{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Visualization.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "machine_shape": "hm",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Pramod04121999/Brain-Tumor-Segmentation/blob/main/Visualization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K9HupVeqgqzu"
      },
      "source": [
        "#Connecting Google Drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yA4D_Lgo_fDx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "87febb1b-26da-47c0-bf63-4345c0b1a9b3"
      },
      "source": [
        "from google.colab import drive\n",
        "import os\n",
        "drive.mount('/content/drive/',force_remount=True)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive/\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PsgJ-3-r_fAz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "03e2249b-3cc6-4ec5-bb3e-5cf15d90e3a9"
      },
      "source": [
        "cd /content"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aS0oJfryvfyJ"
      },
      "source": [
        "## Installing required Libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uYLsmsaaYi1r",
        "outputId": "28d67966-301e-4b80-e846-0db81e5368f0"
      },
      "source": [
        "!pip install SimpleITK"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: SimpleITK in /usr/local/lib/python3.7/dist-packages (2.0.2)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AejYXJDvYhPb"
      },
      "source": [
        "import SimpleITK as sitk \n",
        "from tqdm import tqdm\n",
        "import numpy as np\n",
        "import os\n",
        "import tables\n",
        "import numpy as np\n",
        "import nibabel as nib\n",
        "from tqdm import tqdm\n",
        "from glob import glob"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vCZP9SGS_wsW"
      },
      "source": [
        "# Reading the Brain Volume \n",
        "\n",
        "* Use the following code line to read the Flair Sequence\n",
        "```\n",
        "# modalities_dir = [ flair[0] ]\n",
        "```\n",
        "* Use the following code line to read the T1 Sequence\n",
        "```\n",
        "# modalities_dir = [ t1[0] ]\n",
        "```\n",
        "\n",
        "* Use the following code line to read the T1ce Sequence\n",
        "```\n",
        "# modalities_dir = [ t1ce[0] ]\n",
        "```\n",
        "* Use the following code line to read the T2 Sequence\n",
        "```\n",
        "# modalities_dir = [ t2[0] ]\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dUMkamufp5t8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c9699fa0-12a0-4598-e42c-436ac3dece67"
      },
      "source": [
        "import os\n",
        "import numpy as np\n",
        "import nibabel as nib\n",
        "from glob import glob\n",
        "from tensorflow.keras.models import load_model\n",
        "\n",
