, Lucie Degott\\n'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "# -*- coding: utf-8 -*-\n",
        "\"\"\"\n",
        "@author: Théo Lebeau, Pierre Guiot, Cateline Lantz, Lucie Degott, Laura Nardelli, Hervé Dole\n",
        "\"\"\""
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Installation/Importation des bibliothèques et dépendances\n",
        "\n"
      ],
      "metadata": {
        "id": "NGAnhjGKKkQ-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n",
        "!pip install -q ipympl\n",
        "from google.colab import output\n",
        "output.enable_custom_widget_manager()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b5FRvEEY0a_y",
        "outputId": "7e183c7a-1b43-4760-f8f7-543d4e83fccc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "bkOnt-txyboP"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import colors\n",
        "import glob\n",
        "from astropy.io import fits # Pour ouvrir et manipuler les données\n",
        "from scipy.ndimage import rotate # Pour la rotation des images\n",
        "from scipy.optimize import curve_fit # Pour la régression linéaire\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Définition de quelques fonctions utiles de manipulation des images (le détail de leur fonctionnement ne fait pas partie du DM, cette cellule est à part)"
      ],
      "metadata": {
        "id": "cBHbhVUjP9wz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Fonctions importées de la librairie CASTOR (créée pour la coupole d'Orsay par Gabriel Pelouze)\n",
        "\n",
        "from copy import deepcopy\n",
        "from tqdm import tqdm\n",
        "from scipy.signal import fftconvolve\n",
        "\n",
        "def align_images(Img, img_ref=0, xaxis=True, yaxis=True,\n",
        "                 gauss=True, sigma=0.5):\n",
        "    '''Align a series of image relatively to the img_ref,\n",
        "    along the x and y-axis.\n",
        "    Parmeters\n",
        "    =========\n",
        "    Img : 3D ndarray\n",
        "        The array of 2D spectra (images) to align.\n",
        "    img_ref : int (default: 0)\n",
        "        The index of the image taken as a reference.\n",
        "    xaxis : bool (default: True)\n",
        "        Enable x-axis alignment.\n",
        "    yaxis : bool (default: True)\n",
        "        Enable y-axis alignment.\n",
        "    gauss : bool (default: True)\n",
        "        If True, the images are convolve with a 2D gaussian\n",
        "        to reduce the effects of sharpy edges.\n",
        "    sigma : float (default : 0.5)\n",
        "        If gauss=True, the standard deviation of the use gaussian.\n",
        "    Returns\n",
        "    =======\n",
        "    Img_align : 3D ndarray\n",
        "        The aligned array of 2D spectra.\n",
        "    '''\n",
        "    N, Ysize, Xsize = Img.shape\n",
        "    Img2 = deepcopy(Img)\n",
        "    # Gaussian convolution\n",
        "    if gauss:\n",
        "        X, Y = np.linspace(-1, 1, Xsize), np.linspace(-1, 1, Ysize)\n",
        "        G = gauss2d(X, Y, 1, 0, 0, sigma, sigma)\n",
        "        for i in range(N):\n",
        "            Img2 *= G\n",
        "    # Shift determination using FFT convolution\n",
        "    ref = Img2[img_ref]\n",
        "    x_dith, y_dith = np.zeros(N, dtype=int), np.zeros(N, dtype=int)\n",
        "    for i in tqdm(range(N)):\n",
        "        x_dith[i], y_dith[i] = cross_correlation(ref, Img2[i])\n",
        "    if not xaxis:\n",
        "        x_dith[:] = 0\n",
        "    if not yaxis:\n",
        "        y_dith[:] = 0\n",
        "    # Creation of a new set of images, with new dimensions\n",
        "    x0 = np.max(np.abs(x_dith))\n",
        "    y0 = np.max(np.abs(y_dith))\n",
        "    Xnew = Xsize + 2*x0\n",
        "    Ynew = Ysize + 2*y0\n",
        "    Img_align = np.zeros((N, Ynew, Xnew))\n",
        "    # Alignement\n",
        "    for i in range(N):\n",
        "        Img_align[i, y0+y_dith[i]:y0+Ysize+y_dith[i], x0+x_dith[i]:x0+Xsize+x_dith[i]] = Img[i]\n",
        "    # Output\n",
        "    return Img_align\n",
        "\n",
        "\n",
        "\n",
        "def gauss2d(x, y, a, x0, y0, sigmax, sigmay):\n",
        "    '''Compute a 2D gaussian on a grid generated from the\n",
        "    input x and y arrays.\n",
        "    G = a * exp( -(x-x0)**2/(2*sigmax**2) - (y-y0)**2/(2*sigmay**2) )\n",
        "    Parameters\n",
        "    ==========\n",
        "    x : 1D ndarray\n",
        "        The x-axis values.\n",
        "    y : 1D ndarray\n",
        "        The y-axis values.\n",
        "    a : float\n",
        "        The amplitude of the gaussian.\n",
        "    x0 : float\n",
        "        The x-coordinate of the gaussian center.\n",
        "    y0 : float\n",
        "        The y-coordinate of the gaussian center.\n",
        "    sigmax : float\n",
        "        The standard deviation along the x-axis.\n",
        "    sigmay : float\n",
        "        The standard deviation along the y-axis.\n",
        "    Returns\n",
        "    =======\n",
        "    G : 2D ndarray\n",
        "        The 2D gaussian computed of the (x, y) grid.\n",
        "    '''\n",
        "    X, Y = np.meshgrid(x, y)\n",
        "    G = a * np.exp( -(X-x0)**2/(2*sigmax**2) - (Y-y0)**2/(2*sigmay**2) )\n",
        "    return G\n",
        "\n",
        "def cross_correlation(img1, img2):\n",
        "    '''Determine the shift along the x and y axis between the two input\n",
        "    2D images, using a 2D FFT convolution.\n",
        "    Parameters\n",
        "    ==========\n",
        "    img1 : 2D ndarray\n",
        "        The reference 2D spectrum.\n",
        "    img2 : 2D ndarray\n",
        "        The 2D spectrum to align\n",
        "    Returns\n",
        "    =======\n",
        "    x_dith : int\n",
        "        The shift along the x-axis in pixels.\n",
        "    y_dith : int\n",
        "        The shift along the y-axis in pixels.\n",
        "    '''\n",
        "    ysize, xsize = img1.shape\n",
        "    corr = fftconvolve(img1, img2[::-1, ::-1], mode='same')\n",
        "    y_dith, x_dith = np.where(corr == np.max(corr))\n",
        "    x_dith = int(x_dith) - xsize//2\n",
        "    y_dith = int(y_dith) - ysize//2\n",
        "    return x_dith, y_dith"
      ],
      "metadata": {
        "id": "mpkLFOIERJ8n"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5UOoZ1CVyboQ"
      },
      "source": [
        "# Lecture des données\n",
        "\n",
        "Les prochaines lignes permettent d'accéder aux images de science, de Dark, de calib et potentiellement de Flats, pour les lire et récupérer les données sous forme d'array numpy.\n",
        "\n",
        "Les chemins doivent prendre la forme `chemin/vers/les/fichiers/*`, l'astérique servant à signifier que vous récupérez tous les fichiers à l'intérieur du dossier qui vous intéresse.\n",
        "\n",
        "**Vous pouvez copier le chemin vers vos données depuis le menu déroulant sur la gauche en cliquant sur les 3 points veritcaux à la droite de votre dossier. Les fichiers que vous avez copiés sur votre Google Drive sont dans le répertoire /content/drive/MyDrive/Colab Notebooks**\n",
        "\n",
        "Dans la cellule ci-dessous, vous pourrez trouver trois boucles `for` (une pour chaque type de donnée, quatre si vous utilisez le flat), ainsi que des tableaux `XXX_cube`:\n",
        "\n",
        "* Les boucles `for` parcourent tous les fichiers présents dans le chemin fourni, en les triant dans l'ordre alphanumérique, et en fournissant une variable \"compteur\" et une variable \"nom de fichier\" à la boucle `for`.\n",
        "* Les tableaux `XXX_cube` contiennent 3 dimensions selon lesquelles sont stockées les données : (n,l,c) où n est le numéro de l'image dans la série d'acquisitions, l la dimension des lignes de l'image et c la dimension des colonnes de l'image."
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "science_path = \"\" # Chemin vers les données de science\n",
        "dark_path = \"\" # Chemin vers les dark\n",
        "flat_path = \"\" # Chemin vers les flat (si nécessaire)\n",
        "calib_path = \"\" # Chemin vers les calibs\n",
        "\n",
        "science_cube = []\n",
        "dark_cube = []\n",
        "flat_cube = []\n",
        "calib_cube = []\n",
        "\n",
        "for i, file in enumerate(sorted(glob.glob(science_path))):\n",
        "    hdu = fits.open(file)\n",
        "    image = hdu[0].data\n",
        "    science_cube.append(image)\n",
        "\n",
        "science_cube = np.asarray(science_cube, dtype=np.float64)\n",
        "\n",
        "for i, file in enumerate(sorted(glob.glob(dark_path))):\n",
        "    hdu = fits.open(file)\n",
        "    image = hdu[0].data\n",
        "    dark_cube.append(image)\n",
        "\n",
        "dark_cube = np.asarray(dark_cube, dtype=np.float64)\n",
        "\n",
        "for i, file in enumerate(sorted(glob.glob(flat_path))):\n",
        "    hdu = fits.open(file)\n",
        "    image = hdu[0].data\n",
        "    flat_cube.append(image)\n",
        "\n",
        "flat_cube = np.asarray(flat_cube, dtype=np.float64)\n",
        "\n",
        "for i, file in enumerate(sorted(glob.glob(calib_path))):\n",
        "    hdu = fits.open(file)\n",
        "    image = hdu[0].data\n",
        "    calib_cube.append(image)\n",
        "\n",
        "calib_cube = np.asarray(calib_cube, dtype=np.float64)"
      ],
      "metadata": {
        "id": "uQzzz3qP0iJY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WU8maELvyboS"
      },
      "source": [
        "### Visualisation\n",
        "\n",
        "Afin d'améliorer la visualisation des contrastes des images, vous pourrez spécifier des mots-clef `vmin` et `vmax` à l'intérieur des `plt.imshow()`.\n",
        "Sans spécifier ces seuils vous risquez de vous retrouver avec des images entièrement blanches, noires, ou saturées."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "F6fYZEhxyboT",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "d9b60e10838247d5bd4a9117140c77af",
            "b7ab52450864494484c9e76099e3e23e",
            "0998dfa7b0224fdab95a2612b31ef686",
            "b486db88ac024451adb9a632101be7fe"
          ]
        },
        "outputId": "414fa921-07ac-4436-ac31-5f78dc0772d8"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 1\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d9b60e10838247d5bd4a9117140c77af"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ],
      "source": [
        "%matplotlib ipympl\n",
        "\n",
        "plt.figure(1)\n",
        "plt.clf()\n",
        "plt.imshow(science_cube[0], interpolation=None, origin='lower', cmap='Greys_r') #vmin = , vmax =\n",
        "plt.title('First science image')\n",
        "plt.colorbar()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib ipympl\n",
        "\n",
        "plt.figure(2)\n",
        "plt.clf()\n",
        "plt.imshow(dark_cube[0], interpolation=None, origin='lower', cmap='Greys_r')\n",
        "plt.title('First Dark image')\n",
        "plt.colorbar()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "WU81JW4VUK31",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "fcdb3866ea834b3b87d4dd3afa26c521",
            "e7164d9f8c664afba7e058eb88c65489",
            "05ca26bdfa6945a29b3394a75d80efea",
            "91ba161f516a49a3be269b1da91470e6"
          ]
        },
        "outputId": "8b375a4a-b7c1-48a8-9c53-65833eccaf30"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 2\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fcdb3866ea834b3b87d4dd3afa26c521"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib ipympl\n",
        "\n",
        "plt.figure(3)\n",
        "plt.clf()\n",
        "plt.imshow(flat_cube[0], interpolation=None, origin='lower', cmap='Greys_r')\n",
        "plt.title('First flat image')\n",
        "plt.colorbar()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "3NX5rppyULF7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "0eb93643fbf14d7f9fb97cf3dc8a2ae4",
            "ee7d4f93419c4365aab69266293b0fa1",
            "d2cb604e03ab4bb684db3c0a076a9b7e",
            "7c1cc9c945534a2e8c022e60b31b3a45"
          ]
        },
        "outputId": "cc16a733-fb67-4497-d2ff-94bebc3bf9ef"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 3\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0eb93643fbf14d7f9fb97cf3dc8a2ae4"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J_ZuUapOyboU"
      },
      "source": [
        "# Réduction des données\n",
        "\n",
        "Dans cette section, le but est de réduire les données brutes de science, pour parvenir à des données exploitables scientifiquement.\n",
        "\n",
        "Une image dite réduite, $I_{corr}$ ici, est l'image brute, $I_{brute}$, à laquelle on soustrait d'abord la moyenne (temporelle) des images de dark, $<I_{Dark}>$, qu'on nomme aussi master dark.\n",
        "\n",
        "Quand les images de flat sont de qualtié suffisante, c'est qui est le cas pour ce DM, on divise la résultat de la soustraction par la moyenne (temporelle) des images de flat, $<I_{flat}>$.\n",
        "\n",
        "On l'appelle master flat: $MF=<I_{flat}>$\n",
        "\n",
        "\n",
        "Et on normalise en divisant par la moyenne sur les pixels (donc spatiale cette fois) du master flat : $\\overline{MF}$.\n",
        "\n",
        "La formule complète, que vous pouver retrouver en annexe A.3 du poly de TP,   est donc la suivante :\n",
        "\n",
        " $I_{corr}=\\frac{I_{brute}-<I_{Dark}>}{MF/\\overline{MF}}$\n",
        "\n",
        " Les cellules ci-dessous sont la traduction de ces équations"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pJV2HITHyboV"
      },
      "outputs": [],
      "source": [
        "master_dark = np.mean(dark_cube, axis=0) #Le master dark, c'est une image\n",
        "\n",
        "reduced_science_cube = np.zeros(np.shape(science_cube))\n",
        "for i in range(science_cube.shape[0]):\n",
        "    reduced_science_cube[i,:,:] = science_cube[i,:,:] - master_dark #On soustrait le master dark aux images brutes\n",
        "\n",
        "master_flat = np.mean(flat_cube , axis=0) #Le master flat, c'est une image\n",
        "\n",
        "spatial_mean=np.mean(master_flat) #La moyenne spatiale du master flat, c'est l'intensité moyenne sur les pixels c'est donc un nombre.\n",
        "\n",
        "normalized_master_flat = master_flat/spatial_mean #On divise le master flat par sa valeur moyenne pour normaliser l'intensité, c'est une image\n",
        "\n",
        "\n",
        "for i in range(science_cube.shape[0]):\n",
        "    reduced_science_cube[i,:,:] = reduced_science_cube[i,:,:]/normalized_master_flat #C'est la deuxième partie de l'équation de l'énoncé, on l'utilise quand nos données de flat sont de qualité.\n",
        "    #reduced_science_cube est une liste d'image\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VUbkCjyRyboW"
      },
      "source": [
        "### Visualisation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IxdDAd-zyboX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "d6ea8b9cf1274c048de1dac38463fc2d",
            "c2d3bec37afa469482b3b24585c3d026",
            "a993e6051ec043b4bd71cda0a5428195",
            "000e2139edb94dac9b1ce256f96ddaa5"
          ]
        },
        "outputId": "2648cce8-6972-43e1-fe45-56701984ee29"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 4\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d6ea8b9cf1274c048de1dac38463fc2d"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ],
      "source": [
        "%matplotlib ipympl\n",
        "\n",
        "plt.figure(4)\n",
        "plt.clf()\n",
        "plt.imshow(reduced_science_cube[0,:,:], interpolation=None, origin='lower', cmap='Greys_r')#, vmin =  , vmax =\n",
        "# Essayer de modifier le premier indice du cube pour tester.\n",
        "plt.title('First reduced image')\n",
        "plt.colorbar()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QaWfRxOByboX"
      },
      "source": [
        "# Rotation des spectres\n",
        "\n",
        "Le plus souvent, les spectres que vous obtiendrez en sortie de la réduction seront inclinés. Etant donné que votre but sera d'analyser des spectres, cela sera plus simple s'il suffit de récupérer une ligne dans un tableau numpy pour faire ce travail. Il faudra donc faire tourner l'image selon un angle que vous aurez déterminé pour que le spectre soit horizontal.\n",
        "\n",
        "Pour pouvoir étalonner facilement les spectres, il faut faire cette démarche avec l'image de calibration également.\n",
        "\n",
        "L'angle optimal de rotation peut être déterminé à l'aide de DS9. Attention l'angle optimal pour la rotation par python est l'opposé de l'angle donné par DS9 $\\theta_{opt, python} = - \\theta_{opt, DS9}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Vr2aWExnyboY"
      },
      "outputs": [],
      "source": [
        "### Données de science ###\n",
        "\n",
        "rotated_cube = []\n",
        "rotation_angle = # Angle en degrés à déterminer à l'aide de DS9 pour mettre le spectre horizontal.\n",
        "for i in range(reduced_science_cube.shape[0]):\n",
        "    rotated_cube.append(rotate(reduced_science_cube[i,:,:], rotation_angle))\n",
        "rotated_cube = np.asarray(rotated_cube)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "szXQuySryboZ"
      },
      "source": [
        "### Visualisation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5d7M2wVXyboa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "c4fc3907bbae4f03979b20ea09021d34",
            "0514549dd1534a8fbcd41174bec7b626",
            "356e51000fc448478ee21e41c7ea037c",
            "bcf3f592518743e293d85507de0ebeff"
          ]
        },
        "outputId": "cc0f5cff-6810-428e-89c6-7e749f3f900d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 5\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c4fc3907bbae4f03979b20ea09021d34"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ],
      "source": [
        "%matplotlib ipympl\n",
        "\n",
        "### Données de science ###\n",
        "\n",
        "plt.figure(5)\n",
        "plt.clf()\n",
        "plt.imshow(rotated_cube[0,:,:], interpolation=None, origin='lower', cmap='Greys_r') #, vmin =  ,  vmax = )\n",
        "plt.title('First reduced science image rotated')\n",
        "plt.colorbar()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Augmentation du rapport signal sur bruit: alignement des images avant stacking\n",
        "\n",
        "Lors de l'acquisition de données, notre but est de recueillir le plus de signal possible de l'objet à étudier. On mesure la qualité de l'acquisition avec le rapport signal sur bruit ( SNR : Signal to Noise Ratio, voir section 3.1 du poly de TP), c'est-à-dire le ratio de tous les électrons captés sur les électrons associés au bruit.\n",
        "\n",
        "Par définition, si on a N électrons, on aura $\\sqrt N$ électrons (voir l'annexe 1.3 du poly) de bruit donc on a $SNR=\\frac{N}{\\sqrt N} ∝ \\sqrt N$. Le nombre d'électrons détectés étant proportionnel au temps d'exposition, plus le temps d'exposition sera long, plus le signal scientifique ressortira du bruit. Mais le temps d'acquisition unitaire étant limité (cf. poly de TP), il est également utile d'acquérir plusieurs images au même temps de pose puis de les sommer pour faire augmenter le SNR. Le problème est que la source va légèrement se déplacer sur l'image au cours du temps, il est donc nécessaire d'aligner les images entre elles avant de les sommer, ce que fait la ligne de code ci-dessous.\n"
      ],
      "metadata": {
        "id": "9lGdmnm12x-A"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "aligned_rotated_cube=align_images(rotated_cube)"
      ],
      "metadata": {
        "id": "GK6YMvjIvq7a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f3d06660-edb3-4796-dda9-536dfee2e011"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 6/6 [00:10<00:00,  1.75s/it]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4t62yeQ1usTy"
      },
      "source": [
        "# Définition de la zone du spectre\n",
        "\n",
        "On va ensuite chercher la zone contenant le signal significatif du spectre  dans les spectres alignés. Pour cela on effectue une coupe verticale (dimension spatiale de l'image, perpendiculaire au spectre) dans l'image, on repère la zone d'intérêt et les zones qui ne sont que du bruit. Un critère quantitatif permettant de déterminer ces limites pourrait être l'écart-type.\n",
        "\n",
        "Afin d'augmenter encore le SNR on va également moyenner le signal dans chaque image sur quelques lignes dans la zone d'intérêt.\n",
        "\n",
        " **Attention** pour les sujets portant sur des objets spatialement résolus (ex: Lune, Géantes), la dimension spatiale du spectre contient aussi une information, il ne faut donc pas moyenner les lignes. Ce n'est pas le cas pour le DM (les étoiles sont des objets non-résolus avec notre matériel, ormis le Soleil évidemment)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(6)\n",
        "plt.clf()\n",
        "for i in range(len(aligned_rotated_cube[:,0,0])):\n",
        "   plt.plot(aligned_rotated_cube[i,:,1],label='sci '+str(i+1),lw=1) # 1 à modifier\n",
        "plt.legend()\n",
        "plt.show()\n",
        "plt.ylabel('Arbitrary intensity')\n",
        "plt.xlabel('Line arrays index')\n",
        "plt.title('Vertical cut')"
      ],
      "metadata": {
        "id": "FzXbWI__WQkQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 586,
          "referenced_widgets": [
            "83bf45e6fff6440d956c43c0931549c4",
            "99d9c52262f542578ce3ed01bff903a3",
            "4bdf2d61906241a6a9cb75b7ced74f5a",
            "ad3391319ab0459dbb557508635b8bd8"
          ]
        },
        "outputId": "95b7c2f8-6137-48f5-9b9b-9736d8dec7e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 6\n",
              "                </div>\n",
              "                <img 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7+/SVAUEWmtkG3wuFzgNDPSZxzmbBjL9V/bwb/KcmLfOZFOVlpayqWXXsq9997LBRdcQHV1NW+99VbkDN6sWbOYNm0ad999N+PHj6eyspLFi9t3Paxt2zz33HPU1tYycuTIaO5G3Oh2AfBrX/sajz76KJ9++ilHHXUUH3zwAW+//Tb3338/ABs3bqSsrIwxY8ZE3pORkcGIESNYunQpl1xyCUuXLiUzMzMS/gDGjBmDy+WipKSECy64gKVLl3L66afj9XojZcaNG8c999zD7t27ycrK2q9vDQ0NNDTsXcS1qqqqM34FInKICjkGj9uK3PatqfDSL2kpyVhoDUBpu/pQPRsrN8a83f4Z/UnyJLVYrrS0lFAoxIUXXkhRUREAxcXFke133HEHN954I9ddd13kteHDh7epL6tWrWLkyJH4/X5SU1N54YUXGDJkSJvqkLBuFwB/9rOfUVVVxaBBg3C73di2zW9/+1smTZoEQFlZGQB5eXlN3peXlxfZVlZWRm5ubpPtHo+HHj16NCnTv3///erYs625AHjXXXfxq1/9Kgp7KSKHo5Dt4HG5cNn+/TeaEACFJUsIZo2Occ/kcLCxciMXv3JxzNt95pvPMCS75ZA1bNgwRo8eTXFxMePGjWPs2LFMnDiRrKwsysvL2bp1K6NHd+zv/tFHH837779PZWUlzz//PJMnT2bhwoUKge3Q7QLgs88+y5NPPslTTz0VOS17/fXXU1hYyOTJk7u0b7feeivTpk2LPK+qqqJPnz5d2CMR6U6CjsHjskiqL8XvbrrNEA6A6Zu/IJiuySDSdv0z+vPMN5/pknZbw+12M2/ePJYsWcLcuXOZOXMmt912GyUlJeTkROeyB6/Xy4ABAwA48cQTWb58OX/4wx945JFHolJ/POl2AfDmm2/mZz/7GZdccgkQHj7+4osvuOuuu5g8eTL5+fkAbNu2jYKCgsj7tm3bxnHHHQeEZxKVl5c3qTcUCrFr167I+/Pz89m2bVuTMnue7ynzVT6f76AzlEQkvtmOg8dt4bB/wLMaD7cuDEFbE0Gk7ZI8Sa0aietKlmUxatQoRo0axfTp0ykqKuKFF15g2rRp9OvXj/nz53PWWWdFrT3HcZpcmiWt1+1mAdfV1eFyNe2W2+3Gabyoun///uTn5zN//vzI9qqqKkpKSiIXgo4cOZKKigpWrlwZKfPGG2/gOA4jRoyIlFm0aBHBYDBSZt68eRx99NHNnv4VEWlJeBKIhXHvf42fMeEvKbdlCGo5GDkMlZSUcOedd7JixQo2bdrEv//9b7Zv387gwYMBuP3227nvvvt48MEHWbduHe+++26TFT5acuutt7Jo0SI+//xzVq1axa233sqCBQsil4hJ23S7EcBzzz2X3/72t/Tt25ehQ4fy3nvvcf/993PFFVcA4f9dXH/99dxxxx0MHDiQ/v3784tf/ILCwkLOP/98AAYPHszZZ5/ND3/4Qx5++GGCwSBTp07lkksuobCwEIDvfOc7/OpXv+LKK6/kpz/9KR999BF/+MMfeOCBB7pq10XkEBeeBOLCNDMCaOwyHLuCkJWoACiHpfT0dBYtWsSMGTOoqqqiqKiI++67L7K48+TJk/H7/TzwwAPcdNNN5OTkMHHixFbXX15ezne/+11KS0vJyMjg2GOP5fXXX+cb3/hGZ+3SYa3bBcCZM2fyi1/8gh//+MeUl5dTWFjI1VdfzfTp0yNlbrnlFmpra7nqqquoqKjg1FNPZc6cOSQmJkbKPPnkk0ydOpXRo0fjcrm46KKLePDBByPbMzIymDt3LlOmTOHEE08kJyeH6dOnawkYEWm38CSQ5k8BAxh7ByErmaBtMMZgWZoNLIePwYMHM2fOnIOWufrqq7n66qub3bbvDR+a89e//rXdfZP9Waal37gcUFVVFRkZGVRWVpKent7V3RGRLnbbC6v4YEsFE95+mjq+2G97Qso3OTHwHpN6/z/W/XY8Ce5udxWOdAN+v5+NGzfSv3//JgMb0jYH+z3q+7sbXgMoInKoCtmG7Hpo8KbicmeTEvjqWqEGV+PooE4Di0hXUgAUEYmSoO1w0rpy7MDHGCzS/TuaFjA2njUbAPh4qxaSF5GuowAoIhIl1Q0h7IYPADD2bkzjJX5W45U2BhtjhRcIvOOV1V3SRxERUAAUEYmaan+QyGHVavwBfEEbjAEcVpxwM4k04HZpAoiIdB0FQBGRKKn2h8DacwuQUGQE0FjgMoCxMS43va3teFw6/IpI19ERSEQkSqr8wcgdP4xl4ewJgIDjsgjVLwDglM0fc2RuStd0UkQEBUARkagJjwCGD6vBTJvayMoTe0/3OqEyJq2YR/8cBUAR6ToKgCIiUWCMoaY+RHi8z011gcXsMS4aEhoYsnV7pFyg+ikA3Q9YRLqUAqCISBQ0hBxwDBgHLB91CUHqEi3++Y0yCitq9ysfUgAUacKyLF588cWu7kbcUAAUEYmCkGMaD6gGcBEI+Q9Q0mosr4WgRfZVWloauW9wS+6++24sy+L666/v3E4dxhQARUSiwLYNbgN24BMwAULVFZFtfWfP3qdk4zWCGgEUaSI/Px+fz9diueXLl/PII49w7LHHxqBXhy8FQBGRKAg5Dh5jY5zdQIC1vQ3nDzifX5zyC1JOGcHgL/fcFcTCACHdCk4OQ88//zzFxcUkJSWRnZ3NmDFjqK3dewnEY489xtChQ/H5fBQUFDB16tTIttacAq6pqWHSpEn8+c9/Jisrq7N2Iy4oAIqIRIHtGDz7DOrtyrAYVTiKbx/9bQAca+9M4NWDv0dAAVAOM6WlpVx66aVcccUVrFmzhgULFnDhhRdiGu+EM2vWLKZMmcJVV13FqlWrePnllxkwYECb2pgyZQoTJkxgzJgxnbELccXT1R0QETkcBGwHt2l6WjfNmxZ5XNMjqfFRiNIeBRRv+RdwTOw6KIc8p76ehg0bYt6u74gjcCUltViutLSUUCjEhRdeSFFREQDFxcWR7XfccQc33ngj1113XeS14cOHt7ofTz/9NO+++y7Lly9vQ+/lQBQARUSi4M7/rsFD0wCYnZQdebzh1CPwrSgDIFDzLOdtWAL8MpZdlENcw4YNfH7RxJi32+9fz5M0dGiL5YYNG8bo0aMpLi5m3LhxjB07lokTJ5KVlUV5eTlbt25l9OjR7erD5s2bue6665g3bx6JiYktv0FapAAoIhIF/11VRu99RgBHFIzg6KyjI89d3oQm5R1b9wKWtvEdcQT9/vV8l7TbGm63m3nz5rFkyRLmzp3LzJkzue222ygpKSEnJ6dDfVi5ciXl5eWccMIJkdds22bRokX88Y9/pKGhAbfbfZAa5KsUAEVEomTfawDPPeJcrH2u++t5xglULNkceW4cBUBpG1dSUqtG4rqSZVmMGjWKUaNGMX36dIqKinjhhReYNm0a/fr1Y/78+Zx11lltrnf06NGsWrWqyWvf//73GTRoED/96U8V/tpBAVBEJEpc7J3Ykehpeprqe8dewX1pn+Ou/gAAY1vUB2ySvPriksNDSUkJ8+fPZ+zYseTm5lJSUsL27dsZPHgwALfffjvXXHMNubm5jB8/nurqahYvXsy1117bYt1paWkcc0zTa2ZTUlLIzs7e73VpHQVAEZEo8exzCjjJ0/SiebfLzZYhLopKws9LQoOY9+pq7rygGJHDQXp6OosWLWLGjBlUVVVRVFTEfffdF1ncefLkyfj9fh544AFuuukmcnJymDgx9tc0SpgCoIhIlLgbJ4EEfPX7BUCAkNln6RcHtlUe6G4hIoeewYMHM2fOnIOWufrqq7n66qub3WZM2xZHX7BgQZvKS1NaB1BEJEo8TvgLzO/1NxsA7X0CYDCUQWqi/g8uIl1DAVBEJEr2XM1nu2wS3fsvVTGu6Oy9T4yHNAVAEekiCoAiIlHw7ZN6426cBBJyOSQl7D8CWJRWFHlsGzdpiQn7lRERiQUFQBGRKLCw6JPqBSDobn4EcN9LnHa5LFI0A1hEuogCoIhIFAQdhxNrwreost2m2WsAmyRAo8OviHQdHYFERDqoIWTz73e/JGV9NQAh9/7rAAI4+0wCdhkPIadtsx5FRKJFAVBEpIN21AQAaPBlAOERQJe1/+E1o+feUUHLcWMrAIpIF1EAFBHpIKcxyDlWeFZvii+l2XJHnZwXeeypcGsEUES6jAKgiEgH+YM2Fg6OK3xIHVY4vNly+94bGNtNyHaaLSci0tkUAEVEOqg+aJOCH8cVntXrNlYL7wDb8rDii92d3TWRQ4ZlWbz44otd3Y24oQAoItJB9QEbFw52Y+7ztuLQartdvLeponM7JnIIKS0tjdw3uDm33347lmU1+Rk0aFAMe3h40TL0IiIdVBe08eDguAAH3In7zwD+qp2+7U2XhRGJc/n5+S2WGTp0KP/73/8izz0exZj20gigiEgH+QM2XieIQzjQNQw/8KjEmVf9CACPSaI4r/nJIiKHqueff57i4mKSkpLIzs5mzJgx1NbWRrY/9thjDB06FJ/PR0FBAVOnTo1sa80pYI/HQ35+fuQnJyens3blsKcAKCLSQfVBm9RQHbYrfA444SAjgMVnfgPjycSFF1coEKsuinS60tJSLr30Uq644grWrFnDggULuPDCCzGNI92zZs1iypQpXHXVVaxatYqXX36ZAQMGtKmNdevWUVhYyBFHHMGkSZPYtGlTZ+xKXNDYqYhIB9UHbRIJEnQFsIyF1+M7YNkEVwLGAseycAeDMeylHOqCAZuKsrqYt5uZn0xCK25bWFpaSigU4sILL6SoKHzf6+Li4sj2O+64gxtvvJHrrrsu8trw4c3PmG/OiBEjmD17NkcffTSlpaX86le/4rTTTuOjjz4iLS2tDXskoAAoItJh9QGb3sEqgoF3wQKP68CHVsuyMJaFsSA/VBrDXsqhrqKsjmfvXB7zdr/9f8Pp2bflgDVs2DBGjx5NcXEx48aNY+zYsUycOJGsrCzKy8vZunUro0ePbnc/9p0gcuyxxzJixAiKiop49tlnufLKK9tdb7xSABQR6aCA7XDk9r1fzAcLgABYhoDbJj1Y1ck9k8NJZn4y3/6/1o+YRbPd1nC73cybN48lS5Ywd+5cZs6cyW233UZJSUmnXKuXmZnJUUcdxfr166NedzxQABQR6SDbNlhm76LOHuvgh1Z3QwU2kF1Z2Mk9k8NJgtfdqpG4rmRZFqNGjWLUqFFMnz6doqIiXnjhBaZNm0a/fv2YP38+Z511VlTaqqmp4bPPPuPyyy+PSn3xRgFQRKSDbGOAvQEwwZ3QqvclBXp0Uo9EYq+kpIT58+czduxYcnNzKSkpYfv27QwePBgIr+N3zTXXkJuby/jx46murmbx4sVce+21rar/pptu4txzz6WoqIitW7fyy1/+ErfbzaWXXtqZu3XYUgAUEekgxzHsufdHeZa/5VPAe5iGTuuTSKylp6ezaNEiZsyYQVVVFUVFRdx3332Ra/cmT56M3+/ngQce4KabbiInJ4eJEye2uv4tW7Zw6aWXsnPnTnr27Mmpp57KsmXL6NmzZ2ft0mFNAVBEpINCjmHPHMmyHvUtngLewxgtAyOHj8GDBzNnzpyDlrn66qu5+uqrm91mWlgY/emnn25332R/WgdQRKSD7H2+uEIup8URwMr0xnUCjZaBEZGuoQAoItJBtr03ANpuu8VrALfmpTc+CnVir0REDkwBUESkg/YdAbQt0+IpYNsTPmFsjAKgiHQNBUARkQ5ynL0B0HGDz33gO4EAbM3YDIDPv71T+yUiciAKgCIiHRTaJwDaLkj0HPhewADb07aGy1JFRZ0mgohI7CkAioh0kLPPKWDHankEMOQOl7dweO2jsk7tm4hIcxQARUQ6yHaaBsCWRgAzE7P2lO7EXomIHJgCoIhIB+17CthxtTwCOOPrMwAXbk0CEZEuogAoItJB+04CqUgL4bIOfmjNS8kD3BgMxtEooIjEngKgiEgH2QY87gxS7HzuOndGi+XdlhvLsnBwsIzd+R0UOQRYlsWLL77Y1d2IGwqAIiIdZDsOjmNwG0hOSG6xfHiE0IXB4FIAFAGgtLQ0ct/gA/nyyy+57LLLyM7OJikpieLiYlasWBGjHh5edC9gEZEOCtkGyzhYhhZvAweNAdByYYxGAEX2yM/PP+j23bt3M2rUKM466yxee+01evbsybp168jKyjro+6R5GgEUEemgYMjGcbmwE1IJ2i3f39dluTBYGMtgaSKIHEaef/55iouLSUpKIjs7mzFjxlBbWxvZ/thjjzF06FB8Ph8FBQVMnTo1sq2lU8D33HMPffr04fHHH+fkk0+mf//+jB07liOPPLIzd+mwpQAoItJBbn8Dxtj4E3sSdFoOgG7LDRaNp4A1CUQOD6WlpVx66aVcccUVrFmzhgULFnDhhRdiGtfJnDVrFlOmTOGqq65i1apVvPzyywwYMKDV9b/88sucdNJJfOtb3yI3N5fjjz+eP//5z521O4c9nQIWEekgT7AOsMneuZpeqZNaLG9ZFgZwMKARQGmlYIOfXV9uiXm7PXr1JsF38LUtIRwAQ6EQF154IUVFRQAUFxdHtt9xxx3ceOONXHfddZHXhg8f3up+bNiwgVmzZjFt2jT+7//+j+XLl/OTn/wEr9fL5MmT27BHAgqAIiIdlhCsB+OQ2FBFv4x+LZZ3W26MK7wEzDHv/BRO/1/nd1IOebu+3MI/br0+5u1edtcM8o5oeaRu2LBhjB49muLiYsaNG8fYsWOZOHEiWVlZlJeXs3XrVkaPHt3ufjiOw0knncSdd94JwPHHH89HH33Eww8/rADYDgqAIiId5AvVAzZup3UTOlyWC2OBweHomuWd2zk5bPTo1ZvL7prRJe22htvtZt68eSxZsoS5c+cyc+ZMbrvtNkpKSsjJyelwPwoKChgyZEiT1wYPHsy//vWvDtcdjxQARUQ6KCHgB2xcrQyAbsuNYxkMDsaA1bndk8NEgi+xVSNxXcmyLEaNGsWoUaOYPn06RUVFvPDCC0ybNo1+/foxf/58zjrrrHbVPWrUKNauXdvktU8//TRyulnapltOAmlpnR9jDNOnT6egoICkpCTGjBnDunXrmtSxa9cuJk2aRHp6OpmZmVx55ZXU1NQ0KfPhhx9y2mmnkZiYSJ8+fbj33ntjsn8icnjJCW0HwOO07no+y7JwLIAQjumWh2GRNispKeHOO+9kxYoVbNq0iX//+99s376dwYMHA3D77bdz33338eCDD7Ju3TreffddZs6c2er6b7jhBpYtW8add97J+vXreeqpp3j00UeZMmVKZ+3SYa3bHXn2rPOTkJDAa6+9xurVq7nvvvuarPNz77338uCDD/Lwww9TUlJCSkoK48aNw+/3R8pMmjSJjz/+mHnz5vHKK6+waNEirrrqqsj2qqoqxo4dS1FREStXruR3v/sdt99+O48++mhM91dEDn3n+/8LgMtuwwigCzAhjAKgHCbS09NZtGgR55xzDkcddRQ///nPue+++yKLO0+ePJkZM2bwpz/9iaFDh/LNb35zv8Gbgxk+fDgvvPAC//znPznmmGP4zW9+w4wZM5g0qeWJV7I/y+yZn91N/OxnP2Px4sW89dZbzW43xlBYWMiNN97ITTfdBEBlZSV5eXnMnj2bSy65hDVr1jBkyBCWL1/OSSedBMCcOXM455xz2LJlC4WFhcyaNYvbbruNsrIyvF5vpO0XX3yRTz75pFV9raqqIiMjg8rKStLT06Ow9yJyKPrkxm/w6hYfx26u4BtL3m7Ve35z5bdIrvMw9Yj5+H5b3sk9lEOJ3+9n48aN9O/fn8TElmffSvMO9nvU93c3HAFsaZ2fjRs3UlZWxpgxYyKvZWRkMGLECJYuXQrA0qVLyczMjIQ/gDFjxuByuSgpKYmUOf300yPhD2DcuHGsXbuW3bt3N9u3hoYGqqqqmvyIiARM+DjibuUpYADjtsCE2OA6urO6JSJyQN0uAO5Z52fgwIG8/vrr/OhHP+InP/kJTzzxBABlZWUA5OXlNXlfXl5eZFtZWRm5ublNtns8Hnr06NGkTHN17NvGV911111kZGREfvr06dPBvRWRQ50xhoCdAMCS0zNb/z63C0yICnp0Us9ERA6s2wVAx3E44YQTuPPOOzn++OO56qqr+OEPf8jDDz/c1V3j1ltvpbKyMvKzefPmru6SiHQxf0OQYOMIIAltOKQmuIAQdkh3AhGR2Ot2AfBA6/xs2rQJ2Huz6G3btjUps23btsi2/Px8ysubXlMTCoXYtWtXkzLN1bFvG1/l8/lIT09v8iMi8a26roZg4wig42n9IdVO9AKGfeauiYjETLcLgC2t89O/f3/y8/OZP39+ZHtVVRUlJSWMHDkSgJEjR1JRUcHKlSsjZd544w0cx2HEiBGRMosWLSIY3Hvfznnz5nH00Uc3mXEsInIw5Tsr2WkXALDZ/2Xr35gYDo3+QHJndEtE5KC6XQBsaZ0fy7K4/vrrueOOO3j55ZdZtWoV3/3udyksLOT8888HwiOGZ599Nj/84Q955513WLx4MVOnTuWSSy6hsLAQgO985zt4vV6uvPJKPv74Y5555hn+8Ic/MG3atK7adRE5BFXW1OA3PgBsV+sXVbAbTxd/0XB6p/RLDn2Oo8sDOkK/v4PrdncC2bPOz6233sqvf/1r+vfvv986P7fccgu1tbVcddVVVFRUcOqppzJnzpwm07yffPJJpk6dyujRo3G5XFx00UU8+OCDke0ZGRnMnTuXKVOmcOKJJ5KTk8P06dObrBUoItISJ+Bna8UHAITcrX/fzlA1PQC7Wy3EJd2B1+vF5XKxdetWevbsidfrxbJ0v5jWMsYQCATYvn07LperyWofsle3WwfwUKJ1hERk0eK3WP7gPQAsH7KJp3/5Yaved/Ud3+eoVdtJSBnHpX+4ip5pvs7sphxiAoEApaWl1NXVdXVXDlnJyckUFBQ0GwD1/d0NRwBFRA4lTnDvLA6/tw2nnBIav5Qcm027ahUApQmv10vfvn0JhULYrbzDjOzldrvxeDwaOT0IBUARkQ4wwYbIY6cN3zXGGw58LmPTENS1SrI/y7JISEggISGhq7sih6FuNwlERORQYkJ7A6C7DTnO5Wkc8TM2DbYCoIjElgKgiEgH1NbVRh6723BFdX1mFVjJuAPbCGgxaBGJMQVAEZEO+M/KDZHHbTkF3JBViWX5cNk7FQBFJOYUAEVEOsBr9i4mP+S081r9PgsLLAuDIRjQ7UBEJLYUAEVEOiApFIo8vuO037b6fTnJORgsDBaWv6ITeiYicmAKgCIiHZASarlMc+4YdQdYFv7EHKjdHd1OiYi0QAFQRKQD0q3wKeCElHPb9L4MXwYuksE41G+o74yuiYgckAKgiEgHeCLrALbncGoBBqOFfkUkxhQARUTaKWQ7eEKNk0Cs9hxOXYCDIRDNbomItEgBUESkneqCNknOnlnA7rZXYDWOADoNLRYVEYkmBUARkXaqa7BJdMKzQKz2HE6NjRP8AkIaARSR2FIAFBFpp7pACONkh5+04xSwE/oCsDENWgdQRGJLAVBEpJ3qAjY7rVMan7XjFHAjKxBsuZCISBQpAIqItFN90CbT+RQA6+hd7a7HCSoAikhsKQCKiLRTbUMIywnfxzfh+PafxrV0DaCIxJgCoIhIO/mDNqbxsS8xud31mKDWARSR2FIAFBFpp/pAENOYAH3exPZXFNIpYBGJLQVAEZF2CvjrsU14GZik5LR212NsJ1pdEhFpFQVAEZF2CvrrCDoBwEVSSvsDoKVbwYlIjCkAioi0UyhQj2NsLDwkJSS1+f2+/1cMQMDOinbXREQOSgFQRKSdGgINOBjAwuf2tfn9rqTweyxHI4AiElueru6AiMihKlAXxHangN2+AGj5vOEHRgFQRGJLI4AiIu3krANMCCwviZ62zwJ2p4aXjjGNE0lERGJFAVBEpJ1M0MFgA652jQB608MTR5Ltyij3TETk4BQARUTaybGd8AggLhLdbR8B9Ph8gEXIaBkYEYktBUARkXZyHAewwbLIS8lr8/u31W3Dwk1I+U9EYkwBUESknYwTHgH0uDy4rLYfTpeXLQcsQhjMnluKiIjEgAKgiEg7GTuEE/oCqx3hD2BA5gDAwhgI2gqAIhI7CoAiIu1V+T4AtlPfrrffcOINgAsDBHQ7OBGJIQVAEZF22F0bwA75G5+1bx2/NG8aWBYYQ0AXAopIDCkAioi0Q2V9kF5Wx5ZvSXAlABYGBUARiS0FQBGRdjAAljv8xOVuVx2WZYGlACgisacAKCLSDrZjMFb4Th7eHoM6UJMrfArY1u3gRCR2FABFRNrBMYaQSQDAm9Gn/RU1jgA2BHU7OBGJHQVAEZF2sB2DCZ8IxmrnKeAwC2MZgoFAdDomItIKCoAiIu1gOwaCFgCWpwMB0LLAOAQb2reUjIhIeygAioi0g2MMpiH82HJ72l2PZbkwGIK1u6PUMxGRlikAioi0Q3gSSPgQ2kCw/RVZFuDg3vlpdDomItIK7f9vq4hIHHOMwWARvoav/fUYu46gqSdh59qo9U1EpCUaARQRaQfbAWOFA6DTgSOpscPX/vn9/hZKiohEjwKgiEg7uKu/jATAUBSOpEG/ZgGLSOwoAIqItIMVqMYTqgcsBgwv7HB9gUBDxzslItJKCoAiIu0RrMflBLCMYcIZZ7a7Grc3KVxdQwcmkoiItJECoIhIO1ihOmpSe0VmArdXbkouAMHNWgdQRGJHAVBEpB2s+mrAAasjdwGB9IoyAOyqDkwlFhFpIwVAEZH2qK8BA8ayO1RNgh0+9RsyOhyLSOzoiCMi0g6ffrED41RgOR27dm/X144EwHZpWVYRiR0FQBGRdlj12U7swEcdrqfmlIEAOB1ZTVpEpI0UAEVE2sHnONGpx5cIgGMrAIpI7CgAioi0w5XW64CFneTtUD0JnvD7TccuJRQRaRNddCIi0g5uLLC8hHqmdqiearsWANvRCKCIxI5GAEVE2qE+6AHTgJPQsWVgqkPVANhYGGOi0TURkRYpAIqItMOHtVkAuEIdO3d76eDvAGBhEbCjc12hiEhLFABFRNohxRUOa8H89A7V43V7CR+KXfgDCoAiEhsKgCIi7bDnxK+dldShejyWB7AwuGiwNRNERGJDAVBEpB1sJxwBE5I6FgAT3AkYy41xbPz+ji0qLSLSWgqAIiLtYGMBFr7E5A7V43F5MK4EHGwClZXR6ZyISAu6fQC8++67sSyL66+/PvKa3+9nypQpZGdnk5qaykUXXcS2bduavG/Tpk1MmDCB5ORkcnNzufnmmwmFQk3KLFiwgBNOOAGfz8eAAQOYPXt2DPZIRA4HjhO+bi8xuWPLwHiscAC0rRDB2rrodE5EpAXdOgAuX76cRx55hGOPPbbJ6zfccAP/+c9/eO6551i4cCFbt27lwgsvjGy3bZsJEyYQCARYsmQJTzzxBLNnz2b69OmRMhs3bmTChAmcddZZvP/++1x//fX84Ac/4PXXX4/Z/onIoclxDNUmCXCTmNixU8BulxtcPhq8iQSrKqLSPxGRlnTbAFhTU8OkSZP485//TFZWVuT1yspK/vrXv3L//ffz9a9/nRNPPJHHH3+cJUuWsGzZMgDmzp3L6tWr+cc//sFxxx3H+PHj+c1vfsNDDz1EIBAA4OGHH6Z///7cd999DB48mKlTpzJx4kQeeOCBLtlfETl0BB0HYyywXCQkdOxOIABek4Nx/NTtqolC70REWtZtA+CUKVOYMGECY8aMafL6ypUrCQaDTV4fNGgQffv2ZenSpQAsXbqU4uJi8vLyImXGjRtHVVUVH3/8caTMV+seN25cpI7mNDQ0UFVV1eRHROJP0DaE12x24XF3bCFoAKxEMH6CtbUdr0tEpBW65a3gnn76ad59912WL1++37aysjK8Xi+ZmZlNXs/Ly6OsrCxSZt/wt2f7nm0HK1NVVUV9fT1Jzczsu+uuu/jVr37V7v0SkcNDMORgGzfRC4AJGBOkvlojgCISG91uBHDz5s1cd911PPnkkyQmJnZ1d5q49dZbqaysjPxs3ry5q7skIl0gaDts8x6HZblJ8CR0uD7LSgCC1NdoBFBEYqPbBcCVK1dSXl7OCSecgMfjwePxsHDhQh588EE8Hg95eXkEAgEqKiqavG/btm3k5+cDkJ+fv9+s4D3PWyqTnp7e7OgfgM/nIz09vcmPiMSf7V+sBhzAhccbhRFAEsCECDYEolCXiEjLul0AHD16NKtWreL999+P/Jx00klMmjQp8jghIYH58+dH3rN27Vo2bdrEyJEjARg5ciSrVq2ivLw8UmbevHmkp6czZMiQSJl969hTZk8dIiIHsn3LehyzHcvY+BI7PgKIlQDY2AEFQBGJjW53DWBaWhrHHHNMk9dSUlLIzs6OvH7llVcybdo0evToQXp6Otdeey0jR47klFNOAWDs2LEMGTKEyy+/nHvvvZeysjJ+/vOfM2XKFHw+HwDXXHMNf/zjH7nlllu44ooreOONN3j22Wd59dVXY7vDInLIeeStzznZuLFMCI+r44dRywrXYWsEUERipNsFwNZ44IEHcLlcXHTRRTQ0NDBu3Dj+9Kc/Rba73W5eeeUVfvSjHzFy5EhSUlKYPHkyv/71ryNl+vfvz6uvvsoNN9zAH/7wB3r37s1f/vIXxo0b1xW7JCKHEMe4sHBjGdN4L9+OCp9GdkK6FZyIxMYhEQAXLFjQ5HliYiIPPfQQDz300AHfU1RUxH//+9+D1nvmmWfy3nvvRaOLIhJHBrk2YZkE3I5Dgrvjp4C9x24muBR61qyLQu9ERFrW7a4BFBHp7n6V8ATGMngc8Lo6vhB0QnJ4BLCgfn2H6xIRaQ0FQBGRNgovAu1gGUj0dHy5Km96TwC+SDiiw3WJiLSGAqCISBsZB+xQGRXJDj63r8P1+ZKTAQg6psN1iYi0xiFxDaCISHfihFxgavCEiMos4MTEcAA0JtThukREWkMjgCIibRQM7Q19Ca6OTwLZEwBtWyOAIhIbCoAiIm0UtMOhzwC9Unt1uL6kxgDodLgmEZHWUQAUEWmjQCgcANMGDcPt6vit4NIzs8P1OoqAIhIbCoAiIm3UYIdPAbu8UbgNHJCRmQ1WCgHHjkp9IiItUQAUEWmjMrsHAAmJSVGpL9mbhOVKwmrQNYAiEhsKgCIibVTrhE/7pqRmRKW+ZG8SWIkQdPHFztqo1CkicjAKgCIibWA7hkpSAEhLzYxKnYkJiVgkUJXWiydLNkWlThGRg1EAFBFpg6DtUO3kAJBbkBuVOt1uF1guwJDgtqJSp4jIwSgAioi0QdB2cEx4skZB78Ko1Gm5LMAFxiYrueP3FhYRaYkCoIhIGzg7PsMx4UNnanp0rgEMcwGOAqCIxIQCoIhIG9gNNZEA6EtNjV7FlguDgx3wR69OEZEDUAAUEWkDO9CAY8LX6bl8iVGr18IFxsFqqIhanSIiB6IAKCLSBnawAXd9+NDpdnf8LiB7hU8Bu/wVUaxTRKR5CoAiIm1ghxrw1oSDn+WK3iHUWDbg4NYIoIjEgAKgiEgbOKEAxmqctRvNet3bsZygRgBFJCYUAEVE2sAJBtiecywQ5fX6XA7GArtmZ3TrFRFphgKgiEgb2A31gEO0D5/G4wAGu3J3VOsVEWmOAqCISBs4AT9gGu/cEcV6PQ7GhHDVNkS1XhGR5igAioi0gVVfQXgEMLqngE2CAyaAadBhWUQ6n440IiJt4KrdCcYQ9UkgPgMEIRDVakVEmqUAKCLSBm5/BZ0xAkhS45qCwWB06xURaYYCoIhIWwQbcAdrcDvRDWoJSUmN9YeiWq+ISHMUAEVE2sAE/Fg4UR8A9CYlA+AKKACKSOdTABQRaYOyHRUYwE6I5m3gwJeSCkDyp9VRrVdEpDkKgCIibeAjhOmEZWCSktMAcKwoDy2KiDRDAVBEpA0SCWFowPIkRLXelB45ADguBUAR6XwKgCIibeC2gzg0YHl8Ua03MT0doPE+wyIinUsBUESkDSw7hDF+XN7oBsCEhHB9OgUsIrGgACgi0gZuO4Ax9bi8iVGt19cYKEOJFiHbiWrdIiJfpQAoItIGLjuIMfW4fUlRrTehMVAayyKgACginUwBUESkDZygAzh7F26OEl/jKWBjDJ9vr41q3SIiX6UAKCLSBlWB8Pp/3tToBkDvngBoWby1/J2o1i0i8lUKgCIirWQ7hprPwws2e1Oiew2gNyFcX2nOSIamagRQRDqXAqCISCvVNITY5ioGwJfsjWrdPm/jiKKxcfkrolq3iMhXKQCKiLRSTUOIL3udCkBSlE8BJyeGRxYNNibYENW6RUS+SgFQRKSVamtrMdgApKSnRrXu3JRcwAIcnGB9VOsWEfkqBUARkVaqrNgFjQGwb36/TmjBEKr7H05DoBPqFhHZSwFQRKSVqqt2k165HoDsrJxOa0cBUEQ6mwKgiEgrJWxfjSG8SHNCYnSvAdyXU68AKCKdSwFQRKSVvHVlkXv1ur3RnQW8r6ACoIh0MgVAEZFWsoK1OC7AgDs5Oer1h3JSsFzpBOuCUa9bRGRfCoAiIq3kCtUT9ACWC5fbHfX6/UlgnFqcGi0DIyKdSwFQRKSV3KE6DGB10qHzs8SdgI1drQAoIp1LAVBEpJVcoXoMFjReBxhtfm8o/MAxnVK/iMgeCoAiIq1kOcFOHQEcUjAUAGPr0CwinUtHGRGRVrLsIIHQRzimc07RHpE7AACjEUAR6WQKgCIirWTZnbs8S0JS49qCpnNOMYuI7KEAKCLSCsYYtn+6o1Pb8PkSGx8pAIpI51IAFBFphZBjcJnwqVlXQmILpdvHm+ADwIODo9PAItKJFABFRFohaDsYEz5kpg85rlPa8HrCARBjEbRDndKGiAgoAIqItErQNmDCiz8nJHbObeD2BMAQHgK1lZ3ShogIKACKiLRK0HYIOeEA6EnqpACYEK43RAKh2t2d0oaICCgAioi0SjgAegDwJXXONYC+xmsLbdzU1tV1ShsiIqAAKCLSKsGQwTbhAOhNSeqUNrx7AqBJ4GfPrOiUNkREoBsGwLvuuovhw4eTlpZGbm4u559/PmvXrm1Sxu/3M2XKFLKzs0lNTeWiiy5i27ZtTcps2rSJCRMmkJycTG5uLjfffDOhUNOLqhcsWMAJJ5yAz+djwIABzJ49u7N3T0QOUUHHiQTApJSUTmnD6w5fA2gbN1W1tZ3ShogIdMMAuHDhQqZMmcKyZcuYN28ewWCQsWPHUrvPwfCGG27gP//5D8899xwLFy5k69atXHjhhZHttm0zYcIEAoEAS5Ys4YknnmD27NlMnz49Umbjxo1MmDCBs846i/fff5/rr7+eH/zgB7z++usx3V8ROTQEbYc9h8zOCoCJjSOADXY1PoKd0oaICICnqzvwVXPmzGnyfPbs2eTm5rJy5UpOP/10Kisr+etf/8pTTz3F17/+dQAef/xxBg8ezLJlyzjllFOYO3cuq1ev5n//+x95eXkcd9xx/OY3v+GnP/0pt99+O16vl4cffpj+/ftz3333ATB48GDefvttHnjgAcaNGxfz/RaR7s37+UKMcQNBkpOTO6WNHsnZANQ6G/FavTqlDRER6IYjgF9VWRleCqFHjx4ArFy5kmAwyJgxYyJlBg0aRN++fVm6dCkAS5cupbi4mLy8vEiZcePGUVVVxccffxwps28de8rsqUNEZF+JG14naMKzdFOSOmcEMC0rHAC9ngF40TqAItJ5ut0I4L4cx+H6669n1KhRHHPMMQCUlZXh9XrJzMxsUjYvL4+ysrJImX3D357te7YdrExVVRX19fUkJe1/kXdDQwMNDXtvAl9VVdWxHRSRQ4Y/ZPA3LgTdIye/09pxuZJw8ODVKWAR6UTdegRwypQpfPTRRzz99NNd3RUgPEElIyMj8tOnT5+u7pKIxEiDbQg4LsBNdl4nnp61LMDBpxFAEelE3TYATp06lVdeeYU333yT3r17R17Pz88nEAhQUVHRpPy2bdvIz8+PlPnqrOA9z1sqk56e3uzoH8Ctt95KZWVl5Gfz5s0d2kcROXSEjIWNCwsPlmV1XkMuFwYbr6URQBHpPN0uABpjmDp1Ki+88AJvvPEG/fv3b7L9xBNPJCEhgfnz50deW7t2LZs2bWLkyJEAjBw5klWrVlFeXh4pM2/ePNLT0xkyZEikzL517Cmzp47m+Hw+0tPTm/yISHywbQfbWGB18pUzHjcGm+KMTgyZIhL3ut01gFOmTOGpp57ipZdeIi0tLXLNXkZGBklJSWRkZHDllVcybdo0evToQXp6Otdeey0jR47klFNOAWDs2LEMGTKEyy+/nHvvvZeysjJ+/vOfM2XKFHy+8Dpb11xzDX/84x+55ZZbuOKKK3jjjTd49tlnefXVV7ts30WkGws1YOPGwt2pzTg+D66gTbLWARSRTtTtRgBnzZpFZWUlZ555JgUFBZGfZ555JlLmgQce4Jvf/CYXXXQRp59+Ovn5+fz73/+ObHe73bzyyiu43W5GjhzJZZddxne/+11+/etfR8r079+fV199lXnz5jFs2DDuu+8+/vKXv2gJGBFpXsiPg4Wrsw+bCW6MCeEJ+Du3HRGJa91uBNAY02KZxMREHnroIR566KEDlikqKuK///3vQes588wzee+999rcRxGJP1aogZArD5dpaLlwR3g8QJBgdSe3IyJxrduNAIqIdEcuuwFMABdO5zbk9YAJ4dT5sZ2W/0MsItIeCoAiIq0RCmJMELfL7tRmjM+LIUSfwA521QY6tS0RiV8KgCIiLTGGo+veBwJY7s6dBBL0OGBCeOtDVNYrAIpI51AAFBFpSbAeBzeYIC5P5wbAz+s2gQlRg0VdoHNHG0UkfikAioi0xG7AMR6MCeBKSOjUpuoT/EAIrAwFQBHpNN1uFrCISLdjBxtHAAO4vd5ObcqVBmCod2eBAqCIdBKNAIqItCTUQCDoAWzciYmd2tT5hWcDsMVyqA3ofsAi0jkUAEVEWmIH+KwuBYDkvIJObSqh8cRMneWlrkEBUEQ6hwKgiEhL7ADVwfBtJDNy8ju1qdwBAwGwXBkE/LodnIh0DgVAEZGWhBpoCIVH5pIye3RqU32OHQZYWK40AvU1ndqWiMQvBUARkZbYQYLB8Ozf1KzsTm/O47hwGRe2v7rT2xKR+KQAKCLSAhPyU2fCI389CnI6ta2cpBxcxsKxLBJrtnRqWyISvxQARURaEGjw02DCk0By8jo3AHpcHiwDDjapVRs6tS0RiV9aB1BEpAX1/nrsxsOlNymp09sLpPpwOTbbPlMAFJHOoRFAEZEWJC59ANu4AAtPQucuBA1gud0YQhTaFZ3elojEJwVAEZEWJG57F9tYgAfLsjq/QU/4vsN97J2EbKfz2xORuKMAKCLSCo5x4YrRVTNWggdMiD4NOwlUbI1JmyISXxQARURawdNgYeGOSVuW14MhxOaluXhevS4mbYpIfFEAFBFpBccyuExsDpm1VgOYEI7LiwnUxaRNEYkvCoAiIgdjDAC2K3YBMD0jE0yQmtReOCYmTYpInFEAFBE5GDsAgIOD28RgAghQmN8H4+xiU79TqSg8PSZtikh8UQAUETmY8tUYBxzLwfYlxKTJzxe8BYCfL6kLahawiESfAqCIyEGY6m04toXBxk72xaTNE7/9bQAaLB/1/oaYtCki8UUBUETkIOprKnFCFoYQbm9sRgAHnDgi/MDy0NCgACgi0adbwYmIHETIX4UrGA6ACb7EmLSZnpoFgMuAv8EfkzZFJL5oBFBE5CDs+mp2BRMxJkhCDO4DDOBNDLdjsAgFAzFpU0TiiwKgiMhBOP5qdoXSgSCelNiMAO4ZaTQYbAVAEekECoAiIgcRqKtilx0+JetLS4lJmy63G7BwMGzZURmTNkUkvugaQBGRg/hgw5cEQukAJGWlxbBlQ7BhKSkW2I7B7YrNGoQiEh80AigichC9kkK87w1fk+fLjmUADEs2NdQ0hGLerogc3hQARUQOIsnU47bDAbBHdk7M20+pqqPaH4x5uyJyeFMAFBE5CE+olnRnDABH9hoQs3Zzjx0FQJ69SyOAIhJ1CoAiIgeRYNfiBDcC4E1Ojl27qeG27FACn2/bHbN2RSQ+KACKiBxEgl1HqOF9ALyJsVkGBiAhJXza2e/4WPbs72PWrojEBwVAEZEDCdSSG9gSeRqrO4EAeFPDS874Q4ncnvC3mLUrIvFBAVBE5EDm/6bJU8sVu0Omb08AtH0xa1NE4ofWARQRORA7gAHcVga+pKyYNp3UeL1h0PFSQSqZMW1dRA53GgEUETmQFX+lxrIwJoTb441p00nJ4WsAKxMK2W1iv/6giBzeFABFRJrj2ADUWS4MIdwJsT0Vm5wcPgWc8kUt/a1STO3OmLYvIoc3BUARkebUlANQF3JhCOJNim0ATGm873CNz40x4Lw0Nabti8jhTQFQRKQ5deERt88rcwEHb1ZGTJtPSUkFYEt6LbZt4WgEUESiSAFQRKQ5jQHwufozAEjqEdtJIMmJqZHHW+wEghn9Y9q+iBzeFABFRJrTGABdthuA5Iz0mDbv8e6ddPLZhyNYXVYT0/ZF5PCmACgi8lUN1fD89wHIox8A6dk9YtoFT8LeALgl8zx8Oz6KafsicnhTABQR+aq/Xxh5mEFPANKys2PaBZfbTXrOQCxPL+q8NtlWFY5jYtoHETl8KQCKiHzVlncAWN1rIp5gJQC9jyyMeTeqdqzDhL7EYJFFDXVBO+Z9kINzHMO/f7+S6S/eyT9W/6OruyPSagqAIiIHsNkqpL5hLgCJqaktlO48SXVlJFkB6mqqu6wPh6SqrdGvs2wVvP9U5GmwwaZ0fSUNSzO4Z/k90W9PpJMoAIqIHMD2hoTI432vyYu1mrSjMcaix19P7rI+dDdBv5/1y5cduMCWlXD/YFj/v+g2/Mjp8OKP9nvZpa9TOcTob6yIyL6MAW/41mtv2UMiL1uWFfOujL7iR41dqqcykIanrhw+nRvzfnRHC//xV176/R18+fDDrPv61/cvUPFF+M/yT6LbsHGaPHXs8HOXafp1+sXOWn7wxAqCdtPyIt2FAqCIyL5WPAaBavjaT1hVmY7lyiE5q3eXdGXwaWeGHxg/U5IGhR9vX9MlfeluaisqACj/4x8JbS3dv4DLzQb/COrqojBxpqYcVjwefuz2cl1uDm8u/R08+10cO1y/ZVxk1xay4aWXWPfTc/jTvI/435ptbN5V1/H2RTqBAqCIyL42LgLAMYaa3RUY48fji+1t4PbwJiWDZWGMn37lSfgtCxKSu6Qv3U1kRNbjCf/pr4TXbwM7RHmVny/qqnmt4me8umCf8L5jPebdf7Div59TVxVodVufPnIPcx59hEBNFXiSeCMlmdvWzIbVL2GHwiN8lnHxrQ9/ymuvpTG38iYyg9uitKcinUMBUERkj8otsPpFAOpCkB/cCKaWxMzYLgGzh2VZYAyhuvn02uFhG0kQrO+SvnQ3xu8PP3CFv8bM23/ALHkINi3h5N/+j2+9ez8AoYrdbN2xG3/Qhie+Se0L0yl5eQOLn1/XunYcw5yP+vNxZQ4fvTkX3OHAmYCh8vMkbrjhT+FuGHeT96WHdoff3+E9FekcCoAiIl8sgR3rYMnMyEs1/iBH138OGI4q/lqXdW2Po7f6KLNSCdXu6uquxNaO9eHRvYYa/JW1vDTjPfy1QWoWhUdq1+VkYFsWSz7ow5+2/RtcHk6uWMHF8wsxxuAhyN/u+im/P//HBBvqCZrwaK7L1bprOu2gDY2jjSYUoCro4dQPshnxXjZbl2Xx41UvAZAQtHFCX0bel2yHlw/SNYDSXSkAihzuHj8H/nZeV/cidso/gbo2hqTHx8MfT4KShyMvvRE8hqJgLuBiyJmnRLePbZA/4GgAKlMysN0NbF/xQpf1pc2C9TD/NxBq4XSrMTD7m7D5nfBdWD5+EWMMK155gcAfTg4vzH1XLz575Lds+WQ3GxasYE9825yVwuo+/Xl/XVH4BZeHAn9ZY7317LJ7M2T1l5yz5SNe+fI6Pqk/CwCP100wYPPJxzv4bHvT2+w5jmHzmvDfIdtfz56vykXP/4c/f3gUA75MJa88I9yEFd6Wsf1dAtXPYEx4zK+2YjsADUEFQOmeFABFDjefzoWt7+99/sVi2LAgdu3bQfBXfeW1UOve+7uB8OKPw49NO0+e/WkE/P381pX96N/hdd2+6sZPebFyAG6nFsudQ1JGUvv6EgXfvO4WALYUjuCG7AwKAp/Dn78OVc1MfGiL1n4mHfHeP+Ct38Mn/2l++57POFgHn78F834Jb/yW9Y/dwP2XnMvCv/+Vf35xLPaWlQBYO8Izep0372vy92Nr/kmRx3W1YOFurL6OkElic98b2NR3DFvt43i3diIAVf94gvkz3mL+zA8Z8/uFACxev4OqnTtZOPMvvPyH91m/Yg0lLz4LjXHTCTVdh/Gdk25la8EoAALOF4278jrGGHbvDt9LOqARQOmmFABFDnV7vghDAVj8B3jqW/DoGVB+gNmi6/4H29eGA8CuDeHXlj4E7/4NHBs2L4fqsr3lN5XAro0HqevT8MK4d+SFQ8lvcuDuPrD7C1j9Enz+NvwmGx4+NdzXd/4Maw4QCGrL4f0nYe7P4VeZ4bYrG0+rOTasfhnm/zocMptTuSX8Z+kHcP9QuD3jgL82IHy/34dPbfqaJxEnJZfdW2ow9g5cngI8Ce7m3x8DianhJWkwfn4wt3Etwi9Xwv2DoOQRqG7HZIMd68OfyeeLo9fR5hzocwKorwh/xh+/ED7FC+BOwNgBVu7qFSm2oyGVv6wfzjvlvXmzaioAxnGxK2vgPpU1nqJ1apn1y1/Txx8OY3bgE4xTTUPNc9Rbu3DsnfgrHsEOrMHlBNi9Pvz3PAFYvbWKSX8p4a+33cy7S14iUPtfXvrdzSz/7wtA8yGuOiWXzX1GN3nNCawGbBII37VFI4DSXXm6ugMicSdYDwlRGlGq2wX39oeJj4HlhnnT92770ylw7btNy4ca4MmLwo9HXQ+LZ8AlT8Hr/xd+7eVr95Y94kwYee3e8le/BQXHhsPZzg2w9tX9+3P/oL2P/3Bs+M/Tbgr/WbYqHND+2/j8jJ9Bcja43HDSFU2uv+OjxtOcj40N//md58KjmMseCj/PLw4H2L4jwnd7KBgWHnV8YOjeOqoaw+CeEPj9ObDmZThmIjw2DpxmwklSD/jpRrburuPYLZsx9m4s7zH7l4shb1ISEJ4JHMj9HX/0/pKpgQ/DG1+7JfzzrSfgk1fgrP+DHke0XOm2xlHPre9Cv1FQuxOSe4Svdfvb+dDvVDj9pn3KrwaXB3oe1bpO2yFoqAKncZTRcXAaaqh+53ky5l8Ho6dDWuOt9dbNgw+fCz/esY7Vn25nS13TSTc1IR9v7exPYhYEqv/F3N11wN7TynZwLW67mEDV40274X8H278SsNmaBFSF/yMTrH0Nl90fV/1OSMnFa6CmIURR0IWzO3zq1gnsXT8wVN98UG6o+CMACSnnf2WLg9sJj69c9tcSPr97Qsu/M5EYUwAUiRU7GB4R+9eVcN2H8NDJcNm/wl+2XxEK2Hy6fBuDv1bQdAHiul3h8HLZv8OjJnu+YJ+/ovk2Z56w9/HHL4bXM9tj8Yzwn09/p/n3bljQ9NTxI6e1sIMHsLlk7+MZ+4SphXfvfRxqgHm/2Pt8T3jb46lvNX3+3PdabHZnsA8efy2pvt24vQYePzu8YdmfDvym+vB1X7UNIfrYn2FjkzE64cDlYyD8+YdnArsTjuID/1Bwfdi00HOTw3+ueg7+b2s4sLk94dFcY0PVl3Dy1fDZG+EFkhc/GC7vSQyPIN53FIz4EYy5HTa8Gf5JyoThPwiXmzUS48DmL79F3rXfx3fsSPh0Dhw9HmYUhwP5pf/c25/nv49Z/TJVmxJJznMReO5m/rppDUH/O1x7tAvv/F8D4b++b87wk1JXQW7PviQfs4uXQ+kc6J4rTmg7TqhxgWf2OYXtVBOofu4A72r+/sn1viR2pAwGwGss3C44paGm2bLGqTxA3Y0tBD7+yhtsUnefB5nhth3HtHrSiUisKACKdLLQrl18NnYc/b9RToK3go/rx3HUhhK8IT+89yT0Hg6epuvMrfjv56yc8wU9c1z0PDqfLZ/sIiWpgeQnLyC46QtS/3kpdV+uoTroI6+1g4l7QkKsff5Wy2VevxVjLF7ePZ2vpf2dngkbmmy2G8Jfnm5f668LfHrng3gDVZz53i0MPO/gp0k/rTuV3Z+lcMwPzmbJE6uZ+9ka8hs+AGDwWSNa3WZna6icxUUb++OcApYrHAz3u0HJnYXNv3n1S1CxqelrZR+GQyFAySyaVPbqjXze4zQKrB34gFC9m9rFiyn//H/0ubgfbH2PIB78QRdplZvBcSBUD3cWEjRetn9eQEWJi/+NuoUU5xNCwfDoW30ogU3OiXxWNYg1lSE8R59LoPopXKYA+/NtBwx/AIHqvx94o2k4yDv3tzFlNYmE/1PQw66j9pEfcJRzBhVtqmWPr57mdXBIoielbCeTXXUBclK7Zi1JkQOJ+wD40EMP8bvf/Y6ysjKGDRvGzJkzOflk3W9Toqf+3Xdxamqo2hDCPnIgC6uuYeGf4Ye5Cdhlm0n8TS7Wj5fw9KO1FByZQeFRmWz9ZCuOXcnWRx/Df+U1vPzg+wB8fUElNcnHsM13Ntt3etkVTOaEHmWcnP05DbaHRHeQZM/ekRFjYJ3/NI5MXIrbCrG6bjRVdh6npIVvZl9l96Q2mMVH9ePol/geA5PeJmQSqLMzSfdsb9uOjrsL46+i5o1HSXPvpCxwND0969ixJgPXkT3I9m3EZTlw7h/gP9dF3lZj92BR1Q85I/1RtgSOY2FVEmel/4kdoX4cnbQIY+DTF/OpTumL68w+nJT6PAB2wAqP7H1Vn1Ngc/gesQFvOv5AMvVOOuyuZ0tJDr2/UUld7jd4es33cJIruDr1x8yruhF6woqXAMroE6xizwni4wtO2L+NGPMmJROoD99RYnX2TmpW/ZRt+afQO+E9hpvHKQkMZWP6GnLzaznusRReL+7L6TkbOCn7S7aFBrKk+nuc0XAPSbUeVtWfS0JGgG31aZxe8k9qQt69/4lY9ieMsbAswzOJfbBnPUmBHeDUNB/GhKhJKaTe5aHP1mU02C6e+3Ic22qrOLXnRvr8rIh/fjEMOA1v2qU41lYG99pAsOb5JqHqL5+djC/zWkL1i7BDH+AKbcHYOw4wTtcWB7ne8ACMMViWxaQdAVYlT218te33DnaCn331lT0tAFDXYENqm6sV6VSWMe2danfoe+aZZ/jud7/Lww8/zIgRI5gxYwbPPfcca9euJTc3t8X3V1VVkZGRQWVlJenp6THosRyKqv/3P167+9ds7pGOL+sG7IYVuH3H0lDxEC7vILwp59Cv7wbWrnoTb/oV2A3vEqoPz0pMTL2UYHA14MGTOAIsC1f9WoJui1DdvP3aSvEEuKp/CZUFl1FdOp9EO4nndt/HySlPkWvW8J/aX+IEN3J82itUZ7zLph1/wXZ8OPZ2LFcGV/acxBNfjCPoO4/x2Y9hguvw+m1c/jPo3fsl3qq5klV132SEZza+pADFKa9Rf8Y9vLpoCEO2/oc3rfHhfmetoX7XIDANGGcXljuf41Ne5mv9l7Mr53o++KyEY+tfZ0HVVDwZGWzaWsWJrvm87/lRZF/swCc4oS9xe4eQWm9Tlxa+o8P5rpvYafUnYf5qikZvp7xHNh9W/IBNDUdxZe4V+G/dypW/+AOj607CmAYgActyccbCqbw79FtUZZ9Ohn8LVUl9AHBC2zDGj+VKx9g7sNxZBGvnYOxyQol5/PSJv3buX5BWqKusYNZVl0Weu73HgpWAO+FIAjXPRl73pk3COBUEa8PXZ/atNVT2mkBNfRl2w7v0215H6ZE/oaHmWXCq8LmgwYF+KbvIL60lK8fHXGs8X3cvZb59Ak7DR3jTv49d9zqF7k/Ynnw7AEO++AefJJdT18IQgi/jhzRU/nm/110JA3GC4YWYLVc2xtnZwd9Q+/gyfozlSsQ41ViuNEINHxOqe73D9XrTr8DlzuTvmVsoI5vXrz+do/PTotBjiRZ9f8d5ABwxYgTDhw/nj38MX8jrOA59+vTh2muv5Wc/+1mL79dfIGmN8hkz+PvS8KhCQso5BGv/i9t3HHbD+wC4fSdh7HKc0CZ8mVNoqHioQ+31dPXBMsdTlTkAX10p9b5kjF1OsPY/hGdLhv/Je8nDyriQQM2/MfY2XJ4iMnsMZVf5fwFwJRyNE1wLwMDqYsryTyHoDX+JGRPACW4mWBteBNeXeT1W43poTqgsfEovITwZwQluACsRlzuPZJNLfYIb278MLB/uhIHYgY8ifbfcBRh7/+VNLHceCUmnY3l6h0dbTICiL15hQ24mrqRRGGcXtn95uD3vMbgCH+FNm0Sg+kkAPElnEqpf0KROb/oVOIG1hPwHnglb2+sSpt9/2QG3x9Jfr7uKirKtXdoHX+YULMsXnlnbTLA7FCUkn02wbg5u34nYDSujUqc3fTIudzZPZ33OZpPHS1NGMaxPZlTqlujQ93ccB8BAIEBycjLPP/88559/fuT1yZMnU1FRwUsvvdRiHfoLJC3ZVrGVkvMmsi6/R8zb9iR/o9lRwn25vIOazHY8kITUi3B5CrEbPsAOrMXlKYgEWABXwpG43PmEGt4DU9fRrncLqdYgGiYfzU/G/7CruwLA+uXLeOn3d+DyDmlcauTwlZDyTYK1r0S1TnfiCGx/ScsFo8CbdjkuT0/+nbWez0wvnr7qFE45omtuJyjN0/d3HF8DuGPHDmzbJi8vr8nreXl5fPJJ81+IDQ0NNDTsvdC4qqqq2XIdNf/J2Xzwn9c6pW6JLWNqoQvCH9Bi+ANaFf4AgjX/avLctptOqnCCnzVzHdShLemSNK7uJuEPYMDwU7jxmVf4+dVDyQr0b7LNkzgKx96OE/x0v/e5rWxs0/Ip1oSUcxtHidsvWqNoluvgF8z5Mq4iUP08xvjB1OFKGIATXH/Q93gSR8YsAAZq/g2WmwkV4Ssbl/zf31gSk5YPT8POHc/oSd/r6m4cduI2ALbHXXfdxa9+9atOb6dn3yJ8Cbpe5FBXTxArUBvTNi1PL8w+9yNtrZyaOnakJjc+c3GghW/bI7u6jpA7gaq0Phh77wLT3vTvEaia3aSs43KzPauMvJ09wRhSfeMJJBZiWe79Tjlarh4YZ+8t33rWhNie2vIhbXdOX7J2NJ0Nm2BbBN3hkyFbs+sp3JnEeeOvb+OexsaQ62/j/rfvZNwKDz0qwtdFnvb+y2zsWc/qI7/BF1mfMHhjeF9O2uwhq3IFywcMpSJx78isN+1yQv53cIJr8ZKD7S3E7R1IsHbvJQJHbtvNhtxsjLX374LHfQQ2NViWDye0uUm/vOnfZ/Rbv+C1Ya1Yh7AFKfX1kVX+3N5jsYNrm8zytVyp+DK+h3H8GFMHJkSghQC45xKFtrJcGS0uA/NVbl94uaMEewu2CeJ26Z4LHdGzb1FXd+GwFLcBMCcnB7fbzbZtTUcytm3bRn5+frPvufXWW5k2bVrkeVVVFX369Il634497SyOPe2sqNcrsVX8RDHf+2/LBy7L3RNj751xO6isgU/y9y4ZkWAHCLr3Lo7hSRxJyL+02bpy6gN82nsAZSkfM3iDj/yKGsrTk0lx8qj+yqxex5OAKxSeOfnwN8u55YVc8J3OZynvYxmHXlVJfJle3+Q9Kf4AR+1w815vN/l1ubiopmeFnw8Kw6FhQ+FOcqqDJNVlMWfETs5dUsjcE2sZ8mU1iQX5WOsBKxFv6kQyd71F+T5HoGVDdvFxQSIXD/l/MHMpvpED6HlyDr2ve5iU2i/516jhpFTvwHJlYZzd+DK+xwfpP+HdAW5styHkMeTu9HLJgkR2ZFazbLDF53k2o1blELBSObosmcTUU8m8yI171gZsV7jxZ0ZvZuCWEGPO+AH+FDf3nPgjQg0NJPq657TNi4++mGN7Hkvvy/qx84P3eLs0xK//8z5/vOU0Xt44k1G9zmXxy4s4Yf0JZFY/TVLPnnz/2b/zzuxH+bLsMz4p9PPlR7/m86J0Rn2UzehpV1Bx3e/ZkLeKf47dwtffzcRtbJ4/o4JZl/+dby64mBM+zmD4+gF83OsNHE8Bn/TNIGSqwAlw5vs5ABRtfQ+LplcUfdqnmi/y68iq9nHSJ5kAbE9M487HnmTUIyfRe3sinxfUcO+fE3j3iELAjdt4OHb131l4VDpV3gQyU08g0YwhUPMqTnAtlmvv3V0sVyIWiY2TfcL67Khk+fFnkr/5vchrnsRRB/x9Br0pJDTzH7UUfwO1iT7aesOsxICBrHB7iZnPc7f7PNb99pw21SESC3F7DSCEJ4GcfPLJzJwZvgOB4zj07duXqVOnahKIdFjxE8UUlSZT77MZ876D1x9en23PRJA9CvwDKU1cF3l+/KZq3uubRqKdzLJBq9nYowcXlKQzYv2XrB16C/7kPD5LmY3P6UfO1r13+nis73eoT64n5YgZWA7c9Fwax39egccJ/xN/8JxMtuYYNhTWklPpJZVBnLkkPLLx2kUO5bWbcNX24sy1QfqUJ7Ns8HZOWdMzXLkrDTt7BP874i8AnFti+DIHXj3Zhcsx9N6WTO8vBvKzO+/l/718NgmuBIJOkOMzjuW43ieS6k3lvNSvM/+pv/CH7PmM+8BL3vcuIvkjPxm1J/HhsW8zftAERhSE19xzbBvL5cKyLNYMCi/Wm/3uQt6473Oqd1Zz0gW9eWHXv2nIruDUXqcSsAN8uOND/r3u39x00k2c2utUfG4fC7cs5NtHfZsEd9PFnHd+uZlPVi6h6GsjcLwuaoO1DM4eHM2Pv0vt9u+mtr6O7C27SejdC09WVpPtK8pWcELuCYQa/HiTkvly3fuct+AyUtNz+M7g7zAkewjb67ZzwcALKK8rZ+6z93Li3a8SvOz/seCcXvxjzT+oD9Xzn/P/w5K5L1NQ0Iev5R2D37K5dO4P6bvezTtDdmH5Ejijzxncd/rv+dddv6TXqHHU9zySrw8toPiJ4kh/Jr1hk5YUnoz39QVTAHBOD7F84rM8u+oGJqybjnHqcewy6pJCpIUGsqLXHE768uxIHfP73suoDzz0L6/gV5fX8N3Xw6Oj4z/4jDfPDE+s8my9m5okL76Ma2iofAwI8I+xm7hsbt/9f4epfrJqEiP/4YiwfLgcP85+CzCGJQXA5IUHCi78f1+QNvpyUn1xO9bSben7O45HAAGmTZvG5MmTOemkkzj55JOZMWMGtbW1fP/73+/qrslh4ouC8Gm3mmSH//fBZuac9m1ygoN48di/8u2FKdR60yk5Yi6nfTmOl4/6mE09t7Ep36JvWRq1JsT7Ay0KktK5vOclbBvRj8wp17I5N4l5I6txOR/y3KV/prCwgIryUlassDlrUE+uOv1KLv/v5Xz+i4F8O2Mi1/3hl5T1X0PBScMY4Emht+3no6SP6JWdBksqyS7qx5MTfsGs9x+ll7mIR5In8fvjbuSYtFxe/Ndyqv0uMo5/n1+NuZzkTz0EnSCPZj8GwDXH3MjxBUexvbyIgowk+mf1oOQ7JSR5kprewaTRd35+NxkbXuW9499jyinT4JTw6xcytkk5l3vvvXcHLllMsLSUpORcvn1b+NSwy+3ieG5t8p4z+pyBz+1j0uBJeBpH9yYNntTs55Ldqw+jel3cvg/1EJCVmEVWYhZk9Wp2+0n5JwHh9QUBeg08jr9k/IOClALyUppeF52bnMu3Tv8xG+5+ld5HDOMnJ3yHy4ZcRsAOkJ+ST79v/SRS1ge81P8N3il7h8JN85k+cu+tCSfe9psm9V408CL+tS58belNj3/IIz9eFNnWb+x2knoEGTr2eB5fuwMAy5VE/olH88/qvzBm/UAuHzaJNV/uvbaxzhcAPFQmu3Bce1cVtIBRS/6PlQMMw9fX8HlmJpuzkrFcaRhnJy9u/ZKk/jv4XtpRpIQC5KfkUbQ8wAcDqjnz/UTYZ1TTl/4DcCURqLubPuWpbM7cf/ykZ1Ul5Y2/wqQTv63wJ91WXP/NvPjii9m+fTvTp0+nrKyM4447jjlz5uw3MUSkI3KTcpk/bBs1iSEWFD9LgvMyDQkBHjovgGV2M6LX17j5jbPIOmI1QbeNf9iJULaDTzN7A+vIT+tB7rcvIxeo+9vDBCo34FtxH2cUncFRJw8HILV3b/65z3rFfz9n7x0Tqk+eSoO1hFmjf4ZlWRhjMBi21W5j6+AtHJd3PG6Ph9tHhW/F9sNT9546G/ez4U32Zerx4cVybzjxBnb7d5PpywwHvX1uPpGckMzBTDhiAhOOaP29UT09euDpEZ5IE76dVvMjLzlJOfzfiP9rdb3S1HG5xx1wm++II+j33HMkDh0CQI/EA09sSnAnMKrXKEb1OvBpV4Dbv3Y7Pzv5Z+yo34HH5eHTnOX0qjyKwZ+sgTt7QyB8eUK9F057+yaWfWsA3776WZ6YET5j0ysvlzXsDYCVKUF2pwZ4eVQtWHuvh92YB/23VRKyLBIcw++Ov5JLbMIz2QM7KbJDnG3dwVp/CqkDfsc1Z/6GWwtuxakLn1a2cEcioOUOjxTlOgGKv1jPR/1GkFGxI9KHf53xJX9+0A/pKyjPOwmXW9f+SfcV1wEQYOrUqUydOrXlgiJt9Mw3n+H2Jbdzz+n3cPW8q3kjqRRwuHPESzy54iNSe71MRmIqVw+7mpln9cZlncOCLfM53jeUv71+NT+8eAKFKT04u//e0bERBSMYUTCCSwdd2up+PHXlGcAZkeeWZWFhUZBaQEFqQbv3Lysxq+VCcthIKj6m5UJtlOhJpHfjAt/X3fwtdjXei5kfLYbdnwNQn2jxg58E+OkZ3wZgU+ZqXjv6UX588j/53+NrwmUGu6lJrOCl0ysidT915rs42LiNm+QG+Nbb4cksbsdh0q9O4fObXyK07kt4phLPzLcwX1ZxWcETjC46Aetti1DjpKB+ZevZkNv077rbCY8wVqdnkxM8OXJJR3VKCBfgdsLhUQFQurO4D4AinWVI9hCePTd8l4anJjzFc58+R3FOMaf2ymfs0HxgzH7vGdsvHPaueeTvpGRmMYJxseyySJc5IuMIjshonEGcVRT+aVTvs7jwqIsAyEnO4Qvr48glBjuTtjHyG1+H5U3ra/D6GVs0lmXvBtmV/SYvj3Bx5HZ444HLcCUmMuyJGeH7FwOPf+9khv/2f1wwbCAApxScwhub3+D8Ud+g4U8P4yrqy85UN/WNd1n0pPcCKsHy4PYOanJNL8DA9f9m0C1Xkpql+/9K96UAKBIDOUk5/GjYj1ou2CglU6NrIgAvn/8yIScUCXwvnvci9aHw7PTBk1IZOKCYPgU9ucncxLCXb+Lywr2rOJxSeAqvvxnAyn6T0myL3/wgjfGJiUB4JJzGa017pvn4/O69lyXce8a97PbvJvW9z9gMjL355yQNHcpD17wBgLvxMgRjmk4uCuweASzGY/sZPKoQke5MAVBERLqt/hlNF73O8GWQ4QsvBfP1006OvD556GRY9iTQ9FaCNQ2ZfL5xE8X9+2Ibm9bwuX3kp+TDqfkMfPstPDnhpW6GXu/jzy88wzeSs2Eh9C8cCGth1cAE7v7+vZyXVkDi0BVkF/TswB6LxIYuUBARkcPDlXNZdPEibj05PEPcahyp6+cP3xPa0PZVz/aEPwBvmsWHhW9Sc3oxPZbO5aT+XwNgW083+UcOZEBuKr2/cSZJxwzt6J6IdDoFQBEROWxkJWaR6Gk8zRuZMR7+c1y/jl1TuydAWpZFXlYfMnqEZ7z7PbG9449INOgUsIiIHJYsy+Lhy05k2Yad3DK+BJ+7Y5My9gTLtMZbdQ49tZAbPvgxO1K3dLivIrGmACgiIoeVIdlDIn8O6pHP2cc0f3vPtjoh9wR+e+pvGd9/PACWy+KRyx+g3q5v4Z0i3U9c3wquo3QrGRGR7skY0+zdaERA39+gawBFROQwpPAncnAKgCIiIiJxRgFQREREJM4oAIqIiIjEGQVAERERkTijACgiIiISZxQARUREROKMAqCIiIhInFEAFBEREYkzCoAiIiIicUYBUERERCTOKACKiIiIxBkFQBEREZE4owAoIiIiEmc8Xd2BQ5kxBoCqqqou7omIiIi01p7v7T3f4/FIAbADqqurAejTp08X90RERETaqrq6moyMjK7uRpewTDzH3w5yHIetW7eSlpaGZVlRrbuqqoo+ffqwefNm0tPTo1q3tJ8+l+5Jn0v3pM+le9LnEh75q66uprCwEJcrPq+G0whgB7hcLnr37t2pbaSnp8ftP9DuTJ9L96TPpXvS59I9xfvnEq8jf3vEZ+wVERERiWMKgCIiIiJxRgGwm/L5fPzyl7/E5/N1dVdkH/pcuid9Lt2TPpfuSZ+LgCaBiIiIiMQdjQCKiIiIxBkFQBEREZE4owAoIiIiEmcUAEVERETijAJgN/TQQw/Rr18/EhMTGTFiBO+8805Xd+mwdvvtt2NZVpOfQYMGRbb7/X6mTJlCdnY2qampXHTRRWzbtq1JHZs2bWLChAkkJyeTm5vLzTffTCgUivWuHNIWLVrEueeeS2FhIZZl8eKLLzbZboxh+vTpFBQUkJSUxJgxY1i3bl2TMrt27WLSpEmkp6eTmZnJlVdeSU1NTZMyH374IaeddhqJiYn06dOHe++9t7N37ZDW0ufyve99b79/P2effXaTMvpcouuuu+5i+PDhpKWlkZuby/nnn8/atWublInWcWvBggWccMIJ+Hw+BgwYwOzZszt79yRGFAC7mWeeeYZp06bxy1/+knfffZdhw4Yxbtw4ysvLu7prh7WhQ4dSWloa+Xn77bcj22644Qb+85//8Nxzz7Fw4UK2bt3KhRdeGNlu2zYTJkwgEAiwZMkSnnjiCWbPns306dO7YlcOWbW1tQwbNoyHHnqo2e333nsvDz74IA8//DAlJSWkpKQwbtw4/H5/pMykSZP4+OOPmTdvHq+88gqLFi3iqquuimyvqqpi7NixFBUVsXLlSn73u99x++238+ijj3b6/h2qWvpcAM4+++wm/37++c9/NtmuzyW6Fi5cyJQpU1i2bBnz5s0jGAwyduxYamtrI2WicdzauHEjEyZM4KyzzuL999/n+uuv5wc/+AGvv/56TPdXOomRbuXkk082U6ZMiTy3bdsUFhaau+66qwt7dXj75S9/aYYNG9bstoqKCpOQkGCee+65yGtr1qwxgFm6dKkxxpj//ve/xuVymbKyskiZWbNmmfT0dNPQ0NCpfT9cAeaFF16IPHccx+Tn55vf/e53kdcqKiqMz+cz//znP40xxqxevdoAZvny5ZEyr732mrEsy3z55ZfGGGP+9Kc/maysrCafy09/+lNz9NFHd/IeHR6++rkYY8zkyZPNeeedd8D36HPpfOXl5QYwCxcuNMZE77h1yy23mKFDhzZp6+KLLzbjxo3r7F2SGNAIYDcSCARYuXIlY8aMibzmcrkYM2YMS5cu7cKeHf7WrVtHYWEhRxxxBJMmTWLTpk0ArFy5kmAw2OQzGTRoEH379o18JkuXLqW4uJi8vLxImXHjxlFVVcXHH38c2x05TG3cuJGysrImn0NGRgYjRoxo8jlkZmZy0kknRcqMGTMGl8tFSUlJpMzpp5+O1+uNlBk3bhxr165l9+7dMdqbw8+CBQvIzc3l6KOP5kc/+hE7d+6MbNPn0vkqKysB6NGjBxC949bSpUub1LGnjL6PDg8KgN3Ijh07sG27yT9IgLy8PMrKyrqoV4e/ESNGMHv2bObMmcOsWbPYuHEjp512GtXV1ZSVleH1esnMzGzynn0/k7KysmY/sz3bpOP2/B4P9m+jrKyM3NzcJts9Hg89evTQZ9WJzj77bP72t78xf/587rnnHhYuXMj48eOxbRvQ59LZHMfh+uuvZ9SoURxzzDEAUTtuHahMVVUV9fX1nbE7EkOeru6ASFcbP3585PGxxx7LiBEjKCoq4tlnnyUpKakLeybS/V1yySWRx8XFxRx77LEceeSRLFiwgNGjR3dhz+LDlClT+Oijj5pctyzSGhoB7EZycnJwu937zdTatm0b+fn5XdSr+JOZmclRRx3F+vXryc/PJxAIUFFR0aTMvp9Jfn5+s5/Znm3ScXt+jwf7t5Gfn7/fZKlQKMSuXbv0WcXQEUccQU5ODuvXrwf0uXSmqVOn8sorr/Dmm2/Su3fvyOvROm4dqEx6err+c3wYUADsRrxeLyeeeCLz58+PvOY4DvPnz2fkyJFd2LP4UlNTw2effUZBQQEnnngiCQkJTT6TtWvXsmnTpshnMnLkSFatWtXkS27evHmkp6czZMiQmPf/cNS/f3/y8/ObfA5VVVWUlJQ0+RwqKipYuXJlpMwbb7yB4ziMGDEiUmbRokUEg8FImXnz5nH00UeTlZUVo705vG3ZsoWdO3dSUFAA6HPpDMYYpk6dygsvvMAbb7xB//79m2yP1nFr5MiRTerYU0bfR4eJrp6FIk09/fTTxufzmdmzZ5vVq1ebq666ymRmZjaZqSXRdeONN5oFCxaYjRs3msWLF5sxY8aYnJwcU15ebowx5pprrjF9+/Y1b7zxhlmxYoUZOXKkGTlyZOT9oVDIHHPMMWbs2LHm/fffN3PmzDE9e/Y0t956a1ft0iGpurravPfee+a9994zgLn//vvNe++9Z7744gtjjDF33323yczMNC+99JL58MMPzXnnnWf69+9v6uvrI3WcffbZ5vjjjzclJSXm7bffNgMHDjSXXnppZHtFRYXJy8szl19+ufnoo4/M008/bZKTk80jjzwS8/09VBzsc6murjY33XSTWbp0qdm4caP53//+Z0444QQzcOBA4/f7I3Xoc4muH/3oRyYjI8MsWLDAlJaWRn7q6uoiZaJx3NqwYYNJTk42N998s1mzZo156KGHjNvtNnPmzInp/krnUADshmbOnGn69u1rvF6vOfnkk82yZcu6ukuHtYsvvtgUFBQYr9drevXqZS6++GKzfv36yPb6+nrz4x//2GRlZZnk5GRzwQUXmNLS0iZ1fP7552b8+PEmKSnJ5OTkmBtvvNEEg8FY78oh7c033zTAfj+TJ082xoSXgvnFL35h8vLyjM/nM6NHjzZr165tUsfOnTvNpZdealJTU016err5/ve/b6qrq5uU+eCDD8ypp55qfD6f6dWrl7n77rtjtYuHpIN9LnV1dWbs2LGmZ8+eJiEhwRQVFZkf/vCH+/2HVZ9LdDX3eQDm8ccfj5SJ1nHrzTffNMcdd5zxer3miCOOaNKGHNosY4yJ9aijiIiIiHQdXQMoIiIiEmcUAEVERETijAKgiIiISJxRABQRERGJMwqAIiIiInFGAVBEREQkzigAioiIiMQZBUARERGROKMAKCIiIhJnFABFRERE4owCoIiIiEicUQAUERERiTMKgCIiIiJxRgFQREREJM4oAIqIiIjEGQVAERERkTijACgiIiISZxQARUREROKMAqCIiIhInFEAFBEREYkzCoAiIiIicUYBUERERCTOKACKiIiIxBkFQBEREZE4owAoIiIiEmcUAEVERETijAKgiIiISJxRABQRERGJMwqAIiIiInFGAVBEREQkzigAioiIiMSZ/w90n5rN7RQm7gAAAABJRU5ErkJggg==' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "83bf45e6fff6440d956c43c0931549c4"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Vertical cut')"
            ]
          },
          "metadata": {},
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XvChBW_7usTz"
      },
      "source": [
        "# Extraction du spectre 1D et moyenne sur les lignes\n",
        "\n",
        "\n",
        "Afin d'augmenter encore le SNR on va également moyenner le signal dans chaque image sur quelques lignes dans la zone d'intérêt.\n",
        "\n",
        " **Attention** pour les sujets portant sur des objets résolus (ex: Lune, Géantes), la dimension spatiale du spectre contient aussi une information, il ne faut donc pas moyenner les lignes. Ce n'est pas le cas pour le DM (les étoiles sont des objets non-résolus avec notre matériel, ormis le Soleil évidemment)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib ipympl\n",
        "\n",
        "average_pixel= # Pixel central autour duquel les 20 pixels voisins sont moyennés pour \"lisser\" le spectre extrait.\n",
        "\n",
        "avg_spectrum=[]\n",
        "\n",
        "\n",
        "#======================================================================================================\n",
        "# À ne faire que si la dimension spatiale de vos données n'a pas d'importance ! Sinon, ne pas moyenner.\n",
        "for i in range(len(aligned_rotated_cube[:,0,0])):\n",
        "  extract_avg_spectrum= np.mean(aligned_rotated_cube[i,average_pixel-1:average_pixel+1,:], axis=0) # A modifier pour choisir le nombre de lignes sur lesquelles nous moyennons\n",
        "  avg_spectrum.append(extract_avg_spectrum)\n",
        "avg_spectrum=np.array(avg_spectrum)\n",
        "#======================================================================================================\n",
        "#======================================================================================================\n",
        "# Si on ne veut pas moyenner\n",
        "spectrum=aligned_rotated_cube[:,average_pixel,:]\n",
        "#======================================================================================================\n",
        "\n",
        "plt.figure(7)\n",
        "plt.clf()\n",
        "plt.plot(spectrum[0,:], lw=1, label='central cut')\n",
        "plt.plot(avg_spectrum[0,:], lw=1, label='averaged spectrum')\n",
        "plt.ylabel('Arbitrary intensity')\n",
        "plt.xlabel('Arrays index, not wavelengths yet')\n",
        "plt.title(' ') # À modifier\n",
        "plt.grid()\n",
        "plt.ylim()\n",
        "plt.legend(loc='best')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "VoWNYjr4Ylhn",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "22779770f86d4a27ac37e501ca262b73",
            "17522e5969bb4620a8baf9c7cba4da05",
            "0789ad4a5675431b99280940ba232b3c",
            "86a51f3e87564f18b3f0ea455b005aba"
          ]
        },
        "outputId": "b557a20a-79ff-4c23-a0ae-16209ac4e216"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 7\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "22779770f86d4a27ac37e501ca262b73"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(8)\n",
        "plt.clf()\n",
        "for i in range(len(avg_spectrum)):\n",
        "  plt.plot(avg_spectrum[i,:], lw=1, label='sci '+str(i+1)) #ligne à utiliser si on moyenne\n",
        "  #plt.plot(spectrum[i,:], lw=1, label='sci '+str(i+1)) #ligne à utiliser si on ne moyenne pas\n",
        "plt.ylabel('Arbitrary intensity')\n",
        "plt.xlabel('Arrays index, not wavelengths yet')\n",
        "plt.title(' ') # À modifier\n",
        "plt.grid()\n",
        "plt.ylim()\n",
        "plt.legend(loc='best')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "BHoM6CnjH4QO",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "7f31a0eafa324587ba50777c428091ec",
            "8200c61808da44cca445f47fb9d4dd56",
            "1585f2b4a6e94e5589c5d7877c12d886",
            "24bd80e584124efea9151cafe8bf21c9"
          ]
        },
        "outputId": "5c06acc2-21a1-4644-fe59-446a0d7eb4c7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 8\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7f31a0eafa324587ba50777c428091ec"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Moyenne\n",
        "\n",
        "On va moyenner les spectres alignés pour augmenter le SNR. Certaines acquisitions sont de mauvaises qualité, il ne faut pas les prendre pour la moyenne (ou sommation). En utilisant la figure 8 ci-dessus, sélectionnez les spectres de bonne qualité en notant leur numéro de fichier (le X à la fin de du fichier 'data_00X.fit' en supposant que les données de science sont classées de 1 à N) dans la liste index."