        "def read_brain(brain_dir):\n",
        "   \n",
        "    brain_dir = os.path.normpath(brain_dir)\n",
        "    flair     = glob( os.path.join(brain_dir, '*_flair*.nii.gz'))\n",
        "    t1        = glob( os.path.join(brain_dir, '*_t1*.nii.gz'))\n",
        "    t1ce      = glob( os.path.join(brain_dir, '*_ce*.nii.gz'))\n",
        "    t2        = glob( os.path.join(brain_dir, '*_t2*.nii.gz'))\n",
        "    #gt        = glob( os.path.join(brain_dir, '*_seg*.nii.gz'))\n",
        "\n",
        "    modalities_dir = [t2[0]]   \n",
        "    \n",
        "    all_modalities = []    \n",
        "    for modality in modalities_dir: \n",
        "        print(modality)     \n",
        "        nifti_file   = nib.load(modality)\n",
        "        brain_numpy  = np.asarray(nifti_file.dataobj)    \n",
        "        all_modalities.append(brain_numpy)\n",
        "        \n",
        "    # all modalities have the same affine, so we take one of them (the last one in this case),\n",
        "    # affine is just saved for preparing the predicted nii.gz file in the future.       \n",
        "    all_modalities = np.array(all_modalities)\n",
        "    all_modalities = np.rint(all_modalities).astype(np.int16)\n",
        "    # to fit keras channel last model\n",
        "    all_modalities = np.transpose(all_modalities) \n",
        "\n",
        "    return all_modalities\n",
        "\n",
        "\n",
        "if __name__ == '__main__':\n",
        "       \n",
        "    val_data_dir       = '/content/drive/MyDrive/Visualize/*'\n",
        "    view               = 'axial'\n",
        "     \n",
        "    all_brains_dir = glob(val_data_dir)\n",
        "    all_brains_dir.sort()\n",
        "    \n",
        "    if view == 'axial':\n",
        "        view_axes = (0, 1, 2, 3)            \n",
        "    elif view == 'sagittal': \n",
        "        view_axes = (2, 1, 0, 3)\n",
        "    elif view == 'coronal':\n",
        "        view_axes = (1, 2, 0, 3)            \n",
        "    \n",
        "    for brain_dir in all_brains_dir:    \n",
        "        if os.path.isdir(brain_dir):\n",
        "            print(\"Volume ID: \", os.path.basename(brain_dir))\n",
        "            all_modalities = read_brain(brain_dir)\n",
        "            all_modalities = all_modalities.transpose(view_axes)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Volume ID:  BraTS20_Training_115\n",
            "/content/drive/MyDrive/Visualize/BraTS20_Training_115/BraTS20_Training_115_t2.nii.gz\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cg3qs6KFDDYm"
      },
      "source": [
        "# Reading the Ground Truth and Prediction\n",
        "* Use the following code line to read the ground truth annotation\n",
        "```\n",
        "# modalities_dir = [ gt[0] ]\n",
        "```\n",
        "* Use the following code line to read the Prediction\n",
        "```\n",
        "# modalities_dir = [ pred[0] ]\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "W0ku5QEtp5r9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "33e785bc-7675-4c19-f07a-eba91cfe63c2"
      },
      "source": [
        " import os\n",
        "import numpy as np\n",
        "import nibabel as nib\n",
        "from glob import glob\n",
        "from tensorflow.keras.models import load_model\n",
        "\n",
        "\n",
        "def read_brain_pred(brain_dir):\n",
        "\n",
        "    brain_dir = os.path.normpath(brain_dir)\n",
        "    gt        = glob( os.path.join(brain_dir, '*_seg*.nii.gz'))\n",
        "    pred      = glob( os.path.join(brain_dir, '*_pred*.nii.gz'))\n",
        "    #modalities_dir = [flair[0], t1[0], t1ce[0], t2[0], gt[0]]\n",
        "    #modalities_dir = [pred[0]]\n",
        "    modalities_dir = [gt[0]]\n",
        "  \n",
        "    prediction = []    \n",
        "    for i in modalities_dir:   \n",
        "        print(i)   \n",
        "        nifti_file   = nib.load(i)\n",
        "        brain = np.asarray(nifti_file.dataobj)    \n",
        "        prediction.append(brain)\n",
        "        \n",
        "    # all modalities have the same affine, so we take one of them (the last one in this case),\n",
        "    # affine is just saved for preparing the predicted nii.gz file in the future.       \n",
        "    prediction = np.array(prediction)\n",
        "    prediction = np.rint(prediction).astype(np.int16)\n",
        "    prediction = np.transpose(prediction) \n",
        "\n",
        "    return prediction\n",
        "\n",
        "if __name__ == '__main__':\n",
        "       \n",
        "    val_data_dir       = '/content/drive/MyDrive/Visualize/*'\n",
        "    view               = 'axial'\n",
        "\n",
        "    all_brains_dir = glob(val_data_dir)\n",
        "    all_brains_dir.sort()\n",
        "    \n",
        "    if view == 'axial':\n",
        "        view_axes = (0, 1, 2, 3)            \n",
        "    elif view == 'sagittal': \n",
        "        view_axes = (0, 2, 1, 3)\n",
        "    elif view == 'coronal':\n",
        "        view_axes = (1, 0, 2, 3)            \n",
        "    else:\n",
        "        ValueError('unknown input view => {}'.format(view))\n",
        "    for brain_dir in all_brains_dir:    \n",
        "        if os.path.isdir(brain_dir):\n",
        "            print(\"Volume ID: \", os.path.basename(brain_dir))\n",
        "            prediction = read_brain_pred(brain_dir)\n",
        "            prediction = prediction.transpose(view_axes)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Volume ID:  BraTS20_Training_115\n",
            "/content/drive/MyDrive/Visualize/BraTS20_Training_115/BraTS20_Training_115_seg.nii.gz\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "yzKknivMEho8"
      },
      "source": [
        "# Returning the overlapped region and 3D Brain MRI\n",
        "* Use the following code line for overlapping the segmented region on to the brain MRI\n",
        "```\n",
        "# return img_masked\n",
        "```\n",
        "* Use the following code line to output 3d brain MRI\n",
        "```\n",
        "# return img_color\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HJT9KMMSp5p0"
      },
      "source": [
        "from skimage import color, io, img_as_float\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "alpha = 1.0\n",
        "\n",
        "def show_segmented_image(brainMRI,Predicted):\n",
        "\n",
        "    img = img_as_float(brainMRI)\n",
        "    img_mask = Predicted\n",
        "    #img_mask = GroundTruth\n",
        "    img = img / np.max(img)\n",
        "    rows, cols = img.shape\n",
        " \n",
        "    # Construct a colour image to superimpose\n",
        "    sliced_image = np.zeros((rows, cols, 3))\n",
        "\n",
        "    ones = np.argwhere(img_mask == 1.0)\n",
        "    twos = np.argwhere(img_mask == 2.0)\n",
        "    fours = np.argwhere(img_mask == 4.0)\n",
        "\n",
        "    for i in range(len(ones)):\n",
        "        sliced_image[ones[i][0], ones[i][1]] = [1, 0, 0]\n",
        "    for i in range(len(twos)):\n",
        "        sliced_image[twos[i][0], twos[i][1]] = [0, 1, 0]   \n",
        "    for i in range(len(fours)):\n",
        "        sliced_image[fours[i][0], fours[i][1]] = [0, 0, 1]\n",
        "\n",
        "    # Construct RGB version of grey-level image\n",
        "    img_color = np.dstack((img, img, img))\n",
        "    # Convert the input image and color mask to Hue Saturation Value (HSV)\n",
        "    # colorspace\n",
        "    img_hsv = color.rgb2hsv(img_color)\n",
        "    color_mask_hsv = color.rgb2hsv(sliced_image)\n",
        "\n",
        "    # Replace the hue and saturation of the original image\n",
        "    # with that of the color mask\n",
        "    img_hsv[..., 0] = color_mask_hsv[..., 0]\n",
        "    img_hsv[..., 1] = color_mask_hsv[..., 1] * alpha\n",
        "\n",
        "    img_masked = color.hsv2rgb(img_hsv)\n",
        "    return img_color\n",
        "   # io.imshow(img_masked)\n",
        "    #plt.show()\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "snnmgHIXGIZ9"
      },
      "source": [
        "# Saving the Visualizations of Coronal overlapped segmented regions\n",
        "\n",
        "* Use the following code line for saving the overlapped ground truth region on the Coronal brain MRI Sequence\n",
        "```\n",
        "# brainMRI = all_modalitiesall_modalities[:, i, :, 0]\n",
        "```\n",
        "* Use the following code line for saving the overlapped predicted region on the Coronal brain MRI Sequence\n",