      ],
      "metadata": {
        "id": "oJM7lRTv2JO1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "index=np.array([]) # A remplir avec l'indice des spectres à garder pour l'analyse\n",
        "index=index-1\n",
        "\n",
        "stacked_average_spectrum=np.mean(avg_spectrum[index,:], axis=0)#ligne à utiliser si on moyenne\n",
        "#stacked_spectrum=np.mean(spectrum[index,:], axis=0)#ligne à utiliser si on ne moyenne pas\n",
        "\n",
        "plt.figure(9)\n",
        "plt.clf()\n",
        "plt.plot(stacked_average_spectrum,label='stacked average spectrum')\n",
        "#plt.plot(stacked_spectrum,label='stacked spectrum')\n",
        "plt.ylabel('Arbitrary intensity')\n",
        "plt.xlabel('Arrays index, not wavelengths yet')\n",
        "plt.title(' ') # À modifier\n",
        "plt.grid()\n",
        "plt.ylim()\n",
        "plt.legend(loc='best')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "SjfLHiaoZ3ZV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "6e46dff377dd4cacb184061ef269149f",
            "5b72ad5c22ec430fa34943ee2d8f44e7",
            "60152aed9bfc49b8808594c95074b492",
            "61cd3b7e5d914fa9ab9fe2e481a4dee5"
          ]
        },
        "outputId": "77d84537-9a80-416f-8771-6e92d191d49e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 9\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6e46dff377dd4cacb184061ef269149f"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Calibration\n",
        "\n",
        "Pour faire l'analyse des résulats il nous faut convertir l'axe des abcisses du spectre de pixel à longueurs d'onde. Pour faire la conversion nous utilisons les données d'un spectre de référence (ici la lampe Argon-Néon dans le spectro). Il faut pour cela identifier la position en pixel de pics caractéristiques dans le spectre Ar-Ne grâce au spectre de référence (en longueur d'onde) en section 3.5.2 du poly de TP. Selon le réseau utilisé pendant la prise de données il faut utiliser le spectre à haute ou basse résolution. Il faut rentrer les valeurs dans les listes ci-dessous afin d'établir la relation affine pixel-$\\lambda$."
      ],
      "metadata": {
        "id": "b6RXt4hQYYwT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Rotation du cube de calib\n",
        "rotated_calib_cube = []\n",
        "for i in range(calib_cube.shape[0]):\n",
        "    rotated_calib_cube.append(rotate(calib_cube[i,:,:], rotation_angle))\n",
        "rotated_calib_cube = np.asarray(rotated_calib_cube)\n",
        "\n",
        "#Affichage de l'image de calib\n",
        "\n",
        "plt.figure(10)\n",
        "plt.clf()\n",
        "plt.imshow(rotated_calib_cube[0,:,:], interpolation=None, origin='lower', cmap='Greys_r') #vmin = ,  vmax =\n",
        "plt.title('First calib image rotated')\n",
        "plt.colorbar()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "TulIMbJqXWkL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(11)\n",
        "plt.clf()\n",
        "plt.plot(rotated_calib_cube[0,average_pixel,:])\n",
        "plt.xlabel('Array index')\n",
        "plt.ylabel('Arbitrary intensity')\n",
        "plt.title('Ar Ne calibration lamp spectrum')\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Sw11CC2YcvK7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "5c94489ccfb445cbb8dd224d91b5ff82",
            "1fe5ecbe8ddc4782aafdc961741a7b08",
            "24900192c7a84551a5bc4f1ab3f70ced",
            "9e637fc49fe1498d83c3a640b0921878"
          ]
        },
        "outputId": "cb12e720-e33f-4966-82e6-6708b525122d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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rB629vT1UKpVRTc2FCxfMDvjs5uZmcoE3Jzw8HE5OTpg9e7bRvi5atAh37tyRehZbgr29vUlt0cqVK3H16lWLbC8uLs6obeHly5fxxx9/ICIiosDaLAC4deuW0WsnJyc0btwYQghoNBqjeUUd3/79+8Pe3h5Tpkwx2XchhLSt1q1bIyQkBF999ZXJcTR8n5ubGwDTMFcYfbg0HAJHq9Vi4cKFxV4HkRKwBpAU788//0RGRgb69u1rdn6HDh2kQaEHDRok23b1tYBLliwxmTd9+nRs3boV7du3x4gRI9C4cWOkpqbi4MGD2LRpE1JTUwtcb7169fDBBx/go48+QseOHdG/f3+o1Wrs378fgYGBmDZtGh599FFUqVIFQ4cOxVtvvQWVSoUff/yxzLe3EhMT0bdvX/Ts2RNxcXH46aef8Pzzz6NFixZFvjcqKgozZ85Ez5498fzzzyMlJQVz585FvXr1cPToUaNlQ0NDsWnTJsycOROBgYEICQkx++i+atWqYfz48ZgyZQp69uyJvn37IiEhAfPmzUPbtm2NOnzI7YknnsDUqVMxbNgwPProozh27BiWLVtmVBMpp6ZNmyIyMtJoGBgARd7GjYiIQEBAAB577DH4+/vj1KlT+OabbxAVFWUy3ElRx7du3br4+OOPMX78eFy4cAH9+vWDh4cHEhMT8fvvv+PVV1/FuHHjYGdnh/nz56NPnz5o2bIlhg0bhurVq+P06dM4ceIENmzYAABSp5a33noLkZGRsLe3N+qwYU6TJk3QoUMHjB8/HqmpqfDx8cHy5ctNOs0QKV659zsmsjF9+vQRzs7O4t69ewUu89JLLwlHR0dx8+ZNaQiKzz//vNjbMBwGxtCZM2eEvb29yTAwQgiRnJwsoqOjRVBQkHB0dBQBAQGie/fuYuHChcXa5g8//CBatWol1Gq1qFKliujcubM0xI0QQuzatUt06NBBuLi4iMDAQPHee+9JQ10YDpVRkmFgTp48KZ5++mnh4eEhqlSpIkaNGiUyMzNN3hsdHW22zIsWLRL169cXarVaNGzYUMTExEjrNnT69GnRqVMn4eLiIgBIw68UNATIN998Ixo2bCgcHR2Fv7+/GDlypMnwI507dzY7HIq5/TfH3DAw77zzjqhevbpwcXERjz32mIiLixOdO3cWnTt3lpYzNwyQ4b7s37/faLr+73Hjxg1pmv5v+tNPP0l/v1atWhkdx4J8++23olOnTqJq1apCrVaLunXrinfffVfcuXPHZJvFOb5CCLFq1Srx+OOPCzc3N+Hm5iYaNmwooqOjRUJCgtFyO3fuFD169BAeHh7Czc1NNG/eXMyZM0ean5ubK958801RrVo1oVKppM9BUefguXPnRHh4uFCr1cLf31/83//9n4iNjTU7DIy5Y17Q+VrYZ5eoolEJwRatREQVmUqlQnR0NL755huLrF8/mPaNGzcs0n6RiMof2wASERERKQwDIBEREZHCMAASERERKQzbABIREREpDGsAiYiIiBSGAZCIiIhIYRgAiYiIiBSGTwIpA51Oh2vXrsHDw6NUz6wkIiKi8ieEQEZGBgIDA2Fnp8y6MAbAMrh27RqCgoKsXQwiIiIqhcuXL6NmzZrWLoZVMACWgf45mZcvX4anp6es69ZoNNi4cSMiIiLg6Ogo67pJfjxeFQuPV8XC41WxVITjlZ6ejqCgIJPnXSsJA2AZ6G/7enp6WiQAurq6wtPT02ZPIHqIx6ti4fGqWHi8KpaKdLyU3HxLmTe+iYiIiBSMAZCIiIhIYRgAiYiIiBSGAZCIiIhIYRgAiYiIiBSGAZCIiIhIYRgAiYiIiBSGAZCIiIhIYRgAiYiIiBSGAZCIiIhIYRgAiYiIiBSGAZCIiIhIYRgAiYio0rmRkY1P153C+Rt3rV0UIpvEAEhERJVO9LKDWLjjPIbG7LN2UYhsEgMgERFVOvsupAIALqdmWrkkRLaJAZCIiIhIYRgAiYiIiBTG5gPg9OnToVKpMHr0aGlaVlYWoqOjUbVqVbi7u2PAgAFITk42et+lS5cQFRUFV1dX+Pn54d1330Vubq7RMtu2bUPr1q2hVqtRr149LF68uBz2iIiIiMi6bDoA7t+/H99++y2aN29uNH3MmDH466+/sHLlSmzfvh3Xrl1D//79pflarRZRUVHIycnB7t27sWTJEixevBgTJ06UlklMTERUVBS6du2Kw4cPY/To0XjllVewYcOGcts/IiIiImuw2QB49+5dDB48GN999x2qVKkiTb9z5w4WLVqEmTNnolu3bggNDUVMTAx2796NPXv2AAA2btyIkydP4qeffkLLli3Rq1cvfPTRR5g7dy5ycnIAAAsWLEBISAi+/PJLNGrUCKNGjcLTTz+NWbNmWWV/iYiIiMqLg7ULUJDo6GhERUUhPDwcH3/8sTQ9Pj4eGo0G4eHh0rSGDRuiVq1aiIuLQ4cOHRAXF4dmzZrB399fWiYyMhIjR47EiRMn0KpVK8TFxRmtQ7+M4a3m/LKzs5GdnS29Tk9PBwBoNBpoNJqy7rIR/frkXi9ZBo9XxcLjVbGU9XjxOJevinB+2XLZyotNBsDly5fj4MGD2L9/v8m8pKQkODk5wdvb22i6v78/kpKSpGUMw59+vn5eYcukp6cjMzMTLi4uJtueNm0apkyZYjJ948aNcHV1Lf4OlkBsbKxF1kuWweNVsfB4VSwlO14PL2/r1q2TvzBUJFs+v+7fv2/tIlidzQXAy5cv4+2330ZsbCycnZ2tXRwj48ePx9ixY6XX6enpCAoKQkREBDw9PWXdlkajQWxsLHr06AFHR0dZ103y4/GqWHi8KpbSHK+34zZKv/fu3dtSRSMzKsL5pb+Dp2Q2FwDj4+ORkpKC1q1bS9O0Wi127NiBb775Bhs2bEBOTg7S0tKMagGTk5MREBAAAAgICMC+fcajv+t7CRsuk7/ncHJyMjw9Pc3W/gGAWq2GWq02me7o6GixD7kl103y4/GqWHi8KpbSHi8eY+uw5fPLVstVnmyuE0j37t1x7NgxHD58WPpp06YNBg8eLP3u6OiIzZs3S+9JSEjApUuXEBYWBgAICwvDsWPHkJKSIi0TGxsLT09PNG7cWFrGcB36ZfTrICIiIqqsbK4G0MPDA02bNjWa5ubmhqpVq0rThw8fjrFjx8LHxweenp548803ERYWhg4dOgAAIiIi0LhxYwwZMgQzZsxAUlISJkyYgOjoaKkG7/XXX8c333yD9957Dy+//DK2bNmCFStW4O+//y7fHSYiIiIqZzYXAItj1qxZsLOzw4ABA5CdnY3IyEjMmzdPmm9vb4+1a9di5MiRCAsLg5ubG4YOHYqpU6dKy4SEhODvv//GmDFj8PXXX6NmzZr4/vvvERkZaY1dIiIiIio3FSIAbtu2zei1s7Mz5s6di7lz5xb4nuDg4CJ7fnXp0gWHDh2So4hEREREFYbNtQEkIiIiIstiACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIiIiIoVhACQiIiJSGAZAIht1/OodPPNtHA5eum3tohARUSXDAEhkowZ9G4d9ianoP2+3tYtCRESVDAMgkY26l6O1dhGIiKiSYgAkIiIiUhgGQCIiIiKFYQAkIiIiUhgGQCIiIiKFYQAkIiIiUhgGQCIiIiKFYQAksnH2diprF4GIiCoZBkAiG8cASEREcrO5ADh//nw0b94cnp6e8PT0RFhYGP755x9pflZWFqKjo1G1alW4u7tjwIABSE5ONlrHpUuXEBUVBVdXV/j5+eHdd99Fbm6u0TLbtm1D69atoVarUa9ePSxevLg8do+oxOxVDIBERCQvmwuANWvWxPTp0xEfH48DBw6gW7duePLJJ3HixAkAwJgxY/DXX39h5cqV2L59O65du4b+/ftL79dqtYiKikJOTg52796NJUuWYPHixZg4caK0TGJiIqKiotC1a1ccPnwYo0ePxiuvvIINGzaU+/4SFYX5j4iI5OZg7QLk16dPH6PXn3zyCebPn489e/agZs2aWLRoEX7++Wd069YNABATE4NGjRphz5496NChAzZu3IiTJ09i06ZN8Pf3R8uWLfHRRx/h/fffx+TJk+Hk5IQFCxYgJCQEX375JQCgUaNG2LlzJ2bNmoXIyMhy32eiwghh7RIQEVFlY3MB0JBWq8XKlStx7949hIWFIT4+HhqNBuHh4dIyDRs2RK1atRAXF4cOHTogLi4OzZo1g7+/v7RMZGQkRo4ciRMnTqBVq1aIi4szWod+mdGjRxdanuzsbGRnZ0uv09PTAQAajQYajUaGPX5Ivz6510uWYdnjJfg5kBnPr4qlrMeLx7l8VYTzy5bLVl5sMgAeO3YMYWFhyMrKgru7O37//Xc0btwYhw8fhpOTE7y9vY2W9/f3R1JSEgAgKSnJKPzp5+vnFbZMeno6MjMz4eLiYrZc06ZNw5QpU0ymb9y4Ea6urqXa16LExsZaZL1kGfIer7zTU6vVYt26dTKul/R4flUsJTteDy9vPH+sw5bPr/v371u7CFZnkwGwQYMGOHz4MO7cuYPffvsNQ4cOxfbt261dLIwfPx5jx46VXqenpyMoKAgRERHw9PSUdVsajQaxsbHo0aMHHB0dZV03yc8Sx+vtuI0AAHt7e/TuzaYJcuL5VbGU5njpzx8A6N27t6WKRmZUhPNLfwdPyWwyADo5OaFevXoAgNDQUOzfvx9ff/01Bg0ahJycHKSlpRnVAiYnJyMgIAAAEBAQgH379hmtT99L2HCZ/D2Hk5OT4enpWWDtHwCo1Wqo1WqT6Y6Ojhb7kFty3SQ/yxwvFT8DFsLzq2Ip7fHiMbYOWz6/bLVc5cnmegGbo9PpkJ2djdDQUDg6OmLz5s3SvISEBFy6dAlhYWEAgLCwMBw7dgwpKSnSMrGxsfD09ETjxo2lZQzXoV9Gvw4iIiKiyszmagDHjx+PXr16oVatWsjIyMDPP/+Mbdu2YcOGDfDy8sLw4cMxduxY+Pj4wNPTE2+++SbCwsLQoUMHAEBERAQaN26MIUOGYMaMGUhKSsKECRMQHR0t1d69/vrr+Oabb/Dee+/h5ZdfxpYtW7BixQr8/fff1tx1IiIionJhcwEwJSUFL774Iq5fvw4vLy80b94cGzZsQI8ePQAAs2bNgp2dHQYMGIDs7GxERkZi3rx50vvt7e2xdu1ajBw5EmFhYXBzc8PQoUMxdepUaZmQkBD8/fffGDNmDL7++mvUrFkT33//PYeAISIiIkWwuQC4aNGiQuc7Oztj7ty5mDt3boHLBAcHF9nrq0uXLjh06FCpykhUngQ4ECAREcmrQrQBJCIiIiL5MAASERERKQwDIJGN46PgiIhIbgyARERERArDAEhERESkMAyARERERArDAEhk49gEkIiI5MYASERERKQwDIBERERECsMASGTjVNYuABERVTqyBcDOnTtj6dKlyMzMlGuVRAS2ASQiIvnJFgBbtWqFcePGISAgACNGjMCePXvkWjURERERyUi2APjVV1/h2rVriImJQUpKCjp16oTGjRvjiy++QHJyslybISIiIqIykrUNoIODA/r3748//vgDV65cwfPPP48PP/wQQUFB6NevH7Zs2SLn5oiIiIioFCzSCWTfvn2YNGkSvvzyS/j5+WH8+PHw9fXFE088gXHjxllik0SVFxsBEhGRzBzkWlFKSgp+/PFHxMTE4MyZM+jTpw9++eUXREZGQqXK68f40ksvoWfPnvjiiy/k2iwRERERlZBsAbBmzZqoW7cuXn75Zbz00kuoVq2ayTLNmzdH27Zt5dokEREREZWCbAFw8+bN6NixY6HLeHp6YuvWrXJtkoiIiIhKQbY2gJMmTUJaWprJ9PT0dHTr1k2uzRApjmAjQCIikplsAXD79u3IyckxmZ6VlYV///1Xrs0QERERURmV+Rbw0aNHAQBCCJw8eRJJSUnSPK1Wi/Xr16NGjRpl3QwRERERyaTMAbBly5ZQqVRQqVRmb/W6uLhgzpw5Zd0MEREREcmkzAEwMTERQgjUqVMH+/btM+r96+TkBD8/P9jb25d1M0SKJdgEkIiIZFbmABgcHAwA0Ol0ZS4MEREREVlemQLgn3/+iV69esHR0RF//vlnocv27du3LJsiUqwH46gTERHJpkwBsF+/fkhKSoKfnx/69etX4HIqlQparbYsmyJSLN4CJiIiuZUpABre9uUtYCIiIqKKQbZxAM0xNzA0EREREVmXbAHws88+w6+//iq9HjhwIHx8fFCjRg0cOXJErs0QERERURnJFgAXLFiAoKAgAEBsbCw2bdqE9evXo1evXnj33Xfl2gyR4rAJIFHJCDacJSpSmYeB0UtKSpIC4Nq1a/HMM88gIiICtWvXRvv27eXaDBERERGVkWw1gFWqVMHly5cBAOvXr0d4eDiAvG9i7AFMRETlJX8FIGsEiUzJVgPYv39/PP/886hfvz5u3bqFXr16AQAOHTqEevXqybUZIiKiQjHuERVNtgA4a9Ys1K5dG5cvX8aMGTPg7u4OALh+/TreeOMNuTZDpDisvSAqGyE4oDpRfrIFQEdHR4wbN85k+pgxY+TaBBERUZH4pYmoaLIFQAA4c+YMtm7dipSUFJOBoSdOnCjnpoiIiIqFcZDIlGwB8LvvvsPIkSPh6+uLgIAAqAzq21UqFQMgERGVCwY+oqLJFgA//vhjfPLJJ3j//fflWiURgRczopIy3wuYjQCJDMk2DMzt27cxcOBAuVZHREQkC36JIjIlWwAcOHAgNm7cKNfqiOgB1lsQlYxg5CMqkmy3gOvVq4cPP/wQe/bsQbNmzeDo6Gg0/6233pJrU0RERAUyvQVsnXIQ2TLZAuDChQvh7u6O7du3Y/v27UbzVCoVAyBRKfHaRUREcpMtACYmJsq1KiIiItnwljCRKdnaAOrl5OQgISEBubm5cq+aiIioSLzlS1Q02QLg/fv3MXz4cLi6uqJJkya4dOkSAODNN9/E9OnT5doMERFRiTAQEpmSLQCOHz8eR44cwbZt2+Ds7CxNDw8Px6+//irXZogUhxcvopLhLV+iosnWBnDNmjX49ddf0aFDB6OngDRp0gTnzp2TazNEREREVEay1QDeuHEDfn5+JtPv3btnFAiJiIgsibXmREWTLQC2adMGf//9t/RaH/q+//57hIWFybUZIiKiQuXPfwyERKZkuwX86aefolevXjh58iRyc3Px9ddf4+TJk9i9e7fJuIBEREREZD2y1QA+/vjjOHz4MHJzc9GsWTNs3LgRfn5+iIuLQ2hoqFybISIiKpTIV+XHTiFEpmSrAQSAunXr4rvvvpNzlUSKlP8CRkTFx7OHqGiy1QDa29sjJSXFZPqtW7dgb28v12aIFIH5j0g+PJ+ITMkWAAuqscjOzoaTk5NcmyFSBF6viEqPgY+oaGW+BTx79mwAeb1+v//+e7i7u0vztFotduzYgYYNG5Z1M0SKwlvARGUgCn1JRJAhAM6aNQtA3gVrwYIFRrd7nZycULt2bSxYsKCsmyFSFF6wiIjIksocABMTEwEAXbt2xerVq1GlSpUyF4pI6VgBSFR6+Xv9skadyJRsvYC3bt0q16qIFI/DVhARkSXJFgC1Wi0WL16MzZs3IyUlBTqdzmj+li1b5NoUUaXHCgui0st//vB0IjIlWwB8++23sXjxYkRFRaFp06Z8/i9RGTAAEpUeTx+ioskWAJcvX44VK1agd+/ecq2SSLF4C5hIPvxCRWRKtnEAnZycUK9ePblWR6RovGARlZ5Jpw+eT0QmZAuA77zzDr7++mv2tiKSAc8iotLj+UNUNNluAe/cuRNbt27FP//8gyZNmsDR0dFo/urVq+XaFFGlxy9SRPJhkwoiU7IFQG9vbzz11FNyrY5I0Xi5Iio9fn8iKppsATAmJkauVREpHi9gRKVnOhC0lQpCZMNkawNIRDLiBYuIiCyoTDWArVu3xubNm1GlShW0atWq0LH/Dh48WJZNESkK2ywRlQE7ARMVqUwB8Mknn4RarQYA9OvXT47yEBF4y4qIiCyrTAFw0qRJZn8norLJn/+EEHy6DlExmTt/iMgY2wAS2aD8Fyxev4iKj+cLUdFsLgBOmzYNbdu2hYeHB/z8/NCvXz8kJCQYLZOVlYXo6GhUrVoV7u7uGDBgAJKTk42WuXTpEqKiouDq6go/Pz+8++67yM3NNVpm27ZtaN26NdRqNerVq4fFixdbeveIisWkBsMqpSCqHHj+EJmyuQC4fft2REdHY8+ePYiNjYVGo0FERATu3bsnLTNmzBj89ddfWLlyJbZv345r166hf//+0nytVouoqCjk5ORg9+7dWLJkCRYvXoyJEydKyyQmJiIqKgpdu3bF4cOHMXr0aLzyyivYsGFDue4vkTk6kxpAXsKIioudqIiKJts4gHJZv3690evFixfDz88P8fHx6NSpE+7cuYNFixbh559/Rrdu3QDkjUHYqFEj7NmzBx06dMDGjRtx8uRJbNq0Cf7+/mjZsiU++ugjvP/++5g8eTKcnJywYMEChISE4MsvvwQANGrUCDt37sSsWbMQGRlZ7vtNZIS9GIlKzeRRwDyBiEzIFgC3bt2Krl27yrU6yZ07dwAAPj4+AID4+HhoNBqEh4dLyzRs2BC1atVCXFwcOnTogLi4ODRr1gz+/v7SMpGRkRg5ciROnDiBVq1aIS4uzmgd+mVGjx5dYFmys7ORnZ0tvU5PTwcAaDQaaDSaMu+rIf365F4vWYbcxysn33pycjSAg81V2FdYPL8qlpIer/zNfXJzNdBoeP6Ul4pwftly2cqLbAGwZ8+eqFmzJoYNG4ahQ4ciKCiozOvU6XQYPXo0HnvsMTRt2hQAkJSUBCcnJ3h7exst6+/vj6SkJGkZw/Cnn6+fV9gy6enpyMzMhIuLi0l5pk2bhilTpphM37hxI1xdXUu3k0WIjY21yHrJMuQ6XmnZgOHpuX79euY/C+D5VbEU93il5jt/Nm3aDE8ny5SJCmbL59f9+/etXQSrky0AXr16FT/++COWLFmCKVOmoFu3bhg+fDj69esHJ6fSnXnR0dE4fvw4du7cKVcxy2T8+PEYO3as9Do9PR1BQUGIiIiAp6enrNvSaDSIjY1Fjx494OjoKOu6SX5yH6/rd7Iw6eAO6XVkZCTUjvZlXi/l4flVsZT0eF1Ny8SUg/9Kr7t3745qHmpLFpEMVITzS38HT8lkC4C+vr4YM2YMxowZg4MHDyImJgZvvPEG3njjDTz//PMYPnw4WrRoUez1jRo1CmvXrsWOHTtQs2ZNaXpAQABycnKQlpZmVAuYnJyMgIAAaZl9+/YZrU/fS9hwmfw9h5OTk+Hp6Wm29g8A1Gq1NPC1IUdHR4t9yC25bpKfXMfLwcH4FpaDoyMcGQBlx/OrYinu8XJw0OR77cDjbAW2fH7ZarnKk0VuKrVu3Rrjx4/HqFGjcPfuXfzwww8IDQ1Fx44dceLEiULfK4TAqFGj8Pvvv2PLli0ICQkxmh8aGgpHR0ds3rxZmpaQkIBLly4hLCwMABAWFoZjx44hJSVFWiY2Nhaenp5o3LixtIzhOvTL6NdBZE2mA9lapRhEFRLPF6KiyRoANRoNfvvtN/Tu3RvBwcHYsGEDvvnmGyQnJ+Ps2bMIDg7GwIEDC11HdHQ0fvrpJ/z888/w8PBAUlISkpKSkJmZCQDw8vLC8OHDMXbsWGzduhXx8fEYNmwYwsLC0KFDBwBAREQEGjdujCFDhuDIkSPYsGEDJkyYgOjoaKkG7/XXX8f58+fx3nvv4fTp05g3bx5WrFiBMWPGyPknISoVk4Gg2Q+YqNR49hCZku0W8JtvvolffvkFQggMGTIEM2bMkDpuAICbmxu++OILBAYGFrqe+fPnAwC6dOliND0mJgYvvfQSAGDWrFmws7PDgAEDkJ2djcjISMybN09a1t7eHmvXrsXIkSMRFhYGNzc3DB06FFOnTpWWCQkJwd9//40xY8bg66+/Rs2aNfH9999zCBiyCRzGgoiILEm2AHjy5EnMmTMH/fv3N9tODshrJ7h169ZC11OcAW+dnZ0xd+5czJ07t8BlgoODsW7dukLX06VLFxw6dKjI7RFZG/MfUfHxCxRR0WS5BazRaBAcHIwOHToUGP6AvIa4nTt3lmOTRJWa6QWMVzCi0mITCiJTsgRAR0dHrFq1So5VERFML1i8fBEVHwMfUdFk6wTSr18/rFmzRq7VESmajrewiEqNt4CJiiZbG8D69etj6tSp2LVrF0JDQ+Hm5mY0/6233pJrU0SVnsktX17AiIhIRrIFwEWLFsHb2xvx8fGIj483mqdSqRgAiUrAZBxAJkCiYjM9f4goP9kCYGJiolyrIlI83sIiKj12miIqGh8vT2ST2AmESC4MhESmZKsBBIArV67gzz//xKVLl5CTk2M0b+bMmXJuiqhS4zAwRKXHs4WoaLIFwM2bN6Nv376oU6cOTp8+jaZNm+LChQsQQqB169ZybYZIEdiGiUg+/P5EZEq2W8Djx4/HuHHjcOzYMTg7O2PVqlW4fPkyOnfuXOTzf4nIGNsAEpUezxeioskWAE+dOoUXX3wRQN4TPzIzM+Hu7o6pU6fis88+k2szRIpgOhA0r2hExcfzhagosgVANzc3qd1f9erVce7cOWnezZs35doMkSKY1GDwekZERDKSrQ1ghw4dsHPnTjRq1Ai9e/fGO++8g2PHjmH16tXo0KGDXJshUgSdYC9gotJiEwqioskWAGfOnIm7d+8CAKZMmYK7d+/i119/Rf369dkDmKiEeAEjKj2eLkRFkyUAarVaXLlyBc2bNweQdzt4wYIFcqyaiMA2gERlwfOHyJQsbQDt7e0RERGB27dvy7E6IsVjDSBR6fF8ISqabJ1AmjZtivPnz8u1OiJFYxtAotIz6UXPE4jIhGwB8OOPP8a4ceOwdu1aXL9+Henp6UY/RFR8Jp2AeQUjIiIZydYJpHfv3gCAvn37QqVSSdOFEFCpVNBqtXJtiqjSyx/4mP+Iis+kCYV1ikFk02QLgFu3bpVrVUSKxwsWERFZkmwBMCQkBEFBQUa1f0BeTcbly5fl2gyRIrAGkCxBCIERSw+giqsTPh/YwtrFsRjTTlQ8gYjyk60NYEhICG7cuGEyPTU1FSEhIXJthkgRTG9h8QJGZXfuxj1sOpWClfFXoNNV3s8UzxeioskWAPVt/fK7e/cunJ2d5doMkSKYdgKxSjGoktEahL7cShwA81POnhIVX5lvAY8dOxYAoFKp8OGHH8LV1VWap9VqsXfvXrRs2bKsmyFSlPy1M7yAkRwMa8ZydTo4yVcHYFM4jiZR0cocAA8dOgQgrwbw2LFjcHJykuY5OTmhRYsWGDduXFk3Q6QoHAaGLMHwY6TR8jNFpGRlDoD63r/Dhg3D119/DU9PzzIXikjpOIwFWYLhAONaBd0C5hlEZEq2XsAxMTFyrYpI8fgkA7IEne7h77laXcELVnA8X4iKVqYA2L9/fyxevBienp7o379/ocuuXr26LJsiUhTTCxivaFR2OQahT1OJawD5BYqoaGUKgF5eXlLPXy8vL1kKRERsxE6WYVjrp2UbQCJFK1MANLzty1vARPIxqcGwUjmocjHs+KHRKecWMM8fIlOytQHUS0lJQUJCAgCgQYMG8PPzk3sTRJUeawDJEgxDXy5rAIkUTbZBoNLT0zFkyBDUqFEDnTt3RufOnVGjRg288MILuHPnjlybIVIEXf5HwbEOg2RgGPpyK3MNYP7XPH2ITMgWAEeMGIG9e/di7dq1SEtLQ1paGtauXYsDBw7gtddek2szRIrACxhZguEXi8pcA8hxM4mKJtst4LVr12LDhg14/PHHpWmRkZH47rvv0LNnT7k2Q6QMvAVMFmD4OarMNYD5sQadyJRsNYBVq1Y12xPYy8sLVapUkWszRIrAW8BkCUIpNYDWLgBRBSBbAJwwYQLGjh2LpKQkaVpSUhLeffddfPjhh3JthkgR2AmELEFnVANYeT9UPH+IilamW8CtWrWSxgEEgDNnzqBWrVqoVasWAODSpUtQq9W4ceMG2wESlQDbAJIlGNYkayrxk0CIqGhlCoD9+vWTqRhEZCh/I3beAiY5GFb6Ve5nAfNJIERFKVMAnDRpEgBAq9Vi165daN68Oby9veUoF5Gi5b828wJGcjD8YqGpzG0AK++uEclGljaA9vb2iIiIwO3bt+VYHRHxSSBkAewFTER6snUCadq0Kc6fPy/X6ogUzbQROy9gVHaGvcsr8y3gyrtnRPKRLQB+/PHHGDduHNauXYvr168jPT3d6IeIis+kE4hVSkGVjWHmq8y3gPPj9yciU7INBN27d28AQN++fY16BgshoFKpoNVq5doUUaVnMg4gL2AkA+NxACvvLWCeL0RFky0Abt26Va5VESme6QWMVzQqO+M2gJX3M8UmE0RFky0Adu7cucB5x48fl2szRIrAcQDJEnQKqQEkoqLJ1gYwv4yMDCxcuBDt2rVDixYtLLUZokrJdBxAorIz/BxV5iaA/AJFVDTZA+COHTswdOhQVK9eHV988QW6deuGPXv2yL0ZokqNj7IiSzCsAazMt0lNzh9+hSIyIcst4KSkJCxevBiLFi1Ceno6nnnmGWRnZ2PNmjVo3LixHJsgUpT8F6zKfLGm8mPY7C9/RyMiUpYy1wD26dMHDRo0wNGjR/HVV1/h2rVrmDNnjhxlI1Is0xoMIhkYfLAqcR8QM1+grFQQIhtW5hrAf/75B2+99RZGjhyJ+vXry1EmIsXjo+DIEpTzLGAiKkqZawB37tyJjIwMhIaGon379vjmm29w8+ZNOcpGpFimnUB4saayU0obwPynSyXeU6JSK3MA7NChA7777jtcv34dr732GpYvX47AwEDodDrExsYiIyNDjnISKQqHASRLMG4DaL1yWFol3jUi2cjWC9jNzQ0vv/wydu7ciWPHjuGdd97B9OnT4efnh759+8q1GSJlYA0GWYAwagOonE9Vpa7tJColi4wD2KBBA8yYMQNXrlzBL7/8YolNEFVqfBQcWYJQSg1gJd43IrlYbCBoALC3t0e/fv3w559/WnIzRJWOyUC2rAMkGSilDaBJL2ArlYPIllk0ABJR6eTvoVmJr9VUjgw/Rkq6BUxEphgAiWwQHwVHlmAY+irzo4D5JB2iojEAEtkg03EAeQWjsjP8GFXmz1Tl3TMi+TAAEtkgk04gVioHVS5K7QXMM4jIFAMgkQ0yeUoDr18kA8WMA6iocEtUOgyARDbI9FnAvKBR2ekUWgOooF0lKjYGQCIbxHEAyRKM2wBarxyWVol3jUg2DIBENsi0E4h1ykGVizDqBVyJP1RsQUFUJAZAIhvETiBkCcZtAPmpIlIyBkAiG6QzGQiaF2sqO8O2pJW7ApBNKIiKwgBIZIPYCZgsQWfUBrDyfqoq8a4RyYYBkMgGsRMIWYJyewErZ1+JiosBkMgGmV6weAEjGShmHMB8r61TDCKbxgBIZIO0rAEkCzCqAazECbDy7hmRfBgAiWwQ2wCSJSi1F7CCdpWo2BgAiWwQ2wCSJRi3AbRiQSyMbf6IimaTAXDHjh3o06cPAgMDoVKpsGbNGqP5QghMnDgR1atXh4uLC8LDw3HmzBmjZVJTUzF48GB4enrC29sbw4cPx927d42WOXr0KDp27AhnZ2cEBQVhxowZlt41omLho+DIEoRSawB5/hCZsMkAeO/ePbRo0QJz5841O3/GjBmYPXs2FixYgL1798LNzQ2RkZHIysqSlhk8eDBOnDiB2NhYrF27Fjt27MCrr74qzU9PT0dERASCg4MRHx+Pzz//HJMnT8bChQstvn9ERTEdB9BKBaFKxbBmrDJ/pkx2rRLvK1FpOVi7AOb06tULvXr1MjtPCIGvvvoKEyZMwJNPPgkAWLp0Kfz9/bFmzRo8++yzOHXqFNavX4/9+/ejTZs2AIA5c+agd+/e+OKLLxAYGIhly5YhJycHP/zwA5ycnNCkSRMcPnwYM2fONAqKRNZg0gnESuWgykUpbQDZC5ioaDYZAAuTmJiIpKQkhIeHS9O8vLzQvn17xMXF4dlnn0VcXBy8vb2l8AcA4eHhsLOzw969e/HUU08hLi4OnTp1gpOTk7RMZGQkPvvsM9y+fRtVqlQx2XZ2djays7Ol1+np6QAAjUYDjUYj637q1yf3esky5D5euVqd8evcXH4WZKTU80ur00q/52p1FWb/S3q8tNpco9c5Gp4/5akinF+2XLbyUuECYFJSEgDA39/faLq/v780LykpCX5+fkbzHRwc4OPjY7RMSEiIyTr088wFwGnTpmHKlCkm0zdu3AhXV9dS7lHhYmNjLbJesgy5jteFRDsYttA4dOgw7K8ckmXd9JDSzq8LFx9+rq4nJWHdunXWLVAJFfd4HbmlAmAvvd67bx/S/2M9YHmz5fPr/v371i6C1VW4AGhN48ePx9ixY6XX6enpCAoKQkREBDw9PWXdlkajQWxsLHr06AFHR0dZ103yk/t47f3rJJB8RXrdomVL9G5RvczrpTxKPb92/3ECSL4KAKjm54fevVtbuUTFU9LjZXciGfjviPS6bdu26FTf15JFJAMV4fzS38FTsgoXAAMCAgAAycnJqF794QUxOTkZLVu2lJZJSUkxel9ubi5SU1Ol9wcEBCA5OdloGf1r/TL5qdVqqNVqk+mOjo4W+5Bbct0kP7mOl8jXP8ve3o6fAwtQ2vmlUhl+rlQVbt+Le7wc7O2NXtvZ2Ve4fa0MbPn8stVylSeb7AVcmJCQEAQEBGDz5s3StPT0dOzduxdhYWEAgLCwMKSlpSE+Pl5aZsuWLdDpdGjfvr20zI4dO4zaAcTGxqJBgwZmb/8Slaf845hV4vb6VI4UMw5gvteVucMLUWnZZAC8e/cuDh8+jMOHDwPI6/hx+PBhXLp0CSqVCqNHj8bHH3+MP//8E8eOHcOLL76IwMBA9OvXDwDQqFEj9OzZEyNGjMC+ffuwa9cujBo1Cs8++ywCAwMBAM8//zycnJwwfPhwnDhxAr/++iu+/vpro1u8RNbCgaDJEpTaC7gyh12i0rLJW8AHDhxA165dpdf6UDZ06FAsXrwY7733Hu7du4dXX30VaWlpePzxx7F+/Xo4OztL71m2bBlGjRqF7t27w87ODgMGDMDs2bOl+V5eXti4cSOio6MRGhoKX19fTJw4kUPAkE3go+DIEgyDUSXOfyb4ZBAiUzYZALt06VLoCatSqTB16lRMnTq1wGV8fHzw888/F7qd5s2b499//y11OYksxXQgaF7AqOwMP0faSlwtlv/JH5V4V4lKzSZvARMpncktYCuVozLIztVi/rZzOHWdvf6M2wAq51PFL1BEphgAiWyQSY0Fr1+ltmhnIj5bfxq9vmZtv+HHqDJnIj4JhKhoDIBENsi0BpCXsNI6fvWOtYtgMxTTCSTf68q8r0SlxQBIZINMajB4/So1ezv+m9NTyi3g/G1o2QaQyBT/MxLZoPwN9Hn9Kj1HO5X0u+LbghnVAFqvGJZmcv4o/bgTmcEASGSDOA6gfOwNAuDBS7etWBLrU0oNoGkAtFJBiGwYAyCRDTIdB5BXsNIyDANZGp0VS2J9igmAIv8t4Mq7r0SlxQBIZIP4KDj5hPi6Sb9nabRWLIn1GXUCqcRZOJc1gERFYgAkskH5azB4/So9jUEYuJuda8WSWJ8wagNYeT9Vpp1AKu++EpUWAyCRhWVptOj51Q68/mN8sd9jOg4gL2ClpdE+rOpKz1J6ABQGv1uxIBbGNoBERbPJR8ERVSZnU+7idFIGTidl4GpaJmp4uxT5HpNbwJYqnALk5D4MgHcVHgAV0wbQpBd95d1XotJiDSCRhWUatDu7mZFdrPewF7B8Lt66J/2ekaWxYkmsz/BjVKkDoEknECsVhMiGMQASWZhh6LiTWbwAsvd8qtHrynyxtrTjVx8+AzhD8TWA5n+vbPLXAPL8ITLFAEhkYYahozgBMEujNenFWJkv1paUkJSBpPQs6XVKRlYhS1d+hk0L8oekyoRtAImKxgBIZGGGPU+LMwyJuWW0lXnMDgvaefam0euraZlWKoltMAxClTkAmg4DU3n3lai0GACJLMywBjD/hckcc4tomf9KJfVeXpvL4KquAIDMHGWPA2gY+rJzK++His8CJioaAyCRhRn2PM0tRpIztwzbMJXO7ft5t9xrV80bDFqjFbiWloll+y6jsmTB63cy8cWGBCTdKfr2tmHnCE0l/lZhMo4mzx8iExwGhsjCDG8Ba7RFX4hyzFyYc4vxPjKlD98+bk4AgEup9/Ho9C0P5jqgXx8rFUxG0csO4uClNOw4cwN/jnq80GUNawBzKnENoGknECsVhMiGsQaQyMIMb7UVp92VubCXv0aDCpar1WHX2Zu4l50rhRw3tb2VS2U5By+lAQCOXrlT5LKGTRDMfdGoLNgLmKhorAEksjDDW22aYnTmyDWzTP42TVSwb3ecx+cbEvB4PV842KsAAK5O/FcHGHcm0uoEtDoBezuVFUtkGfcU/sg/ouJgDSCRhRkGwOLcyjV3m7g4nUcoz/L9lwDk9QDelnADAODqZL4GMKWYA3NXFvk/f2VtB6jVCWz/70axx7csL7fv5xi9Zg0gkSkGQCILMw6AxekE8vBiVc1DDYAXsJK4nGo61ItbATWAb/x82MKlsaySdm7If2u0rLeBf9iZiKE/7MPg7/eUaT1yS3vQ+UftkHeJ4/cnIlMMgEQWlpP78OpTnJo8w4ty/1Y1AJRtzLaNJ5LwzoojxRqD0NLuZuci9V5O0QuWwM272Rj8/R78deRagcu4FtAG8MiDdnNCCKw/noQLN+8Zzbf13qPF6VRkyCQAlrEjyKqDVwAYP23FFug/6+7qvOBv44exWP44fBUjlh4w6lRGVBYMgGQzhBCFhpS4c7cQf/F2OZZIHoZt+ooTAPW1hHV83eBon3eKliUAvvpjPFYdvIJvt58v9Trk0mrqRrT+KBbpWZoSB9LsXC0OX04zaQ/51ab/sOvsLbz5y6EC3+tQSDu3a2mZ2JZwA6//FI8uX2yTpn+34zzafLwJZ1MySlTO8pSda/w3LKqGOf/nr6wB0FZrpvXBWB/8M23gy09Zvb38MGJPJuOHnYnWLgpVEgyAZDNGLI1Hs8kbcMNMu6zb93Lw3Hd7MGD+7lJ3iLBWRwqjTiAFXKBPJ6Vj9uYzyMzRSgNHu6rtYfcguBQUAHU6UezBjXeevVGSYhs5k5yBF77fiwMXUoteuABCCOnC/NFfJ9Hww/Vo/VEs1h+/jrlbz+LU9YJrkdYfv47uX25Hv7m78O0O4yBrONB2QYHmfiF/o0enb8Gn606ZTP9k3SncupeDT/42nVcSc7eexWPTt+D6nYe3pt//7Siilx0sUQ1jrlaH2JPJuHX34fmRfzDnogZ3zv85unK7bE9GsdVbq/ovXX4ezgCA2ZvPYP3xJGsWSTasASS5MABSudBodfh60xmjGrwd/91A2LTN2P5fXjDZdCoZGq3An/lu5QkhcMPgoldQu6UP1xzHZ+tPm0zX6QTmbTuL1h/HSrU5QghM++cUJv5xHCevpSMnVycFxJSMLKw8cLlY7fXMyc7VYsOJJKRn5bVDMh4IOm8bsSeTMfGP41Ig7PnVv5gZ+x++2XpGenZtgKcz7FUPAmC+oHDh5j2Ez9yOOv+3Do0mrjcbmvPbf6H4tadZGi2+23Ee52/cBQC89lM8dp69iacXxJksezn1Ps6m3C1ynRkGF66V8Xm3DlPv5eD1nw7i8w0J6PX1v0bL383OxYoDl3H4chpe/+mgFFbmbDljVPPl4vjw9m5GlvnOCK5O9nire/0Cy3YmX/kNg3pKRjaEEHhjWTxeitlnUutmuPz1O5n4++h1o6D1+YYEXE3LxOzNZ6Vlfz1wGX8fu46tCSlIz9LgyOW0IsPgz/suYcTSA+gzZydeWXIAi3clGoVfALiXU3g4yN/D/JlvTY9nrlaH/606itUPbu/qp+0+dxP3c3KNylnUl6qkO1n4YWdigceltH4/dAVLdl8ocL7+PPP3VEvTXv8pvkTbuHk3G19t+s8ocBdGqxNISMqweLMB5wftGn/dfwkT1hzjCAFUahwbgcrFigOXMWvTf5i16T/0aRGIzwY0w4s/7AMADP1hHx6v5yst+2DkDlxOvY9FOxPzaj3uGdd6ODsat+m6nHofP+65CAAYE/4InBzskJmjRY5Wh+GL9+PAg+D5xYb/sGBIKLb/d0O6Jbo07iKqeajRqLonlr7cDu0+2QwAuHDrHgK9XTCoTRAc7E2/K7269AA2nkzGkA7BeL1TbWn6zI3/4dsd59H5kWpIy9RI7cwA4Mc9F/FG17oYsfQAAKCenzteDHv43qNX7kiBxtddLQ1jotUKCCEQf/E2ftl3Gfsu3DLq7LD++HUMMVhPYXQ6gblbz6JNbR+E1a0KAIi/mIortzOhUqmw5tBV+Huq8cu+y/hk3SmsffNxXLp1X3r/3K1n4evuhEFta0EIgY4ztgIAjkyKgJeLY4Hb7fr5tmKVT+9/q45i7dHrJtPv52jRemosdr7fDVXcnIw+C+lZpgGoSaAnnmgeCDe1A/44fBUXDfalICevPayNPHEtHbfva7DuWF4N0oELt9G2tg+OXU1Di5reaPvJJty+r8G2cV3w5NxduJOpwZcDW2BAaM18t7nzLtSG4fLlxQdQx9cN52/ew6KhbdC9kb9JWd777QhSMrKlWsxrd7Jw7U4WNp1KRv+rxmP/ff9vIoY/HoIZ6xMwJCwYLYO8jeYX1pQgO1cLIYANJ5KwfP9lLN9/Gf1b18Td7Fx8Ffsfvn9w69FD7YAJTzRC72bVi6xxfGLOTty8m43j1+5g5jMtC102P51OwM5OBSGEUcgRQmDMr0cAAN0b+aFmFVeT9+qHW/L3dC5w/bM3n8Hhy2lYOCTU7Pnd/cvtuJOpwVebzuDC9KgC17M07gKu3M7Esj0XcS9Hi/d6NsAbXeoVez/1+6RSmW+moNMJjFlxWHqt73H9/qpjAICO9ashsklAibZHBDAAUjlJvPGwcf1fR64h2Mf4n/bOszel3yf/dRJPtAiUgkV+ceduomfT6tLr9CyNUdumb7acAQD8fviqSY9QRwc7HLiQipdi9htNv5GRjRsZN9Bs0gZp2tyt5wAAmlwdXnosxGj5LI0WG08mA8gLdasPXsHUVnn/rPVBVF+zmV/YtC3S75fyhZGraZn4YuN/AAAXJ3vYPbgoJKVn4f9+P4Zf9l02u84P/zgBtaM9avm4okOdvFCXk6sz2+h/06lkfBmbt421bz4OtYMdBsw3rQnSe2LOTqPXn29IAJB34TEcbmN/YiqqeajRIsgbJ6+lY+7Ws6jp44IrqZmIv3gbt4rR+ePAhbx1BFd1Mxv+9O7laLHu+HUMbh8MF4MhXgyHI/H3VGPP+O5GF9aYl9pizpaz6PpIVbz169EC1z/5rxNGr6+lPfwcDf5+r/R750eqSY+b+3HPRWn7u87dhEarQ8yuC9KyDnZ5ISN/x43zDzqejF99DPs+eBgAtToBOxWw4sCVB+83DQirD141er3m0FVcvHUPG04kY9XBK0bBZdHORNy8a/4YaHUCYdO2IFerw5vdjGtKn56/G6eTHraDzMjOxfurjkkBxJxjV+7gzV8O4uaD2rPVB6+WKACeTbmL8JnbAQA1vF3g6mSH10PyyqkzCNBp9zWoWcX0/Q9rAI0DYE6uDk4PatBmPjgHtpxOQYRBgDp8OQ0nr6UbfZbuZefC7UGHkpSMLGw+lYJ+LWvA2dEOE/8w/qzMWJ9QogD4W/wVjFt5BG92q4d3IhqYzP8vJQN/HH54V2RJ3EWjLwqGn83C3MjIhq+7U4FBc/3xJKw/fh2f9m/GcTMVgkeZyoWr2vijtmzvxUKXb/PxpgLnvf7TQRyYEA6dEFJtXYivmzR/9pazBb53z/lb2HP+VoHzM8y0r4m/lIaXHgPu5+Tipz0XUbOKKx7xdzda5l6OFu/sdcA7e2MLXLc593K0RrVN5w2CcpZGC33FREFh0tB7v+UFmoSPeyL1Xo5R0NTLzNHiusEzY/OHu5J4+Ei1PK88qNX87fUws7eKi0P/vkVD2xS5rD7cGt4CXnngYUD2cVObXOzqVHPHrEEtkXS74FvWc7eexaEHT9fQG7/afNgxPC6/H3oYxq7czsTqg8bv0Q+4XFA7UMMxCf84fBVvLz9sNL84HYgc7e2MPkO1//c3/q93Q2i0Qgru5qRnaqTe2Z8YtIc8cjnNKPwV17DF+6Xwp3f86h2oHezg5+kMD7WD1L41/mIqJv15ApP6NEHb2j4AHn6JA/K+FAHAOykO+DYxDiteD5Pm6YRAdq4WagfjOwL6kB2QLwC+sewgnBxU+KRfM2la/iYl/ebuMtmfn/deQp1qbujeyB8vL96P41fTceLaHbzfs6HZ/W/zcSy6NfTDJ081g6O9HW5kZOPfMzfwRPNAODnYQQiBC7fuI9DbGeNW5tVmztlyFm93ry/VRgqRN1C3uWc86++eAA/bvR68dBtfbkzAB70bo3Ggp9Hy/xy7jpHLDuKlR2tjct8mJusTQki3yOv7eyC6a8lqMKliYgCkcqEfj0tPX2tSWudv3DNqv5SYb/iOghSnrVx+DnYq3LqbjVCDUNowwKNE63B2tEOWxvTC/8u+S/hl3yWz74m/eBuNA71KVljkdabZUUBgfDFmH45cTivxOkuitOHP0PAlB4pc5sLNvNpTwydZLNv78G85Y0DzAt/r7lzwrWpzQenY1aIfs2Y4vI25WplLqfchhCi0U4m+vWv+8Fdcj9WrKv1d9D5dZ9ou1tDvh64grI6v2XkvxewzO92cMb8expcDW+BuTq5J+AOMv2xENauOwR1qoUl1L6n2eeCCOOz/IBxeLo64lGr+Nv1/KXdx7sbD8P7DzkSsOXwNPw1vDx83J3y+4TQ+iGr0sBOIQRtAIK+dMQD8+9/DOw6F9RDX04fijWM6SUPerNh/BUMLaHZx824OVhy4gtq+bmhWwwsT/ziBxJv3cDopA//XuxFmbEjA/G3njL68AMB7q45i5jMtkZOrwyMT/gEAfPSkaWAzpP9CMWLJAdy6l4OhMfuw/4Nwo2U+/Sev/It3X8CEqEbYcjoFbWv7oMqDZ2R/tPbhZzJd5vaaZLsYAKlCMtd43VJ+P3TVqHYHQIlrRZ5oHojf4q8UvaABT2dH+D74B10SBYU/ABYPf+Xph12JyNFq8dMe8wG6Wc2Cw3P+LyRyM9e7dsvpFETM2mHS4cRQyPh1pdqeo70KGq2QbheXxJhfj6DTI9XMzivJF7XfD13FnvO38Ghd82HS0N/HruPvY6a3+F9ZegCP16sqPd/YHMPmCmse3Bqdtek/qYPZ1oSHn399L+D8jGv6VXhu4R64qe3x7ZDCa54jZu2Qfs/R6tDD4LU5M9Ybf5lYuOM8Fu1MlGqv8w9Po79VHrPr4VAvPxfQ7EPvdFIG7mbnSk0sbmRkY/bmM0i9l4N9ian46ZX2UlMSAOjzzS6px33smE6o7++BHwy2V9Cg6VT58EhTuciuBONwlYUKwLdDQvHaj8XviRjk44qq7uqiF1SwgsJf7aqmHQNsQWHhryx83dVGt/aLMvzxECwyGE+usC8NJXH9TpY0OHRpHLmcVqovKQWND+rsWHTQ338hFXEPmoV8tPZkibddUkWN6ZmZozVqgnAjo/DjuvbodZP2svr2jQAwf9tZowBoONxSj1k7MDC0ptF73dSMBUrBYWCoXOQfxkSJinOrSS+4qivG926IRtVLdquZ8kzrX/Dt3+Iq6W1+aypJ+AOAD3o3slBJbIujvR3+iH6s0GUMg/DiQoaWKS/L9l6EwMP/lwV13Cmu7/5NLLSJzMp8dybcC3hqDlU+DIBULuTIfz0a+6NX04o53IEATMZsK8jj9Xyx/d2u8PNwhkchbdWoYO7FqMXoUaPwIUxe61ynxNvt1tCvxO+Rw5znWpVoebsSfBmpyJwd7dEiyBv7Puhu7aIU28d/n8KGE8lW2z57ACsHAyCVi6I6MP73ca8i1/Hdi20w/4VQHJscYXa+/naPnQpoE/xwbIgCRj2wGAc7FVYa9FQE8srWvZGfSa9EvVa1vKXfzQ00XJSO9X3x1aCWJX6frYgZ1rbIZUoScgoaLNxQ22o6qVY2f+1sA38PPNE8sNjb04vuWrdEyzvay/Ph7NMiEC3yjflXlKY1PIteKJ96fu5FL2RD3B4MEZT3ZapiB5tfX+1QLtuxV8iXA2IApHJieEvDHKd8jfLt7VQINQhx43s9HG7Bw9nRaJ7e5D5NcOjDHkj4uBc+6tcUvu5O+OjJJljwQqjJsnvGd8e+/+uO+gYXtBEdQ0yWK8q/73U1Kluf5gE4+2lvtK3tg+9ezGtQHujljOiu9eDh7Ijd/+uGs5/0wqdPNTNaz+9vPCaF1oGhQUbz3o00HRtM7++3HsdXg1ri+6FtpOcGGxoT/gieaxdk5p0lM/zxEIwON/8kjTq+bvhiYAtENauOzwY0M5mfOK03Xu9ceDDq2qDgmrPYMZ2Q8HFP9GlR/EBWnHDj7wLseq8zzn7SC0cnR2BCVCPsGd8didN6Y8OYTnC0t0P7EB+j9wxuX6vA9T3bNgjVvVyk1z8Nb19omcf3aohDEyPQvYy1hvrjMn9wa7z0aO1Cl/3wicbY/E5nAEBk45LXphd069jc+QjkBeI6BkM0lUVbXx1eK+E5ajjA84/D25dqu/qnieT/kuBRzm3l2oX4lMs22VpHOSr2VyKqOPL9UxkaFowlcXljAT7Xzvii6unsgC3jusDLxRH1P8gbCiH/EyZmPdMS527exWN1fXHgQirO3riLZ9oESbe2GlX3xP4PwqFSqcwOyRHglVcT992LbTDxzxMY2bkuDl0u/qPS9IJ8XNGo+sOw8blBAOrR2N/kCQJ2dirYQYVaPqadFH4c3h57Em+hYz3jXpRvdKlb4Bhuj/h7oMmDoWK6N/JDiyBvdAjxwfjejYzGR3uzW32TcfsKE1zV1eiJGT2bBqBtbR+E+LpJQ5Q4O9ph+OMheK5dLdSs4oqnHzQmNxwg+N3IBlCpVHi9cx3EnbuJ9nWqYuGDZ/l2eqQadvx3A+/0eKTAcvRvXQP1/R+2xevZJACXUu/jpJnnBs9+rhUW7UzEhKhGJuPCFcTHzQkO9nZwsLfDKx1Nb/mO793IaFy4jvWr4d8zN42GKTn9UU/sv5CKdiE+UDvYY97g1nBXO+Dx+r54vL4vejcNwMhlB6Xl8z/xY9FLbdFs8gazTQTG92qI1Hs5Js8/1uvVNACjw/P+foHeLpjctwkm922C+IupJoN7rxr5qFFQe659LWlAcL2RXeoi9mQyvFwc0ayGFxbvvoBH61bF7nN5nSTu5eRiUp/G2HX2ljSkSpNAT6wa+Sju5+Ri1cGreLRuVdSt9vCL1biIBvh2x3lM/6fg4WgGt6+Fp0Nr4ql5u6VpTg52Rs92fqG+Dr161MP19Gz8l5xRYE/8d3o8YrJfAEyeilJcf7/VEXHnbqFLg2poNnmjNN1BptpbAFg8rK3J4PT5qVSqvN5kFqZjAlQMBkAqF/n/pQwJC4aLkwOupWXi06eaGs1TO9rDN1/v1/yPfqtV1RW1HvT0fLSeLx6tZzr0hH4Q4EBvF8SO6SQN2fBYvarSMrV93bD05XYAAA9nB5NhGwy5Odlj5euPYsvpZDQO9JSeuPFYPV9ENPaDKj2p2LdPDMug5+Jkb7YmTKVSwcFOJQ0E3DLIG81reuGdHg2Mav2cHe2NGrwbhqBA74c1U/mtfuNRbDudIg2gHdW8OuY+3xorD1yGq5MD6vm5o8GDDhFPtqwBF0d7fLvjPL4c2AK1zdTufP50cxy9cgcT+zSWyuft6oQ/Rj0OALhy+z6OXL6DOc+1QrZGi2oeecf6lxEd8Nx3e9DpkWr4YmBzbE+4gd7Nqhute8GQUAghsGzvJUxYc1yaPqVvE/RtEYi+JaglLI6WQd74/sU22Hn2JjJztIho7I/wRn7QCWDE0gNoGOABZ0d7dKz/cBiV/GVuX8f4WJt73Ju5DkJLXm6Hzg+GZ1l79Lo0ILJe50eqYXoBYx2aG3My/+1mX3c1PhvQzCiwV/dyxobRnaBC3peVoY/WRoCnMxpNXA8AqO+Xd2t82GMhqP2/vwFA+gy4OjlgSIdgk+2qVCo0NzMkzwe9G6FfqxqIPZmMfq0C4erkAC8XR+kJHP++1xXtP80b6F0/bI9KpcLs51ohV6vD89/tRYivGzKyHz6mDwCGPlYbv+y7hMfrm/5PODyxB1pOLdlg7R7ODlJN7mud6khhvFez6vh5r/le6IXx81DDXe0gPQEGALo08IOvu9rs+IkA0K9l3vYNH4nnZG9n1NThwvQoNPpwvcnQMlOfbGLytJLCMP4pBwMglYv8DywP9HbB/3oZj6LfJNATJ66lo3+rGtK0t7vXx77EVPRqVrbOH/X9PfDnqMfwY9zFAm+pNq3hhd9eD8Py/ZelMft2vNsV52/eRdvaPnB2tIe9ncpklH17OxXmPtcS69YVfww3lUqFD59oXOxhJ7xdHaXegGuK6NVYkEf83fFfct4wJL7uTtL6Wteqgta1qmBsRANotA/bxQ1sY/7WcUSTAKNHZ+U3sE1Qge8FgLnPt374hA6Dmt2wulWNakwLWodKpcILHYKNAuDQIm59lkV4Y3+EN34Y2uweVMMsefDFoSg+BmM5zhvc2uwynR+pJo1pF/NSW7QM8pYG6QWA3994FLvP3ULTGl548pudGNgmyOwTHfQalLIHc+taVYy+xOifsLN1XBdcT8s0Wm/MsLb4ee8lTO5T+EDFAPBoXV8sHBKKen7uqFPN3ejZt88b3FZf9kp7acBowy83+fOxg72d9ESQFfsvGwVAT2dH7Hy/m9mOLt6uTlj9xqPob1DTCOTdvl++P2+8vRWvhWHUzwelJ7PoH+EHAK90rPMgsNbAy4+HoFF1T7StXQU9v/oXQF6TjGEx+42e6vJqpzrIydWhT4tAXLl9H+1CfODj5oQGE/JCtf5uwJZxndHcoIZRb/GwtmhR0xuA8WgKx6dEYve5mxi74gi+eT6vfax+AGxDQzoEI7yRv9EdgEbVPY2GgzEkWAOoGAyAVC70/1Keb18LY3s8Yran2Y/D22PX2ZuIaPLwYjumkNuDJdW8pjc+H+hd6DJtavvg+NU7+O3BcH2GNY1yezEsGHezctHpkaIHzv1+aFu8u/IIPogq/fAdkU0C8F/yWdSs4gJ3tYPZ4SXMtSOUW0HPIi2pgaE1sTL+Spnb0JWHTWM7I+lOltlaKQCY8mRTNKruiT4tAs3W1vp5OqPfgy9GhyZGmLSZzc/XXY2d73eFq5MDWn+UV+Nl7rpuOC3mpbZoWsP84Nkhvm5Gj1sE8tptFtZ2Mz/DLw0FfQYMb6sa1lja2xW8v0+H1kRSehZmxv4ntf0srJdzM4N9nNK3CezsVHihfS2M6lYPgV4usLNT4dOnmkmPNjQMxNU81Ngyrov0Wl/j+cuIDnBT26NJoBdq+bhKATB/ExDDW/BnP+mFK7czpaeVeBbQ47+Lwd/YcAxBJwc7dGngh4Mf9pCm/V/vRpjy10n0aOyP2AfPKlepVNIX7un/nMaEqEZ4tl0tXLh5D/3n7S5WhymqnBgAqVzoLzReLo4mt3f1fNycStTQ31KebVcLhy6nWXxID0d7O7xdQMeK/FoGeSN2bOcybW9Ut3qoXdUNHev7YsTSoh+1ZuumPtkUXRv6oWMBocqW1PNzL7QHrZeLI14roqOMXlHhT69mFeMvLuZu1+vDRS0fV3S1gSBtrzIMgHZ4MSwYS+MuYlyPesCt42bfY2enwlvd6+O5drVM2gqbY3i7vdMj1aRga/j3cnEq2Vh4YXUf3ub/+KmmeGXJAaltZoHlsLcze0wK07pWFexNTIWvu/knBL30aG10a+iHoCqu+PPINXi7Pvx7vNapTt4XDC9nqFQqNK3hhbVvPY5p606hbYgP/v3vJuLO32InEAVhAKRyoe8FXBFGGHB2tMfXz5ZsXLWKQO1gjwEPOmoMbh+MI1eOGg2XU9G4ONmbtLcjU4c+7IHsXJ3ZcBTg5Yz4CeFwt5EhUgyffONkb4fJfZpg+OMhqO7hiH/+MR8A9fRtSYuiUqnw2YBmSLuvManV1DPXSau4GgZ4Yuf73Ur13g51fLDnfCpCfN3wzfOtTMaznPNcKyzccR6DzbS1BPL2Lbhq3j71M2hKo59XI1/t8iP+HogZlteUIe5BR5+iRmygysM2znqq9PTfKlXl0Y2NijSwTU3U93cvdVsxqjiqFPE8aVt63KCPmxN+Gt4eakc76TZucFU3aDTFfyZxcQxqW/BwPkBe7/4fXmoDb9eSP4u7LOY81xoxuxLxXLtaCDITQv08nTHhicYWLYOZZoRUSTEAUrnQNywu70GZyTyVSoVWtSpu7R9VXgW1kyxv3Rqa9ta2tGoearzXs2HRC1qAvl0m6/+UgwNBU7nQ/1Nh/iMisj36/83sBawcDIBULqRbwKwCJCKyOfr22Yx/ysEASOVCx1vAREQ2S/pyzgSoGAyAVC4e3gJmAiQisjXSLWAmQMVgAKRy8fAWsHXLQUREpvT/m3XMf4rBAEjlQt+wuCKMA0hEpDwPegEzACoGAyCVC3YCISKyXQ+bADIBKgUDIJUL/lMhIrJdUi9g/qtWDAZAKhdsA0hEZLv0HfSY/5SDAZDKhb5hsR0TIBGRzVE9HAnaquWg8sMASOVCfwuY8Y+IyPawF7DyMABS+eAtYCIimyXdAmYNoGIwAFK54EDQRES2iw8CUR4GQCoXfBQcEZHt0g/RxQpA5WAApHLBcQCJiGzXw0fBkVIwAFK5eHgLmIiIbI10C5hVgIrBAEjlQvAWMBGRzeIoMMrDAEjlQnAcQCIim6X/38ynNikHAyCVC2kcQOY/IiLbw0fBKQ4DIJULqROIdYtBRERm8FFwysMASOVC+lbJKkAiIpujYg2g4jAAUrnQjwNox/xHRGRz9P+adUyAisEASOWCTwIhIrJd7KCnPAyAVC4EnwVMRGSzOA6g8jAAUjl50AvYyqUgIiJTbAOoPAyAVC50HAeQiMiGsRew0jAAUrkQHAeGiMhmsQZQeRQfAOfOnYvatWvD2dkZ7du3x759+6xdpEqJzwImIrJd7AWsPIoOgL/++ivGjh2LSZMm4eDBg2jRogUiIyORkpJi7aJVOjqpEwgjIBGRrXn4KDhSCkUHwJkzZ2LEiBEYNmwYGjdujAULFsDV1RU//PCDtYtW6QiOA0hEZLOk7+asAVQMB2sXwFpycnIQHx+P8ePHS9Ps7OwQHh6OuLg4s+/Jzs5Gdna29Do9PR0AoNFooNFoZCvbhhPJWH8iCdev2yF2xRHYqSp+Tj99Pe9vpdNqZf1b2Qr9PlXGfauMeLwqFh4vyxM6HQBg/fEkXLh5r0zr0gmdrNeviMZ+iGziX+b1GOJnScEB8ObNm9BqtfD3N/5Q+fv74/Tp02bfM23aNEyZMsVk+saNG+Hq6ipb2f65rML6K/YA7ICbybKt1xacPXEE664dtnYxLCY2NtbaRaAS4PGqWHi8LOfGVRUAe/yXchf/pdyVYY3yXb9yUq9Ae1Hemsn79+/Lur6KSLEBsDTGjx+PsWPHSq/T09MRFBSEiIgIeHp6yrad6pfS0OJiKhISEtCgQQPY29vLtm5rqubuhF5NA2BfCe8DazQaxMbGokePHnB0dLR2cagIPF4VC4+X5XXMysXjx5NwP0db5nVptVpZr18ta3qhVS3vMq/HkP4OnpIpNgD6+vrC3t4eycnG31CSk5MREBBg9j1qtRpqtdpkuqOjo6z/lNrVrYZWtbyxLuM0enesw394FYjcnwWyLB6vioXHy3J8HB3xQliILOvSaDQ2f/2y1XKVp4rfuKyUnJycEBoais2bN0vTdDodNm/ejLCwMCuWjIiIiMiyFFsDCABjx47F0KFD0aZNG7Rr1w5fffUV7t27h2HDhlm7aEREREQWo+gAOGjQINy4cQMTJ05EUlISWrZsifXr15t0DCEiIiKqTBQdAAFg1KhRGDVqlLWLQURERFRuFNsGkIiIiEipGACJiIiIFIYBkIiIiEhhGACJiIiIFIYBkIiIiEhhGACJiIiIFIYBkIiIiEhhGACJiIiIFIYBkIiIiEhhFP8kkLIQQgAA0tPTZV+3RqPB/fv3kZ6eDkdHR9nXT/Li8apYeLwqFh6viqUiHC/9dVt/HVciBsAyyMjIAAAEBQVZuSRERERUUhkZGfDy8rJ2MaxCJZQcf8tIp9Ph2rVr8PDwgEqlknXd6enpCAoKwuXLl+Hp6Snrukl+PF4VC49XxcLjVbFUhOMlhEBGRgYCAwNhZ6fM1nCsASwDOzs71KxZ06Lb8PT0tNkTiEzxeFUsPF4VC49XxWLrx0upNX96yoy9RERERArGAEhERESkMAyANkqtVmPSpElQq9XWLgoVA49XxcLjVbHweFUsPF4VAzuBEBERESkMawCJiIiIFIYBkIiIiEhhGACJiIiIFIYBkIiIiEhhGABt0Ny5c1G7dm04Ozujffv22Ldvn7WLpEiTJ0+GSqUy+mnYsKE0PysrC9HR0ahatSrc3d0xYMAAJCcnG63j0qVLiIqKgqurK/z8/PDuu+8iNze3vHelUtqxYwf69OmDwMBAqFQqrFmzxmi+EAITJ05E9erV4eLigvDwcJw5c8ZomdTUVAwePBienp7w9vbG8OHDcffuXaNljh49io4dO8LZ2RlBQUGYMWOGpXetUirqeL300ksm51vPnj2NluHxKj/Tpk1D27Zt4eHhAT8/P/Tr1w8JCQlGy8j1P3Dbtm1o3bo11Go16tWrh8WLF1t69wgMgDbn119/xdixYzFp0iQcPHgQLVq0QGRkJFJSUqxdNEVq0qQJrl+/Lv3s3LlTmjdmzBj89ddfWLlyJbZv345r166hf//+0nytVouoqCjk5ORg9+7dWLJkCRYvXoyJEydaY1cqnXv37qFFixaYO3eu2fkzZszA7NmzsWDBAuzduxdubm6IjIxEVlaWtMzgwYNx4sQJxMbGYu3atdixYwdeffVVaX56ejoiIiIQHByM+Ph4fP7555g8eTIWLlxo8f2rbIo6XgDQs2dPo/Ptl19+MZrP41V+tm/fjujoaOzZswexsbHQaDSIiIjAvXv3pGXk+B+YmJiIqKgodO3aFYcPH8bo0aPxyiuvYMOGDeW6v4okyKa0a9dOREdHS6+1Wq0IDAwU06ZNs2KplGnSpEmiRYsWZuelpaUJR0dHsXLlSmnaqVOnBAARFxcnhBBi3bp1ws7OTiQlJUnLzJ8/X3h6eors7GyLll1pAIjff/9deq3T6URAQID4/PPPpWlpaWlCrVaLX375RQghxMmTJwUAsX//fmmZf/75R6hUKnH16lUhhBDz5s0TVapUMTpe77//vmjQoIGF96hyy3+8hBBi6NCh4sknnyzwPTxe1pWSkiIAiO3btwsh5Psf+N5774kmTZoYbWvQoEEiMjLS0rukeKwBtCE5OTmIj49HeHi4NM3Ozg7h4eGIi4uzYsmU68yZMwgMDESdOnUwePBgXLp0CQAQHx8PjUZjdKwaNmyIWrVqSccqLi4OzZo1g7+/v7RMZGQk0tPTceLEifLdEYVJTExEUlKS0fHx8vJC+/btjY6Pt7c32rRpIy0THh4OOzs77N27V1qmU6dOcHJykpaJjIxEQkICbt++XU57oxzbtm2Dn58fGjRogJEjR+LWrVvSPB4v67pz5w4AwMfHB4B8/wPj4uKM1qFfhtc8y2MAtCE3b96EVqs1OlkAwN/fH0lJSVYqlXK1b98eixcvxvr16zF//nwkJiaiY8eOyMjIQFJSEpycnODt7W30HsNjlZSUZPZY6ueR5ej/voWdS0lJSfDz8zOa7+DgAB8fHx5DK+jZsyeWLl2KzZs347PPPsP27dvRq1cvaLVaADxe1qTT6TB69Gg89thjaNq0KQDI9j+woGXS09ORmZlpid2hBxysXQAiW9WrVy/p9+bNm6N9+/YIDg7GihUr4OLiYsWSEVU+zz77rPR7s2bN0Lx5c9StWxfbtm1D9+7drVgyio6OxvHjx43aQFPFxxpAG+Lr6wt7e3uTXlTJyckICAiwUqlIz9vbG4888gjOnj2LgIAA5OTkIC0tzWgZw2MVEBBg9ljq55Hl6P++hZ1LAQEBJp2rcnNzkZqaymNoA+rUqQNfX1+cPXsWAI+XtYwaNQpr167F1q1bUbNmTWm6XP8DC1rG09OTX7QtjAHQhjg5OSE0NBSbN2+Wpul0OmzevBlhYWFWLBkBwN27d3Hu3DlUr14doaGhcHR0NDpWCQkJuHTpknSswsLCcOzYMaOLVmxsLDw9PdG4ceNyL7+ShISEICAgwOj4pKenY+/evUbHJy0tDfHx8dIyW7ZsgU6nQ/v27aVlduzYAY1GIy0TGxuLBg0aoEqVKuW0N8p05coV3Lp1C9WrVwfA41XehBAYNWoUfv/9d2zZsgUhISFG8+X6HxgWFma0Dv0yvOaVA2v3QiFjy5cvF2q1WixevFicPHlSvPrqq8Lb29uoFxWVj3feeUds27ZNJCYmil27donw8HDh6+srUlJShBBCvP7666JWrVpiy5Yt4sCBAyIsLEyEhYVJ78/NzRVNmzYVERER4vDhw2L9+vWiWrVqYvz48dbapUolIyNDHDp0SBw6dEgAEDNnzhSHDh0SFy9eFEIIMX36dOHt7S3++OMPcfToUfHkk0+KkJAQkZmZKa2jZ8+eolWrVmLv3r1i586don79+uK5556T5qelpQl/f38xZMgQcfz4cbF8+XLh6uoqvv3223Lf34qusOOVkZEhxo0bJ+Li4kRiYqLYtGmTaN26tahfv77IysqS1sHjVX5GjhwpvLy8xLZt28T169eln/v370vLyPE/8Pz588LV1VW8++674tSpU2Lu3LnC3t5erF+/vlz3V4kYAG3QnDlzRK1atYSTk5No166d2LNnj7WLpEiDBg0S1atXF05OTqJGjRpi0KBB4uzZs9L8zMxM8cYbb4gqVaoIV1dX8dRTT4nr168brePChQuiV69ewsXFRfj6+op33nlHaDSa8t6VSmnr1q0CgMnP0KFDhRB5Q8F8+OGHwt/fX6jVatG9e3eRkJBgtI5bt26J5557Tri7uwtPT08xbNgwkZGRYbTMkSNHxOOPPy7UarWoUaOGmD59enntYqVS2PG6f/++iIiIENWqVROOjo4iODhYjBgxwuSLL49X+TF3rACImJgYaRm5/gdu3bpVtGzZUjg5OYk6deoYbYMsRyWEEOVd60hERERE1sM2gEREREQKwwBIREREpDAMgEREREQKwwBIREREpDAMgEREREQKwwBIREREpDAMgEREREQKwwBIRFQMXbp0wejRo8u0jgsXLkClUuHw4cOylImIqLQYAInIJsTFxcHe3h5RUVHWLopZq1evxkcffWTtYhARyYIBkIhswqJFi/Dmm29ix44duHbtWqHLCiGQm5trMj0nJ8dSxYOPjw88PDwstn4iovLEAEhEVnf37l38+uuvGDlyJKKiorB48WKj+du2bYNKpcI///yD0NBQqNVq7Ny5E126dMGoUaMwevRo+Pr6IjIyEgAwc+ZMNGvWDG5ubggKCsIbb7yBu3fvAgDu3bsHT09P/Pbbb0bbWLNmDdzc3JCRkWG2jPlvAdeuXRuffvopXn75ZXh4eKBWrVpYuHCh0Xv27duHVq1awdnZGW3atMGhQ4dM1nv8+HH06tUL7u7u8Pf3x5AhQ3Dz5k1pv52cnPDvv/9Ky8+YMQN+fn5ITk4u3h+XiMgMBkAisroVK1agYcOGaNCgAV544QX88MMPMPeY8v/973+YPn06Tp06hebNmwMAlixZAicnJ+zatQsLFiwAANjZ2WH27Nk4ceIElixZgi1btuC9994DALi5ueHZZ59FTEyM0bpjYmLw9NNPl6iW78svv5SC3RtvvIGRI0ciISEBQF6ofeKJJ9C4cWPEx8dj8uTJGDdunNH709LS0K1bN7Rq1QoHDhzA+vXrkZycjGeeeQbAw9A5ZMgQ3LlzB4cOHcKHH36I77//Hv7+/sUuJxGRCUFEZGWPPvqo+Oqrr4QQQmg0GuHr6yu2bt0qzd+6dasAINasWWP0vs6dO4tWrVoVuf6VK1eKqlWrSq/37t0r7O3txbVr14QQQiQnJwsHBwexbdu2AtfRuXNn8fbbb0uvg4ODxQsvvCC91ul0ws/PT8yfP18IIcS3334rqlatKjIzM6Vl5s+fLwCIQ4cOCSGE+Oijj0RERITRdi5fviwAiISEBCGEENnZ2aJly5bimWeeEY0bNxYjRowocn+JiIrCGkAisqqEhATs27cPzz33HADAwcEBgwYNwqJFi0yWbdOmjcm00NBQk2mbNm1C9+7dUaNGDXh4eGDIkCG4desW7t+/DwBo164dmjRpgiVLlgAAfvrpJwQHB6NTp04lKru+FhIAVCoVAgICkJKSAgBSLaWzs7O0TFhYmNH7jxw5gq1bt8Ld3V36adiwIQDg3LlzAAAnJycsW7YMq1atQlZWFmbNmlWiMhIRmcMASERWtWjRIuTm5iIwMBAODg5wcHDA/PnzsWrVKty5c8doWTc3N5P355924cIFPPHEE2jevDlWrVqF+Ph4zJ07F4BxJ5FXXnlFamsYExODYcOGQaVSlajsjo6ORq9VKhV0Ol2x33/37l306dMHhw8fNvo5c+aMURjdvXs3ACA1NRWpqaklKiMRkTkMgERkNbm5uVi6dCm+/PJLowB05MgRBAYG4pdffinxOuPj46HT6fDll1+iQ4cOeOSRR8z2Kn7hhRdw8eJFzJ49GydPnsTQoUPl2CVJo0aNcPToUWRlZUnT9uzZY7RM69atceLECdSuXRv16tUz+tEH23PnzmHMmDH47rvv0L59ewwdOrREIZOIyBwGQCKymrVr1+L27dsYPnw4mjZtavQzYMAAs7eBi1KvXj1oNBrMmTMH58+fx48//ih1DjFUpUoV9O/fH++++y4iIiJQs2ZNOXZJ8vzzz0OlUmHEiBE4efIk1q1bhy+++MJomejoaKSmpuK5557D/v37ce7cOWzYsAHDhg2DVquFVqvFCy+8gMjISAwbNgwxMTE4evQovvzyS1nLSkTKwwBIRFazaNEihIeHw8vLy2TegAEDcODAARw9erRE62zRogVmzpyJzz77DE2bNsWyZcswbdo0s8sOHz4cOTk5ePnll0tV/sK4u7vjr7/+wrFjx9CqVSt88MEH+Oyzz4yWCQwMxK5du6DVahEREYFmzZph9OjR8Pb2hp2dHT755BNcvHgR3377LQCgevXqWLhwISZMmIAjR47IXmYiUg6VEGbGWiAiUoAff/wRY8aMwbVr1+Dk5GTt4hARlRsHaxeAiKi83b9/H9evX8f06dPx2muvMfwRkeLwFjARKc6MGTPQsGFDBAQEYPz48dYuDhFRueMtYCIiIiKFYQ0gERERkcIwABIREREpDAMgERERkcIwABIREREpDAMgERERkcIwABIREREpDAMgERERkcIwABIREREpDAMgERERkcL8P7UWWf+dZfODAAAAAElFTkSuQmCC",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 11\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5c94489ccfb445cbb8dd224d91b5ff82"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pixels_peaks = np.array([]) # A remplir\n",
        "peaks_lambda = np.array([]) # A remplir\n",
        "def affine(x, a=1, b=1):\n",
        "    return a*x + b\n",
        "\n",
        "calib_wvl = curve_fit(affine, pixels_peaks, peaks_lambda, p0=[2, 50])\n",
        "\n",
        "calib_wavelengths = affine(range(len(extract_avg_spectrum)), a=calib_wvl[0][0], b=calib_wvl[0][1])\n",
        "\n",
        "plt.figure(12)\n",
        "plt.clf()\n",
        "plt.plot(pixels_peaks,peaks_lambda,marker='+',markersize=15)\n",
        "plt.plot(calib_wavelengths)\n",
        "plt.ylabel('Wavelength in nm')\n",
        "plt.xlabel('Array index')\n",
        "plt.title('Spectral calibration')\n",
        "plt.grid()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "G6xFEKOndrYK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569,
          "referenced_widgets": [
            "2c6f8aa4220246c1831cf2563d6eb0be",
            "6cb76530142645358b1452ea41143782",
            "0e3646b3dc4043ad9b892a64881905bf",
            "a890531337b4492b980aa00855d9441a"
          ]
        },
        "outputId": "1b7ad140-9eec-4476-9e30-b776958e5371"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 12\n",
              "                </div>\n",
              "                <img 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' width=640.0/>\n",
              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2c6f8aa4220246c1831cf2563d6eb0be"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "plt.figure(13)\n",
        "plt.clf()\n",
        "plt.plot(calib_wavelengths, stacked_average_spectrum, 'k-', lw=1, label='stacked calibrated spectrum')\n",
        "#plt.plot(calib_wavelengths, stacked_spectrum, 'k-', lw=1, label='stacked calibrated spectrum')\n",
        "plt.ylabel('Arbitrary intensity')\n",
        "plt.xlabel('Wavelengths in nm')\n",
        "plt.title('Reduced and calibrated spectra')\n",
        "plt.grid()\n",
        "plt.legend(loc='best')\n",
        "#plt.ylim(0, 2000) # A modifier\n",
        "#plt.xlim(530,885) # A modifier\n",
        "#plt.yscale('log') # Pour la visualisation en échelle log si nécessaire\n",
        "plt.show()\n",
        "\n",
        "\n",
        "print(\"Traitement terminé, place à l'analyse !\")"
      ],
      "metadata": {
        "id": "994MWkerdvn6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 586,
          "referenced_widgets": [
            "9968a25166864efea65203b110c2e9f3",
            "836ecd77ffc3476b9699ceacef31a0ba",
            "09f4c5b41d1944ba8aea2b75b7897e6a",
            "3280baa1b1554955be3b7de9f9a3d99c"
          ]
        },
        "outputId": "95d6cb5d-9703-4e94-dfce-6120d4c0d069"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
            ],
            "image/png": 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",
            "text/html": [
              "\n",
              "            <div style=\"display: inline-block;\">\n",
              "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
              "                    Figure 13\n",
              "                </div>\n",
              "                <img 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' 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              "            </div>\n",
              "        "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9968a25166864efea65203b110c2e9f3"
            }
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/b3e629b1971e1542/manager.min.js"
                }
              }
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Traitement terminé, place à l'analyse !\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "7sgPA1WEa0dQ"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "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": "3.8.5"
    },
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "d9b60e10838247d5bd4a9117140c77af": {
          "model_module": "jupyter-matplotlib",
          "model_name": "MPLCanvasModel",
          "model_module_version": "^0.11",
          "state": {
            "_cursor": "default",
            "_data_url": 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",
            "_dom_classes": [],
            "_figure_label": "Figure 1",
            "_image_mode": "full",
            "_message": "",
            "_model_module": "jupyter-matplotlib",
            "_model_module_version": "^0.11",
            "_model_name": "MPLCanvasModel",
            "_rubberband_height": 0,
            "_rubberband_width": 0,
            "_rubberband_x": 0,
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            "_size": [
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            "_view_count": null,
            "_view_module": "jupyter-matplotlib",
            "_view_module_version": "^0.11",
            "_view_name": "MPLCanvasView",
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ERkMgwAiYiIiEyGASARERGRyTAAJCIiIjIZBoBEREREJsMAkIiIiMhkGAASERERmQwDQCIiIiKTYQBIREREZDL/D3BPGUUDxZAnAAAAAElFTkSuQmCC",
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oMGDUJVVRXy8vLwyiuvyM+PiYnBypUrMXr0aOTk5KBBgwYYOnQoHnvsMblMZmYmVq1ahfHjx2POnDlo3rw53njjDY+Wi9tvvx0nTpzAtGnTUFZWhk6dOmH16tU+9W8OVzzCEAVAhw4d0KFDB0ydOhWbN29Gz549MX/+fDz++OMAtAMtM1wDRxITE2tNleCuadOmqFevnpyBcrdnzx6Pvy+66CIAqDX69sCBA7W2mZiYiJ07dxrWsbKyUrd+ANCyZUsUFRWhsrLSIwuorF8gvf/++xg6dKg8BxlwYfod5WfTsmVL/PTTT7Wer1zm+r5SUlIMPw8iu1u6dKnu+vj4eMydOxdz587VLNOyZUvDFog+ffpg+/btumXGjBmDMWPG6JYhTgND5FcOh6PWrYw6dOiA6Ohoj0xcgwYNhKc40dKlSxdceumlePbZZ1FZWVlr/YkTJwBcuNLOy8vDihUr5Hm6AGD37t0eM+oDF4LJJk2ayH3zXNyv3IELc20NHDgQn3zyCb755ptar+3KpP35z39GcXFxrdcBLgSZrs/q+uuvx7lz5zBv3jx5/fnz5/HSSy/pfgb+FBMTU6tZ7KWXXqqVDXXNS1ZaWiovO3nyJBYvXlyrXGJiIp588knU1NTUej3X90XkDVcTsC8PCm/MABL50bp16zBmzBjcdttt+MMf/oBz587hnXfeQUxMDAYNGiSX69KlC9auXYvnn38e6enpyMzM9BiUICI6OhpvvPEGrrvuOlx++eUYPnw4Lr74Yhw+fBjr169HYmIiPvnkEwDAo48+itWrV6N3797461//inPnzuGll17C5Zdfju+++85ju/feey+eeuop3HvvvejatSs2btyIH3/8sdbrP/nkk/j8889xzTXXYNSoUWjbti2OHj2K5cuXY9OmTUhOTsaECRPw8ccf44YbbsCwYcPQpUsXnDp1Cjt27MD777+P/fv3o0mTJrjxxhvRs2dPTJ48Gfv370e7du3wwQcfePS1C7QbbrgB77zzDpKSktCuXTsUFxdj7dq1aNy4sUe5iRMn4t1338Wf/vQnjB07Vp4GpkWLFjh58qSc7U1MTMS8efNw991348orr8TgwYPRtGlTHDx4EKtWrULPnj3x8ssvB+OtElEEYABI5Eeu+1B+8sknOHz4MOrXr4+OHTvis88+kzs/AxduXzRq1ChMnToVZ86cwdChQ00HgMCF5pHi4mLMmDEDL7/8MiorK5GWlobs7Gzcd999crkrrrgCa9asQUFBAaZNm4bmzZvj0UcfxdGjR2sFgNOmTcOJEyfw/vvv47333sN1112Hzz77DCkpKR7lLr74YmzZsgUPP/wwFi9eDIfDgYsvvhjXXXedPEde/fr1sWHDBjz55JNYvnw53n77bSQmJuIPf/gDHn30UXnwRXR0ND7++GOMGzcO7777LqKionDTTTfhueeeQ+fOnU1/LlaYM2cOYmJisHjxYpw9exY9e/bE2rVra42czsjIwPr16/HAAw/gySefRNOmTZGfn48GDRrggQceQHx8vFz2zjvvRHp6Op566ik888wzqKqqwsUXX4zevXuz0zoR+VWUxDwvEZHfjRs3Dq+++ioqKysNbyNI5C2Hw4GkpCScOHHCp5HkDocDTZs2RUVFBUekhyn2ASQistiZM2c8/v7111/xzjvvoFevXgz+iMgW2ARMRGSxnJwc9OnTB23btsWxY8fw5ptvwuFw4OGHHw521YiIADAAJCKy3PXXX4/3338fr732GqKionDllVfizTffxNVXXx3sqlGECPRE0BR62AeQiIgoTLj6AB4/ftznPoApKSnsAxjG2AeQiIiIKMKwCZiIiCjMsAmYjDADSERERBRhmAH0gdPpxJEjR9CwYUNL7uVKREThS5Ik/P7770hPT0d0NPMvFFwMAH1w5MgRZGRkBLsaREQUQg4dOoTmzZsHuxoU4RgA+qBhw4YAgLVr16JBgwZBrk140Mukuta5l1Err7VeJEvr3u/F9X+1vjBa64z6zbBfTWAE+3M22td8rZ8kSQFvdQjGa/oqUHV2fZ9RUVG1XtP1tyRJOH36NP70pz/J5w5/14l9AEkPA0AfuH7kDRo0QEJCQpBrEz60DtiigZ3e32oHZndaAZ1oEChy0OSB1f+C/RmbvdgQ5R5oBFooBoDBoPyO3L9ntYtYomBhJwSyHa0To2igpXfl61qndTITCT711vHAbg9RUVHyIxhEgjtvsoTBfE/evq4V2U4rA3rRbRkdY7Qov6Ng74tEWhgAUsjzZ7OraKbRTBDIE0Fg2TkI1ONqNhTZZrAznnp8/fytDp6Msv7u5fTWqT1X6yI1GN+P+8Wutw8KbwwAyZa0DkBmDrBWHYBFs3+izxFZT9ax84nM7H6iFZSI7k8iXRrCiRVBuJnX8qX/MVGgMQCkkGMmsNMrq3d1r5Xt02s2NnuQ50kh/FnRFOzLtrVey0z3h3Dny/vWC/LULmLDMcim0MVBIBSStAZw+PMk5j7CT6TZSK8cBY5Wc12giOyXWvuK2nP1gjgO1PAUyM9CLQOo/E4DXR+OAiY9zACSrZkdVat1EtVr+tJipumXTcH2F8zP2ttMoBVZZdFAgCf82nw9XvD3TXbGAJBsz+yoYDMHbaOTo2ig576OB337CvWRwUbb0esfaPT6kbrfmvn9G22HQTSFEjYBU0jQatpyX27U/OXefGvmwK48gVrdFMymYjLDH4OS7CIYTdgi0/GI1knvWBTo3zibgMkIM4AUMsxm9sys9/Zgx6lhQo/dT2y+7gt2f396QvF3oJV1DfY0MERGGABSyAvU1DCiAZ23J7FQPPmROf5uJmSgoc7s5+5e1v13qdfErnUx6N4SQGQnDAAppJjtD+jtNrSoBYGiU8PwBCAmEEGM3e/MINIsqbbP+/K+/PW5B3P0tYvZz8VsU7pegBmsfU10sme9B4U3BoAUNtROiFY3BWtN6yCaEWRTcPAFe1oY0dc22qf0+ph5k+3y174XrH06kK/r+j60gicGU2RHHARCIcfsCcvKOQP1ggdlvx+tgSAcFKIvUCfuYAeCVg140Jsr0JeykcyX78Yuv18OAiEjzABSWPGmP6BWc5oeX/sD8qRrH3b+LkTqZuZCKNhCpf+jSBO82jL3FgG1foR2+A6IXBgAUsiyoj+g2W2786U/oJltk3+FclOwGb72RbPic/Lnfh3I92YmMGefOrIrBoAUMcyOCvb2pGBlf0AGgv4X7M84VAIDozk2Q4WvzaJaxwmtLJ/7cSGQ+xoHgZARBoAU0sxmAc0GgUZEm3jZFGxvdv8eAl0/f2TE7MJsXbVGE7uCJKPpX7x5TaJAYABIIc+OU8PolTN7MuDJIzC8ydDo7R/ejMTV468MUqj0yzPzelYGsHoXb2rr/D2qmsgqHAVMYc39Ct31f60RfkbrRblvQ+tEZGZUMAVOIAIHvdcOdtDgqoOV/Q4Dyegiy9+fsR2+QxeOAiYjzABSWDB7sDOTEfSmo77WiUgrW8j5Ae3Bn/20RPajYJx0zeyHoc7X92fUUqC8mLNiQBqRvzAApLBipo+fr2WV2B8wfPjju7BjVi1YTbRWlfN3PUTLu08C7e1FntUCPQhk5syZ6NatGxo2bIiUlBQMHDgQe/bs8SjTp08f+SLL9bj//vs9yhw8eBADBgxA/fr1kZKSggkTJuDcuXMeZb744gtceeWViIuLQ+vWrbFw4cJa9Zk7dy5atWqF+Ph4ZGdnY+vWrabeTyRgAEgRIZhTw+iVY9BnT8FsOrNyahiRwMUX/hos4l7OymBQrX+eXlZPtD+fe9N5pGb6NmzYgPz8fHz11VcoLCxETU0N+vXrh1OnTnmUGzlyJI4ePSo/Zs2aJa87f/48BgwYgOrqamzevBmLFi3CwoULMW3aNLnMvn37MGDAAFx77bUoLS3FuHHjcO+992LNmjVymWXLlqGgoADTp0/Htm3b0LFjR+Tl5eH48eP+/yBCSJQUqXurBRwOB5KSklBcXIyEhIRgV4fcGGXZjAI1vfVmJonVCzx9yTbyZ+t/wf6MRYKlYNcxmLztb6d8nl6fYKB2sKgsK7o9APj999/Rs2dPVFRUIDEx0XTdRbjOS/v37/fpNRwOB1q1auV1XU+cOIGUlBRs2LABV199NYALGcBOnTph9uzZqs/57LPPcMMNN+DIkSNITU0FAMyfPx+TJk3CiRMnEBsbi0mTJmHVqlXYuXOn/LzBgwejvLwcq1evBgBkZ2ejW7duePnllwEATqcTGRkZGDt2LCZPnmz6vYQrZgApIgVqahjRQDKS+mGFEm9HBlsRmEVycCdCa9490ecZbUf0uzdzgRhJ8wBWVFQAABo1auSxfPHixWjSpAnat2+PKVOm4PTp0/K64uJidOjQQQ7+ACAvLw8OhwO7du2Sy+Tm5npsMy8vD8XFxQCA6upqlJSUeJSJjo5Gbm6uXIYu4ChgCktGI331ypjZhgjR0cBmRHJTU6D4EmAE6rux834QqBGxVveJ9CWAEzmmBJIVr+dwODz+jouLQ1xcnO5znE4nxo0bh549e6J9+/by8jvvvBMtW7ZEeno6vvvuO0yaNAl79uzBBx98AAAoKyvzCP4AyH+XlZXplnE4HDhz5gx+++03nD9/XrXMDz/8YOKdhz8GgBS2zASB3gaDWpQnZk4NE1msCkpE9jtf9pVABWlW8Wd9regPaXS8CaXP2iUjI8Pj7+nTp+ORRx7RfU5+fj527tyJTZs2eSwfNWqU/P8OHTqgWbNm6Nu3L/7zn//g0ksvtazOJIYBINH/Z9S/x0z2ENA+MWsFh6LPF11P1gnEZ+1LxtmXTLK/iFxYebNNu1AeD7TW++NzCKRDhw559AE0yv6NGTMGK1euxMaNG9G8eXPdstnZ2QCAn376CZdeeinS0tJqjdY9duwYACAtLU3+17XMvUxiYiLq1auHmJgYxMTEqJZxbYMuYB9ACmt6I/yM/u9NWSWz/QHNDjgJ1ZNKKAnUZ2ynpkOrBGv/tKIPm+v5Wr955e/ZLn3/XKzqA5iYmOjx0AoAJUnCmDFj8OGHH2LdunXIzMw0rGNpaSkAoFmzZgCAnJwc7Nixw2O0bmFhIRITE9GuXTu5TFFRkcd2CgsLkZOTAwCIjY1Fly5dPMo4nU4UFRXJZegCWwaAGzduxI033oj09HRERUVhxYoV8rqamhpMmjQJHTp0QIMGDZCeno577rkHR44c8djGyZMnMWTIECQmJiI5ORkjRoxAZWWlR5nvvvsOvXv3Rnx8PDIyMjyGo1P4MBsEersNEd50Kid7CPSUKWZ5M2DFH/RGuweK2c9Crc7uF2VqI4K1tiFSNhACPQgkPz8f7777LpYsWYKGDRuirKwMZWVlOHPmDADgP//5D2bMmIGSkhLs378fH3/8Me655x5cffXVuOKKKwAA/fr1Q7t27XD33Xfj22+/xZo1azB16lTk5+fLgef999+Pn3/+GRMnTsQPP/yAV155Be+99x7Gjx8v16WgoACvv/46Fi1ahN27d2P06NE4deoUhg8fbtGnGx5sGQCeOnUKHTt2xNy5c2utO336NLZt24aHH34Y27ZtwwcffIA9e/bgpptu8ig3ZMgQ7Nq1C4WFhXI62r3/gcPhQL9+/dCyZUuUlJTgmWeewSOPPILXXnvN7++PAs9MEOhtMKjFm2yfmVHBwT7RkJhABJB2yBQaZbEDUUezF2xGdRZ5D2pl7PB9BMq8efNQUVGBPn36oFmzZvJj2bJlAC5k5tauXYt+/fohKysLDz30EAYNGoRPPvlE3kZMTAxWrlyJmJgY5OTk4K677sI999yDxx57TC6TmZmJVatWobCwEB07dsRzzz2HN954A3l5eXKZ22+/Hc8++yymTZuGTp06obS0FKtXr641MCTS2X4ewKioKHz44YcYOHCgZpmvv/4a3bt3x4EDB9CiRQvs3r0b7dq1w9dff42uXbsCAFavXo3rr78e//3vf5Geno558+bhH//4B8rKyhAbGwsAmDx5MlasWCE8UojzAIYWo7kB9f4vst6b+QGtbHK2+U855KkN4gl0P0zRIJL7gietplvletH5/JTrtPoDKvv/VVZWokePHgGZB/Cnn35Cw4YNvd7O77//jtatW/u1rhRctswAmlVRUYGoqCgkJycDuDBPUHJyshz8AUBubi6io6OxZcsWuczVV18tB3/AhbmE9uzZg99++031daqqquBwODweFDqs7g9olmhWTyRQ9WY9+UYvcAgUu75eMAJOM6/pahIWDf5cf2tl8UR+i6E88pciQ8gHgGfPnsWkSZNwxx13yFcpZWVlSElJ8ShXp04dNGrUyHAuIdc6NTNnzkRSUpL8UA6PJ/uzoj+gezlvnufO6s7jPNmEP9HBR97uC+77teg2rNjvRJu4re5jJ/L70ztuKLOBRs8hsouQDgBramrw5z//GZIkYd68eX5/vSlTpqCiokJ+HDp0yO+vSdYz0z/I6iygO70sgbf9ASkwgj3gQnQf9KaORpkys6ysq9Wfu1YwqayzMhvo/jxlU7DedgIp0INAKPSE7DyAruDvwIEDWLdunUcfhbS0tFo3fT537hxOnjxpOJeQa50akRnQKTwo+/RYOT+gFqv6l3F+QP9SBuSR8ln7sl8Hg8hvUasfn2j/X2W/UDvtG74GcZGyX0eykMwAuoK/vXv3Yu3atWjcuLHH+pycHJSXl6OkpERetm7dOjidTnniyZycHGzcuBE1NTVymcLCQrRp0wYXXXRRYN4IBY0VTcGB7A/ILKD9BDtLEszRtKHAzKAstfJag7ZEZgtwDwhFn0MUaLYMACsrK1FaWipPErlv3z6Ulpbi4MGDqKmpwa233opvvvkGixcvxvnz5+X5hqqrqwEAbdu2Rf/+/TFy5Ehs3boV//73vzFmzBgMHjwY6enpAC7ckzA2NhYjRozArl27sGzZMsyZMwcFBQXBetsUYGaCQDPBoNF29bILov0BzXRCp/Al2h/QW6G+D+k1yYrM6ecqZxQcumcEjZqJiezClk3A33zzDa699lr5b1dQNnToUDzyyCP4+OOPAQCdOnXyeN769evRp08fAMDixYsxZswY9O3bF9HR0Rg0aBBefPFFuWxSUhI+//xz5Ofno0uXLmjSpAmmTZvmMVcgkTujpmCt5VonHa0mIr2mYK3/U+DZ5fP3pduBexOm6BQoVryuVdTqDXh/Zx2j7Wv19xO96Avk58UmYDJiywCwT58+Qul1PY0aNcKSJUt0y1xxxRX48ssvTdePwodoACfSH1B5sDdqYlLSCyhEg0UKLGXwFKzvwigY09t/3P91bUd0QEawmLkYM7MNF5FgWO/4oHXRF8j9gwEgGbFlEzBRIFnRH9CI3olGLcPgbTOx0fbJesEO/kT5I6gLdh9Ikc/e2zqqXdApgyqj4E+Jv0WyE1tmAIkCTSQTKLpMtJ+RFpGsHpuC7SfYgWAwmmStej2zvzP3fV4rIDOqo1rTt9p6tW2p1cP9Ak0ZDAZjn2AGkIwwA0gkyCgj6EsWQivjZ+ZkZnb7FH682c+s2rYvjJpYXQ+tgMso0633e9UL0ty3q9UNRNnE677eLl0EiNQwACT6/6xoCvblqlt0lK+3HcoZBAZOMJve/RUEBqovm1E/WK1MvR69CyzRjLtWXZUZf63MH7tjkN0wACRyYyYI9PfVvEigJxo0milDvnEFAHbO9vi6H5jNthnR6zZhtI8bNX2L1EcZnGl9f1oDwtSCSCv7EHvDPXPq7YPCGwNAIgUzBz6RjKCZ7WoNClErZ/R/Cp5gfw+i+5pdiGT19DKDetvxNmOo1v/Q/f/Kvn7K5mm1puNAYgBIRhgAEgnSCuaM+gNacSA10x+Q7CHY308wgkArB6IoAyfR7bqCF6fTqRpEKoM10W2qZQm1yro/x2z9iQKFASCRCWaCQK3nmz0xm+0PKDIghCejwPC2v6YaO2VkRLJxvmxbuX0zTbzKwSHuZdT6/Il06RAdKey+fbXvPpDfITOAZIQBIJEKvQOgaODnaxZQLaizsj8gBY5VWWB/vK4327Vq/1Krn1rgJrodtSZY199a60WDdOUxQRlo6rUEWHkhQGQVBoBEFjHTFOzNFbbWSUSkn6A368kawc64WpnJMbrgseK13DNQWv3wlGWU/fC0fmve9Ad0EekTqKwjf2NkZ5wImkiH1kFcecBX+7/RNkRoZRbUmp7U+jYZ9XUy2xeKzHMPPuz6WVtRNzN99NQGSBhlybT61qn9vkRGDqv9rWy+VTL6Par1EwzW9+5rQG7XfZWswwCQyIDZINBoW4C57JuyI7nRgdnOgUYkssP3IbJ/ijS7WpHREmlqVauTWv2UgZ57wKV3IaZVVq/bh1GAqva6ytcLJAaAZIRNwEQCRPoDml2mt1xJpD+gVtaDTcHBZ5RZCoRgZaFE16ldHKk15eqtdzEKFt3/FvlOtC4AtfoFKl9bbxlRsDAAJLKI0aCPQBz82R/Q3oIdAAT69Y0GLal1V9DLtimz4YD+b01kxK+yj6BaP0IRyvJ6A0+I7IABIJEgkSyeURCoVU7kZCM6KtjbEYc8OfmXXQIAkS4EgayHXpbOfZleE6ten1z3f830zzWb9TPqJqJ8r/7mXldvHxTe2AeQyARf+wN6029Qi9bAD7Uyyv8T6Qn0vqI1wtYok64XXKn9rRVMqvUJVPutqv2etJquRfpU+hP7AJIRZgCJ/MjoBGbVQZb9AUOHK5Dw92dtpv+dGn/VTysbZ1QPb7pVuH/Oak3OavVRy+gp/+9eRtlsrAwg7ZL5JVJiBpDIJF+zgFrrzZ4YlbT6VPm6HQpNdg061AI6kUDOKNvtTq2s1m9StOlWK2BU246Z1/IXZgDJCDOARF4w0x/QqKyZA60ym2CUXTDKZhg9j8JXMLKA3g6uEP2tqDUJq11oiQacRq+hVlf3MsqsIJGdMAAk8pJIEGhUVm29t1k793/J3twDhWB+d4EKAq16v0ZdG7Qy62oXTsq66b2We1lldlHZD1Bt4Emw+wMSqWETMJEfGTULizQnq9E7oWhlL5Qd2LWeb7QdspY3meBAs3JfUAZGRoOUtJpa1Zp31bal/L9o1wy1QSLu/xcJZIN5QcYmYDLCAJDIB1b2B1TrdwSIz6Wm93/37ZnBINA/RIKaQBFtnvRlXxC5YNHrv2oUJLqXUa7X6g/oXi9lPY3Wqb2usu4ifQL9jb9d0sMmYCIfWdEf0GhbeutE+vdpZUDYZBx8WhmnQPJXoCCyvxt1mfA16FRrrtVqilZr1tXatui2lMuJ7IIBIFGAmT3hiXQi1xpRrLXeTBDIk5f/KS8QwiVzo5X58yabaPY57p+l6D7sHshpZfaV29TKOLoHib42xxL5AwNAIguYyQJqlbci6+GidgLT6//EIDC47PD5igQpvtZTtFuEXvDlK9GmXLVlykyfWvbPl4stKymDT28eFN7YB5DIIlb2B1T+3x8nDrMZFfYH9C+RkamhRGsQhft6vedq8WY/VOvzp/wtqv3G9AZt6TXxKrOAwer/x0EgpIcZQCILiWQCjcqa2a4aZQApmpGwQxaKjInsC/488RuNpHUv59qelUGQ6Hszm9XW6nqhtl5twIp7eeXAFgZTZEcMAIkCTKQp2GzAqLZOdEQj+wPajy/N9aJl9IgELGZfIxBBkEjGXCso0xuZ7Uu2UrSs1dgETEYYABJZzIr+gFrr9AJDtcyf2X5WestF11N4sCIA0Gom9dc+5B7cGb220SAP5e9K2d9P+Rtz/79e83CgBCsAnDt3Llq1aoX4+HhkZ2dj69atFr8zsgoDQCI/MBsEerMt93Xu/aK0Mhl6fZwY1NmT3b8XkUybeznR5mOriTZBK39Hyt+HUbOwWuDo/n+7f5++WrZsGQoKCjB9+nRs27YNHTt2RF5eHo4fPx7sqpEKBoBEAaZ2AlG74jZzolGebJUnWpETEJuC7SdYAwjcX99b7vuhcj/3pk+rr/XwtryyyVjtYkuZEVTLBAZaMDKAzz//PEaOHInhw4ejXbt2mD9/PurXr4+33nrLD++QfMUAkMhPrG5CEykjEuDp9QcUWS66nnxnh8/YaB80qqOvAyG8fZ6V2Uaz3TSUwWIwAkGrAkCHw+HxqKqqUn296upqlJSUIDc3V14WHR2N3NxcFBcXB+Q9kzkMAIn8yB9NwVrNUCLTWGgtj5QmqlBm5+/GDnUzO+BC9Lcp2nytl8G3w+fjrYyMDCQlJcmPmTNnqpb75ZdfcP78eaSmpnosT01NRVlZWSCqSiZxHkCiIFFr3jNapjfgQ4uyyUokoyNaXmR75LtgBxAiTdFa+0KgmkOV+6xa1whlvdSeo/xtKdcrKS+eRDPsoeLQoUNITEyU/46LiwtibchKDACJ/Ezk5KkM8vSyGd4EXVonO5HtMgi0D3991npZZPcywQpmRIJLvRG4rqy5XnCmNgBE5HNRY/QbDgRfm55dz01MTPQIALU0adIEMTExOHbsmMfyY8eOIS0tzet6kP+wCZgoAMw2BYs2X5nt3C6yTG05+wOGN2XA46/X8Jbe70eta4Raxlx0FLBWxlJtkJRWd4xIFBsbiy5duqCoqEhe5nQ6UVRUhJycnCDWjLTYMgDcuHEjbrzxRqSnpyMqKgorVqzwWC9JEqZNm4ZmzZqhXr16yM3Nxd69ez3KnDx5EkOGDEFiYiKSk5MxYsQIVFZWepT57rvv0Lt3b8THxyMjIwOzZs3y91ujCGZVf0ArsgsigR+DusgjOqDD2+cHihXZL60RvWrbNrogC0b21KpBIGYUFBTg9ddfx6JFi7B7926MHj0ap06dwvDhw/3wDslXtgwAT506hY4dO2Lu3Lmq62fNmoUXX3wR8+fPx5YtW9CgQQPk5eXh7NmzcpkhQ4Zg165dKCwsxMqVK7Fx40aMGjVKXu9wONCvXz+0bNkSJSUleOaZZ/DII4/gtdde8/v7o8glEgS6LwtERsaoWUzt/1rbs0sAEM789RmL7m/eBoG+7Mui71m5v3rTdGu0baOmZrX6BuN3EYwA8Pbbb8ezzz6LadOmoVOnTigtLcXq1atrDQwhe4iSbJ6zjoqKwocffoiBAwcCuLBTp6en46GHHsLf/vY3AEBFRQVSU1OxcOFCDB48GLt370a7du3w9ddfo2vXrgCA1atX4/rrr8d///tfpKenY968efjHP/6BsrIyxMbGAgAmT56MFStW4IcffhCqm8PhQFJSEoqLi5GQkGD9m6ewZDb7ZtR0a3YEr1rGUSsAVVsn2jxN/hXsz9nMiFjRdUavpfVcowEfZqg1I7tvz2iAift6ZT0qKyvRo0cPVFRUCPWr84brvLRp0yafzkuVlZXo1auXX+tKwWXLDKCeffv2oayszGOuoaSkJGRnZ8tzDRUXFyM5OVkO/gAgNzcX0dHR2LJli1zm6quvloM/AMjLy8OePXvw22+/qb52VVVVrTmRiMwSbQrWa3Iys10l0b6AnBom8lgVVFq9z4j8BqzYX92bfl1/K+ugN+pXbb37OiI7CbkA0DWfkN5cQ2VlZUhJSfFYX6dOHTRq1MijjNo23F9DaebMmR7zIWVkZPj+hojciJ4kvB08osdoKhmRciLryRrufdSC1cToDZH6mm3y9Xa0rtHrutdVr95qo4zVBpEEMggMRhMwhZaQCwCDacqUKaioqJAfhw4dCnaVKESJNpF505Rm5sCtPKlZ2R+QQo/Vfea87Q9o5kJIOSLXiuBFtH5aTb1a2wnk74IBIBkJuQDQNZ+Q3lxDaWlptW4+fe7cOZw8edKjjNo23F9DKS4uTp4TSXRuJCItZg+wVvXTU1snGgSKLBddT9Yymwm06gTvS58+K1/fl4yo2WydXh9cZX0YSJFdhVwAmJmZibS0NI+5hhwOB7Zs2SLPNZSTk4Py8nKUlJTIZdatWwen04ns7Gy5zMaNG1FTUyOXKSwsRJs2bXDRRRcF6N1QpBPtD+jLttTKqJ0oRZqAzZ5YGQTalzfBibcDg/TqYAVvAy3RIM/M+3WvSzCDP2YAyYgtA8DKykqUlpaitLQUwIWBH6WlpTh48CCioqIwbtw4PP744/j444+xY8cO3HPPPUhPT5dHCrdt2xb9+/fHyJEjsXXrVvz73//GmDFjMHjwYKSnpwMA7rzzTsTGxmLEiBHYtWsXli1bhjlz5qCgoCBI75oilZmmXKNlWgNJ3NeJNPNa1R9QtAxZx8zn7W1ArzVIwsxr+HM6G7PU6uL++9Ea6KH1esp+g8EIqBgAkhFb3grum2++wbXXXiv/7QrKhg4dioULF2LixIk4deoURo0ahfLycvTq1QurV69GfHy8/JzFixdjzJgx6Nu3L6KjozFo0CC8+OKL8vqkpCR8/vnnyM/PR5cuXdCkSRNMmzbNY65AIrtQ9nVSG2Eo0g/JbHCgfK7WyY4nC/uw8rvQ268Ac4M1/LmPeLuPu56rNZhEZMS86EUQfyNkN7afB9DOOA8gWUkkU2KUoTNz4lLSyySqlTPbDMhDTeBY8VlrBX+u5SIZZdF6+VpfkSBMK5un9XwzAzjcPxO9i7NAzgP4xRdf+DwPYJ8+fTgPYBizZQaQKBIZnXDd/2+UmdE7sYkQyVgwq2FPVn0nalkxteBfrUk0kM3+ZqeM8ce2gQv3vVXL0gerC4Svzbj8bYc/W/YBJCJjIn0EzRzEtTI5nBomtHg7ElaN6IWE6H7nj/6Aon1ltSgvZJTvWS2QYnBE4YAZQCIbMZMF1CrvS/ZPNKunbAJU+78v26fA0+oLJ5pJ8jUTqDawxJvyZl5XbVCL2nvQCjKVgz2U23WvX6D3fWYAyQgDQCKbMRsE+rpdJbWATu3kxWAuvLh/1/4cuWo20NOjtk+L9gc0M8BD5DVEfl+BzIIzACQjbAImsiGRzvJagzGseI4a0dGgdjoJkhirTvZmmkqt2g/cAx2taUzMDOhQKy9CGTT7MjLZKsrPw8yDwh8DQKIwYKYflNmDu15wx/6A9ubNNC2+nvyt6C9ndv9QZq31mmTNbs/s85RZQ+7rZFcMAIlsykwWUK+8a51VgZ9okxtPfMEn+p1bPcjBKAPnotUM6+3gJa19zugCSZlBdN9WqGbDfMn+MQsYGRgAEoUgM4GfN89Ty16INAF70+mf/MdMBtDKjJWvo5DN9ONTBmx621M2y6o1Dfsa+NklcGIASEYYABLZmN6BWLRvn68Hc7UgULQ/oJltk394M1jIm+epbcNoma+vo7Z9reyje8CofI9aI+m16qf3m+I+TaGCo4CJQpjrpGa0TGu9+0nRbH8xZQbF25HCHE3sf95M7+PN8915s08pl7m2Y+a11KZg0Qro1Jp7jbKXZt5XMPl64cffZPhjBpAoBIieBL1ZLxoYiBCZWoNCg3twpBUU6gVLWpkzs/S2L5Jp1MvgiQ4WEc0IMmiiUMIAkChEmG0KNtM3UISZpmCzc7MxSLQP0e9CL+jx5vv0tqlaa5kyK6iVURQdrGLUZ1avGdlo+0TBwACQKIKIDgLRYibDxyDQXryZCgUwf2cO13O8yTjr7Utm6u+Ppk8zI4y1ygRyH+cgEDLCPoBEIUSr/5Favz6t8lonI7N9m0T6i4n0ExTZJgWWN/uBWjOpyP6qtT1v6yi6v7uvM2ri9bUewbi4YR9AMsIMIFGIMdMU7O229Iic2KyeVoSCw72fn5kMrkjGy9t9z/VQC3C06qDcZ9UeWvUyE0hxX6dQwgwgURixalSwEbOZOr2soK/bJnHejubV245yRLjZplq9bgWizch6o3zV/tarq9muC3YdFcwMIBlhAEgUgkROOiJNwaLNxnqvAahnXlzLjQIINQwC7UX5fegFYK6//RkUaQV17v+6l1OO+NXKFLqCJjP7v/I17YIBIBlhAEgUoqzqD+jNicv95GKmz5a3WUOylpnP1ps+eVZkAc28tlZAqnWBoswwugeGykBXL6NopptDoPdlBoBkhH0AiUKYv/oD6j1HrW+VXp8/rcDAbhmTSOFNYG2m/x9gfgoUo2ywKK0+gXoXLGqfh1YmUK+vIFGoYQBIFOJE+0mJLDMKAr3tDC86YtPsevKOyKAO0eeLdEVQK2fUjKx8PZF1WhckWplyrW2YGfRi10DQFcT68qDwxiZgC/CHQnbnbVOwWnMZIJbxUVL206Lg8/a7MOo6IDLoyB/Bvd7+pbX/KwNUs90iRMsG+mKGTcBkhBlACzBLQcHmr6Zg19/KJjQtok28ZpqC+fvyLzMBjPtD2c9O+X/l9t33Ia0sk9E+arRP6WUljfZf0Uyl3jq1z4TIrhgAWoDpcrIztRO0maZg19/eZDrYFBwazH6+7lk8kWBeqz+dUdOsaB2VGT21voB6mUG1upi94HH/m/srhQI2AVuAP3ayA7NNV0ZNwXpNvsrnKIk0LYp0xje7TQoMvZGx7suVZc2s94bWQA8X924I7uXV6iHSt9Gb9x0obAImI8wAWsDsiZfIX8w2BZvNBBoRmSLDl5HA/J35j1WfrVqfOvfXUD70tmFVPZVNzu519LY/olbWUS+zyaCK7IQZQAsxECQ7EB3QIZLVE8386TXtGmUItf5P9qY1mEPvb6MBGGrbVyOyX2ktM/taIkR+V/4a+KLF6XTC6XT69HwKbwwALcKTFtmJSBBoVFZv2+68PamZOYmbWU+BYbQf6V1wuP/tr6BIL9OsrI9VdTC6YArkfssmYDLCJmCLMc1PocJMU6+Zjvlay/TKMnNuD1Zkwdz/Fjke6pXxpilYa4SyyDb9KdAZQLvav38/RowYgczMTNSrVw+XXnoppk+fjurqao8yat0FvvrqK49tLV++HFlZWYiPj0eHDh3w6aefeqyXJAnTpk1Ds2bNUK9ePeTm5mLv3r0eZU6ePIkhQ4YgMTERycnJGDFiBCorK/33AdgIA0ALmO08TBQI3vQH1JuWw8yJU63/l/tyvecYleMFln/5EqhoTe+iDPStyr4ZPdfsgCZlWW/ZYR91/y68ffjDDz/8AKfTiVdffRW7du3CCy+8gPnz5+Pvf/97rbJr167F0aNH5UeXLl3kdZs3b8Ydd9yBESNGYPv27Rg4cCAGDhyInTt3ymVmzZqFF198EfPnz8eWLVvQoEED5OXl4ezZs3KZIUOGYNeuXSgsLMTKlSuxceNGjBo1yi/v3W6iJDvsqSHK4XAgKSkJmzdvRkJCgmb/E6Jg0suUqP0tckFjdAI3O7hELWOjd2jiYcv/rPqMrRgV62vQ5o/+2aLbdC9XWVmJHj16oKKiAomJiZbWx8V1XvrXv/6FBg0aeL2dU6dOYdCgQX6tq8szzzyDefPm4eeffwZwIQOYmZmJ7du3o1OnTqrPuf3223Hq1CmsXLlSXnbVVVehU6dOmD9/PiRJQnp6Oh566CH87W9/AwBUVFQgNTUVCxcuxODBg7F79260a9cOX3/9Nbp27QoAWL16Na6//nr897//RXp6ul/fd7AxA2ghBn8UjpQZAbX+VHp/u4j8HkQzQ2xO8z9fP1+jUbHebMtb/thXRLeplQ33N0mS5IEg3jxc9XU4HB6Pqqoqy+taUVGBRo0a1Vp+0003ISUlBb169cLHH3/ssa64uBi5ubkey/Ly8lBcXAwA2LdvH8rKyjzKJCUlITs7Wy5TXFyM5ORkOfgDgNzcXERHR2PLli2WvT+7YgDoJ2oj3YiCQa8p2Js+UlZk5qzqNsEg0L/8mbUzy+qpYQItFOqoJiMjA0lJSfJj5syZlm7/p59+wksvvYT77rtPXpaQkIDnnnsOy5cvx6pVq9CrVy8MHDjQIwgsKytDamqqx7ZSU1NRVlYmr3ct0yuTkpLisb5OnTpo1KiRXCaccRSwRdQCPiuaPoisINJcZaaZTGs6D3da/a/0MoSu7Zrtb8iLrMjgzdQwvoqJicH58+ct366/WTUK+NChQx5NwHFxcarlJ0+ejKefflp3m7t370ZWVpb89+HDh9G/f3/cdtttGDlypLy8SZMmKCgokP/u1q0bjhw5gmeeeQY33XSTV++HamMAaBGtZjAGf2QXIlPDKAMwb6eMUTblejPdixkMAv0nlD5bfzS3igZ//uhn6AurAsDExEShPoAPPfQQhg0bplvmkksukf9/5MgRXHvttejRowdee+01w+1nZ2ejsLBQ/jstLQ3Hjh3zKHPs2DGkpaXJ613LmjVr5lHG1a8wLS0Nx48f99jGuXPncPLkSfn54YwBoIXU5rxiv0CyEysyge5BosgEuEqiAYXZk1coBSqhxk6frci+Foz6RvqxvWnTpmjatKlQ2cOHD+Paa69Fly5dsGDBAkRHG/dGKy0t9QjkcnJyUFRUhHHjxsnLCgsLkZOTAwDIzMxEWloaioqK5IDP4XBgy5YtGD16tLyN8vJylJSUyCOM161bB6fTiezsbKH3EsoYAFpEecBRm3bALgdQIiW1Jl1lkKf1PJFtm3mO1jQi/P2QS6CDQF+ye8HKDFqVAbTa4cOH0adPH7Rs2RLPPvssTpw4Ia9zZd0WLVqE2NhYdO7cGQDwwQcf4K233sIbb7whl33wwQdxzTXX4LnnnsOAAQOwdOlSfPPNN3I2MSoqCuPGjcPjjz+Oyy67DJmZmXj44YeRnp6OgQMHAgDatm2L/v37Y+TIkZg/fz5qamowZswYDB48OOxHAAMhOgjk/PnzePjhhz0mkpwxY0atACyQE0AadYx37xfozzmWiIzoDQoRXS4yMlhrPzczB5z7CFKzTc9krVCctNuqutppMIwoM/P9aT38obCwED/99BOKiorQvHlzNGvWTH64mzFjBrp06YLs7Gx89NFHWLZsGYYPHy6v79GjB5YsWYLXXnsNHTt2xPvvv48VK1agffv2cpmJEydi7NixGDVqFLp164bKykqsXr0a8fHxcpnFixcjKysLffv2xfXXX49evXoJNUmHg5CcB/DJJ5/E888/j0WLFuHyyy/HN998g+HDh+OJJ57AAw88AAB4+umnMXPmTCxatEiO/Hfs2IHvv/9e/vKvu+46HD16FK+++ipqamowfPhwdOvWDUuWLBGqh2u+peLiYiQkJADwfhQkUaCJzA8octL3ZpoP5UAp1/9dD6uzjmQ9bwbsWE10Hj5/MZvdC+Q8gEuXLkX9+vW93s7p06cxePDggMwDSMERkk3Amzdvxs0334wBAwYAAFq1aoV//vOf2Lp1K4ALP8rZs2dj6tSpuPnmmwEAb7/9NlJTU7FixQp5AsjVq1d7TAD50ksv4frrr8ezzz5rOv0rcpARaVIjshOn04no6GjhfoHeUssmao0yDnbQQZ58+T6s2G+C2R/Q2wufQHDN5+fL8ym8hWQTcI8ePVBUVIQff/wRAPDtt99i06ZNuO666wD4bwLIqqqqWpNiAuIjftWyHkTBItLka2Y+S7P7tV6fWWVW0ey8gZwoOnB8OZ4F6juyy74QyHrYtQmY7CMkM4CTJ0+Gw+FAVlaWPEfTE088gSFDhgDw3wSQM2fOxKOPPqpZL/dAUORkqSxnl4MURQ6tDIrWCF+18mZHA+sNClEL/LR+V8wEBp7792uX4xVbVYi8E5IZwPfeew+LFy/GkiVLsG3bNixatAjPPvssFi1a5NfXnTJlCioqKuTHoUOHABjfGksLgz+yM7X+eaJltcoos+Duy6Kjo1V/B2YGjeg9l3ynFfwH+3MW7YITSZgBJCMhmQGcMGECJk+ejMGDBwMAOnTogAMHDmDmzJkYOnSo3yaAjIuLU50F3YofCq9iKVjM7nuiWUNAfwok9wEfZvpx6WUFjZ5L1rLTMYvHUE++BnH8zYS/kMwAnj59utbEkTExMXKnVfcJIF1cE0C6Jol0nwDSJdgTQPIHR8EikrUTLW/0fOVoX/cmRaPRxkb/13sugwP/CvfPVyTLbSeuQSC+PCi8hWQG8MYbb8QTTzyBFi1a4PLLL8f27dvx/PPP4y9/+QuA0J0AMtwPoGRvov33zJZR9nfVCv5c9DJ2WuuY5SPAeP/0ZT/xpSsCkR2FZAD40ksv4eGHH8Zf//pXHD9+HOnp6bjvvvswbdo0uczEiRNx6tQpjBo1CuXl5ejVq5fqBJBjxoxB3759ER0djUGDBuHFF180XR+rDgZswqBgMxPg6ZXVGuhhFPy56DUdu5fhoBAyK1L2EzYBk5GQnAjaLlwTbm7evFmeCNpbnCOQ7MLMBNF65ZWUAz5En2vUBO1N0xwPe/5jh8822BNEawnkRNALFizweSLo4cOHcyLoMBaSfQDDkdqoSDscSCnyiPTvMxt06QV/av0AjQJMX4NR8g+7XMTy2ElkLCSbgO3GXwc8OxxIKTJ5Mz+gi9rk0XqZP+WIYfft6I32ZX9A+7HTMcuf/QFDAZuAyQgDQAuonfxET0xaByGtkyJRsGkFgWrl1H4bZu7qITrli9n+gCJ9DMl7yu8NsOdnHc5BIANAMsImYD9QC/LUlmstI9/xc/Wdmf50yiZhteDP24sZb6aGsWLb5Bs7BH4ir+3tPsBjDIU6ZgAtZnWQZ5c+NaGGn5k1RJqC1da5l9EL/vS+J7XX0GpyVssShnN2J1RoTe8TyO9G5BjqTX3sfozxdS4/zgMY/hgA2pjWXRWIAkk0CFRmAbWafEUvaszs7770B2SgGBjBnEjZX0GgnbEJmIywCdjG3H/ADP7IjtTm+9MaEOILo0yi+2vxt2JPvnQDCBS714/ISswA+oE/riTZFEzBZGbSZ8D3k72vgzjYFGxfWlljfzOTeQ6X/SVc3gf5BwNAP/DXj851AGMwSMHgj6ZbveZl9235OvpXJKDkyTKwgvF5i+zD4bIfsAmYjDAADFEMAilUeLuvGg0cMdu3j0GgvQTr846U+QE5CISMsA+gRQIVjDHwo2Cy6sRoNCDATDOh3ryC/K2QN0KhvyKRr5gBtIivJ0YzV53KaTaIAkl0kIeZ/dOoKdj1WiLTv+itYxbQPoI9P2C4HzvZBExGGABaxNcTB39sFIpET6Rq5cwMLHEf4SvarMsg0N6CNRjEjFDeFxgAkhE2AVskWD8W/kgpmIyydkb7p5V3alBrtvNmAmozr0m+c58wPNCvy+MnRTJmAG3C25noXQcx18Hz/PnziImJ8UcViXxilC00O8rY7EjhUM7miAjVZk3RQT3BEqr7DTOAZIQBoE1482Mz6jxP5G8idwnR+r9WWcB4Ume9qV68aRY2KhsKQv23b9dRwUDo7QsAA0AyxibgMOH6sUZH8yulwNI6UWg1BauV19uGcp3eIBStwJFNweQr7gsUbpgBjFCh2lxE4cvMJL3KqV7MTP4citkc8q9AHA8Dvc9xHkAywgAwjIhOzyGynsgMK5qCjbanFvy5KLer1z1CWSbcmoJDWTD7A4o2BbvKmhVqg1y4z4c/thcSkSXMNgWb2Z5e8KfGqA+hch0vmMgM7g8UDpgBtJiZbIE/Mwts4qVgMDv5M6A+H5xymZnAz+g35W3TMDOB4S+cjpvMAJIRBoAW8zbDQRTOzDT/Kp/nK9FRwUZlRdaTNbSa/wPBzHREdt4XGACSEQaAARCMA4X7lBhEdmC2DyDg2z1ZRfoFusrxZGc/Zpv9rX7tUD92chAIGWEfwAAIVofmYL02RTa9fU6tX5+Zu4WYKauk7POn1QeQ/QHtwfUd2fkYxn2BQhkzgERkObMZFCszLmqTSlud/bN7YBJO7DxBNGDffYFNwGSEAWAECGZTCkUuK6eGEbmbCFC72dd9nXK9+zKzU8NQ4Lh/N4H+XkI5CGQASEbYBExEfuPr1DBmnm+mGVcLm4LtR22UuB1xfxDXqlUruYnf9Xjqqac8ynz33Xfo3bs34uPjkZGRgVmzZtXazvLly5GVlYX4+Hh06NABn376qcd6SZIwbdo0NGvWDPXq1UNubi727t3rUebkyZMYMmQIEhMTkZycjBEjRqCystL6N21DDAADhAcHilQiJ229/oBa69wzHHqZQ9d6935/nB8w9PgyIMgXdg469bh+H748/Omxxx7D0aNH5cfYsWPldQ6HA/369UPLli1RUlKCZ555Bo888ghee+01uczmzZtxxx13YMSIEdi+fTsGDhyIgQMHYufOnXKZWbNm4cUXX8T8+fOxZcsWNGjQAHl5eTh79qxcZsiQIdi1axcKCwuxcuVKbNy4EaNGjfLre7cLBoBBwJMGkXdNVFrz94mWdS+vNyhEZPui68laDALF2TX4A4CGDRsiLS1NfjRo0EBet3jxYlRXV+Ott97C5ZdfjsGDB+OBBx7A888/L5eZM2cO+vfvjwkTJqBt27aYMWMGrrzySrz88svye589ezamTp2Km2++GVdccQXefvttHDlyBCtWrAAA7N69G6tXr8Ybb7yB7Oxs9OrVCy+99BKWLl2KI0eO+P0zCDYGgAFiZiRjIOpAZDciWUDX/41+T8o+fmoBnl4wyaDOnoJ5DIvU46fD4fB4VFVVWbLdp556Co0bN0bnzp3xzDPP4Ny5c/K64uJiXH311YiNjZWX5eXlYc+ePfjtt9/kMrm5uR7bzMvLQ3FxMQBg3759KCsr8yiTlJSE7OxsuUxxcTGSk5PRtWtXuUxubi6io6OxZcsWS96nnTEAjDCRehALFs6ldYEVmT7RzITeHIKiWT+1snoYMAZGsOc3Ndr/tC42gsGqJuCMjAwkJSXJj5kzZ/pctwceeABLly7F+vXrcd999+HJJ5/ExIkT5fVlZWVITU31eI7r77KyMt0y7uvdn6dVJiUlxWN9nTp10KhRI7lMOOMoYD8J1qg1EcE8gEaa6GheY7mYHRXszfbM9Al034baqGC9/6ux4289nIXi5x3IC0KrRgEfOnQIiYmJ8vK4uDjV8pMnT8bTTz+tu83du3cjKysLBQUF8rIrrrgCsbGxuO+++zBz5kzN7ZP1GAD6iV5zlh0YnSiJ/MFMEChS1n2ZyGsraQURnB/QvpSZ2UB/3r5cQIfiBWFiYqJHAKjloYcewrBhw3TLXHLJJarLs7Ozce7cOezfvx9t2rRBWloajh075lHG9XdaWpr8r1oZ9/WuZc2aNfMo06lTJ7nM8ePHPbZx7tw5nDx5Un5+OAu9vdHmQiWgCpV6UuTwpdnX/flGzbpaTcNazcVWTC9D/mOXJle7CfQo4KZNmyIrK0v34d6nz11paSmio6Pl5ticnBxs3LgRNTU1cpnCwkK0adMGF110kVymqKjIYzuFhYXIyckBAGRmZiItLc2jjMPhwJYtW+QyOTk5KC8vR0lJiVxm3bp1cDqdyM7ONvX+QxEDQIuFytW/3TOUFL68zdaprXc/WWkFAu7r1YhO9CtansFI4AUjC2gk2IFpoANAUcXFxZg9eza+/fZb/Pzzz1i8eDHGjx+Pu+66Sw7u7rzzTsTGxmLEiBHYtWsXli1bhjlz5ng0HT/44INYvXo1nnvuOfzwww945JFH8M0332DMmDEALnz+48aNw+OPP46PP/4YO3bswD333IP09HQMHDgQANC2bVv0798fI0eOxNatW/Hvf/8bY8aMweDBg5Genu6X928nbAL2E7vOWE9kB2b7A+qVB9TvAKK2XotWn11vm4jZFBxYdm4KVrv7TCBY1QfQanFxcVi6dCkeeeQRVFVVITMzE+PHj/cI7pKSkvD5558jPz8fXbp0QZMmTTBt2jSP+fl69OiBJUuWYOrUqfj73/+Oyy67DCtWrED79u3lMhMnTsSpU6cwatQolJeXo1evXli9ejXi4+PlMosXL8aYMWPQt29fREdHY9CgQXjxxRf98t7tJkoK0aPU4cOHMWnSJHz22Wc4ffo0WrdujQULFsjDuSVJwvTp0/H666+jvLwcPXv2xLx583DZZZfJ2zh58iTGjh2LTz75RP7i58yZg4SEBKE6OBwOJCUlYfPmzYbPsfsJgcEjBYNIVs5oahatplrR4M/9d6mVGTdaLrJt8r9gfN5mBi1VVlaiR48eqKioEOpX5w3Xeenxxx/3CHTMOnv2LKZOnerXulJwhWQT8G+//YaePXuibt26+Oyzz/D999/jueeek9PHgH1mAA/W1Z9Zdq8fhSet/U4kKBPZrtnmXa1lnB8wNPD7+R+n0+nzg8JbSDYBP/3008jIyMCCBQvkZZmZmfL/JclzBnAAePvtt5GamooVK1Zg8ODB8gzgX3/9tZw1fOmll3D99dfj2Weftaz9n4EVkXX0mt2UTbdmggEz0zZxahh7C/RFt5mm4EAGqHZtAib7CMkM4Mcff4yuXbvitttuQ0pKCjp37ozXX39dXu+vGcCrqqpqzYoeTviDp2AwkwVUKy/yfDO0sn28VVxoCMYUV2ZHqhPZQUgGgD///LPcn2/NmjUYPXo0HnjgASxatAiA/2YAnzlzpseM6BkZGVa/taDjAYqCQTQI1CunNY2MKDYFhw9/jmL1RTAygHYbBUz2EZIBoNPpxJVXXoknn3wSnTt3xqhRozBy5EjMnz/fr687ZcoUVFRUyI9Dhw759fWChT98CgZv+vhZzUyAx6lh7ClYt2Oz23GTASAZCckAsFmzZmjXrp3HsrZt2+LgwYMAPGcAd6ecJdzsDOBxcXHyrOiis6OHKv74KRi0snhms3t6TcaiRJqCGQTaVzCOYTxuUigJyQCwZ8+e2LNnj8eyH3/8ES1btgRg/xnAeSIg8p43/QHNEAnqvP0N87cfOMG6g4tdgkBmAMlISI4CHj9+PHr06IEnn3wSf/7zn7F161a89tpreO211wB4zgB+2WWXITMzEw8//LDmDODz589HTU2N1zOAmz24hMoPKxidqYm0RlW6LzcaDay8l7DoSE0XtQmhXdtRljEzKpgCy+pjl+h+ZHZ/8weOAiYjIRkAduvWDR9++CGmTJmCxx57DJmZmZg9ezaGDBkilwn0DODhfOC3w8GMIotIEGhUVrnO2/3Y7G+bU8PYkxWfO4+DFE5C9k4gdmDmTiBAaB/4eeCjYDAamavXzGfmbiJa1JqbRaanEfmdh+qxIBQpM7WBotzfKisrkZOTE5A7gUydOtXnO4E8/vjjvBNIGAvJDGCo4gGfyHdmm4KNlulRa95Vu80cm4LtTXkBEKjvJpitJ2wCJiMMAEkIm4EpGMzsd/5qCvY2mBNpCnbVhwInUj5vBoBkJCRHARNR5DCaAsab6WCs7gvmnmEK1uhTsicGUmRXzABawHXQ90eWwE44KpjsRC2rZ9Tsa2UmW22ksNpvOZwHhbBlQEwwPidmAMkIA0ALmbmhvAt/ZETGzEwNI9r3z5sLGqNmW2+OAe7PCzV2D/7UvvdIaXqXJAlOp9On51N4YxOwBZQTZ4r+cOx+8NTCAwMFg5n9TrRZ2My2zI4qZlNw8Il+P4HA4ybZDTOAQWSURbAzNv1QMPjSxOttU7AykFP+NvWags2MDA6F3z35JpDfL5uAyQgDQD/xpZkhVH54DALJLnzpD+jLBNHK7bivi7T+gKEonJuDGQCSETYB+4nej085UtC1jIiM+doULLJM6zXMNAd7O/k0jwX6fOnXRkT/wwyghUSahwDxk1IoYBaQgsGq0b7K57gYDThxlTHT39fMJNHMBGqz4nij/C7CMRPIDCAZYQBoIbUDvNkfUSgeiBgEUjD40sTrTbBoNKDA16Zgp9OJ6Gg2yhix4lgTCccrBoBkhAGgH5i50nfHq34i33kbBALeNdeqZZPUgkCj3zeDv+AI1+MuA0AywiOOH6k1Byu5LwvlH1wo151Clz/6A7qWi55AjX7XWsuNgk21vsLkH67Pmp83RRJmAP1Aq1+JFU3EdsamYAoGX5t49dabmSpGL8vn7dQwomXIGuH0OTMDSEYYAPpBOAZ3ohgEkl14M+WLt03B7sxOAcMAzz7C6btgAEhG2AQcAGrZiXAW7u+P7MeKpmBf91uRqZ28nRqGAoffDUUKZgD9RHQ0IBFZw0xTsDfTxHhD73fPu4TYVzh83swAkhEGgH6iNvefrweVUGpeDaW6Uvjwx/yA3uBdQijYGACSETYBB4BVwVCoBVQ8gJBduO+L7n101S7U9J5rRPRuIEbLRbdPROQtZgADIBQnd7YKM4EUaFr7nNnsnzeZQ0D7985BIKHDihabYGMGkIwwAAwAbyeGDhcMAslurBjta8RfU8NE6nEkkMLheOV0On26bzLvuRz+2AQcQK6TQTgcXIjsTG+CZzPL1JqOzTAa9evr/IPkX1Yfrxm4k50wAxhgzIYRBYaZpmC9Zd42BatRy96J3irOaDvkP1Z14wnksZ9NwGSEAWAQROIPi4EvBYMvdwHRKudr87FoECjSFOxeH/KvUOsXyACQjLAJOASdPXs22FXwCg8oFAxGzb56d+7R22fN7s/uzYl6wSMvlOwrlI5hrgDQlweFNwaAISguLi7YVfAaDypkF970BzS7/6plC81MAcNg0F74ffjuiy++kC+GlI+vv/4aALB//37V9V999ZXHtpYvX46srCzEx8ejQ4cO+PTTTz3WS5KEadOmoVmzZqhXrx5yc3Oxd+9ejzInT57EkCFDkJiYiOTkZIwYMQKVlZX+/RBsggFgkFgxyWyoYhBIgWa0zxkN9vB2MIhW1s/M/ICcG9AeQqn5F7BvBrBHjx44evSox+Pee+9FZmYmunbt6lF27dq1HuW6dOkir9u8eTPuuOMOjBgxAtu3b8fAgQMxcOBA7Ny5Uy4za9YsvPjii5g/fz62bNmCBg0aIC8vz6MVbciQIdi1axcKCwuxcuVKbNy4EaNGjfLLe7cbBoBBEkoHEqJw4Gtg5+sk0YBv/QZ9Wc/jjTVCKdi2awAYGxuLtLQ0+dG4cWN89NFHGD58eK3Pt3Hjxh5l69atK6+bM2cO+vfvjwkTJqBt27aYMWMGrrzySrz88svy+589ezamTp2Km2++GVdccQXefvttHDlyBCtWrAAA7N69G6tXr8Ybb7yB7Oxs9OrVCy+99BKWLl2KI0eO+OX92wkDQAoKnpDILkT7A1pFmeWz6i4hIq9Jvou0z9LhcHg8qqqqLN3+xx9/jF9//RXDhw+vte6mm25CSkoKevXqhY8//thjXXFxMXJzcz2W5eXlobi4GACwb98+lJWVeZRJSkpCdna2XKa4uBjJyckemcfc3FxER0djy5Ytlr1Hu2IAGEBqI/+IKHD8OT+gN1kTb+cJ9LUs+SZUPmsrsn8ZGRlISkqSHzNnzrS0jm+++Sby8vLQvHlzeVlCQgKee+45LF++HKtWrUKvXr0wcOBAjyCwrKwMqampHttKTU1FWVmZvN61TK9MSkqKx/o6deqgUaNGcplwxmlgAkhtnrFQ4K8pXDg1DAWDmalh9Mr6MjWMmbt9cH5Ae7L7Z23VNDCHDh1CYmKivFxrEOLkyZPx9NNP625z9+7dyMrKkv/+73//izVr1uC9997zKNekSRMUFBTIf3fr1g1HjhzBM888g5tuusn0eyF1DADJkD+DNAaBZBdagZ9yH/Ul8DNDb75As88j/4iEzzoxMdEjANTy0EMPYdiwYbplLrnkEo+/FyxYgMaNGwsFddnZ2SgsLJT/TktLw7FjxzzKHDt2DGlpafJ617JmzZp5lOnUqZNc5vjx4x7bOHfuHE6ePCk/P5wxACSiiKN14eFN9s9XencC0VrmqoPRNsm/7PwZW5UBFNW0aVM0bdrU1PYXLFiAe+65x2Nwh5bS0lKPQC4nJwdFRUUYN26cvKywsBA5OTkAgMzMTKSlpaGoqEgO+BwOB7Zs2YLRo0fL2ygvL0dJSYk8wnjdunVwOp3Izs4Wfi+higFgkPFAzSwgBYdIEGjFMjO0gjve9cOe7Py9BDoANGvdunXYt28f7r333lrrFi1ahNjYWHTu3BkA8MEHH+Ctt97CG2+8IZd58MEHcc011+C5557DgAEDsHTpUnzzzTd47bXXAFz4bsaNG4fHH38cl112GTIzM/Hwww8jPT0dAwcOBAC0bdsW/fv3x8iRIzF//nzU1NRgzJgxGDx4MNLT0/36/u2AAWCQ2fHAEQyREgQ6nU5ER3PslV2Y6Q+ot140c+hOpJ+fXkbQTD9CIrt588030aNHD48+ge5mzJiBAwcOoE6dOsjKysKyZctw6623yut79OiBJUuWYOrUqfj73/+Oyy67DCtWrED79u3lMhMnTsSpU6cwatQolJeXo1evXli9ejXi4+PlMosXL8aYMWPQt29fREdHY9CgQXjxxRf998ZtJEriEcJrDocDSUlJ2Lx5MxISEoJdnbAQCUEg2YvICFy9iZlFJnjWohX0iY5A1tqGmfXkO9HPuLKyEj169EBFRYVQvzpvuM5LI0aMQGxsrNfbqa6uxptvvunXulJwhUUq4qmnnpLTvS5nz55Ffn4+GjdujISEBAwaNKhWh9GDBw9iwIABqF+/PlJSUjBhwgScO3cuwLUndzxZUaCJTA2jt1+KTiGjVcb9biFGGT33f5XLKXjcv0O78GUKGF+bjyk0hHwA+PXXX+PVV1/FFVdc4bF8/Pjx+OSTT7B8+XJs2LABR44cwS233CKvP3/+PAYMGIDq6mps3rwZixYtwsKFCzFt2rRAvwUiCgEik0RrBY1qz9EKGlxNyHoBBecHJCMMAMlISAeAlZWVGDJkCF5//XVcdNFF8vKKigq8+eabeP755/HHP/4RXbp0wYIFC7B582b5ZtKff/45vv/+e7z77rvo1KkTrrvuOsyYMQNz585FdXV1sN4SwffOy0RmiWQBRZ+v/L/aNDJqz1ebUkakuVmtHAUHvwcKJSEdAObn52PAgAG1bgdTUlKCmpoaj+VZWVlo0aKFxy1gOnTo4DFLeF5eHhwOB3bt2qX6elVVVbVui0NE4cFMU7A3zb5qwaD781xZP/eHGm8CPzs2UZJ/MQNIRkJ2FPDSpUuxbds2fP3117XWlZWVITY2FsnJyR7LlbeAUbtFjGudmpkzZ+LRRx+1oPbqOGrPU6SMDCb7sGpqGGU2z0yGUXkcUNuGt5NEU+Sw+zQwFHwhmQE8dOgQHnzwQSxevNhjOLe/TZkyBRUVFfLj0KFDlm6fP7ja+JlQoPk6qlbvxKvXFKyWpROdTka0PC+o/I/ZVgoVIRkAlpSU4Pjx47jyyitRp04d1KlTBxs2bMCLL76IOnXqIDU1FdXV1SgvL/d4nvI2MWq3kXGtUxMXFyffFkf09jhEFB5Em4KVz1GbtkWZzTMKDN3/VS7X+78aBieBYdSU729sAiYjIRkA9u3bFzt27EBpaan86Nq1K4YMGSL/v27duigqKpKfs2fPHhw8eFC+TUxOTg527NjhcR/AwsJCJCYmol27dgF/T6SNByIKNF/7A7qWqwV/es9xUQYOZqeAYZAXfKLftT9fnwEg6QnJPoANGzb0mO0bABo0aIDGjRvLy0eMGIGCggI0atQIiYmJGDt2LHJycnDVVVcBAPr164d27drh7rvvxqxZs1BWVoapU6ciPz8fcXFxAX9P/sb+QUTmmOmDalRWNKunXCZy5w+9ewlr4fHA/xiEk92FZAAo4oUXXpBv61JVVYW8vDy88sor8vqYmBisXLkSo0ePRk5ODho0aIChQ4fiscceC2KtfafXiT2UqU2RQRQM7r8xZXAmkqFTC/70Aki1QSFaA0B4qzj7Cdb9gjkIhIyETQD4xRdfePwdHx+PuXPnYu7cuZrPadmyJT799FM/18x73hygGSARWcfMqGDXckB75K7ac81kGkWyfQwC7ScYF7AMAMlISPYBjBT8AdbGz4QCzUx/QEB8EIbrBG02KLD6lnC8aPS/YGUBifSETQYwUvEKnsge3DNzZrKGIvSanNWah81kASk8MQNIRhgA2pzRwTsSf6S+nEiJvOFrU7DoOiPeNu+yKTj4An3MYgBIRhgA2pzZ0X2RgkEgBZpIECgyGtjX/dZoUIhW4MfjSGRhAEhG2AcwBPCHSGQPZvsD+uu3qzeNjDfLjdaRNfgZk50wA0hEZIIVmUD3MkZ9B0Xo3S+Y8wNGJmYAyQgDQJvjAVkb5wakUCAy7Ysvv3GRYwT7A0YeBoBkhE3ANmdmeolIxQMVBZrZpmCtcr6cpN1vF2f1/YKJKPwxAxhCGOho46AQCjRvmnmNnu9rM7De1DDebItCG79D0sMAMMTwwKyNQSDZgZmuCVb1/1MeE6yYH5DHmtDGJmAywibgEMMfJZF9iPwe3Zt7/cVoVLBaWZHyvKAiCl/MAFJYYRaQAs3MPqfX7GtFNhCwtimYQpfT6YTT6fTp+RTeGABS2GEQSIFm1J/PmyliAHMZOJHmXTYFRw42AZMRNgETEfmJN6OCtZ4vQm0UsNbIYI4KJopszABSWGIWkALNzATRRk3BgPdBmTcTQLs/z+w6sidmAMkIA0AKWwwCKdB83eesmhpGrU8h7xISWRgAkhEGgBTWGASSHYhmAbWe4wszQSCDvPDBAJCMsA8gEZGFzPTn82WZEV/vK2zlNonIfpgBJL+w0316mQWkQDMK2IxGBatlCQPZFMz+gKGPGUAywgCQ/MJuAReDQAo00QEhyv/rPcfX+uj1+2N/wPDCAJCMsAmYIgYPaBRIWvub2alhRLYpSi2Q1JoOhhdMROGNGUCKKMwEUiBZOTWMt03B7s/TK2N2IAizgPbGDCAZYQBIRORHvt4qTm2dtxcyekGe6DIz6yl4GACSETYBU8ThgY0Czag5V7Qp2Mp9VzSAZMacKDwxAKSIxCCQ7EAtuPPH1DDumT+Rfn7eNDGTvTidTp8f/vLEE0+gR48eqF+/PpKTk1XLHDx4EAMGDED9+vWRkpKCCRMm4Ny5cx5lvvjiC1x55ZWIi4tD69atsXDhwlrbmTt3Llq1aoX4+HhkZ2dj69atHuvPnj2L/Px8NG7cGAkJCRg0aBCOHTtmui6hiAEgEVEAeBOwqS3z9uJFGfgZ3ROYQWBoczUB+/Lwl+rqatx2220YPXq06vrz589jwIABqK6uxubNm7Fo0SIsXLgQ06ZNk8vs27cPAwYMwLXXXovS0lKMGzcO9957L9asWSOXWbZsGQoKCjB9+nRs27YNHTt2RF5eHo4fPy6XGT9+PD755BMsX74cGzZswJEjR3DLLbeYqkuoipKYCvGaw+FAUlISNm/ejISEhGBXh7zAE5fvOLDGHNGRuHrllOtE7yii/L/RpNUik1mbWR/pKisrkZOTg4qKCiQmJvrlNVznpf79+6Nu3bpeb6empgarV6/2a10XLlyIcePGoby83GP5Z599hhtuuAFHjhxBamoqAGD+/PmYNGkSTpw4gdjYWEyaNAmrVq3Czp075ecNHjwY5eXlWL16NQAgOzsb3bp1w8svvwzgQlY0IyMDY8eOxeTJk1FRUYGmTZtiyZIluPXWWwEAP/zwA9q2bYvi4mJcddVVQnUJVcwAhgCeXP2HJyzfcf/0ndmmYDOBWSCnduG+YB9WNQE7HA6PR1VVld/rXlxcjA4dOsgBFwDk5eXB4XBg165dcpnc3FyP5+Xl5aG4uBjAhSxjSUmJR5no6Gjk5ubKZUpKSlBTU+NRJisrCy1atJDLiNQlVDEADAFWBCnKvj9EFBxm5gc0CgL1tmXmuKGVUVTrM8jjSGiwqgk4IyMDSUlJ8mPmzJl+r3tZWZlHwAVA/rusrEy3jMPhwJkzZ/DLL7/g/PnzqmXctxEbG1urH6KyjFFdQhWngYkQ4Zzp8rUJkk2YFGgi8wN6s8ydUbOwezlf7wxixfPIWpIk+TSQw/UdHjp0yKMJOC4uTrX85MmT8fTTT+tuc/fu3cjKyvK6TmQtBoB+wANgYIncU9UIg0Cym0Dsk8rsntZxSzmZNI9xkSMxMVGoD+BDDz2EYcOG6Za55JJLhF4zLS2t1mhd18jctLQ0+V/laN1jx44hMTER9erVQ0xMDGJiYlTLuG+juroa5eXlHllAZRmjuoQqNgH7AQ+MweE6KSmzG6L4vVEgWd0UrNz3RbavVw7QnzZG77fFi6ngC/Qo4KZNmyIrK0v3ITpgIicnBzt27PAYrVtYWIjExES0a9dOLlNUVOTxvMLCQuTk5AAAYmNj0aVLF48yTqcTRUVFcpkuXbqgbt26HmX27NmDgwcPymVE6hKqmAGkkKYc1Qjw5EOhw+qmYKMATS2Dp/y/ezn3bZltJmaWMLh8ncrFn9/dwYMHcfLkSRw8eBDnz59HaWkpAKB169ZISEhAv3790K5dO9x9992YNWsWysrKMHXqVOTn58tN0Pfffz9efvllTJw4EX/5y1+wbt06vPfee1i1apX8OgUFBRg6dCi6du2K7t27Y/bs2Th16hSGDx8OAEhKSsKIESNQUFCARo0aITExEWPHjkVOTg6uuuoqABCqS6hiABgGIq350v39+nprLL1tEwWC0T6nNY2L+3rgfwGX3q3k3Mspid72zUxgxyCQ1EybNg2LFi2S/+7cuTMAYP369ejTpw9iYmKwcuVKjB49Gjk5OWjQoAGGDh2Kxx57TH5OZmYmVq1ahfHjx2POnDlo3rw53njjDeTl5cllbr/9dpw4cQLTpk1DWVkZOnXqhNWrV3sM6njhhRcQHR2NQYMGoaqqCnl5eXjllVfk9SJ1CVWcB9AHnAcw+NxPSFYGbgwCKZBE7sihNz+g1nqzffeMmoe1mpjNbDOSBXIewD59+qBOHe9zPOfOncMXX3zh17pScIVkH8CZM2eiW7duaNiwIVJSUjBw4EDs2bPHo0wk394lkuidFO3a/BEs4fiewoXZ/oB6fQKVy9S2Idp/z4pbx/FiKjgC3QeQQk9IBoAbNmxAfn4+vvrqKxQWFqKmpgb9+vXDqVOn5DKBvL2L0cGPB8Dg4OfuiZ9HaBIdzKG23Ol0GgaLWllGo/3FzN1IuO8R2U9YNAGfOHECKSkp2LBhA66++uqA3d7FlWovLi5GQkICr5jCEE9cFEiiGTaR28WJLDfTJKzVHCzaFCyyPtwFsgm4d+/ePjcBf/nll2wCDmMhmQFUqqioAAA0atQIQOBv7+JKl4disBCKdQ6kSD9hUWD5ku1zXyYyHZJy9K/yofU8te3ovY5WWfIvNgGTkZAfBex0OjFu3Dj07NkT7du3B+C/27tUVVV53AfR4XDI/w/VA5s3P/JgjewLVpAdqsE9hSaRqWFE90mtaZLUpn4xy+o7iBBRYIV8BjA/Px87d+7E0qVL/f5aM2fO9LgnYkZGhrwulLOAapRZAPf3FayDe7h8tkTeEh384aI1R6bIb1it2dlMU7Todsk/mAEkIyEdAI4ZMwYrV67E+vXr0bx5c3m5++1d3Clv76J2ixjXOjVTpkxBRUWF/Dh06BAA7w6CocBM355wF+nvnwJLZH9T/j71mom92X+VGUMXM1PWaAm3Y6UdOZ1Onx8U3kIyAJQkCWPGjMGHH36IdevWITMz02O9v27vEhcXJ98X0f3+iMoDcage3JT9f1zLlOtC9f35ikEgBZKZqWGM/nbP/Bn1DXTnS+AXqccJu2AGkIyEZB/A/Px8LFmyBB999BEaNmwo99lLSkpCvXr1gnJ7F7V+L6HWF0YZvBrdUYCI/Eu0PyBgPuDyJkundTcQZZ9Ctf9rbYuIgiMkA8B58+YBAPr06eOxfMGCBRg2bBiAwN/exWzfnFCkdqIJt/doJJQzvBRe9PZF5Tqt5lwRWv0G9YJAM9uOtGNIoPjajMsm4PAXkgGgyAEjPj4ec+fOxdy5czXLtGzZEp9++qmVVQMA1StkuzNT31B6X/4gEgQ6nc6Ibi4n65gJ9FzLrH4dQOxewGplQu1YGC58bcbldxb+QrIPIFlP5EQSroNdvGF0cIyOjubnRJYRHRRi5qSt7O/lzUhe0bt/8C4hRPYTkhnAUBCqV0/uJwK9uwzwqp4osET6AyqXA7V/x2rLRYMwkb7ObAq2B2YAyQgDQD8TPbAF8wBo9USwkYL9ASnQRAeFiE4SDXg3eETt9dSCQDNNwZF+PLGaJEk+9ePjdxH+2ATsJ3oTrupdrWut9wflHQHMvjYDIKLAMztHoHK5e2bIzMTQ7vRaB8w+j4iCgxlAP9E7oBodbP155aW8end/TaunkYgEDILJLrzJ6HmTOXQRGRTiXk7rb72y5D02AZMRBoB+5O10KVYfBPWaZ5T1JPMYBFKgmdnnjMpasf8a9Q1kEBh4rpkIfHk+hTc2AfuR8oAn2mziz4Oft/1+9LbH4IdXyxR4ZloS1LJBWnOXmr1YFV3vzShjIvIfZgD9TBkg6XWc9pZWPz6r+xWqNRfxQP0/DIbJDnxp1vWVmUwgB4X4F5uAyQgDwCDy90SpVh/4A52tJCJ9vo4KVhup6yutC1BODB1YbAImIwwA/UzritjK7Vu9TTXKE4RyPkAe1ImCw8z8gL4s03ptUSJzCIo8h8QwA0hG2AfQz7T6AYoOEDGaQd/1XH//WN3rrjyweNvPJxzxoEl2JLpfmtl/1YI55TFO63hg5pgR6ccUIn9hBjAIzI7gczE7t6DVlPUOxtyFoYB9ASnQzDQFm8kCAtpdP7yZQ1Aro8dMn/WYASQjDAADyNvAQG/ghdWDO0TqoTXohP6HQSAFmlVNwaLTxqgFiMplat1DtLqNcGoYa7EPIBlhE3CAmQmclFfYdggo1PoC+nqlGa74mZDdKKeGMVvOvcuJWhOv6AWqN32X7XD8IwonzAAGgdpBE6h9QA5UFslMZ29lXbXmFuMVO1HgmR0VrNatQ2S0v8jFq/uFoWh2j8cN67AJmIwwAAwCtaYWvX4xdrjy1Wrm0TpI8OBxgV2+P4ocVk4N4+sUMSJNwWrPYVOw79gETEbYBBxEaj9OtWlWgk202YjU8TOjQPNlNK/ROl+mh9Fq/WBTMFHgMQMYJMorcDtPpaKXKVCWY7BDZA9Ggz+MsoAu3gwWUeu/rNVyoJVt5LHEN2wCJiMMAKkWowM7m33NY1Mw2YXo1DCi29Cj1wSstk3lc40yiTzmaGMASEbYBBxEdh09qzXXn1p9GdQQ2ZeZizWjY5Evxyqtpl/lMpFyRGQNZgCDzA4HONF5v7TWkRhfPmcib5nZ70Sbjb3dT7Waeb1t/mVTsTYOAiEjDACDyC4ne5FpH3iQ9Z3ovI9EgaA2C4FWc7DadDHuzA7i0GpN8CYgZBCojZ8L6WEASKpEpqkh7zDTR4EmMjWMt0SfL3Is8WZqGJH1kYh9AMkI+wAGiZ0DAPcDhy9zgJEnu/b5pMgg0h9Q+bvXKu/L1FBGxxQ7TYFFFM4YAFIt7n18tJpriCh8iAwKcR0HrMwqGfUnNDM9FgNGT+7fl7cPf3niiSfQo0cP1K9fH8nJybXWf/vtt7jjjjuQkZGBevXqoW3btpgzZ45HmS+++ELef9wfZWVlHuXmzp2LVq1aIT4+HtnZ2di6davH+rNnzyI/Px+NGzdGQkICBg0ahGPHjnmUOXjwIAYMGID69esjJSUFEyZMwLlz56z5MIKIAWAQ2LW5wv3qXyQTQN5jUE3BILLPie6XZrOAysyfXnBnlB3UwiDwf+wcAFZXV+O2227D6NGjVdeXlJQgJSUF7777Lnbt2oV//OMfmDJlCl5++eVaZffs2YOjR4/Kj5SUFHndsmXLUFBQgOnTp2Pbtm3o2LEj8vLycPz4cbnM+PHj8cknn2D58uXYsGEDjhw5gltuuUVef/78eQwYMADV1dXYvHkzFi1ahIULF2LatGkWfiLBESXxLOQ1h8OBpKQkbN68GQkJCaaea9cDlch8XWQtu+4LFL5EAiyjplhl9s5opLHROqOBZ2YCTrsevyorK5GTk4OKigokJib65TVc56WWLVsiOtr7HI/T6cSBAwf8WteFCxdi3LhxKC8vNyybn5+P3bt3Y926dQAuZACvvfZa/Pbbb6pZRADIzs5Gt27d5MDR6XQiIyMDY8eOxeTJk1FRUYGmTZtiyZIluPXWWwEAP/zwA9q2bYvi4mJcddVV+Oyzz3DDDTfgyJEjSE1NBQDMnz8fkyZNwokTJxAbG+v7BxEkzAAGkHua2o44OIEoMlg1P6AyKBN5vhW3gzPC49iFYMfXB3AhoHR/VFVVBeX9VFRUoFGjRrWWd+rUCc2aNcOf/vQn/Pvf/5aXV1dXo6SkBLm5ufKy6Oho5Obmori4GMCFTGNNTY1HmaysLLRo0UIuU1xcjA4dOsjBHwDk5eXB4XBg165dlr/PQGIAGCChcEDiiN/AYx9LChYzWTTRINBonXuwJ9Kcq+yPrNwOabOqCTgjIwNJSUnyY+bMmQF/L5s3b8ayZcswatQoeVmzZs0wf/58/Otf/8K//vUvZGRkoE+fPti2bRsA4JdffsH58+c9AjcASE1NlfsJlpWVITY2tlYGUVlGbRuudaGM08BYKNQzaAxCAo+fOdmNcvonvUngtcppTeWixZtuJ5waJjAOHTrk0QQcFxenWm7y5Ml4+umndbe1e/duZGVlmXr9nTt34uabb8b06dPRr18/eXmbNm3Qpk0b+e8ePXrgP//5D1544QW88847pl4jUjEAtJDW7Y3sRGsKBh4ogy/ULyAo9Gjtc2rBnVpZrWXK5SKTzSvLua93f3215VoiOQi0asR2YmKiUB/Ahx56CMOGDdMtc8kll5iqw/fff4++ffti1KhRmDp1qmH57t27Y9OmTQCAJk2aICYmptaI3mPHjiEtLQ0AkJaWhurqapSXl3tkAZVllCOHXdt0lQlVDAAjDAM/InJn5sJDLwhUG7Sh19Tr/hzlhamVQV2kBoFWBYCimjZtiqZNm3r9ekq7du3CH//4RwwdOhRPPPGE0HNKS0vRrFkzAEBsbCy6dOmCoqIiDBw4EMCFfpFFRUUYM2YMAKBLly6oW7cuioqKMGjQIAAXRhUfPHgQOTk5AICcnBw88cQTOH78uDzCuLCwEImJiWjXrp1l7zcYGAD6UShkcyL14GhXzAKSXYg2BbvWuyj77Ins01qtJ2rbVQacIscwHufs5eDBgzh58iQOHjyI8+fPo7S0FADQunVrJCQkYOfOnfjjH/+IvLw8FBQUyH3tYmJi5CBz9uzZyMzMxOWXX46zZ8/ijTfewLp16/D555/Lr1NQUIChQ4eia9eu6N69O2bPno1Tp05h+PDhAICkpCSMGDECBQUFaNSoERITEzF27Fjk5OTgqquuAgD069cP7dq1w913341Zs2ahrKwMU6dORX5+vmZzeKhgAOgH3p7AA3ny53Qv9sUgkAJNpCnYqKzItgD1LJ9ymdmgjsey2gKdATRj2rRpWLRokfx3586dAQDr169Hnz598P777+PEiRN499138e6778rlWrZsif379wO4MMr3oYcewuHDh1G/fn1cccUVWLt2La699lq5/O23344TJ05g2rRpKCsrQ6dOnbB69WqPQR0vvPACoqOjMWjQIFRVVSEvLw+vvPKKvD4mJgYrV67E6NGjkZOTgwYNGmDo0KF47LHH/PXxBAznAfSBch7AUDhp8+sOHaGwP1F4MerHLDISV3SCZ6P+yO59CUXnBLT7/ICBnAcwLS3N53kAy8rK/FpXCi5mAC1g57n9iIh8odUUrBXAGW3Lnd4IY/f1Zgd/aImkTKFrHr9gPZ/sL+LnATS6T2C4YaAaOiLlREX2ITJBtF42Tq2s1jaNmolFL6zNzg/IYyDRBREdAIrcJzCccMLh0MPvi+zI6FhiFEiKTgLtXlavOZlBYG1WTQRN4SuiA8Dnn38eI0eOxPDhw9GuXTvMnz8f9evXx1tvvRXsqllO9MfMH7398DuhQNIL3szsi6KZQPcyWlk/kSBQZHkkYQBIRiI2ABS5T2C4MDtnFtkPD8YUSGaze6L7p9G8gHrLjIJAM3MZmilPFK4idhCI3n0Cf/jhB9XnVFVVedwIu6KiAgBw6tQp/1XURwwcwgdPWBRoZkf66pU3G6i5U04YLfJ/kWNfoI+PrnNFIF7XztPAkD1EbADojZkzZ+LRRx+ttdw9i0hERKTn999/R1JSkl9fgwEgGYnYAFDkPoFKU6ZMQUFBgfx3eXk5WrZsiYMHD/r9x2w1h8OBjIyMWjf6DgWse3Cw7sHBugeHP+ouSRJ+//13pKenW7I9Il9EbAAocp9Apbi4ONVbvyQlJYXcwc1F9EbfdsS6BwfrHhyse3BYXfdAJQuYASQjERsAAsb3CSQiIgpFkiT5NJkzA8DwF9EBoMh9AomIiIjCTUQHgAAwZswYzSZfI3FxcZg+fbpqs7Ddse7BwboHB+seHKx78PiawWMGMPxFSfyWiYiIwoLD4ZD7pfsydZQkSXA4HKioqAjZ/pukL+IzgEREROGGGUAyErF3AiEiIiKKVMwAEhERhRlmAMkIA0AiIqIwwwCQjLAJ2Adz585Fq1atEB8fj+zsbGzdujWo9Zk5cya6deuGhg0bIiUlBQMHDsSePXs8ypw9exb5+flo3LgxEhISMGjQoFp3Qzl48CAGDBiA+vXrIyUlBRMmTMC5c+cC+Vbw1FNPISoqCuPGjQuJuh8+fBh33XUXGjdujHr16qFDhw745ptv5PWSJGHatGlo1qwZ6tWrh9zcXOzdu9djGydPnsSQIUOQmJiI5ORkjBgxApWVlX6t9/nz5/Hwww8jMzMT9erVw6WXXooZM2bUureqHeq+ceNG3HjjjUhPT0dUVBRWrFjhsd6qen733Xfo3bs34uPjkZGRgVmzZvm17jU1NZg0aRI6dOiABg0aID09Hffccw+OHDli+7or3X///YiKisLs2bNDpu67d+/GTTfdhKSkJDRo0ADdunXDwYMH5fV2Pu4Q+UQiryxdulSKjY2V3nrrLWnXrl3SyJEjpeTkZOnYsWNBq1NeXp60YMECaefOnVJpaal0/fXXSy1atJAqKyvlMvfff7+UkZEhFRUVSd9884101VVXST169JDXnzt3Tmrfvr2Um5srbd++Xfr000+lJk2aSFOmTAnY+9i6davUqlUr6YorrpAefPBB29f95MmTUsuWLaVhw4ZJW7ZskX7++WdpzZo10k8//SSXeeqpp6SkpCRpxYoV0rfffivddNNNUmZmpnTmzBm5TP/+/aWOHTtKX331lfTll19KrVu3lu644w6/1v2JJ56QGjduLK1cuVLat2+ftHz5cikhIUGaM2eO7er+6aefSv/4xz+kDz74QAIgffjhhx7rrahnRUWFlJqaKg0ZMkTauXOn9M9//lOqV6+e9Oqrr/qt7uXl5VJubq60bNky6YcffpCKi4ul7t27S126dPHYhh3r7u6DDz6QOnbsKKWnp0svvPBCSNT9p59+kho1aiRNmDBB2rZtm/TTTz9JH330kcdx3K7HHS0VFRUSAKlevXpS/fr1vX7Uq1dPAiBVVFQE5X2Q/zEA9FL37t2l/Px8+e/z589L6enp0syZM4NYK0/Hjx+XAEgbNmyQJOnCiaZu3brS8uXL5TK7d++WAEjFxcWSJF04YEZHR0tlZWVymXnz5kmJiYlSVVWV3+v8+++/S5dddplUWFgoXXPNNXIAaOe6T5o0SerVq5fmeqfTKaWlpUnPPPOMvKy8vFyKi4uT/vnPf0qSJEnff/+9BED6+uuv5TKfffaZFBUVJR0+fNhvdR8wYID0l7/8xWPZLbfcIg0ZMsTWdVeezK2q5yuvvCJddNFFHvvLpEmTpDZt2vit7mq2bt0qAZAOHDgQEnX/73//K1188cXSzp07pZYtW3oEgHau++233y7dddddms+x83FHiysAjI+Pl+rVq+f1Iz4+ngFgmGMTsBeqq6tRUlKC3NxceVl0dDRyc3NRXFwcxJp5qqioAAA0atQIAFBSUoKamhqPemdlZaFFixZyvYuLi9GhQwePu6Hk5eXB4XBg165dfq9zfn4+BgwY4FFHu9f9448/RteuXXHbbbchJSUFnTt3xuuvvy6v37dvH8rKyjzqnpSUhOzsbI+6Jycno2vXrnKZ3NxcREdHY8uWLX6re48ePVBUVIQff/wRAPDtt99i06ZNuO6662xfd3dW1bO4uBhXX301YmNj5TJ5eXnYs2cPfvvtt4C8F+DCbzcqKgrJycm2r7vT6cTdd9+NCRMm4PLLL6+13q51dzqdWLVqFf7whz8gLy8PKSkpyM7O9mgmtvNxh8hXDAC98Msvv+D8+fO1bhmXmpqKsrKyINXKk9PpxLhx49CzZ0+0b98eAFBWVobY2Fj5pOLiXu+ysjLV9+Va509Lly7Ftm3bMHPmzFrr7Fz3n3/+GfPmzcNll12GNWvWYPTo0XjggQewaNEij9fW21/KysqQkpLisb5OnTpo1KiRX+s+efJkDB48GFlZWahbty46d+6McePGYciQIbavuzur6hnM/d/l7NmzmDRpEu644w55Al471/3pp59GnTp18MADD6iut2vdjx8/jsrKSjz11FPo378/Pv/8c/zf//0fbrnlFmzYsEF+bbsed4xIF1r4fHpQeOMo4DCVn5+PnTt3YtOmTcGuipBDhw7hwQcfRGFhIeLj44NdHVOcTie6du2KJ598EgDQuXNn7Ny5E/Pnz8fQoUODXDt97733HhYvXowlS5bg8ssvR2lpKcaNG4f09HTb1z0c1dTU4M9//jMkScK8efOCXR1DJSUlmDNnDrZt2+bTXSeCwel0AgBuvvlmjB8/HgDQqVMnbN68GfPnz8c111wTzOr5zNcAjgFg+GMG0AtNmjRBTExMrZFgx44dQ1paWpBq9T9jxozBypUrsX79ejRv3lxenpaWhurqapSXl3uUd693Wlqa6vtyrfOXkpISHD9+HFdeeSXq1KmDOnXqYMOGDXjxxRdRp04dpKam2rbuzZo1Q7t27TyWtW3bVh5J6Hptvf0lLS0Nx48f91h/7tw5nDx50q91nzBhgpwF7NChA+6++26MHz9ezsLaue7urKpnsPYh4H/B34EDB1BYWOhx+y271v3LL7/E8ePH0aJFC/l3e+DAATz00ENo1aqVrevepEkT1KlTx/C3a9fjDpGvGAB6ITY2Fl26dEFRUZG8zOl0oqioCDk5OUGrlyRJGDNmDD788EOsW7cOmZmZHuu7dOmCunXretR7z549OHjwoFzvnJwc7Nixw+OA7ToZKQ+UVurbty927NiB0tJS+dG1a1cMGTJE/r9d696zZ89a0+38+OOPaNmyJQAgMzMTaWlpHnV3OBzYsmWLR93Ly8tRUlIil1m3bh2cTieys7P9VvfTp08jOtrzMBATEyNnR+xcd3dW1TMnJwcbN25ETU2NXKawsBBt2rTBRRdd5Lf6u4K/vXv3Yu3atWjcuLHHervW/e6778Z3333n8btNT0/HhAkTsGbNGlvXPTY2Ft26ddP97dr5mGmETcBkyJ8jTMLZ0qVLpbi4OGnhwoXS999/L40aNUpKTk72GAkWaKNHj5aSkpKkL774Qjp69Kj8OH36tFzm/vvvl1q0aCGtW7dO+uabb6ScnBwpJydHXu+a0qBfv35SaWmptHr1aqlp06ZBmdLAfRSwneu+detWqU6dOtITTzwh7d27V1q8eLFUv3596d1335XLPPXUU1JycrL00UcfSd9995108803q05R0rlzZ2nLli3Spk2bpMsuu8zv08AMHTpUuvjii+VpYD744AOpSZMm0sSJE21X999//13avn27tH37dgmA9Pzzz0vbt2+XR8paUc/y8nIpNTVVuvvuu6WdO3dKS5culerXr+/zdCR6da+urpZuuukmqXnz5lJpaanHb9d9FKkd665GOQrYznX/4IMPpLp160qvvfaatHfvXumll16SYmJipC+//FLehl2PO1pco4Dr1Kkj1a1b1+tHnTp1OAo4zDEA9MFLL70ktWjRQoqNjZW6d+8uffXVV0GtDwDVx4IFC+QyZ86ckf76179KF110kVS/fn3p//7v/6SjR496bGf//v3SddddJ9WrV09q0qSJ9NBDD0k1NTUBfje1A0A71/2TTz6R2rdvL8XFxUlZWVnSa6+95rHe6XRKDz/8sJSamirFxcVJffv2lfbs2eNR5tdff5XuuOMOKSEhQUpMTJSGDx8u/f77736tt8PhkB588EGpRYsWUnx8vHTJJZdI//jHPzwCD7vUff369ar799ChQy2t57fffiv16tVLiouLky6++GLpqaee8mvd9+3bp/nbXb9+va3rrkYtALRz3d98802pdevWUnx8vNSxY0dpxYoVHtuw83FHjSsAjI6OlmJiYrx+REdHMwAMc1GSxDwvERFROHA4HEhKSkJ0dLRPA3MkSYLT6URFRYVHf1QKHxwFTEREFGZ8ze0wNxT+GAASERGFGQaAZISjgImIiIgiDDOAREREYYhZPNLDDCAREVGYiI2NtWwC6rS0NI/7M1N44ShgIiKiMHL27FlUV1f7vJ3Y2NiQuzUniWMASERERBRh2ARMREREFGEYABIRERFFGAaARERERBGGASARERFRhGEASERERBRhGAASERERRRgGgEREREQRhgEgERERUYRhAEhEREQUYRgAEhEREUUYBoBEREREEYYBIBEREVGEYQBIREREFGEYABIRERFFGAaARERERBGGASARERFRhGEASERERBRhGAASERERRRgGgEREREQRhgEgERERUYRhAEhEREQUYRgAEhEREUUYBoBEREREEYYBIBEREVGEYQBIREREFGEYABIRERFFGAaARERERBGGASARERFRhGEASERERBRhGAASERERRRgGgEREREQRhgEgERERUYRhAEhEREQUYRgAEhEREUUYBoBEREREEYYBIBEREVGEYQBIREREFGEYABIRERFFGAaARERERBGGASARERFRhGEASERERBRhGAASERERRRgGgEREREQRhgEgERERUYRhAEhEREQUYRgAEhEREUUYBoBEREREEYYBIBEREVGEYQBIREREFGEYABIRERFFmP8HAd7kF28pwz8AAAAASUVORK5CYII=",
            "_dom_classes": [],
            "_figure_label": "Figure 4",
            "_image_mode": "full",
            "_message": "x=2682. y=1797.\n[-12.]",
            "_model_module": "jupyter-matplotlib",
            "_model_module_version": "^0.11",
            "_model_name": "MPLCanvasModel",
            "_rubberband_height": 0,
            "_rubberband_width": 0,
            "_rubberband_x": 0,
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            "_size": [
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            "_view_count": null,
            "_view_module": "jupyter-matplotlib",
            "_view_module_version": "^0.11",
            "_view_name": "MPLCanvasView",
            "capture_scroll": false,
            "footer_visible": true,
            "header_visible": true,
            "layout": "IPY_MODEL_c2d3bec37afa469482b3b24585c3d026",
            "pan_zoom_throttle": 33,
            "resizable": true,
            "toolbar": "IPY_MODEL_a993e6051ec043b4bd71cda0a5428195",
            "toolbar_position": "left",
            "toolbar_visible": "fade-in-fade-out"
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            "_cursor": "default",
            "_data_url": 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          "model_name": "MPLCanvasModel",
          "model_module_version": "^0.11",
          "state": {
            "_cursor": "default",
            "_data_url": 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733Ii0tDVlZWVi3bh3Wr1/Pv5dFRUXYuHEj8vLyUFJS4rC9zZs3R2JiIubNm4fTp09j7dq1Ls10JoSQUqO1MgHFf0SIAkDCi4iIwNatWzFq1Ci0bNkSs2fPxsKFCzFy5EgAwNSpU9GqVSt0794d9evXx44dO3DXXXfhhRdewLRp09C5c2fs3LkTb7zxhui4AwcOxM8//4w//vgDnTt3xuDBg7F3717JNtx5551Yu3YtZs+ejU8//RQJCQnYsWMHTCYThg0bhg4dOuD5559HZGQkH+R98MEH6NevH8aMGYPk5GTceeed6Natm8PXqVarcePGDUyaNAktW7bEAw88gJEjR4omqYSEhOCVV17BhAkT0LdvX4SFhWHVqlX8/cOHD8eaNWuQmpqKXr16YejQofj444/5yTMA8L///Q89evTAQw89hLZt2+Lll1/ms3533HEHnnzySYwfPx7169fH+++/77C9Wq0WP/74I06ePImOHTvivffew1tvveVwf0II4QgzgBQAEiGGZekjUVMFBQWoU6cObt++LZr0AABlZWXIyspCkyZNEBRU/Wn3ZrMZBQUFiIiIqPUYQFI9K1aswPPPPy+qu+dMIJ2r2n5u/YHRaERKSgpGjRplN0aS+B46X7WzdMtZvLvuJAAg/aWBSIoOreIRteMv58vZ9Vsp/PtqRQghhBCRc9eLMP4/u7Dt9HXcKrauJkRjAIkQBYCEEEKIHzKbWRSWiSsC7D53A4MXbsGerJt4+Ku9uCkKAL3dQuLLKAAkxMYjjzzicvcvIYS4w/m8Ykz8cje2nb7u8mPe+P0YOsxLxbErtwEAW05dx4PLdov2KTEKxwBSBEisKAAkhBAS8C7dLMGoj7fh14OXZXl+o8mMaT8cxH93X5C8/+2UE9hx5gYe/kp6gpyU7/dcBAD8csDymrixfkJrj1jLR1EGkAhRAEgIISTgzf/zOI5nF2DGT4dlef7fM65izZFszF59TPL+CpO4QLuhwuxyxk6nsVzKyyuc1xalMYBEiAJAD6OUO/En9HklgUpYD88rz2cwYcPfOSgxWJ43v8TgdP8m0dYlGy/fKkHvBRvx9PcHHe6/+tAV/t+qymL/ZQYKAInrKAD0EG76u7MCv4T4Gu7z6svlGwgRKjWYYHahb1Pt5RJNs1cfwz+/O4BX/ne0yn3NZhaRIda/uf9sOYebxQasO5aDUgdB3fOrMvh/qytfWn6p/RKRQhT/ESFaC9hD1Go1IiMjkZubC8BSWLg6S7KZzWYYDAaUlZX5fW25QBcI54plWZSUlCA3NxeRkZFQq11bP5oQOd0uNaL7W2no0KAOfn26r8P9WJbF1lOuT65wh/9VjjX88/BVfPpQF9F91wrK8MbqY3jkjiTUDdVh/H92wSQIYo2C7uDbpUYE65z/PXIZwBLKAJJqoADQg+Li4gCADwKrg2VZlJaWIjg4uFqBI/G+QDpXkZGR/OeWEF+3/XQejCYWBy/mO91v3bEch49vXC8EKUez0b9lfbSJ91xBYGHs9eyPh7A36yZSj19DzyZRKCgTd0/fEJRu4YLBPedu4OONp/Hh/Z2QEBks2t9oci2wo0kgRIgCQA9iGAbx8fGIiYmB0eg8NW/LaDRi69at6N+/P3XH+bhAOVdarZYyf8RvlBlNyMwp4G+XV5ig16j5+/afv4WeTaKg06iwJdM++7fp5DU8umI/f3vBupM4/+5oj7WXhTX62pt109puo33WTli7r6IyahtfWd7ljnc34X9P3SHav6rJHxwuA3jgwk2cvV6MB7onuth6EogoAPQCtVpd7QurWq1GRUUFgoKC/DqoUAI6V4R4hqHCjPHL9iDUoMIom/ue/fEQ0o5f42/P++NvLBjXEQDw0s+HseZINl4d2RpdG9XFqv2X7I4tDP7c7cKNYtFtk5l1OP7u8OXbdtsOXLjF/9t2djAA3Pv5TtHt/BJLgiEuIgg5BWUO28WyLM7kFuLez3cBADo0qOPRrCfxbf45YIkQQkjA23rqOg5duo3t1+wvVcLgz3LbOtRmTWXtu3fXnZSsu3fbwWSJ8goT3lt/EvvO35S831Vjl+wQ3V665Sxq2vv6wYbMKmfn/3boCu77fKfT4A+wdAEP+2grf5uboUyUiQJAQgghPqlUonuUy2LZcjTB4Y/DV+22XS+UDpS+2Xken6efxf1Ld4kmYhy7chv/+HQb3l13EgM+2Fzlah23SsQBpiWIc/oQh1KPX8Ouczeq3G+/IGvoiNnM0jhAwqMAkBBCiM9hWRa5heX8ba7Uy+qMK0hetNVu/3YJESgur8Bvh6pe6eN2qXTm69x1a9fthC+sS6o99f0BHLtSgKVbzuLCjZJqrdbBYR3kAFUuzBu7LngfXPHLk30gNR/NNvhzdfIICUw0BpAQQohbHbp4C9cKyjGifc1nlL+TcgJfbMvibxtNZugBfLU9S3L/m8UGTPxyDzIu5Vd57E83nZbcvnKfdazgvvO3UFxegVC9BreKqzeJr0l0KLLyxOMAhRnAYK2az266kpGrbvmWjg0jERGktevqtu1KNlE6UNEoACSEEGJn3/mb+HTTGcwb0xZN64dV/QCBe/5tmaQwpHUMIkN0+PD+jtUukSQM/gAgt6gcYSFBUDs4zvHsApe7WdMlZgVLuV5YjlC9BkXl1Rsr1yImzC4AFAZbalfSfgJm+3kgTmlUDDQSz2GfAazmgUlACZgu4K1bt2LMmDFISEgAwzBYvXq1y4/dsWMHNBoNOnfu7LH2EUKIP7l/6S5sPXUd0344JHn/2etFSHp1Lfq9vwllEmP1AGDjyVz87+Bl7Dtf9fi0qny88Sy2nLouOWsW8MwqFzUt6ymVWRPO5nW1bAunuhlAlYqBSiIAtO2GpgygsgVMAFhcXIxOnTphyZIl1Xpcfn4+Jk2ahCFDhnioZYQQ4n0sy1Y7cyXl8i3p5SxnVS5xdulmqcNuWc7T3x9w+fkcBUeXb5ViytfVH3tXGzWNjyokHlhWYQ0Aqzv2rjrxH5ddlMqU2gZ8j3+7n9b/VrCACQBHjhyJt956C/fcc0+1Hvfkk09iwoQJ6NOnj4daRggh7rPjTB5OX7OfBWvrqf8eRPu5G3Amt6hWzyeVSQKAgjLr+DLhc0gFFHlFBrttUn47dBkd5qbi+z32pVuax4Q5DMiax1Svi9pVhgrpLlKp7lWhCok+W0dZUlcYq9EHzAeAEm20DQBZVrzqCFGWgAkAa+Lrr7/GuXPnMHfuXLmbQgghVTqTW4iJX+7B0I/sZ8HaWv+3Zfmz73add/n4JjOLx7/ZjweW7uK35ZcYRVk5lmXx2abTOJljDUKFoUZtZpa+sOowDCYzvtxmn1Fctd/x7N5gbc1XsKkbokWQVvpS6GiMnE7j/NJZIfEe1CYALDNWIwCszPxJLUsudW6qCmZJ4FLsJJDTp0/j1VdfxbZt26DRuPY2lJeXo7zcOh2/oMCyDJHRaKz2Um9V4Y7n7uMS96Nz5V/8+XyduGod/+Zq+w0VJpf3/WHvJfx14prd9jd+O4q3x7YDAPx+OBsfpp4S3c+yZhiNRly6VYJyB8HK4Ys30NbFVSdsJ1BURa+pWRAzfXAzPDuoGXou2CwZZJWUGRy+d87eU26832N9G+OrHRcQqlPbrQ5SHcVlBtQP0+G6C5lUlcrSNhXs3xODRJsrKipgNLovCPSXvy9fb583KDIANJlMmDBhAubPn4+WLVu6/LgFCxZg/vz5dttTU1MREhLiziby0tLSPHJc4n50rvyLP56vwzcYAJZsV0pKShV7W77eL1y4iJSU8w73Kq0AgjXAwTwG35yWzqT9dOAK+uos3bLLT6hg23l0+coV/PbnJczer4bBLB1MjP33LizuY8LNckvXY70gx22ujlc6VeD38zft2lRPz+JGufPApujyKaSkZCKcUeOWRMC0dccuZB9j7dplqqhw+v7n3VQDYHD76jkAahQbTNiTVf2JMD3rm7H3ugrHTpxCeTkDSLTRFlvZtqv5arv99x04BO7zw0lNTUOoB1aw9PW/r5IS6bGtSqLIALCwsBD79+/HoUOHMG3aNACA2WwGy7LQaDRITU3F4MGD7R43a9YszJgxg79dUFCAxMREDBs2DBER7l1P0Wg0Ii0tDUOHDqX1ZX0cnSv/4s/nS3s8F8tPZQAARo2yXR3X6vyNYmCXZTmyBomJGDWqneR+z606jJRj1zBrREt8s+uU5D6cnv2HIDpMj99uHMTx/DzRfXXqxaJr31Yw7N3u8PEsGHTvNwR9398CADjyxhAE68TByHO7Up22QcqEu4bh4C/HcPJ2rmh7s/go3Khi9vGdvXugX4tobCv/GxcPXrG7v2v3HrizeT08t0sczGi0GowaNRyAJdunUYuDz2UXdgFFhejWuSN+yfq72q+J06Z5EvZev4iGjZsguCAHBcaqC0Lr9TqMGjVI8r1s37EjcEbcniHJyYgK1dW4jbb85e+L68FTMkUGgBERETh69Kho27///W9s2rQJv/zyC5o0aSL5OL1eD71eb7ddq9V67IPuyWMT96Jz5V/86XydvlaIXeduoH6Y9funyMBi9upj6NU0CrdLjJjUJwl1QiyvJ+2kNUBjwUi+zpM5BUg5ZunuXbDeefAHAP/dexkzh7eGWmJw2V8nr+OFYa2qPMYLP1u/dwuNLCLckHoK0usQW8c+nai1Gad3d+cETO3XFOuP5eCzzWcqH2v5DMREWB8/sn0c1h2zjJ80QQWV2v4yqap8T/NLDEhetBX9W9bHogc6g2VZMAwDbuhgeHDtAqs6IZbzXW5iXUn+AbAsQ+fwc83YnzuNRuORvwNf//vy5bZ5S8AEgEVFRThz5gx/OysrCxkZGYiKikKjRo0wa9YsXLlyBd9++y1UKhXat28venxMTAyCgoLsthNCiJx+3n8JM385Yrf9zbXHsfZoNtYezQYAZF4rxPy72uHCzRJR2RCzg6mzl2+WVqsd3DGlauN1aFAHRWVVl5zZm3WzynZVl1alQlK9ULvtl2/Zv772DerggGDNXG1l5i4i2BoM1AvToUdSXew7fwtGkxkmiVnN3Jb/HbyCvCIDfj14BY/d2QSTl+/Di8Na8mVgajM5JVyvgb4yiDWazGBcjQCdKCqXWFu51kcl/ipgZgHv378fXbp0QZcuXQAAM2bMQJcuXTBnzhwAQHZ2Ni5evChnEwkhpNqkgj8A+NWmy3LNkWx0e+svjPv3TlGgdehSPmasysC1grJatYOL16SKB6tVTJW1AJ3JzCnEvD9q1lWqUjF8ICd04YZ4jBfXbuGMX24GrHAmrEalgl5jCdwMFWbJVTi4YwlnA7/yvyPIKyrHrF+P8vfXJgCMjwyCqjLaNpmrv3rI7NFt+H9z7XxzzXG7/agMoHIFTAZw4MCBTgtarlixwunj582bh3nz5rm3UYQQIoOtp61LnWXlFSMrrxg3ig345tGe/HZhHT9XLN1yFq+ObI1d527Y3Wcys0g9Lp493DI2DBN7NcZcB4GdsMTKyI+31rjoMuC4VqHQ4/2aAgAf3AHWDKAwgNSoGD5gMlSYJWv6cdv0gscJS79wr01fiwBQp1GBO3x1VwIBLFlZTrBW7bCmIRWCVq6AyQASQgixUEn00245JV7/tthQs7p0UuVSMnPsC1Pf06Uh7uvW0OFxhDXpqgr+xjRy3lZH6wMnVI4N7N64LjonRgIQZwC5wE+jFmQA1SpoK2+Xm6QzgFwXr15wLOFax3yGUK2qduZO2DZrBpCt9rJtQYLg07bOoTDjSeGfclEASAghAcaVkKPUUP1l4iocFEY2SGzXa1QI1WvQsG6w5GN2ns3DMz8cRM7tqrum69nPvbNsr5y9KtEDDAD48YnemD64Ob6Y1N3aLq0wA8hU/t82A2jtApbKALKsJSjTCR5nEBTL5gJEjZqpcaFlrSB4NLGs5FhEV0WHid9AlcraLkoAKlfAdAETQgixcJAQEyk1SAdz9UJ1+OShLoivE4TBC7eI7it0YaIHh8uOpb0wAG3mrLe7f/6flvFoBaXOu6In9GwIVb790nAAkBBpCS6lZibrNCo0rheKGTazk/Ua+wygsBu0qLyCD+zKjCZRd7pQhdksChyFQTAXKGtUDHRqFcoddL86M6p9HN+1zbKsy5NmIoIsl/WWseFoWDcYrePC7VYAUTEAW/kZqUn3MgkMlAEkhBAZGCrMKBV0w5YYKnA13zJzdUHKCXyUZinN0io2vNrHrmrGKMuyKDHaB3PhQRoceGMo+jaPRp1g+zIZwhm0AJBUz3EBfG6sXbBOjUl9Gjvcb9vpPIf3PTekBeaPaQtBDy1CdWqkvtAfI9vHYeEDnQBIZwD1DpZrC9VZ8x5c168wQCsur+DHAH6wIRMvrDoseZwKEyvqPhUmCrkMoFrF2JWj4XSq7JK2tWJKDyx7uBse7pMk7gJ2IVD7Y1pfbJk5CIDlfd8ycxC+nNwDtklINcPwXdYU/ikXZQAJIUQGd322HedvFOPA7KFYfywHL/5sCTT+99Qd+M/WcwCA+7o1rFGGRqpLlrN0y1m8u+6k5H3CoMm2SDMA/HLAuh7vB/d1RMvYcNy9ZEeVx5KapesKrptSmNHUa9VoGRuOz/+vG79NasxjZIh0nbcm9a0lYzQq62QPzvQhLezGS0qpsBmXJ1wvmZsQolWrHHYBfzGpG3q+vdFue3ydYLSKswT9fBewWXr2ta2ODSNFt7nH274/KhUDpvJ4NAlEuSgDSAghbnSjqBwfbsh0uvYry7I4mVOIMqMZhy7m88EfAKQez+H/3e/9zbUu3yJkqDA7DP4AiMa0BWnsA8D1f1vb1iMpyukEB2HgU8NhcJKze28W26+HqxF0AdcJ1qJBZDD+PaGb3X4AEBGkxSsjWuOpgc1QP9wyNq5CEFwlRoXgHx3jq2xbhcksCs5LBNlckzAD6CD4DXIwQ1g4IYWb3GKuRhewFMY2AGQYPqim+E+5KANICCFuNPOXI9h0Mhcr913E/tlDJfcRjsm6dEtcr67MZnZuQTXG3VVl08lcp/cL69pVVVrFzLKiYAUAeiZFYe95Sw3CUL318iKVoXMF9ziJicciwhhrXNcGmDtGeuk7zlMDm4luG23G6IXpq7402s7MLTUKJ4FUjgFUM/xEE6GBreqLMqQMYw3EhEG4SlW9LmBH7LqAVQz/3lIAqFyUASSEEDfaU1knL6/IPlMFWLJ/0388xN/ebVNXb/e5m7YPcapRlONxeLaKyu2DyYd7W8fn2WarFj3QCS+PkF7iLaleqF33ZkSwFtMHN8ekPo1xZ/NofrsrdfqkcM0RBoBSsaQwwNRLZC6r0jBKPFNZo1YhVKILXMhoZkUZQNHqK5X/1qhUove0Y8M6eG1Uayx6oLMo0BMVohZmAAV1AKXK0bjKrguYsY4SZWkUoGJRBpAQQtxI2N1WajDZjaW7WWwQdaVm54u7eK8XlVfr+VJf6I+bxQbc8e6mKveVGk/YoaG1YLDt2MFxXS11/N5fnyna3jMpqrKUiDhgbB0XbjfrFqhFF7CLGUBh0KRzMOnCmbs6NUBWXgl6N4nit2k1KsBJrUSTqerafGoVA40g0IsJD8IT/ZtJ7sdlhYXvaXUngThiO0laxVg/p25akY/4IcoAEkKIGwljnbl/HMOVfPGatLZZONvbUmPcHAkP0iBIq+bLoVQlpXLdYKFIwWxf2+XTHNFqLK/Sdgxgn2b1JPd3VKi5KtzxG4U5j1LEGcDqX9bUKgYzhrbEHYKsZVX1+4xmc5UBoFbNQCcITh0dUiuI0ISZQbWwC9iNYwDVKuEYQIoAlYoCQEIIcZN952+iUBDQ/bT/Mvq+u0kUBGbbFD6W6paV0jpOXA5m5RO9kTFnGH9batzaI3ckiW6nZ9rPbnU0GUEoJlxcSFhqBQ0AiKoszGzLNgBxFRfYNQx1vp8wENXVcMaxs2MClmLKf0zri7qVs4tNNl3Ajo6hlQjobHVpXJf/t9QkkIpapumcdwETpaIAkBBC3MBsZnH/0l2S9+3Lso7rm/rNftF9hS6uyfvpQ11Et3s3rVflMmMvJLfE9MHNne5jG8RJmdK3ieg2F1DYPr+jyRM1XQ7N1bGDwgxjTbqApdh2bwdpVejYMJIP6IwmM5xU2+GPoRFlAMWv5+tHemDWyNYY0jrG+hjh/pWv31jVE1XB9m1UqaxBOSUAlYsCQEIIcYNvd513eN/HG0/z/y500AVc10HdOo5wcsMrI1rb3V8vzD77FqpXY9rgFk6Pq1GpsPe1IXiwRyJ2zRosuY/tTFaugLVtkBTqIACs6RhAV7uORRlANwWAtuPmuOfg/m82w+m4PIaxzwDavpxBrWPwzwHiMYHC7mDu9R+5fLva7ReyDTzVDMOfE+oCVi4KAAkhpIZ2n7uBjEv5AIDvdksvVwYAWXnF+OXAZfyw56JdMMUN/rddr9WWcGWOKX2T7O5f+n/iunedGtaBRq2CTqNCu4QIh8dVqxjERATh3Xs7Ir6O9FhC29nBYZXLjdlm9oK00peU2s4CropoEoibuoBtg1vbALDCbHZam48bQ+hKF3B+iTULLHyvapo5tWUbeKpoJRACmgVMCCE1kl9iwIPLdgMATr89EmevOy78DAAvCYo9S4kO0+N0bhF/u0l0KLLyrMfUa1U4MDsZJpaVHLfXJj4CD/duzAei793Xkb/P2Ti/qiY7APbdxFyhZNvHOqr3V9M6gK6OHQzWWi9l7soA2gZfaptub0OFGf/ZcrbKx2uddAFzmseESW6vaeBsdxyplUAq/00JQOWiAJAQ4nYsy6KwvAIRQc67Nf1ZnqBcy7e7HGf/XGXbhRsRJP561qpVqFdFljBEbw30hF3GzmbGupJlss0AjumYIPlYR8fydBdwiM6111odtsEtnwGsbNP3ey7i6m3Hq7RwXbkaJ13AnBHt4/Dh/Z3QtVGkaHtVtQhd5Wwt4JosNUgCA3UBE0KcMptZLNl8BoM/TMe9n+9EhQsD0l/77Rg6zkvFgQvVK2rsT26XWrvt3lxzvNbHs+0CDgsSrqThWqAmXL5NGBQ5zQC6MAkkWPD4O5rV4zNTdkGSmzOAUq85PiLIbpsw8A3RuSev4Si45V77savOx+WpK99XUVkXB++DWsXgvm4N0bS+OBPYymbmtzPOPh627z/DgJaCIxQAEkKc2/B3Dj7YkIlzecU4cOEWdp69UeVjftx7EQDw8cYz/LbLt0pw6lqhx9rpbcIAsCaeGSQe/B+iU4uCNuGMWlergAgLOQtLsjjLirnSBSwMIITBoG2Q5KjLssZLwUkcr028/XhGYdAnHCtZG7avTWOTAawKN4ZQvCZy9d4Hqe5s22XsOM5+IEjWAaz8N60EolwUABJCnLp8S1zIuDoFabnsh9nM4s73NmPYR1udFjouMzpeecGXfL0jC4+u2F/1jk7YFm8O0qpFs2jrhkjX1HP1mMJuW2cZQLXtdFcJwTrrPnUFgaWrY/RqOpkhTG/f7pYSWbEQwetrVM/1pfGccRTcuvpa+EkgovWVq9kGifdXagY4ADBwFgDaHFdUCLp6bSKBg8YAEhLg8orKkXO7DO0b1Kl6Zxssy+LtlBM1fu6/TlzDM98fxI6zefy2q/mlkgWDz+QWYvQn2/FQz0aYd1e7Gj+np5UYKjD/T+ddvv1aRGPb6Tyn+4TYjO9SqxiE6tTgSjWHB1X/6/muTgk4n1eMYW1jRdtrmwHs16I+/++Xh0uvDexMTccAxkVYA9qlEzoj9cR1TJcoa6NSMdgycyCMJrPbMoC274ummgEgt5+wC7i6GcDqBM7ODl1sU3qIYRi+LRQAKhcFgIQEuF7vbITJzGLNs3dWOwjMLZRel9ZoMmPPuZvo1rgubpcaEaRVIbIyY2WbIVxrs/zY8ewCNI8Jg1atEl3gPk8/h/IKM1bsPO9zAeCBC7cQEaRBi9hwlFexMO2RecMQEaTF1G/349S1Qsnl1XQalWSZEWFXpiuZOVt1grV44x9t7bY7zwC6Ngnk/Lujq90eTk1ns9YR1EYc0iYGIzo2cLhv43pVLBdSTbbvy9XKNZu511LVK+Jm/wq7casbAFZnBRVnu/6ecVV0W82AuoAJBYCEBDouINt19oYoAEzPzMXvGVcxtG0sbhSVo6jcZDe+yDZzAFguGAtTT2HplrPo07Qedp2zjAk8/+5osCyLfu9tctqel385gpd/OYKeSVH46ck+/PaIYN/8Ovr76m3c+/lO6DQqnHprJIxmxwFg+wYR/MznLyZ1B8uyuG/pLhy4cEu0X5BGZVcPUMWIS4a4kplzVW0zgLVlO4vYVTVdQ9gdbAN0DneKuPqNjkhnAN3TNinVWS1OVAeQ4j/F8s1vXEKI23HX0vwSAx75eh9fwPi3Q1f4fcZ2SRAVA75VIj1e76vt5wCAD/4AYOfZPHy68YzT0hhCe8/fhNnM8hmVtUfEmcKi8gocuZSPXi4seeZJ+89bgjdDhRmGCrPTDOCcf4gzlwzDoEtipF0AqNeq7TJ8KoYRZcrcVQOOez5HvPHeurLesBQZT7vd+//PAU0BWAPDemE6XLxpn93lcPsJg193nlNbzlb0GN89Eav2XxK1g/s+oDIwykWTQAjxAQVlRjy2Yh9WC4IxR1iWxelrhU5XIZDCBXrf7brAB3+2SgzWSRi3S4y493P7tW0zLt2WzH5M+GKPKCB0RV5xOZ798RAW/3VK1N1sMrN4dMU+TPhyD5Zvz6rWMd1N2IWXX2IQzbS1JZVpi4mwr92n16gk68wJM17eywB6/jIQJHj+mHDntQyFPBkwVcX2/W8RY5l8wr1dhgrnQwE0bugCrg5ncdyQNjGi25Y6gJWP81iLiK+jAJAQH/DtzvPYeDIXz6/KqHLff6efxdCPtuK99Sft7jtw4SZyC6UzcH9fLUDa8WtYmHbK4bGFwdaW09cl9/lEsK5tba09ko0/D1/F4r/ExywzmrA3y1JD8IfKkjJy+HpHFr4TFHm+XWp0mgGUKtshNZtXr1FJ1pnzxDJg3PM5onahDmCtn1+QAYyoxiQNTwZMVbF9/7lAntteXlUAKLkSiDtbKObs82KbgVWprLOGKQGoXBQAEiIjQ4W5Mqtk/RauanH2DzZkAgD+s9XSDZtbWIaf9l/CllPXce/nuzBk4RZ+X6NNtmrqt85Ll3y/xxpsuWtNVWcu3SyV3C4sB1NuNOGtNcdx12fbceyK8+K77pRbUIb5fx7H8ewCfpvRxGJzZq7Dx0gFWlLj3zQq+wygimFEAYJaxWDv60Ow6IFOOP32yBq8AqvaLgXnjCuPF2YAqzO7Wd4xgNbnvqdLAzSrLNLMBaXlFc5LFnEBmV7jnS5gZwFg76b1RLeFn7Wqvm9I4KIxgITI6LFv9mH/+Vt4sGciv+1msaHKJb+Ehn+0FbcEi8kXllknblSVpZByu9SIc9eLsO5YdtU711JBmXQx5TJBu6/eLsOXlZnJf3y6vVazUauj2GB/gTeZWT4AlxIusfSd1EobRrPZvs4cw4i2aVQMYsKDMK5rw+o0W1Jtl4JzJlSvqbIodokgoC8pd73WIyNjikIYrM0Y2pL/t3AtYGe4JeC0tSgDUx3OzqNOo8IXk7rzPwAtdQArM4AeaxHxdZQBJEQGhWVGbDp5DdtO56HUaBKtJft2ygkUlhmx80xelcuumcysKPizVZPCyvcs2YF7/r3TrnSEJzgax3jdQfkZTmGZEUcv3/Z69mLuH8ec3i+V3XKUIdPYZAbVKnGA4M5gQVhg2lZts2zBLkzw6JpYl/93der0+UoG0DYwB1wIALnl8rw0C7iqTKzw46ZiBCuBUASoWBQAEiKDJ/97QLSShLB23q8Hr6DDvFRM+HIP383LycwRL6V295LtTp+nJgHgubziaj9Gym9P31HlPiYHV5+PnIxTNFSYcc+/d2LMZ9vRZFaKZKkad5AKLg9ezHe4v06jkuxqlarnp2YYyS5gUaDhxrF5zoK02nZLutJOYT2/6rwuXxkDKBWYu5oBFAZe7gpouYzkB/d15JcM7NkkyuljGJvXQLOACXUBE+ImxeUV0LMqBOvsL7YFZUasPZKNizdL8GT/ZthxxrXZsovSTmFAy/poWDcYW0/nYfqPh0T3H7tS4OCRFnIurSZcyP7Rvk1QVG7ET/svi/apcJABPJNb5PC45/KKRPe3m7sBWQtGVatoblW+3HYORy5Xb7yh7coeHKnMjFrFSE8C8VAG0JOlXqp7bNvMpzMqFWTroxSt4SsM4iq3V1UHkHu88Dy66zM6bVBzPNgjETERQejauC5+OXAZU/s1dfoYYTvUKlAdQEIBICHuYDID3d7ZDDXD4OSbI+yyKmOX7MC565bM2vlqZNhMZhb/+HQ7okJ1TtfQlXqcWsWgrIpVK2oqTK9BURWZN+HYp95No9CzSZRdAFjuIEB1NnZRas3T9MzrGNQ6RmLv6jOazHhrbfWXv3M0aUYqQGIYxi4TZhsAurMMTM8mUQjVqSXHNdZWdbNa1UlsqhhGtgBQeN6Er5H723ZWDkj4eEeZxNpQqRjERAQBAJrVD3O4PrDoMYzw3wz/I+rvq7fRp1k9B48igYy6gAmphg1/5+Dvq5bM0Bdbz+G1346CZVkUVViCLoPJjK93nsfADzbjTK61u5YL/gBg3bGcaj9vdYI/wJr5qyoD+PnErtVuC+DaTE5hAJMQGYzIEB1SpvcT7VPqoH3BOsdfTVLX0EMXb9lvrKGaTJwBpEvAAI4ygPbbGYYRj9NyYwAYpFVjy8uD3HY8oep2IVZniTs5xwAKF3sTZc9cbBNX/kVtk3mrrrs6JVT/QRJUEkEsgBr92CGBgQJAQlx0+FI+/vndAYz+ZDsu3SzB2ykn8MOeizh06bYoJ/XmmuM4f6MEM346LFtb7/n3Dkz74aDDAAsAPpvQpcbrp4bqNciYMxTRYfY17jgMw+DZwc0xsVcjtEuIAAC0iA0T7VPqICN1q9jxxBapeMNR8FUTVY3tcsRRG6QygGqGsQuE1DZjAN0d/HhqPF1VXaG2qhMEyRn/CZ9bGDC5mpnlzq/wsTXpAl48vnO1HyOFsckAEhIwAeDWrVsxZswYJCQkgGEYrF692un+v/76K4YOHYr69esjIiICffr0wYYNG7zTWOKXtp/J4//98Fd7+H+XGEyS63BmuWkyRU2culaENUeyUVQm3U17ZN4w/KNjAqLDHQdwQvVtVm8oLq9AZIgO+2cPRazEShecF4e1wtv3dOAvfFq1CmuevRPdGltmhZY4CACddS/b1jYEgG2n8yT2rJkaB4AOIhupSQ+MxCQQ4bgsR4+rjahQHe7unIBxXRu49bhS58MZcZeo833dOa6zuoTPLGqziwGg1BjAmgRe7soEi7OY1u2JUcESexMlCJgAsLi4GJ06dcKSJUtc2n/r1q0YOnQoUlJScODAAQwaNAhjxozBoUOHqn4wUSRh/bfzN8RrgEpdAovLK7DmyNVqTcRw9/XuWoFlVZCm0eJMX0RlvbqY8CAse7gbXhvleAxRi5gwrHn2ToQKJjlkC9b7re5SYu0b1EH3JEsAWNV7I7VsmNSs3z2Vq4a4Q00DQEe19qS6PDUq+zGAKsZ2KTj3fz1//GAXLHqgs1uP6WgijyPCMZxyrvFcFUfdvq5mZjX8GEDrtprWVv96Sg/UC9Xhq8nda3YA2HcBc2sbd2tU19FDSIALmEkgI0eOxMiRrlfLX7x4sej2O++8g99//x1//vknunTp4ubWEX+z+K9TKDGY8NqoNi7tL3UNNLPAtB+q94Pi3q4N8cuBy1XvWEmvUeHAG0PRfq509vpaZT29xvVCHJZ3GdYuDgDwTor90nIA8NM/+6BuqA4DW8dg7RH74tDCQGbZw92QdvxalYPKuWyZsy5qAGhYN1i0RjAAUc1EoWNXbqN9gzpOj+cKg6lmEyWqMwawbqhOchawp8rAeNIT/Zvi3XUnMcbFsWotY8Ox9qjlc2QJSnxzGqowznPUHewMd/7cMbN7UKsY7J+dXKuMqO0kkMZRlh+FRdUozE0CS8BkAGvLbDajsLAQUVHOaymRwFdmNGHxX6exbOs5XMmXXqpMiGGAag6Dcqi6474Gt45BmF6DF5JbSt6fW2AJnoK06irHLvVvWd9uW71QHeqGWrqJbwkmovQS1BwTHjdUr8EH93eqcvUKLtCpapZyk+gwu21c8GDrH59ux4a/c2pd+uamk/GHzlRnDOCwtrF2GT7L8lyemQXsSU/0a4o/pvXFwvs7Od3vt6fvwDODmvGZJ8C3X6OjLmBXs3jc+VXXcgygOx5r+3g1w/AZ66pmM5PAFTAZwNr68MMPUVRUhAceeMDhPuXl5Sgvt2YjCgosNdiMRiOMxppdNBzhjufu45Kq5QsCnaKSchhDLX8mdzSNws5z9l2NFRUVbgsAGcb1Aw1oEY35Y1rDaDTCbJYOeo5dyQdgGfMjvH5Ifa7eH9cOvd9NF21TMdZ9hbX3xnSM47eL6qXB7NJnVlWZ9bEN1ppGh+BcnrV7vUk95+OThrSuj40nr/O3//ndAUzo2RDzx7R1+BhHf1ssy+JmsQHf7swSbe/aKNJpAWiOSuKYAMAKzk18nSC8OLQF7uoYK1qyz7qfWbjBK3//7niONrGhAGuC0Unw3T4+DO3jwyB8jVVl04Tfrd7+LhTObjZXVMBotrTV1TCMAQuj0Sg6/946p1LMJuHnjYW68rum3Fjh1jb5y7XL19vnDRQAAvjhhx8wf/58/P7774iJcVxLbMGCBZg/f77d9tTUVISEhHikbWlpaR45rhLszmVwpZjBPUlmvvvjQB6DG2XAsIb2gRbLAheLgXMFDADLeLe0zVuQGAYczGOw/7wKUl//aTsPopF9oqpGLl+8CFcT8yMic7Ar3VJS5vhFleTjMq9ZgraUo9mY2tqMZSdVGN/UjJSUFMljqhg1zKz1NRoN5fy+hSVqcK//yNGjCM89AgAoLrJu37d7F3L/rrrtZ65Y3mPbkivG0mII3+NbF0+COxe2dCoWzZCDjTb3r9x7Cb3U56tsg+3fVspFFTZcUUGvZkVtKC24CVfOyY2865Lva24pwH3VhqME2iuHsO4KYOl5s34F79+3D1dvMPxzHdi3D0WnPdU9an1eR58Fz7I8v8lohLOQStg2b38Xnj9v/Ztav34dv/3iBfHfGgMWrMRruHjhPFJSzuHMbYB7vSeO/42Um86XE/SUC0XWdly+dBFHCy8AUOPa9Zse+Qz4+rWrpKSk6p0CnOIDwJUrV+Lxxx/Hzz//jOTkZKf7zpo1CzNmzOBvFxQUIDExEcOGDUNERIRb22U0GpGWloahQ4dCq3V97Uxi9dwbqQCAicndMLhVfRSXV+C5tzYBAB4f3RvtG1jO2cv/O4qdZ28irk4QDtus/tCpe280qBuE5xY5XnJt1Tk1ZnRwz3JkTZokYfu1iy7tO2L4MH4ZqDZ5xdjznz0ocDDrd1zXhnjpnnZ4zmQWFWi2NXPfX6JJEGEhwRg1qj8AYPahTUBlFqFtu/YY1TMRAPDVpd24XGzJhg/ofyfaxlf9t5Cz4zz+uGi/3FvD2Hq4JMiyJvfrja8y9wGAXSHjYL0Wd/TuhGUnD4iOEazXYNSo4Q6f29HfFvd5KTeJL+YJcbE4kX8dVYmNjcGoUfZ1FS/dKsHbGZbPT1xMfYwa1c3yPBVmvLz3L36/Pr174eaxHOzKtYwBvaNPL1FXuzs9tyuV//eoUaM88hyuPL9er0OJk7WsR40aJdt34f41J7At5xLfDs6R9ZnYkm0dh6rT2P+QAYCWzZti1LCW2H/hFj49bvkMd2hv/bvxtmNXCrDo6G4AQJOkxujdMhpfZR5CWEQdjBrV223P4y/XLq4HT8kUHQD++OOPePTRR7Fy5UqMHj26yv31ej30evtZiVqt1mMfdE8eWylyi4zQarX4d9oZflteSQW0Wi2MJjN+y7CMKbtmM9kAAB7+ej/+mNa3yucwmNwzlunOFvXxe8ZVtIoLx77zzosbB+l00Fau8doyPhIZc4bh3qU7cUiiu/KfA5pVfpacP7/tGES1WsV//oTrFTOMdbtObc3Aheh1Ln1edVrpr57IEHFZmsjQIP7fg9vE4s/DV63H0KgljxOsVbvUBlf/tvRaNQa3jsGmk7lO91OrpJ83SGd9TTqNdR+VWpzd02k10AreS73OO3/7cn6/VDULWNg2b38XqgRjNIXPq9GIM85atUoyANRpNNBqtdAJX0PlNjloBX8rGrUaIXrL59JoYj3SJl+/dvly27wlYCaBFBUVISMjAxkZGQCArKwsZGRk4OJFSzZl1qxZmDRpEr//Dz/8gEmTJmHhwoXo1asXcnJykJOTg9u3b0sdnviAK/mlKDFUP9NWUlk2ZNnWc/y2qd/uh9nMIq/IPuizdfqa43VpOcU1SACO756IAS3r49w7o9C+QQTqh+sxoGV97JudjFVP9Kny8bZjwlUqxuEkElcLJdsOCBdeoIXlPoTjo4SzVZ1lF4UcrQdbJ1j8pcxlOAH7FRGaRodKFiEO0kp3GdeURqXCl5O6Y0TlbGlHHL10jWgCgeMaeCoVI9rmyxMk3IeRtdizM446323/xhzN1ubOtXj2rTtaVjO2s5F1NAlE8QImA7h//34MGjSIv8111U6ePBkrVqxAdnY2HwwCwLJly1BRUYFnnnkGzzzzDL+d2594T87tMtQP1zvNBly6WYJ+729GTLgee1933lUPAD/utZ7ry7dKkVtYZrdP09dcG/fy4s9Vr+hxvlC67fXD9bgukVkEgHfvtRZI/nPanagwsy4HUICDFSYcvIeulp8w2dSzEV7szKIA0LqPsM1aFwNNR8FNhJMAMFirRvOYMH4ySr0wnWTNvuBqBoBZecV45X9HHN6vVaugUjFoHR+O9X9bxly2bxCBY1fEXUiO3mO1gwCQKwbNBdYqhrFZcSJgfp875KvBnzO2n11H54lfCs4DawHXhLCZapW1FFNN614S/xcwAeDAgQPBOlmT0jaoS09P92yDiEuGfbQFp64VoWujSAxrF4dLN0vw1MBmaFhXPKmGW4XDtiacI7N+Pcr/+7vdF/Ddbunace6yOdv+InBv14aY0KsR7v18p919GhUjKsvAMAx/wXCVVLbPUQDoasHd0R3iRWVWhNk0YQawc6K13p7wgujqa3DUHtsMoPD5TSwrnnHMMAjR2Qd71c0ATvl6r11hbyGdxvKcwkD3tVFtoFWrYDSZMeELy6owjma0CgMExmaygFoQAKptMri+XCTZXRhIL+3ny2zPs6PPPL8UnOCc7r9wEw/0kGcMIGUAia2ACQCJ/ykoM+JUZffqwYv5fKmNAxduYf3z/UX7Ci/0ZjMLlYrBnnM38MW2c3hnXAfEhAfhSn4pVu29iF5NnRchdhXD1O7itPABcV20fi2i+SXL3HFxlwo4ahsA1rNZ2zdYIsACgG6NrZMThIGsXu1a8OXoohkRJP5KEnavRQRpRLfVKgZ9mtbDhF6NsObwVX4CzNErt1FmNLkcCDoL/ixttVwohUu9BWvV6NKoLo5ftWYBHWYAnQTFGhUD7ieN7VrA/lII2t0+frAzDl64VWUtSU9z9Lfvahcw92NF+MOpoNQ9k8VqQtQVrWL4zzVlAJUr8PsYiE9iWRb/9+UeyftO5hTa7Zt2/Bp/m6ufNn7Zbvx1Ihc9396InNtl6PvuJnyy6QwmOjhudYXqpH8fCYOXuU7qzdlqEGmtaedo3djactS16mrXk7DLFRB3p07q0xgAMLK9eCyccDygVuNqBlD69dt2AWtUDD64ryOeGdQMnRMjRdk0dWWX6Tv3dMBLw1uJHvf22hMutcMV3IVSeN657Imoe9fBSxeeE9ZmZJlwLKTKZi1gT2YAfaXrlbGpT/nj1N64u3MDzL+7PTolRsrWLmfsM4DO14AuLLPOcrb9nHqTw0LQFAAqFgWARBaXb5XiiE3JFaF9529i6KIt2HkmD2uOZGONYAmyYkMFyivEBWd7L9jo9jY6yn7pBbMAhUGdI0smdMXYzgmY0rcJvy1UX3Xy/YfHe6F1XDg+Gu98hQWh2mYAw4PEAZgwAHx9dBt882hPu7VkWQfjAZ1xFKgKu4DVld3k93dPxMzhrfkxcxzhhbjCZjJIioPVQmqCu5ALxzfqJQJAV8YA2h3b5vHCt8+Tk0DkHItmS/j56dIoUrZ2uMr2fGod/Jjhzl+LmHB+W/MYNxUMrQFxFzCoC5hQFzDxrmNXbiNYV/WyZBO/2AODyYwJX+7BlL5JovvKjCYsSrOvIeduoTo1pKq/Ca+djgK5uiHWQGZ0x3iM7hgvWlYuRF919+QdzaOx/vn+DieRSKltANipoXgt3SCtMOhRY4DEcnHC0MvVoMXRfsIMpNQ+jmbR2nYpuzN7ppPoAuZ+BKgdBKSitjgJtmwniAj3dTRT2h3UDAOTD6zBazsm0pcC0yf6N8Wq/ZfwQHdxV7Tt59JR1ps7f3F1grDxxQGICJK37IhtFzD3eTaZWZjMrCLGnBIxygASr8krKsc/Pt2OIQu3iMbFSBH+KrXNKpUZzfjPlnO2D3E7qTFk93drKLpIxdcJstsHAF4cZt/VIwxSpCYvOG5H7WYGO9tu647m0XjjH9ZubVeCEOHkK1fXK3U0bkr4nksFgMLPgvA13WMzXqw6s6mrKu/CjwEUZAD5LmBGOiAVcrbcmW0GUDwLWBldwEK+FIQkRoXg2LzheGtsB9F22yDV0Sxg4WtpVj8M9cPta8h6k8qmC1j4eTZSFlCRKAAkXnPlljUDZrsGrDO2X7h3feZ4VY7aaJcQgZTp/fjbtmMRFz3QCW/f04EfA9esfiia1g9Dg0hrEDi5T2PseW0IJvZqZHd8YVdRkKY6AaDr+zoaW+csC2VrQk9r212Z1VuTiTKO2ikMdqWCT0ddrmF6Db57rKfgsa6/Xkdd/RwuABRNdqm8eApfhivZK9tgQW0zqUXlpTGAvhJoMRAHgT7SLJ5U/Uy7LuAqJoH4CtH7LJgEAkCykDUJfBQAElkI6/RVZemWs6LbVWUPOTOGtpTczi0BJ9Ssfii+mtzD6fG6Na4LnUaFN/7RFm/f0x4/TrUsnyQc16NSMYiNCJLMhAnHkIUFuT76ojrZLIeTQKrxl65VVy8IMdcgApRq52N3NhEFu1IXVmdtE75PF6qY2StU1eeJe05hplNqEoizTB/HWQ05u9mlChgDyDCM6AeEqxlkObk+CcS3Lq+2ZWCEf0s0EUSZfOsTShTjv7tdDwBravqQFuhqM6j8q8nd8cuTd4i2fT6xKza+OBBxDrpzOdyqE6F6DSb2aoyYCMv+sYKuHWcXbeF9kcHVGw/00rCWeKhnI7s6ebYcTkSoxoVVVIrEhcixJhlA2/dp7pi2eH1UG1EAKPVanE26sA0I30lxbSawyez84sdd4IWvkxs/5WxlDym2AY7wfWAYcTDtySxddWtOeoo/1rq2LwPjfBKIrxBnly2fRe6HDHUBK5Mf/vkRUrUT/xoBALBdKWxIm1hRkPFgj0SM7BDP325aPxRaNYOYcD3evqe96LEN60rP+BV2ITrLAgkzBVUFcramDW6BBeM6VJltc3TRqU4wIQxSXOoCrsFkAtsu2mb1w6BSMeLCzxKZOVHZFJsLsdEmi7Fs6zmcvibuxpcifB6p0iN8ACh4nVw71IzjgFSK7YXWdhKI8PR6ciWQLyZ1R2SIFosecH2GuSc4KrXky+wmgbjhb84bhM3hfsBwE1NuFBnkaBKRmf/99RHiAm4sWcuYMBy+lO9wP9trdpBWjSNzh0OtYvglxwBg56uDHY7FU9sMrnZEeEHo0STK4X7OVJVtkwpALbXWanYxcqX72R1jALkguqqsiXhdXfF9UuUs8kuNdttsiQJNlsXS/+uGb3aex65zNwAIu4DtH1vdi7xtV5ttYWvWwRrL7tY9KQqH3hgqe5erbd1Jf2D7N+boPPlKlpUj+mFXmflrFBWMvKJyXLpVgg42FQBI4KMMIAkoeo0KrePC+S+710e3QbsEy5i//oISJnGV3bfDJWaABuvU0GlUoi/2qFCd3X6c6szcXDv9Trzxj7YY1T7e6X6OOFvu0NHzV6f711ZkSNWZypoMILdtJ1dv0HatXPvHCQsni+/v0MD+AlZurLptwjGALIAR7ePw2qg2/Daum0zqrRe2wZVA2Ha8oTAQVjGMKJdam/PmCrmDP8Ayrtbf2P7wcNQF7Giik1xEZZMq28YVXi8ql2+FEiIf//v5RfyWyQuLfh6aM1RUry0yRIe10/sht6AM9cKsY/U2PN8f5/KK0KWR4wtQcBXj0TiOihNLaZdQB+0Sav5Lu6r3UCoj5crkBEea1a+6cG116hRybLMmXAZQGPRIveWiDKDNDvXC9Nj72hD0fMdaFDyvqOq2CTOA3NsrfB9DKrspm0kU8RW2wVlX+MzhrbBs6zm8MkJcHkh4amy7gGtz3nzdH9P6Yv2xHDw7uAX+s9XzJZ3cyfa7wNGqPo66huUiNcOcq0ZQXo2qDCRwUABIvOY/NrN5AeC7x3ri479OY/+FW255jhAHY4q4CRucOiFap8EfYKkD9nDvxgjRqyXLQXBs62t5UlUToKUCwJoMRv/4wc44mVOIwa1jqtz3ueQWePmXI3iop+uL3DvKAAqDHqlW23aZ2rI9z5nVHAMo9TxczcbOiZH49KEuaFwvRLINzmLzZwY1x1MDmtkFdbarM9RkRrU/6tgwEh0bRsrdjBqxHZvpjnG33iD8rHGfb26oTJkLmXISeCgAJF6z4e9rdtvC9Brc0aweHwAefGMoJnyxG4VlFaKVM+Ty5tj2Ve4jykp5eNyPt7qA7+7cAHe7uO/93RqiR1IUGkWFVL0z1yabi6heIsCuKgPo0qQLF7qnhd2yjSqDO2GdRuEknzGdEkSPrc5FXiqjZ7s6g4sVjoiMXO0C9uQYzppgBM20/dxu+DsHU/s39XKLiNx8a5ACURytWiXq1owK1WH98/3xraCorzMn/jUCj93ZxFPNc4nKSbeku1UVIEgGGR7ORDAMgybRodUKhuzq4UlcRKUCPGezgKW4Ut6C2ydMr8H8u9oBAGLrWIcLOBtHKDzfNQnehEuhqRmmygCfyM927KTjQtC+dXnVS6z8sTrjKgC4rQeG+BfKABJZadUqyUK8jsbVdGhQB19P6YGsvGK0jY9AsE6NWSNbIyZcj77Noz3dXEnC739Pd/tIdVcKSWUAfa0eGWCfHZFqo2QXsJNZwFKMLkRlxZUD4P/zcDdEV44T1WvU6N00CmevF6NTouMxm+JJILUL3tQqBjeLqRyHr7P9XLqyFJwv0Auy2rdLqp4dTwIfBYBEVho1Izl2Slh+RKtmsGxSd3y68TQ+uL8TosP0/IXacgwV/jmgmTeaK8l2OS85ST2/3G2SYtsmqTZKhVPCwNGVzGaFCxnA4nLLAPhQm5IkPzzeGwaT2eWl+GqU/BU8RqNiEBXmeLY58Q12GUCNgwygj3UBC8VHWmqavjSsJT5MPSVza4hcKAAksmoQGYyeSVFYZjMT0HbJr0GtYjCoVdUTEuSglphd5ylv39Mer/92DB8/2LnKtnB8MQOodWEgffbtMrttaidLp3HqhmhxqzLDYbStBG7jemE5P9Y0TC8O9FQqBkEq19dhls5Zuk6tYvD0gOYoKDXi7s4NanUs4jm2tRz1Dtb1dtSLIadfnuyDQxfzMbRNLACga2UZnhYSM9xJ4KMAkHhN2/gIHM8u4G9vfmkggrRqDGkTgy8mdUfruHD+PuG6uUwtL6yepqrmxITamNirMe7u3MBhAV2pSSienphSE7ZtcjVwFncBSz9my8uD8MH6THy3+0KVYwDn/fE3/2/bDKBX2KyDWydEiwXjOnq/HcRlN0vE3fQhOukAsDpreHtL96QodE+yFqHnuq+rGlpCAhMFgMRrbEtccIOSGYbB0Laxovt88dezI8KgxBvZNmerJ0hnAH3vvbR9n6SKEsdG6O22CbvVHBUyjgjSomXlj4mKKjKAwjIxsgSAxO/E25Qa8qcA0Bb3I0pqHDYJfL7/CSUBwzYAdBYsCb88a7LWrDeJarnRGECXuNKmIW1i7baJC0E7fqyu8s6qMoClBmsB3NquS1uT5K+vf7aJvcGtY0QrmAQ7GCPqa0vBSeH+nigDqEwUABKvsfuScfL96ItBiyPOVqfwNn+ZBWw7BlBKVdlMZ58Rbr+qZgGXCVZAqO1nzvfeZeIJKhWDR/taS085yvRpnRSP9xVcRr3CTIWglcj3P6EkYNjO9nX1O0fuoKoqorWAZf7V7y8ZQFcypZKrmrg4C5i/sFWRAXRH3iOpsni0bZFoEriEmVtHX0/+MIyF+6FU1VAJEpho0AvxGtt1bKNCXSt5ER6k9URz3EYtWs5L7gDQ/qLjixlAV0h1oWlcmAUMWC++VV3YBrWKwf8OXq5hCy3WTu+Hy7dK0UowiclVVPfZP/VtZqk52jwmzOHfPI0BJL6OAkDiNVwX8A9Te6Fjw0in6+sKhQX59seUW08TkD/bJnXNkbtNNSWV4RMtBec0A2h5IwxVZAC5camzRrauSRMBWCaP1CT4I/6rbqgOR+cNQ5BWjVSJJS4B//i7ozGAyub7P1FIwOCyHWF6jdOZrLaa1Q/1UIvcQ5ihlPtLXzoD6F9/5gl1LLMsR7aPt7tP1AXsJAPo6tim/MqSHnVD5CnATJdd/xUepIVWrYIfxHkO0RhAZfPt1AoJKNyvTFe7SZPbxGDX2Rt4dWQbTzar1sIFGUq5xytKdffKHZRWV+qMAci5XYbmEsVpha/FWQ+bq13ANysLRtd1cTgCIbYclSPyB1QHUNkoACRew3W3uRoA/ufh7igxVPj8GMBwQTZT7mBLstvUD8pRCIXpNZLBHyAeV+U0A1j5PlTVBXyrcu3dqFB5PmO1XT+YyM/Pfl+JcN9XVa2YQwKTrH1DAwYMwLfffovS0lI5m0G8hA8AXfzUqVWMzwd/AERjGeUOAAMhA+iMOANY9RhAZxnAMqMJF2+WAKAuYFJzck/8qg0/bjpxA1kDwC5duuCll15CXFwcpk6dit27d8vZHOJhXDeD3N2k7ma7brGcpC5G/joLWIrovXbyOdK6UAZmyjcH+H+7OiPd3SgB6P/k/puvDf9tOXEHWQPAxYsX4+rVq/j666+Rm5uL/v37o23btvjwww9x7Zr0zCriv7hhJnKvluFuwm5JuV9Z4GcABe+10wCQmwXsOMLafyGf/3eETJlmQwUNvvd3gfJ7loYjKI/s0wM1Gg3GjRuH33//HZcvX8aECRPwxhtvIDExEWPHjsWmTZvkbiJxE3M1J4H4C/GydfJSV1E7z99pXOwC1lYxu7HcugAIvprcXbYfJeUVpqp3Ij7Nn7/PhD+iKP5THp+5Muzduxdz587FwoULERMTg1mzZiE6Ohr/+Mc/8NJLL8ndPOIGXCHoQO4Clns2ndR7G0gZQI2Ls4CrWuEgPdt6nA4N67incTVQThlAv+fXAaDcDSCykjUAzM3NxcKFC9G+fXv069cP169fx48//ojz589j/vz5+PLLL5GamoqlS5dWeaytW7dizJgxSEhIAMMwWL16dZWPSU9PR9euXaHX69G8eXOsWLGi9i+KOMRNAvHj70tJwgygWeaf0f6yFnBNVbcOoNHBGMCcEutjo0P1bmpd9VEXsP8LlD8vSgAqj6wBYMOGDfHll19i8uTJuHz5Mn755ReMGDFClJbu2LEjevToUeWxiouL0alTJyxZssSl587KysLo0aMxaNAgZGRk4Pnnn8fjjz+ODRs21Pj1EOe43rhAykgB4tcjdzeKVFdmIL3foqXgnM0CrtyvvMKME9kFdvc3jbCeKDnHpHZOjAQAhOjUsrWB1I4/1wEUNp3GACqPrHUAN27ciH79+jndJyIiAps3b67yWCNHjsTIkSNdfu6lS5eiSZMmWLhwIQCgTZs22L59Oz766CMMHz7c5eMQ13HZsUAKSGzJ3QUsmQH00TqAD/VMxI97L6Fro0iXHyP87DjLAAqHPY78eBt+e/oOdGlUl9/GXetGd7BfbcSbFozrgKb1w/BA94aytoPUnD9/nTHUCaxosmYA586di/z8fLvtBQUFGDx4sEefe9euXUhOThZtGz58OHbt2uXR51UyU4B2AQuZZP4VLRVc+2rAPXdMO7w1tj0+/79uLj/G1ULQtmMhN9is18oNDZQ7OK4XpserI1ujaX3pwtfE9wVKVQPK/ymPrBnALVu2wGAw2G0vKyvDtm3bPPrcOTk5iI2NFW2LjY1FQUEBSktLERwcbPeY8vJylJeX87cLCixdS0ajEUaj0a3t447n7uPKhWVZPutiNpkC5nUB4nPUrF6wrK/NZLKfVcrANz9HagDjuyUAcL19rNn6+tQwO3yccD8AKDUYRX9TXACoZnzzvVEShrFmZKXOha9/F5ol/uYA322vUEWFtY0GgxHQ1D4n5Ovni+Pr7fMGWQLAI0eOALAEBcePH0dOTg5/n8lkwvr169GgQQM5mubUggULMH/+fLvtqampCAkJ8chzpqWleeS43mbpGbV83Db99RdkWnnLY97oAhQagb/3pONvGdtxIp+BJbSyunThPFJSzsnTIDfLKwO4z9G+PTuRfUx6v7IK634AcOac+D0wsZasTfaVy0hJueiZxhLXsGpw81FTUlIc7uar34XnCwGpS6mz1+IrSgV/J+vXr3dH/Mfz1fPFKSkpkbsJspMlAOzcuTMYhgHDMJJdvcHBwfj000892oa4uDi7YtPXrl1DRESEZPYPAGbNmoUZM2bwtwsKCpCYmIhhw4YhIiLCre0zGo1IS0vD0KFDodX6f7RkqDADu/8CAAwfNhQRwf7/mjjcuXpojPznqmlOIZaeEA9jaN6sKUYNbylTi9zrSn4p3jxk6R0YMnAAmtUPldyvxFCBV/ZZa4jGN0jEqFHtAFjOV8ryjQCAZk0aY9SoNh5uNXHm+d2pfP/jqFGj7O739e/Cw5dv46NjewAAT/RLwvq/r+Gdse3Qq0mUzC2rWmFZBV6t/DsZPmIE9G7KAPry+eJwPXhKJksAmJWVBZZl0bRpU+zduxf169fn79PpdIiJiYFa7dlZcX369LH7hZaWloY+ffo4fIxer4deb18yQqvVeuyD7slje5MJ1m4SvV4HrVbW0Qce4QvnqkNiFD6b0AVXbpViwbqTAACdRi17u9wlWG/9HIUG6Ry+riBGfCHTqFWifbnqMDqNJmDeG381I7klFqadwkM9E52eC1/4+5KiE3yXDWwdi9dGt5OxNdWjFfReazQaaLXuu+766vni+HLbvEWWq3Djxo0BAGYHVfproqioCGfOnOFvZ2VlISMjA1FRUWjUqBFmzZqFK1eu4NtvvwUAPPnkk/jss8/w8ssv49FHH8WmTZvw008/Ye3atW5rE7ES1scLkDHTPusfHROwN+smfzuQ6gAKJ37otY6zFbaTQGxLdVRUfhy1PjpDWkmmDW6Ooe1i0SImXO6m1IjwM+lvRe79uYQNqT2vB4B//PEHRo4cCa1Wiz/++MPpvnfddZfLx92/fz8GDRrE3+a6aidPnowVK1YgOzsbFy9ax/o0adIEa9euxQsvvICPP/6Yr0lIJWA8Q1gexZ8r5/sLYV25OiE6GVviXqxgrqLWyRJ3tjOfhTXOWJbF0ZuW+0N0gZeJ9jcMw6B1nHuH0HiT8PvM32YE+1dribt5/dtv7NixyMnJQUxMDMaOHetwP4ZhJGc0OjJw4ECnhSylVvkYOHAgDh065PJzkJoTlsfz1bIkgSQ2Ioj/d7sE/7242ooIsnbbhOodf33ZZjaE+xaWVeBGueX+0R3lrQNI/J/wd4g//7ilOtDK4/UAUNjt684uYOLbzJQB9Kp6oTok1QtBscHErzYRCIK0amx8cQBUDANdNQasVwiWhLtWaCnlFBGkQfMYqr9HakeUAfSzrzbRSiBUCVBxfK7/Iz8/H5GRkXI3g7gZjQH0LpWKQcpz/cCylqApkDSrQdFko+AHSH6Jpf5X3QDqGifyEX6f+VvvhnAlEMoAKo+sK4G89957WLVqFX/7/vvvR1RUFBo0aIDDhw/L2DLibsJVQGjgsXeE6DROu0mVRJgBLDFUAKD1d4l7MKIMoH99t/lZc4mbyRoALl26FImJiQAsJVj++usvrF+/HiNHjsTMmTPlbBpxM663399myZHAUGGypjdKDJaxxaF6CgBJ7an8OAAUogSg8siaHsjJyeEDwDVr1uCBBx7AsGHDkJSUhF69esnZNOJmXBewv82SI4FB2AXMBYDBAdY1TuQREWS9jPrzODpnkyhJYJI1A1i3bl1cunQJgGUZmuTkZACWD2J1ZgAT38eVgaH4j8jhz8NX+X+XGisDQOoCJm5QR7CqUYFlbTW/4ccJS+IGsmYAx40bhwkTJqBFixa4ceMGRo4cCQA4dOgQmjdvLmfTiJtxPy6pC5jIJSuvGE2iQ61dwBQAEjfQqK15lLg6QU729G2U/1MeWQPAjz76CElJSbh06RLef/99hIVZZvdlZ2fj6aeflrNpxM24SSD+PEaG+DdDhWUgKt8FTAEgcZOU6f1wrbAMTaKl16b2VTQLWNlkDQC1Wi1eeuklu+0vvPCCDK0hnsR3AVMfMJEJ9xksrQwAaRUQ4i5tEyLQFv5XcF30e5wCQMWR/Rvw9OnT2Lx5M3Jzc+0KQ8+ZM0emVhF34wYY+1udLOK//q93I/x3t3X5x7IKS+BXUjkGMIQmgRCFo29jZZM1APziiy/w1FNPITo6GnFxcaJ6SgzDUAAYQKxdwDI3hCjGnH+0w8O9k/D09wdw9noxyo2WH5il1AVMiB1/nsFMakbWAPCtt97C22+/jVdeeUXOZhAvsM4CpgiQeIdOo0KruHB+JZTyygygsbIotFZNn0WibMKkC40BVB5Zy8DcunUL999/v5xNIF7CF4KmFCDxMmsAaPkQcj9G6LNIlI7+ApRN1gDw/vvvR2pqqpxNIF5iojGARCZ6jeVrjgsAuZrQlI0mxIoSgMojaxdw8+bN8cYbb2D37t3o0KEDtFqt6P7p06fL1DLibqbKFCAFgMTbuACwrHLyB2UACbEQ/gailUCUR9YAcNmyZQgLC8OWLVuwZcsW0X0Mw1AAGEBMtBYwkYleY9MFTDUpCQEgHgNIlEfWADArK0vOpydeRHUAiVz02sou4MoMoJnPAMrWJEJ8DuX/lMcnvgINBgMyMzNRUeFf6ygS13EBoIYCQOJlQTYZQDMtS0iIHeoBVh5ZA8CSkhI89thjCAkJQbt27XDxoqVo67PPPot3331XzqYRN6NuNyIXuwwgS9loQjjcVzLVAVQeWQPAWbNm4fDhw0hPT0dQkHUR7eTkZKxatUrGlhF3M9PAeyITfhKIbRkY+jFCCJWCUTBZxwCuXr0aq1atQu/evUWDUdu1a4ezZ8/K2DLibjTzkshFWznYjysATRlAQiRQAlBxZM0AXr9+HTExMXbbi4uLaXZSgKmgAJDIRFMZAFaYLJ9BygASYsVdayn+Ux5ZA8Du3btj7dq1/G3ug/jll1+iT58+cjWLeACXdaGLLvE2beWPjgqzTRkYn5gCR4i86BtZuWTtAn7nnXcwcuRIHD9+HBUVFfj4449x/Phx7Ny5064uIPFv1AVM5KLhu4Atn0FalpAQezQLWHlk/Q185513IiMjAxUVFejQoQNSU1MRExODXbt2oVu3bnI2jbgZBYBELlp1ZQbQRJNACLFFs4CVS9YMIAA0a9YMX3zxhdzNIB5GhaCJXLjak8bKzyA3HIHGGRMCMGAAsJQBVCBZM4BqtRq5ubl222/cuAG1Wi1Di4inmPgxgDI3hCiOdRKITQaQxgASQoMAFUzWr0BHi0+Xl5dDp9N5uTXEk6wXXbrqEu+ydgGLM4BUlJwQK0oAKo8sXcCffPIJAEsXzJdffomwsDD+PpPJhK1bt6J169ZyNI14CGVdiFw0lT86rF3Alu00HpUQawLQUUKGBC5ZAsCPPvoIgOUDt3TpUlF3r06nQ1JSEpYuXSpH04iH8GVg6KJLvExDk0AIcYj+DJRLlgAwKysLADBo0CD8+uuvqFu3rhzNIF5EXcBELlqbQtC0Eggh9igBqDyyzgLevHmznE9PvMiadZG5IURxuKwzNxGJMoCEWDE0C0SxZA0ATSYTVqxYgY0bNyI3NxdmrkJrpU2bNsnUMuJuVAaGyIWb7MF9BrlMByWjCRHUAaQMoOLI+hX43HPP4bnnnoPJZEL79u3RqVMn0X/VtWTJEiQlJSEoKAi9evXC3r17ne6/ePFitGrVCsHBwUhMTMQLL7yAsrKymr4c4gSXfdFQAEi8jJt4xHX9mmgWMCGEyJsBXLlyJX766SeMGjWq1sdatWoVZsyYgaVLl6JXr15YvHgxhg8fjszMTMTExNjt/8MPP+DVV1/F8uXLcccdd+DUqVN45JFHwDAMFi1aVOv2EDGTiSaBEHlwgR4XANK61IRY8bOAqRCM4siaAdTpdGjevLlbjrVo0SJMnToVU6ZMQdu2bbF06VKEhIRg+fLlkvvv3LkTffv2xYQJE5CUlIRhw4bhoYceqjJrSGqGsi5ELtYuYMttbqQJfRQJsa6IQ13AyiNrAPjiiy/i448/rnX9IYPBgAMHDiA5OZnfplKpkJycjF27dkk+5o477sCBAwf4gO/cuXNISUlxSzaS2DPTWsBEJtxnjvsMmqgkESE8+itQLlm7gLdv347Nmzdj3bp1aNeuHbRarej+X3/91aXj5OXlwWQyITY2VrQ9NjYWJ0+elHzMhAkTkJeXhzvvvBMsy6KiogJPPvkkXnvtNYfPU15ejvLycv52QUEBAMBoNMJoNLrUVldxx3P3ceViqDABABiwAfOaOIF2rgINa7Z89irMZhiNRj4QNJtMdM78AP19eRaXfjFWuOc65i/ny9fb5w2yBoCRkZG45557ZHnu9PR0vPPOO/j3v/+NXr164cyZM3juuefw5ptv4o033pB8zIIFCzB//ny77ampqQgJCfFIO9PS0jxyXG87fUEFQIUL588jJeWc3M3xiEA5V4HmTAEAaFBYWISUlBQYK9QAGOzcsR2ZQTI3jriM/r48w1T595CevgUxwe47rq+fr5KSErmbIDuGDYD1XwwGA0JCQvDLL79g7Nix/PbJkycjPz8fv//+u91j+vXrh969e+ODDz7gt/33v//FE088gaKiIqgkakRIZQATExORl5eHiIgIt74mo9GItLQ0DB061C4z6o/eXZ+Jr3ZcwON3JuGV4S3lbo5bBdq5CjQHLtzCg1/uQ+OoEPz1wp1oN+8vGExm/PVcHzSODpe7eaQK9PflWd3e3oSCsgqkPtcXTaJDa308fzlfBQUFiI6Oxu3bt91+/fYXsmYA3UWn06Fbt27YuHEjHwCazWZs3LgR06ZNk3xMSUmJXZDHLUnnKCbW6/XQ6/V227Varcc+6J48tjexlcNNdRp1QLweKYFyrgKNTmc5J2aw0Gq1/GxHvY7Olz+hvy/PUms0bn1/ff18+XLbvMXrAWDXrl2xceNG1K1bF126dOFnIEk5ePCgy8edMWMGJk+ejO7du6Nnz55YvHgxiouLMWXKFADApEmT0KBBAyxYsAAAMGbMGCxatAhdunThu4DfeOMNjBkzRrQ2MXEPU+XUSxp4T7yNK/fCzf7li5LTNGBCaBawgnk9ALz77rv5LJqwu7a2xo8fj+vXr2POnDnIyclB586dsX79en5iyMWLF0UZv9mzZ4NhGMyePRtXrlxB/fr1MWbMGLz99ttuaxOxojIwRC7COoAsy6Iy/qNlCQmBsBwSRYBK4/UAcO7cuZL/dodp06Y57PJNT08X3dZoNJg7d67b20CkcTXYaCUQ4m3c7z6TmRVlOZz1PhCiFPRXoFy0GibxCq4LmNYCJt7G1wFkrZlo4XZCCHUBKxEFgMQrjJVLwWmp3414mbAL2Cy4ytFwBEIEYwBlbgfxPgoAiVcYKiwZQL2GJtgQ77IuBcfyE0Es22VqECE+hP4MlIsCQOIV5ZUBoE5DHzniXcKl4KgLmBBp1AWsPLJejTdv3izn0xMvKq9cCk6npgCQeBcX51EXMCH2uD8DljqBFUfWq/GIESPQrFkzvPXWW7h06ZKcTSEexncBaykAJN7FdwGzLL8OsGW7XC0ixJdQHUClkvVqfOXKFUybNg2//PILmjZtiuHDh+Onn36CwWCQs1nEAwyVdWAoA0i8zdoFbC0CLdxOiJJRIly5ZL0aR0dH44UXXkBGRgb27NmDli1b4umnn0ZCQgKmT5+Ow4cPy9k84kYGGgNIZGItA2MtAs2ApTqAhAhQBlB5fOZq3LVrV8yaNQvTpk1DUVERli9fjm7duqFfv374+++/5W4eqaUSg2UMYLCWZgET7+LiPJNgDCCFfoRYcH8LNAZQeWQPAI1GI3755ReMGjUKjRs3xoYNG/DZZ5/h2rVrOHPmDBo3boz7779f7maSWmBZFlfzSwEA8XWCZW4NURq1YK3TisoUICX/CLGgvwXl8vpScELPPvssfvzxR7Asi4cffhjvv/8+2rdvz98fGhqKDz/8EAkJCTK2ktRWicHEl4GJDtfJ3BqiNMKxfqbKguSy//IlxMdQF7DyyBoAHj9+HJ9++inGjRsHvV4vuU90dDSVi/FzVHuNyEk41s9YWQmash6EWDA0IEKxZPshbDQa0bhxY/Tu3dth8AcAGo0GAwYM8GLLiLuxotUX6MuGeJfwR4excjY6/Q4hxIK+kpVLtgBQq9Xif//7n1xPT7xIWHxXTd82xMuEn7kKE00CIUQKdQErj6xDYcaOHYvVq1fL2QTiBcIuYIr/iLcJP3MGygASIkKzgJVL1jGALVq0wL/+9S/s2LED3bp1Q2hoqOj+6dOny9Qy4k586Q0GVHuNeJ2wC5jPANLHkBAA1u9kygAqj6wB4FdffYXIyEgcOHAABw4cEN3HMAwFgAGC+2Kh7l8iB3EXcGUGUK7GEOKjzBQBKo6sAWBWVpacT0+8hFt+iyaAEDmoBBlArguYPoqEWESGaHElvxSnc4vQpVFduZtDvIh+CBOPE3YBEyIHLgasoDqAhIi0igsHANwoMsjcEuJtsmYAAeDy5cv4448/cPHiRRgM4g/gokWLZGoVcSe+C5hG3hOZqFUMzCYWFVQHkBCRML0lDCg1VMjcEuJtsgaAGzduxF133YWmTZvi5MmTaN++Pc6fPw+WZdG1a1c5m0bciLqAidwsnz0WRsoAEiISorOEAcWV67UT5ZD1e3DWrFl46aWXcPToUQQFBeF///sfLl26hAEDBtD6vwGEuoCJ3LgfH5QBJERMp7GEAct30Jh8pZE1ADxx4gQmTZoEwLLiR2lpKcLCwvCvf/0L7733npxNI25kpi5gIjPus2es4LLRcraGEN/Bdf3SJGDlkTUADA0N5cf9xcfH4+zZs/x9eXl5cjWLuBmXAaQuYCIXLuDj1wKWsS2E+JJBrWMAABr6VaQ4so4B7N27N7Zv3442bdpg1KhRePHFF3H06FH8+uuv6N27t5xNI25kDQBlbghRLK4UDBWCJkSMmwQSGxEkc0uIt8kaAC5atAhFRUUAgPnz56OoqAirVq1CixYtaAZwAKlMulAGkMiGKwZtpELQhIhw38tUCFp5ZAsATSYTLl++jI4dOwKwdAcvXbpUruYQD6IuYCI3LgNIawETIsZ9LXPVGohyyPZDWK1WY9iwYbh165ZcTSBeQl3ARG5cBpDvApazMYT4EG6CFMV/yiNrT0j79u1x7tw5OZtAvID7YlFRBEhkYl0JhDKAhAhxPTMsdQErjqwB4FtvvYWXXnoJa9asQXZ2NgoKCkT/kcBAhaCJ3KxdwDQJhBAh7seQiQJAxZF1EsioUaMAAHfddRcYwTcyy7JgGAYmE1UmDwQsdQETman5WcA0CYQQIX4SCPUBK46sAeDmzZvlfHriJdQFTORmXQmEywDSxY4QQNgFLHNDiNfJGgA2adIEiYmJouwfYMkYXbp0SaZWEXejLmAiN74QtIkKQRMixH0vUxew8sjaE9KkSRNcv37dbvvNmzfRpEmTah9vyZIlSEpKQlBQEHr16oW9e/c63T8/Px/PPPMM4uPjodfr0bJlS6SkpFT7eYlz1AVM5MYvBUeTQAgRUVVGAVQHUHlkzQByY/1sFRUVISioelXJV61ahRkzZmDp0qXo1asXFi9ejOHDhyMzMxMxMTF2+xsMBgwdOhQxMTH45Zdf0KBBA1y4cAGRkZE1fTnEAb4LmDKARCYqmzIwFAASYmEdAyhzQ4jXyRIAzpgxAwDAMAzeeOMNhISE8PeZTCbs2bMHnTt3rtYxFy1ahKlTp2LKlCkAgKVLl2Lt2rVYvnw5Xn31Vbv9ly9fjps3b2Lnzp3QarUAgKSkpJq9IOKUiQpBE5lxnz2jmeoAEiJEK4EolywB4KFDhwBYMoBHjx6FTqfj79PpdOjUqRNeeukll49nMBhw4MABzJo1i9+mUqmQnJyMXbt2ST7mjz/+QJ8+ffDMM8/g999/R/369TFhwgS88sorUKvVNXxlRApfCJqmXhKZ8F3AFdQFTIgQdQErlywBIDf7d8qUKfj4448RERFRq+Pl5eXBZDIhNjZWtD02NhYnT56UfMy5c+ewadMmTJw4ESkpKThz5gyefvppGI1GzJ07V/Ix5eXlKC8v529ztQqNRiOMRmOtXoMt7njuPq4cjMYKAJYBp4HwemwF0rkKVNysX0OFpbQUAzpf/oL+vjzLXGH5fjazlmSK1LCs6vCX8+Xr7fMGWccAfv3117I9t9lsRkxMDJYtWwa1Wo1u3brhypUr+OCDDxwGgAsWLMD8+fPttqempoq6sd0pLS3NI8f1pqM3GQBq3L59O6An2QTCuQpUBflqAAyyr10DoALD0PnyN3S+PKPYCHChwNqUdW7Ljvv6+SopKZG7CbLzegA4btw4rFixAhERERg3bpzTfX/99VeXjhkdHQ21Wo1r166Jtl+7dg1xcXGSj4mPj4dWqxV197Zp0wY5OTkwGAyibmnOrFmz+PGLgCUDmJiYiGHDhtU6i2nLaDQiLS0NQ4cO5cco+ivt8VwgMwNRdSMxalQvuZvjdoF0rgLVt1f24nxRPiKjooH8m1AxoPPlJ+jvy7Nulxrx2n5Lr9yIESOgUddurI6/nC9abUyGALBOnTp8irlOnTpuOaZOp0O3bt2wceNGjB07FoAlw7dx40ZMmzZN8jF9+/bFDz/8ALPZDFXlIIhTp04hPj5eMvgDAL1eD71eb7ddq9V67IPuyWN7i6ryC0WjVvn9a3EmEM5VoFJXfgYrq8CAAZ0vf0PnyzN0ggW3VBoNtBr3jIH39fPly23zFq8HgMJuX3d2Ac+YMQOTJ09G9+7d0bNnTyxevBjFxcX8rOBJkyahQYMGWLBgAQDgqaeewmeffYbnnnsOzz77LE6fPo133nkH06dPd1ubiAV/0aVZwEQmfCFoM00CIURILVqGVcaGEK+TdQwgJzc3F5mZmQCAVq1aSdbtq8r48eNx/fp1zJkzBzk5OejcuTPWr1/PTwy5ePEin+kDgMTERGzYsAEvvPACOnbsiAYNGuC5557DK6+84p4XRXhmKgRNZGZXCFrOxhDiQ4TluWgmsLLIGgAWFBTgmWeewcqVK2EyWfLQarUa48ePx5IlS6rdRTxt2jSHXb7p6el22/r06YPdu3dXu92kergvFTVFgEQmtoWgKRlNiIXwb4FbtpMog6w/hKdOnYo9e/ZgzZo1yM/PR35+PtasWYP9+/fjn//8p5xNI25kpkLQRGZ8IWhaC5gQEeEPc4r/lEXWDOCaNWuwYcMG3Hnnnfy24cOH44svvsCIESNkbBlxJzONASQys3YB03AEQoRUojGAFAEqiawZwHr16kl289apUwd169aVoUXEE/guYLroEplYu4ArM4D0WSQEgPjHEHUBK4usAeDs2bMxY8YM5OTk8NtycnIwc+ZMvPHGGzK2jLgTdQETuXGlzQxcBlDGthDiSxiG4X8QUfynLF7vAu7SpYuoK/D06dNo1KgRGjVqBMAyW1ev1+P69es0DjBAcF8q1AVM5MJnAKkMDCF2VAwDE8tSF7DCeD0A5Ao1E+WwzgKWuSFEsVQqm1nAcjaGEB+jYgATABMFgIri9QCQW2fXZDJhx44d6NixIyIjI73dDOJFZjN1ARN5qW1nAdNHkRCe5buZpS5ghZEtJ6NWqzFs2DDcunVLriYQL+G+VFTU70Zkwn30Ksw0BpAQW9yPczNFgIoi6/dg+/btce7cOTmbQLyAJoEQuXE/PrhZjvRRJMRKxU8CoQBQSWQNAN966y289NJLWLNmDbKzs1FQUCD6jwQGk5lqrxF5qW0iPvosEmLF/UCiBKCyyFoIetSoUQCAu+66SzRDlGVZMAzDLw9H/Bv3o9L2IkyIt9hmn+mTSIgV9/dBdQCVRdYAcPPmzXI+PfESrluBysAQudiOP6UMICFW3Eo5VAZGWWQNAAcMGODwvmPHjnmxJcSTTCx1ARN52ZYgUjF0oSOEYx0DKG87iHf51GS4wsJCLFu2DD179kSnTp3kbg5xEyoDQ+RmO/yAPomEWDHUBaxIPhEAbt26FZMnT0Z8fDw+/PBDDB48GLt375a7WcRN/jycDQAI1qllbglRKtvhB/RbhBAr7gcSzQJWFtm6gHNycrBixQp89dVXKCgowAMPPIDy8nKsXr0abdu2latZxAMyrxUCADIu5cvbEKJYatsxgDK1gxBfxP15UPynLLJ8D44ZMwatWrXCkSNHsHjxYly9ehWffvqpHE0hXnT5VqncTSAKZRsAUgaQECu+C5giQEWRJQO4bt06TJ8+HU899RRatGghRxOIDBrXC5G7CUShbAM+mpBEiBW3ROKJ7AJ0ToyUtzHEa2TJAG7fvh2FhYXo1q0bevXqhc8++wx5eXlyNIV40asjW8vdBKJQNAmEEMdyC8sBALN+PSpzS4g3yRIA9u7dG1988QWys7Pxz3/+EytXrkRCQgLMZjPS0tJQWFgoR7OIh4TrLYnm6DC9zC0hSmU3BpAiQEKIwsk6Fjo0NBSPPvootm/fjqNHj+LFF1/Eu+++i5iYGNx1111yNo24kZnqABKZ2c0ClqkdhBDiK3xmMlyrVq3w/vvv4/Lly/jxxx/lbg5xI660FEOXXSITWguYEELEfCYA5KjVaowdOxZ//PGH3E0hbsKCWwpO5oYQxbJdCYQ+ioQQpfO5AJAEHi4DaLseKyHeQmsBE0KIGAWAxONYGgNIZGa7DCFlowkhSkcBIPE4PgNIV10iEw2tBEKIQ42iLDVak6hWq6LQ9yDxOC4DSOEfkQuVgSHEsVdGWGq0xkQEydwS4k0UABKP42cBUwaQyERjMwtETR9FQnj8VzOtBKcoFAASj2IFa0tS1oXIxbYLmAJAQqys8R9FgEpCASDxKLPg+4TGABK52HYBUwBIiBV9NSsTBYDEo8yiDCB9yxB5aG0iPhV98xFih6UEoKLQ1yDxKNEXCsV/RCZqle0YQLrSEWJl+XKmvwploQCQeJSZxgASH6ClLmBCHOI6Z1hKASpKQAWAS5YsQVJSEoKCgtCrVy/s3bvXpcetXLkSDMNg7Nixnm2gArE0BpD4ACoDQ4hjNAlYmQImAFy1ahVmzJiBuXPn4uDBg+jUqROGDx+O3Nxcp487f/48XnrpJfTr189LLVUWGgNIfIFGTRlAQhzhSnRRAlBZAiYAXLRoEaZOnYopU6agbdu2WLp0KUJCQrB8+XKHjzGZTJg4cSLmz5+Ppk2berG1yiEMACn+I3LR2I0BlKkhhPggygAqk0buBriDwWDAgQMHMGvWLH6bSqVCcnIydu3a5fBx//rXvxATE4PHHnsM27Ztq/J5ysvLUV5ezt8uKCgAABiNRhiNxlq8Anvc8dx9XG8Ttr+iogJGmGVsjWcEyrkKaKxJdFPN0PnyF/T35Xkms+XvgzWba/0++8v58vX2eUNABIB5eXkwmUyIjY0VbY+NjcXJkyclH7N9+3Z89dVXyMjIcPl5FixYgPnz59ttT01NRUiIZ9ZQTEtL88hxvaWkAuA+Zqnr10MdMDlne/5+rgLZmQJA+HWnZuh8+Rs6X57z9y0GgBq38m8jJSXFLcf09fNVUlIidxNkFxABYHUVFhbi4YcfxhdffIHo6GiXHzdr1izMmDGDv11QUIDExEQMGzYMERERbm2j0WhEWloahg4dCq1W69Zje9OtEgOwLx0AMGrUSLvB+IEgUM5VIDt0MR+f/m2dFKZiQOfLT9Dfl+eFnLqOZScPoU6dOhg1qnetjuUv54vrwVOygAgAo6OjoVarce3aNdH2a9euIS4uzm7/s2fP4vz58xgzZgy/zWy2dE1qNBpkZmaiWbNmdo/T6/XQ6/V227Varcc+6J48tjeo1dYuX71OG9DrAfv7uQpkep34vKgZOl/+hs6X52g0laFA5d+FO/j6+fLltnlLQHTI6XQ6dOvWDRs3buS3mc1mbNy4EX369LHbv3Xr1jh69CgyMjL4/+666y4MGjQIGRkZSExM9GbzA5pwKbhADv6Ib6Ol4AhxjJ8EQrNAFCUgMoAAMGPGDEyePBndu3dHz549sXjxYhQXF2PKlCkAgEmTJqFBgwZYsGABgoKC0L59e9HjIyMjAcBuO6kdbnHxAOz5JX5Eq6ZZwIQ4QmVglClgAsDx48fj+vXrmDNnDnJyctC5c2esX7+enxhy8eJFqGgBUK/jvlAo+0fkRIWgCXGMysAoU8AEgAAwbdo0TJs2TfK+9PR0p49dsWKF+xtE+DqAdMElctLYdgHTb0FCeLQUnDLR1yDxKDNlAIkPsF0JhL74CLFiQN/PSkTfg8SjWMoAEh8gXAlEo2JoVRpCBKwZQHnbQbyLAkDiUdwXCq0DTOQkHANomw0kROmsYwApAlQSCgCJR3FjAOmSS+SkFQR99GOEEBuUAVQkCgCJR5kpA0h8gDADSJ9EQsS4MYAU/ykLBYDEo/gMIF11iYyEYwApAiREjGYBKxMFgMSj+DGANAuEyIjG/RHiGP11KBMFgMSjrLOA6SuGyEfNCLuA6bNIiBTK/ykLBYDEo/g6gPI2gygcZaAJcYyv00oRoKJQAEg8yjoGkC7AhBDiiyj+UyYKAIlH0VJwxNfQbxFCxPg6gDQJRFEoACQeRYWgia+hTyIhYpQBVCYKAIlHWQNAedtBCCHEkco6gBQBKgoFgMSjaAwg8TX0USREzJoBpAhQSSgAJB5FhaAJIcS3WccAytoM4mUUABKPoqXgiK+hOoCEiHE9NBQAKgsFgMTDaBYw8S16LX3tESJEX8/KRN+ExKMoA0h8TYhWLXcTCPEptBawMlEASDzKTEuBEB9TJ0QrdxMI8SncsAgK/5SFAkDiUZQBJL6iZ5MoAMDYTvEyt4QQ32LNAMrbDuJdGrkbQAIbSyuBEB/xzZSe2J11Az0a1cHG1GNyN4cQn0NlYJSFMoDEo7ivE8oAErkF69QY1CoGeg197REiRBlAZaJvQuJRVAiaEEJ8G40BVCYKAIlH0RwQQgjxbZQBVCYKAIlHcRlAFX3SCCHEJ1k7aCgCVBK6LBPPolnAhBDi0/guYIr/FIUCQOJRNAaQEEJ8G309KxMFgMSjrHUA5W0HIYQQ524UG2AyUxpQKSgAJB7FjwGkn5iEEOKThN/Oe7NuytYO4l0UABKP4gpBU/hHCCG+SZjzo9/qykEBIPEoliaBEEKITysxmPh/h+pogTCloACQeBRfB5DiP0II8UnF5RX8vzVq+rJWCgoAiUdZZwHL3BBCCCGSWsSG8f82Uy0YxQioAHDJkiVISkpCUFAQevXqhb179zrc94svvkC/fv1Qt25d1K1bF8nJyU73JzXDfZmoaRowIYT4pJjwIP7fFP8pR8AEgKtWrcKMGTMwd+5cHDx4EJ06dcLw4cORm5sruX96ejoeeughbN68Gbt27UJiYiKGDRuGK1eueLnlgY0rKaCmpUAIIcRnNYgMBkAZQCUJmKvyokWLMHXqVEyZMgVt27bF0qVLERISguXLl0vu//333+Ppp59G586d0bp1a3z55Zcwm83YuHGjl1se2Cq4AJASgIQQ4rO4YTpUBlA5AmK6j8FgwIEDBzBr1ix+m0qlQnJyMnbt2uXSMUpKSmA0GhEVFeVwn/LycpSXl/O3CwoKAABGoxFGo7GGrZfGHc/dx/U2o9EyuFjF+P9rcSRQzpVS0PnyL3S+vIP7jW6o5fXMX86Xr7fPGwIiAMzLy4PJZEJsbKxoe2xsLE6ePOnSMV555RUkJCQgOTnZ4T4LFizA/Pnz7banpqYiJCSkeo12UVpamkeO6y0ZOQwANa7nXkNKSorczfEofz9XSkPny7/Q+fKs0lI1AAY7d+5Ednjtj+fr56ukpETuJsguIALA2nr33XexcuVKpKenIygoyOF+s2bNwowZM/jbBQUF/NjBiIgIt7bJaDQiLS0NQ4cOhVardeuxvenmnotA1kkkxMdj1KhOcjfHIwLlXCkFnS//QufLOxaf2o68shL06t0H3RvXrfFx/OV8cT14ShYQAWB0dDTUajWuXbsm2n7t2jXExcU5feyHH36Id999F3/99Rc6duzodF+9Xg+9Xm+3XavVeuyD7slje1qZ0YSrty1d5lqN2m9fh6v8+VwpEZ0v/0Lny7NUlZUaVCr3fFf7+vny5bZ5S0BMAtHpdOjWrZtoAgc3oaNPnz4OH/f+++/jzTffxPr169G9e3dvNFVRpny9D19sywJAk0AIIcSXcas10SQQ5QiIDCAAzJgxA5MnT0b37t3Rs2dPLF68GMXFxZgyZQoAYNKkSWjQoAEWLFgAAHjvvfcwZ84c/PDDD0hKSkJOTg4AICwsDGFhYQ6fh7hu17kb/L+pDAwhhPguLgBkqQyMYgRMADh+/Hhcv34dc+bMQU5ODjp37oz169fzE0MuXrwIlSAI+fzzz2EwGHDfffeJjjN37lzMmzfPm01XBDXFf4QQ4rOoDIzyBEwACADTpk3DtGnTJO9LT08X3T5//rznG0R4t0poyj0hhPgqLgNoogygYlBehnhFzu0yuZtACCHEAa6DjFYCUQ4KAInHRIdZZ0xfLyx3sichhBA5qWkMoOJQAEg8RvhFUmyokLElhBBCnGG4WcBmmRtCvIYCQOIxwrEkJQaTjC0hhBDijIqfBEIZQKWgAJB4jEkwncxEU8sIIcRnUR1A5aEAkHiMWfBNsmJKDxlbQgghxBmqA6g8AVUGhvgWLv7b9vIgJEaFyNsYQgghDlEdQOWhDCDxGG4MILfGJCGEEN9k7QKmCFApKAAkHsN1AXPlBQghhPgmqgOoPBQAEo+xZgBlbgghhBCnrGMAZW4I8Rq6NBOPYFmW/yJRUQaQEEJ8GlcHkCo2KAcFgMQjhN8h1AVMCCG+jeoAKg8FgMQjhL8iaRIIIYT4NjV1ASsOBYDEI4S/Iin+I4QQ38bQLGDFoQCQeITwS0RNESAhhPg0FdUBVBwKAIlHiLqAaQwgIYT4NKoDqDwUABKPMJut/6YAkBBCfBtXrouWglMOCgCJR1AXMCGE+A/rGECZG0K8hgJA4hEmmgRCCCF+g7qAlYcCQOIR3DJwKsb6y5IQQohvokkgykMBIPEIfhk4Cv4IIcTnWZeCowhQKSgAJB7B/YqkItCEEOL7uN/qtBScclAASDyC6wKmZeAIIcT3qWgSiOJQAEg8wiQYA0gIIcS30VrAykMBIPEI7kuEuoAJIcT3ceW6aAygclAASDyCCwCpBiAhhPg+qgOoPBQAEo8wVa4EQmMACSHE91EXsPJQAEg8ghsDSDUACSHE99EkEOWhAJB4hLULWOaGEEIIqRLVAVQeujwTj+ADQMoAEkKIz2OoC1hxKAAkHkFdwIQQ4j+oC1h5KAAkHkGzgAkhxH/QJBDloQCQeAT3K5ICQEII8X3WMYAyN4R4TUAFgEuWLEFSUhKCgoLQq1cv7N271+n+P//8M1q3bo2goCB06NABKSkpXmpp4KOVQAghxH9ww3VoLWDlCJgAcNWqVZgxYwbmzp2LgwcPolOnThg+fDhyc3Ml99+5cyceeughPPbYYzh06BDGjh2LsWPH4tixY15ueWAy8wEgRYCEEOLrqAtYeQImAFy0aBGmTp2KKVOmoG3btli6dClCQkKwfPlyyf0//vhjjBgxAjNnzkSbNm3w5ptvomvXrvjss8+83PLAZKIxgIQQ4jeoC1h5NHI3wB0MBgMOHDiAWbNm8dtUKhWSk5Oxa9cuycfs2rULM2bMEG0bPnw4Vq9e7fB5ysvLUV5ezt8uKCgAABiNRhiNxlq8ArENf1/D+r9zkJ2tQtpPh6Fi/C9Ozy0sAwAwgFvfG1/Evb5Af52Bgs6Xf6Hz5SWsZfmm9MxcTP+hvIqdHTOzZrdfu4a1jcHwdrFuORaHPk8BEgDm5eXBZDIhNlb8AYmNjcXJkyclH5OTkyO5f05OjsPnWbBgAebPn2+3PTU1FSEhITVoubR1lxisv6wGoALyrrntuHIwld5WzNjKtLQ0uZtAqoHOl3+h8+VZ2dkMADXO3yjB+RsltTyae69dhpuXYbrg3tRkSUltX6P/C4gA0FtmzZolyhoWFBQgMTERw4YNQ0REhNueJ/5iPjpduInMzEy0atUKarXabcf2JhUDDGkdg4Z1g+VuikcZjUakpaVh6NCh0Gq1cjeHVIHOl3+h8+UdgwwmdDuag6Lyilodx2Qyuf3a1blhHXRpFOmWY3G4HjwlC4gAMDo6Gmq1GteuiX9xXLt2DXFxcZKPiYuLq9b+AKDX66HX6+22a7Vat34x9WxWH10aRSKl8CRG9WtKX3p+wt2fA+JZdL78C50vz9JqtZjQO6nWxzEajX5x7fLltnmL/w0uk6DT6dCtWzds3LiR32Y2m7Fx40b06dNH8jF9+vQR7Q9Yuhgc7U8IIYQQEigCIgMIADNmzMDkyZPRvXt39OzZE4sXL0ZxcTGmTJkCAJg0aRIaNGiABQsWAACee+45DBgwAAsXLsTo0aOxcuVK7N+/H8uWLZPzZRBCCCGEeFzABIDjx4/H9evXMWfOHOTk5KBz585Yv349P9Hj4sWLUKmsCc877rgDP/zwA2bPno3XXnsNLVq0wOrVq9G+fXu5XgIhhBBCiFcETAAIANOmTcO0adMk70tPT7fbdv/99+P+++/3cKsIIYQQQnxLQIwBJIQQQgghrqMAkBBCCCFEYSgAJIQQQghRGAoACSGEEEIUhgJAQgghhBCFoQCQEEIIIURhKAAkhBBCCFEYCgAJIYQQQhSGAkBCCCGEEIUJqJVAvI1lWQBAQUGB249tNBpRUlKCgoICaLVatx+fuA+dK/9C58u/0PnyL/5yvrjrNncdVyIKAGuhsLAQAJCYmChzSwghhBBSXYWFhahTp47czZAFwyo5/K0ls9mMq1evIjw8HAzDuPXYBQUFSExMxKVLlxAREeHWYxP3onPlX+h8+Rc6X/7FX84Xy7IoLCxEQkICVCpljoajDGAtqFQqNGzY0KPPERER4dN/RMSKzpV/ofPlX+h8+Rd/OF9KzfxxlBn2EkIIIYQoGAWAhBBCCCEKQwGgj9Lr9Zg7dy70er3cTSFVoHPlX+h8+Rc6X/6Fzpf/oEkghBBCCCEKQxlAQgghhBCFoQCQEEIIIURhKAAkhBBCCFEYCgAJIYQQQhSGAkAftGTJEiQlJSEoKAi9evXC3r175W6S4sybNw8Mw4j+a926NX9/WVkZnnnmGdSrVw9hYWG49957ce3aNdExLl68iNGjRyMkJAQxMTGYOXMmKioqvP1SAtLWrVsxZswYJCQkgGEYrF69WnQ/y7KYM2cO4uPjERwcjOTkZJw+fVq0z82bNzFx4kREREQgMjISjz32GIqKikT7HDlyBP369UNQUBASExPx/vvve/qlBaSqztcjjzxi9/c2YsQI0T50vrxnwYIF6NGjB8LDwxETE4OxY8ciMzNTtI+7vgPT09PRtWtX6PV6NG/eHCtWrPD0yyOVKAD0MatWrcKMGTMwd+5cHDx4EJ06dcLw4cORm5srd9MUp127dsjOzub/2759O3/fCy+8gD///BM///wztmzZgqtXr2LcuHH8/SaTCaNHj4bBYMDOnTvxzTffYMWKFZgzZ44cLyXgFBcXo1OnTliyZInk/e+//z4++eQTLF26FHv27EFoaCiGDx+OsrIyfp+JEyfi77//RlpaGtasWYOtW7fiiSee4O8vKCjAsGHD0LhxYxw4cAAffPAB5s2bh2XLlnn89QWaqs4XAIwYMUL09/bjjz+K7qfz5T1btmzBM888g927dyMtLQ1GoxHDhg1DcXExv487vgOzsrIwevRoDBo0CBkZGXj++efx+OOPY8OGDV59vYrFEp/Ss2dP9plnnuFvm0wmNiEhgV2wYIGMrVKeuXPnsp06dZK8Lz8/n9VqtezPP//Mbztx4gQLgN21axfLsiybkpLCqlQqNicnh9/n888/ZyMiItjy8nKPtl1pALC//fYbf9tsNrNxcXHsBx98wG/Lz89n9Xo9++OPP7Isy7LHjx9nAbD79u3j91m3bh3LMAx75coVlmVZ9t///jdbt25d0fl65ZVX2FatWnn4FQU22/PFsiw7efJk9u6773b4GDpf8srNzWUBsFu2bGFZ1n3fgS+//DLbrl070XONHz+eHT58uKdfEmFZljKAPsRgMODAgQNITk7mt6lUKiQnJ2PXrl0ytkyZTp8+jYSEBDRt2hQTJ07ExYsXAQAHDhyA0WgUnafWrVujUaNG/HnatWsXOnTogNjYWH6f4cOHo6CgAH///bd3X4jCZGVlIScnR3R+6tSpg169eonOT2RkJLp3787vk5ycDJVKhT179vD79O/fHzqdjt9n+PDhyMzMxK1bt7z0apQjPT0dMTExaNWqFZ566incuHGDv4/Ol7xu374NAIiKigLgvu/AXbt2iY7B7UPXO++gANCH5OXlwWQyif5gACA2NhY5OTkytUqZevXqhRUrVmD9+vX4/PPPkZWVhX79+qGwsBA5OTnQ6XSIjIwUPUZ4nnJyciTPI3cf8Rzu/XX2d5STk4OYmBjR/RqNBlFRUXQOZTBixAh8++232LhxI9577z1s2bIFI0eOhMlkAkDnS05msxnPP/88+vbti/bt2wOA274DHe1TUFCA0tJST7wcIqCRuwGE+KKRI0fy/+7YsSN69eqFxo0b46effkJwcLCMLSMk8Dz44IP8vzt06ICOHTuiWbNmSE9Px5AhQ2RsGXnmmWdw7Ngx0RhoEhgoA+hDoqOjoVar7WZSXbt2DXFxcTK1igBAZGQkWrZsiTNnziAuLg4GgwH5+fmifYTnKS4uTvI8cvcRz+HeX2d/R3FxcXYTqyoqKnDz5k06hz6gadOmiI6OxpkzZwDQ+ZLLtGnTsGbNGmzevBkNGzbkt7vrO9DRPhEREfRD2wsoAPQhOp0O3bp1w8aNG/ltZrMZGzduRJ8+fWRsGSkqKsLZs2cRHx+Pbt26QavVis5TZmYmLl68yJ+nPn364OjRo6KLVlpaGiIiItC2bVuvt19JmjRpgri4ONH5KSgowJ49e0TnJz8/HwcOHOD32bRpE8xmM3r16sXvs3XrVhiNRn6ftLQ0tGrVCnXr1vXSq1Gmy5cv48aNG4iPjwdA58vbWJbFtGnT8Ntvv2HTpk1o0qSJ6H53fQf26dNHdAxuH7reeYncs1CI2MqVK1m9Xs+uWLGCPX78OPvEE0+wkZGRoplUxPNefPFFNj09nc3KymJ37NjBJicns9HR0Wxubi7Lsiz75JNPso0aNWI3bdrE7t+/n+3Tpw/bp08f/vEVFRVs+/bt2WHDhrEZGRns+vXr2fr167OzZs2S6yUFlMLCQvbQoUPsoUOHWADsokWL2EOHDrEXLlxgWZZl3333XTYyMpL9/fff2SNHjrB3330326RJE7a0tJQ/xogRI9guXbqwe/bsYbdv3862aNGCfeihh/j78/Pz2djYWPbhhx9mjx07xq5cuZINCQlh//Of/3j99fo7Z+ersLCQfemll9hdu3axWVlZ7F9//cV27dqVbdGiBVtWVsYfg86X9zz11FNsnTp12PT0dDY7O5v/r6SkhN/HHd+B586dY0NCQtiZM2eyJ06cYJcsWcKq1Wp2/fr1Xn29SkUBoA/69NNP2UaNGrE6nY7t2bMnu3v3brmbpDjjx49n4+PjWZ1OxzZo0IAdP348e+bMGf7+0tJS9umnn2br1q3LhoSEsPfccw+bnZ0tOsb58+fZkSNHssHBwWx0dDT74osvskaj0dsvJSBt3ryZBWD33+TJk1mWtZSCeeONN9jY2FhWr9ezQ4YMYTMzM0XHuHHjBvvQQw+xYWFhbEREBDtlyhS2sLBQtM/hw4fZO++8k9Xr9WyDBg3Yd99911svMaA4O18lJSXssGHD2Pr167NarZZt3LgxO3XqVLsfvXS+vEfqXAFgv/76a34fd30Hbt68me3cuTOr0+nYpk2bip6DeBbDsizr7awjIYQQQgiRD40BJIQQQghRGAoACSGEEEIUhgJAQgghhBCFoQCQEEIIIURhKAAkhBBCCFEYCgAJIYQQQhSGAkBCCCGEEIWhAJAQAgB45JFHMHbs2Fofh2EYrF69utbHIa7zpfd83rx56Ny5s9zNIIRUgQJAQtxo165dUKvVGD16tNxNqbaPP/4YK1askLsZsnFXAKwkvhR4OkNBKSH2KAAkxI2++uorPPvss9i6dSuuXr3qdF+WZVFRUWG33WAweKp5TtWpUweRkZGyPDchhBDvogCQEDcpKirCqlWr8NRTT2H06NF22bT09HQwDIN169ahW7du0Ov12L59OwYOHIhp06bh+eefR3R0NIYPHw4AWLRoETp06IDQ0FAkJibi6aefRlFREQCguLgYERER+OWXX0TPsXr1aoSGhqKwsBAGgwHTpk1DfHw8goKC0LhxYyxYsMBh+20zYAMHDsT06dPx8ssvIyoqCnFxcZg3b57oMadPn0b//v0RFBSEtm3bIi0tze64ly5dwgMPPIDIyEhERUXh7rvvxvnz5wEAJ0+eREhICH744Qd+/59++gnBwcE4fvx4VW85LykpCe+88w4effRRhIeHo1GjRli2bJlon6NHj2Lw4MEIDg5GvXr18MQTT/Dv57x58/DNN9/g999/B8MwYBgG6enpds+zZs0aREZGwmQyAQAyMjLAMAxeffVVfp/HH38c//d//wcAuHHjBh566CE0aNAAISEh6NChA3788Ud+32XLliEhIQFms1n0PHfffTceffRR/vbvv/+Orl27IigoCE2bNsX8+fMlfzxwnL3ngPVcf/jhh4iPj0e9evXwzDPPwGg08vtkZ2dj9OjRCA4ORpMmTfDDDz8gKSkJixcv5t9zALjnnnvAMAx/m/Pdd98hKSkJderUwYMPPojCwkL+vl9++QUdOnTgz0VycjKKi4vtXgfLsmjevDk+/PBD0XbufT9z5gwAID8/H48//jjq16+PiIgIDB48GIcPHwYArFixAvPnz8fhw4f5c6vkTDchPHmXIiYkcHz11Vds9+7dWZZl2T///JNt1qwZazab+fs3b97MAmA7duzIpqamsmfOnGFv3LjBDhgwgA0LC2NnzpzJnjx5kj158iTLsiz70UcfsZs2bWKzsrLYjRs3sq1atWKfeuop/nhTp05lR40aJWrDXXfdxU6aNIllWZb94IMP2MTERHbr1q3s+fPn2W3btrE//PCDw/ZPnjyZvfvuu/nbAwYMYCMiIth58+axp06dYr/55huWYRg2NTWVZVmWNZlMbPv27dkhQ4awGRkZ7JYtW9guXbqwANjffvuNZVmWNRgMbJs2bdhHH32UPXLkCHv8+HF2woQJbKtWrdjy8nKWZVl2yZIlbJ06ddgLFy6wly5dYuvWrct+/PHH1XrvGzduzEZFRbFLlixhT58+zS5YsIBVqVT8e1lUVMTGx8ez48aNY48ePcpu3LiRbdKkCTt58mSWZVm2sLCQfeCBB9gRI0aw2dnZbHZ2Nt8+ofz8fFalUrH79u1jWZZlFy9ezEZHR7O9evXi92nevDn7xRdfsCzLspcvX2Y/+OAD9tChQ+zZs2fZTz75hFWr1eyePXtYlmXZmzdvsjqdjv3rr7/4x9+4cUO0bevWrWxERAS7YsUK9uzZs2xqaiqblJTEzps3j39Mdd/zyZMnsxEREeyTTz7Jnjhxgv3zzz/ZkJAQdtmyZfwxk5OT2c6dO7O7d+9mDxw4wA4YMIANDg5mP/roI5ZlWTY3N5cFwH799ddsdnY2m5uby7Isy86dO5cNCwvj3+utW7eycXFx7GuvvcayLMtevXqV1Wg07KJFi9isrCz2yJEj7JIlS9jCwkLJc/v222+zbdu2FW2bPn06279/f1Fbx4wZw+7bt489deoU++KLL7L16tVjb9y4wZaUlLAvvvgi265dO/7clpSUSD4XIUpCASAhbnLHHXewixcvZlmWZY1GIxsdHc1u3ryZv58LAFevXi163IABA9guXbpUefyff/6ZrVevHn97z549rFqtZq9evcqyLMteu3aN1Wg0bHp6OsuyLPvss8+ygwcPFgWhzkgFgHfeeadonx49erCvvPIKy7Isu2HDBlaj0bBXrlzh71+3bp0oGPnuu+/YVq1aidpQXl7OBgcHsxs2bOC3jR49mu3Xrx87ZMgQdtiwYS63mdO4cWP2//7v//jbZrOZjYmJYT///HOWZVl22bJlbN26ddmioiJ+n7Vr17IqlYrNycmRfP2OdO3alf3ggw9YlmXZsWPHsm+//Tar0+nYwsJC9vLlyywA9tSpUw4fP3r0aPbFF1/kb999993so48+yt/+z3/+wyYkJLAmk4llWZYdMmQI+84774iO8d1337Hx8fH87eq+55MnT2YbN27MVlRU8Pvcf//97Pjx41mWZdkTJ06wAPhAl2VZ9vTp0ywAPgC0fV7O3Llz2ZCQELagoIDfNnPmTD5IPnDgAAuAPX/+vMP3SOjKlSuioNlgMLDR0dHsihUrWJZl2W3btrERERFsWVmZ6HHNmjVj//Of//Bt6tSpk0vPR4hSUBcwIW6QmZmJvXv34qGHHgIAaDQajB8/Hl999ZXdvt27d7fb1q1bN7ttf/31F4YMGYIGDRogPDwcDz/8MG7cuIGSkhIAQM+ePdGuXTt88803AID//ve/aNy4Mfr37w/A0s2XkZGBVq1aYfr06UhNTa326+rYsaPodnx8PHJzcwEAJ06cQGJiIhISEvj7+/TpI9r/8OHDOHPmDMLDwxEWFoawsDBERUWhrKwMZ8+e5fdbvnw5jhw5goMHD2LFihVgGKZWbWUYBnFxcaK2durUCaGhofw+ffv2hdlsRmZmZrWeZ8CAAUhPTwfLsti2bRvGjRuHNm3aYPv27diyZQsSEhLQokULAIDJZMKbb76JDh06ICoqCmFhYdiwYQMuXrzIH2/ixIn43//+h/LycgDA999/jwcffBAqleXr+fDhw/jXv/7Fv39hYWGYOnUqsrOz+c+CkKvvebt27aBWq/nbwnObmZkJjUaDrl278vc3b94cdevWdek9SkpKQnh4uOSxO3XqhCFDhqBDhw64//778cUXX+DWrVsOj5WQkIDRo0dj+fLlAIA///wT5eXluP/++/nXW1RUhHr16oneo6ysLNHrJYSIaeRuACGB4KuvvkJFRYUoGGJZFnq9Hp999hnq1KnDbxcGIY62nT9/Hv/4xz/w1FNP4e2330ZUVBS2b9+Oxx57DAaDASEhIQAs482WLFmCV199FV9//TWmTJnCB09du3ZFVlYW1q1bh7/++gsPPPAAkpOT7cYNOqPVakW3GYaxG6/mTFFREbp164bvv//e7r769evz/z58+DCKi4uhUqmQnZ2N+Ph4l5/DXW111cCBA7F8+XIcPnwYWq0WrVu3xsCBA5Geno5bt25hwIAB/L4ffPABPv74YyxevJgfz/n888+LJvqMGTMGLMti7dq16NGjB7Zt24aPPvqIv7+oqAjz58/HuHHj7NoSFBRkt83V99yT75ezY6vVaqSlpWHnzp1ITU3Fp59+itdffx179uxBkyZNJI/3+OOP4+GHH8ZHH32Er7/+GuPHj+f/BoqKihAfHy85ZpMmNRHiGAWAhNRSRUUFvv32WyxcuBDDhg0T3Td27Fj8+OOPePLJJ6t1zAMHDsBsNmPhwoV8Juinn36y2+///u//8PLLL+OTTz7B8ePHMXnyZNH9ERERGD9+PMaPH4/77rsPI0aMwM2bNxEVFVXNV2mvTZs2uHTpkihg2717t2ifrl27YtWqVYiJiUFERITkcW7evIlHHnkEr7/+OrKzszFx4kQcPHgQwcHBtW6jsK0rVqxAcXExH2zv2LEDKpUKrVq1AgDodDp+cocz/fr1Q2FhIT766CM+2Bs4cCDeffdd3Lp1Cy+++CK/744dO3D33Xfzk0LMZjNOnTqFtm3b8vsEBQVh3Lhx+P7773HmzBm0atVKlHnr2rUrMjMz0bx5c5deqyvveVVatWqFiooKHDp0iM9Onzlzxi5Tp9VqXXrPbDEMg759+6Jv376YM2cOGjdujN9++w0zZsyQ3H/UqFEIDQ3F559/jvXr12Pr1q38fV27dkVOTg40Go3dRBSOq+eWECWhLmBCamnNmjW4desWHnvsMbRv317037333ivZDVyV5s2bw2g04tNPP8W5c+fw3XffYenSpXb71a1bF+PGjcPMmTMxbNgwNGzYkL9v0aJF+PHHH3Hy5EmcOnUKP//8M+Li4tyWFUlOTkbLli0xefJkHD58GNu2bcPrr78u2mfixImIjo7G3XffjW3btiErKwvp6emYPn06Ll++DAB48sknkZiYiNmzZ2PRokUwmUx46aWX3NJGYTuCgoIwefJkHDt2DJs3b8azzz6Lhx9+GLGxsQAs3ZZHjhxBZmYm8vLyRDNiherWrYuOHTvi+++/x8CBAwEA/fv3x8GDB3Hq1ClRBrBFixZ8tuvEiRP45z//iWvXrkm2b+3atVi+fDkmTpwoum/OnDn49ttvMX/+fPz99984ceIEVq5cidmzZzt8rVW951Vp3bo1kpOT8cQTT2Dv3r04dOgQnnjiCQQHB4u655OSkrBx40bk5OQ47cYV2rNnD9555x3s378fFy9exK+//orr16+jTZs2Dh+jVqvxyCOPYNasWWjRooVoqEFycjL69OmDsWPHIjU1FefPn8fOnTvx+uuvY//+/Xw7s7KykJGRgby8PL67nRAlowCQkFr66quvkJycLOrm5dx7773Yv38/jhw5Uq1jdurUCYsWLcJ7772H9u3b4/vvv3dYwoXrFhaWDQGA8PBwvP/+++jevTt69OiB8+fPIyUlhc8o1pZKpcJvv/2G0tJS9OzZE48//jjefvtt0T4hISHYunUrGjVqxI+Ve+yxx1BWVoaIiAh8++23SElJwXfffQeNRoPQ0FD897//xRdffIF169YBsJbPEZYxqa6QkBBs2LABN2/eRI8ePXDfffdhyJAh+Oyzz/h9pk6dilatWqF79+6oX78+duzY4fB4AwYMgMlk4gPAqKgotG3bFnFxcXxGEQBmz56Nrl27Yvjw4Rg4cCDi4uIki00PHjwYUVFRyMzMxIQJE0T3DR8+HGvWrEFqaip69OiB3r1746OPPkLjxo0dvlZn77mrvv32W8TGxqJ///645557MHXqVISHh4u6nRcuXIi0tDQkJiaiS5cuLh03IiICW7duxahRo9CyZUvMnj0bCxcuxMiRI50+jvucT5kyRbSdYRikpKSgf///b+d+VRSIwjgM/7Z4BwcsomkQxFtYEItVRLCazBZBk2mQuQnDBIPdKIL3YB8UJ1gmDAODYbYNLNvEPaLnfW7gfPHl/PvWeDyW53kajUaKoqiM+8FgoF6vp06nI2PMr694AFd9FUVRvHoIAI8Lw1DT6VTX61WVSuXV4zzder2W7/s6nU5/7pbBnsvlolqtVj5Osu14PKrb7ep8PpdhB+Bx3AEE3lSWZYrjWKvVSpPJ5CPjT5J2u5183yf+L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                "Left button pans, Right button zooms\nx/y fixes axis, CTRL fixes aspect",
                "arrows",
                "pan"
              ],
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                "Zoom to rectangle\nx/y fixes axis",
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                "zoom"
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                "Download plot",
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