        "```\n",
        "# brainMRI = all_modalitiesall_modalities[:, i, :, 0]\n",
        "# Predicted = predictionall_modalities[:, i, :, 0]\n",
        "```\n",
        "\n",
        "  \n",
        "\n",
        "  \n",
        "\n",
        "  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6kPZzME1p5h-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9db6707c-8130-4035-cedc-af60e5414e52"
      },
      "source": [
        "root_path = '/content/drive/MyDrive/Training_115_Segmentation/T2/Coronal/'\n",
        "#path = os.path.join(os.path.join(root_path), 'Ground_Truth_Overlap')\n",
        "path = os.path.join(os.path.join(root_path), 'Brain_MRI')\n",
        "#path = os.path.join(os.path.join(root_path), 'Prediction_Overlap')\n",
        "\n",
        "for i in range(240):\n",
        "  brainMRI = all_modalities[:, i, :, 0]\n",
        "  #GroundTruth = gt[:,:,i,0]\n",
        "  Predicted = prediction[:,i,:,0]\n",
        "  print(brainMRI.shape)\n",
        "  print(Predicted.shape)\n",
        "  visualization=show_segmented_image(brainMRI,Predicted)\n",
        "  i=str(i)\n",
        "  j = \"brain_name\" + i + \".jpg\"\n",
        "  path1 = os.path.join(os.path.join(path), j)\n",
        "  #io.imshow(visualization)\n",
        "  io.imshow(visualization,cmap=\"gray\")\n",
        "  fig1 = plt.gcf()\n",
        "  plt.show()\n",
        "  plt.draw()\n",
        "  plt.axis('off')\n",
        "  fig1.savefig(path1, bbox_inches='tight', pad_inches = 0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(155, 240)\n",
            "(155, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "(155, 240)\n",
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        },
        {
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          "text": [
            "/usr/local/lib/python3.7/dist-packages/skimage/io/_plugins/matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n",
            "  lo, hi, cmap = _get_display_range(image)\n"
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
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          "output_type": "stream",
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            "(155, 240)\n",
            "(155, 240)\n"
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          "name": "stdout"
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          "data": {
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SVJzMdC8+SVKZ7EFJkopkQEmSimRASZKKZEBJkorjjbqSpGIZUJKkIhlQkqQiGVCSpCIZUJKk4rhIQpJULANKklQk9+KTJBWptj2ozIxBNUSS1HevAiN9qutkn+pZs9jM6SpJqq/GRjdAkqSVGFCSpCIZUJKkIhlQkqQiGVCSpCL9P3SgPcuXgECYAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Mq9Vq6XxnIMPhMN1TZHmH83JWWK/XU4bi8Vy5ciVNg7711lsT12o0GmlK0llYvV5P05zle7Dy3oD5NKD/DVw84o7ws7OzlXudgGjIoAAAIZFB4dB4LSRf68g7JpS7J+RFCuU1q3zh35mOr5vfCGy1Wi2dVy5myDnjmpubq3SXcLYyNTWVuoJ7T6Rms1nJCvf29lK242u4WGJhYSEVfPjY66+/rgsXLkiqZlB50UO+HuesrdyNvdfrVbK3oijSOqDL6V1EsrCwMLH+BkREBgUACIkMCgfuu9/9rqT991rK12R8PN/XSRpt/e7sy3/x57/r7eBdwn3p0qWUZThrarValbZD5So6aXJ3W2c2Pj/fn8rVeadOnZI0Km0v37w7GAzSe/D4nWUdPXo0ZWHOdK5evarLly9PvBe3Q8rHm+9PVd6q3p9hp9OplMfnGZSvn3db9+fgz9MZHhAFAQoH7ic/+Ykk6YknnpA0+lIs993Lt2Q3B5lLly6lxX1/webNWV067WBw7dq1VASQbynvL/NyA9e8557HMDs7mwJUuaRcGk/VOVDNzc2l4/6Cbzab6Tzz1N3Gxkb6XV9/YWGhcr9UXoZf7oRRFEVlutLXyqdR8yk+/+wxOkANh8NK9wogGqb4AAAhkUHh0Hzzm9+UJP3hD3/QiRMnJI2zn6IoKlNYzojeeOON1FvP3SKKokgZkK/hbGJraytdIy9cKBda5KXZ5U7hvV4vZVP+vbzzQznL6Ha7lZuD2+12KkM3dwe/detWKvH2+UtLS2lazUUMefZT3tCxKIo05Zl3hff4y50w6vV6+oz82fr3e71e5XMBoiGDAgCERAaFQ/fUU0+ln10osL6+Xikhz4sOyn/x573yyplOLt+4MG9L5OfKfK1+v1+5ATg/J18bkibbDvm56enp1IvPY3UGtbGxUbkReHFxMX0eeRd2P3q9yOOenp6euLE4NzU1NVEWL012aC/fJJwXrjjrBKIhQOGuKXdD8Belv2jzc/IKNvMXfV5QkG+H4S9nn+ffz8/PNx0sB0Cfn0/x5dWIvr4D6/b2dppSc5BwwFpeXq5MKx45ckSPPvroxHvKiypcKOIg3W63U6Ap7yA8PT09sZOuNCrk8PneRsPH8qo/ICqm+AAAIZFB4a5YXFxMGYIzF5dc5z3u8gzK2UK+ZYc0yrzKnc7n5+fTPUU+5t+fmZmplL03Go2UqbjcPS9ZL5e9r6ysTLy+NJrO831NPvbwww9LGmUw5S7sy8vL6b6q8pTmzs7OxM/mjKg8/TczM5MyKI9nbm4ubaDo4g1/xnnGCERFBgUACIkMCneN/6p/8803JY3XdxYXF1NJttdM9vb2JrpESONMIV/wd9azvLycsiOXcNv09HQqSnB20mg0UubkY3l2dfXqVUnS9evXJUmnT5+e6OPnMf7jH/+YeK2TJ09KklZXVyul4UeOHNFDDz0kSen6V65cSe/b61j5DcblgpI8m/T5Hs/MzExazyt3hy+v5wERkUEBAEIig8Jd58wl3+bd1W0u097Z2UntfPIqOGmUHZT3lFpZWUnX8/qRs4ipqSn961//kjRe86nX6+n6XmfKd911FuabhPMbXfN9rdyyyNd1i6HBYDCxXbw0yoj8nNeP/Jhvv573ECxvG5+X3JdLyhuNRsoyH3/8cUmjm6Al6cEHHxQQHQEKd52D0UsvvSRp9CXtAgd/webbo/sL3l+yS0tL6TkHhsXFxRT4LL8/qDydVxRF+oJ34MlLxsuFFr1eL/2cd5ko9+JzIMzL3vPydQcaT3c66F67di2NNy9tzws38rHmmzw6QD399NMq85QicC9gig8AEBIZFMI4f/68JOkvf/nLxEZ/0qgQolwW7XNarVYlmxkMBpWCAhcnzMzMpPJr9/rb3NysdIbIr+nXdlbV6/UqmwYWRZHG5Ndy2Xm3261kZvlW9c4UnTkuLS2lDNHXX1lZSc+VpzTn5+f19a9//c4fLnAPIoMCAIREBoVwHn/8cb322muSxutGU1NTKYtx6bnXbRqNRmV9ajgcVjKnPINyJpJnUObXyfeFyruGS6OiDT/nwonLly/r17/+9cR7+c1vfpPGVd7LqdPpVDYg9Hs7duxYWo/y66ysrKTu515D8/t+7rnn7vh5AvcqAhRC+tCHPiRJeuWVVySNApS/2H2fj7+s8z59eYcIf7HnO+hKo6k4B768ss/Ta+5b52PHjx9PxzyFt76+noLEq6++Kkl6+eWX7/h++v1+KuDwuPb29iqbI/p1Wq1WKoTw+1xZWUlTgQ6K5Xu8gPsJU3wAgJDIoBDaJz/5SUnSL3/5yzS9Vu5R12q1JvrPSaMMyvc1lfvcdTqdia3n/XsuYnA25im2Rx55JHVkcFaT98r7xje+8R/fx+nTp3Xp0iVJ46KN3d3d9LMzM98H1e/303Sft+RYXFxM53u6MN/qHbjfkEEBAEIig8I94Stf+Yp+8YtfSKpu4d5qtVJm4Uyq0Whoe3tb0rigIN9DqdwXb2FhobJR4dGjRyVJJ06cSJlNnr194Qtf+H+9B69peZ1sv956ztR6vd7EBo7SKOMqj7H838D9hAwKABBS8U57whRFwYYxCOuvf/2rpMnO5c506vV6Kh33zbLuGN7v91Pm4V5529vbKePyc66oO3PmTFqPevLJJ9/zuN2xPN+pt7yL73A4nGih5HO8Bua1J3d9B+5lw+Fw3+2dmR/APevcuXOV51x23Wq1Ju57kibLu11mnjdWLW8Nn/fmO4jAZHmjVgfNcrn5cDhM04kOnP1+X4899tiBjQOIjik+AEBIZFC4rzjrKIoiTYc5W7Jut1vZrj2/sddTa85qnnnmmUMbrwsx7MKFC5JG2ZK7RHziE584tNcHIiODAgCERJEE7ksXL15MN7p6w0L399vY2EjFBc6u1tfX095Q3rDwW9/61v90zMD7FUUSeF85depU+vn555+XNA48vgdKGhdCbG9vp8axdGcAYmCKDwAQElN8eN/49re/LWnUY8/97VwsMRwOU4fwH/zgB3dngMD71J2m+MigAAAhkUEBAO4qMigAwD2FAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACIkABQAIiQAFAAiJAAUACKkYDod3ewwAAFSQQQEAQiJAAQBCIkABAEIiQAEAQiJAAQBCIkABAEL6P9AbwJbqUwveAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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3832MWwDy9P5Y7infKvD9Nlvnm6i73W76t/fwww9LqpZngv0HBmof4xbuDz30kJ555hlJCzfbbDZLVQRshGLxVLv23DCv1+tVKhjEB2CeGh7/zh+idXuYYgPCfD9UTKqIiRB1hsnnqduzlafaxznkRjrej2igPIYf9B7/yJEjSwkQPo/dlrF1iMfMjVev16u48W62x6jRaCQ3Yb5PbDKZLLkwJenpp59Oc/RiwceMRqOKGy8m0vj4uO8q308WXbN5uvz6+npKknCyzI0qjcD+gX8BAABQJCiofYyriJ8+fVpPPfWUJC0Fvb169uo+KqO6St5285i46TNXSdE95Pfq6snFjbEmr1sXFZSJqeS5WorjxzFzhRavLU/XjueMldRf97rXSVJSpFYFjz76qN70pjctHd/v99P9zitKjEajyuZg/w7SIv0+Kqi6+oK50ooJEXl1eM/Zc7vRPYvzyluI1FXYMLHaSO6+63Q6SY1bmeLiAxQUAAAUCQpqH+P4xHA4XFqdS/PVb1Qofs+veW+gVquVAut5XblYGinGHvImhiYmD/h7q6urlfiLV+Oj0ShdS+wzlKc5x+/nsRlpoRpMTESoK+2UVwM/ePCgzpw5I0n65je/KWkRmzl+/Hiqc+cU/evXr+vpp5+WtIj9Wens7OxUVE9MwsgVVKxfGMmVXyxXlB8f70VUZqYurd5xTM/HsbdYvT0q2ZjqH8dqt9tJ0ZuYKAL7EwzUPqbOQMWHed3eFn9mYu2+3ODkdd3i+HUPPmcGrqysVIquRndP7raKAf/crReJlTByYzebzVIySB7AjzXkIvm5Op1OqiNnV19s0PjGN75R0mLv2OXLlyuJAZ7jYDBILrj42+Suz7p9ULGLr8mTVOp+k7omiXUdf6OBslHxvTM32rOVu+3iufOM0HzRBPsPXHwAAFAkKKh9iFeqUYH4Pa9wB4NBJUEh7mGxK8eVGzY2NpICipUG/L28FlxMyY57haS5krKysDLqdrtLVQ3i+JPJJM3RbsaYJJHvx4mtI2JTxnxc0+12K6nqMQ3c78WWF1ZJvo7d3d2KMlhfX0/uPruzYgq3r71OzeQt6+M13qzhYt0+tPyzfLwcz2N1dTUlNvh64/h5q4/RaFT5zT3W9vZ2chMeO3ZMEpUkAAUFAACFgoLah3jV6lXv2tpaWuX6vVhpO1+RTyaTpFSsoAaDgQ4fPrw0ho+JCieOFYP/klItPI8jLVbf3W43zSdvex7bu0e1Vxen8Wd5pe1Go1GpPRjVwM2qiJu9vb2UFJHH7waDQVJJnk/cqHuzavJRVeUp8HkyibQcI6zr8+Xj/V0r31hPsS6Zwfffv9O9996b1I6VlI+JSR6m3+/fMD7Z7/eT2vQxKChAQQEAQJGgoPYxXglvbGyklfLm5qYk6erVq2nFn6dpj8fjFLu5evWqpLl68HetChxfiXGeqEryVbr/u9vtpnPHHk15Hbe6jLQ6JZHHimI2XKQutfpGY8aMtxj/soLKVV7MlIzq7UZZbSsrKzetF1iXop9v1I1p6bFquOdl5RRrD8Zuv3HMqEjdr+mee+5JaeZ+z2Ndu3atcj/39vbSuHnW32g0SvULY+Yj7G8wUPsQPwDsijtw4EB6cNlV02w2KzXpYup37n6KiQd+SMWH483aqOcP4lartVRTz+/lLcejKysP6sfx8/04jUaj4iq70XH5+PG68/eGw2HaS+X7eM8990iaGws/gM+fPy9pbtDs1sqrY2xsbKSxfI+Hw2HFQOXp+Pl11LVF8bm9oPA5R6NRJcElGsB8EXPHHXekxBYbKBseu34jk8kkzdfG2v8u1tbWKtVJPGfYv+DiAwCAIkFB7UOcvODV+2g0SqonBu3rXGN+zdXJbDZbcuVJCwXV6XSSGojH11U497lzl1RUPXkFhOhui+QqL6Y259XDG41GOmde2aKuOWFM047VHDyGVYaTCDY2NnT27FlJ0pNPPilp7vLK0639/dXV1TSuf69YfTxXtTHpJN4fu8msRqJijFU3/FpXjcJjeq5Ox79+/Xr62wrK13v+/Pkb/l7xvbrahnkyBuxfUFAAAFAkKKh9jAP6w+EwxQ4cOK/bSBvjJHmMIqZ65+njcdV+s6rXccy6Hk5eUecbUIfDYVrJfz+V5/nUKbSY8pyPdaN7Ea+p3W7r+PHjkhbKxaWPDh8+rAsXLkiSvv71r0uaKyI3jTx69KikhWqYzWa1TQDr6tv5mvLEj/F4XIlRxdiex/cxsaZhnr4eVaW/t7W1le6VtwbETbZ5i/iownIFGONT/m0cP4P9CwZqHxOrNeQVAQ4ePJhcLX4Iead/dOXFB7wfXC586v/e2dlJbqr4AMwD/vE8uZttMpmkh77n6gdazBiLWWe5IYsP6TxLsNVqpbnldf3q6gZOp9NaY5sH9n18rLpgd9jVq1crbsKYOGJjUlcrr64lSH7OyWRyw71d0uL38etsNku/k12gdY0affzVq1dTDUEb5lg30HOLRjXP2PSC6O67707353vf+54k6Y/+6I8E+xtcfAAAUCQoqH2MFdH58+fTfhanDb/hDW9ICsF197yyffHFFyt7gFqtVjrereLtQhwMBkmdxKB+nsRgBXX9+vVaV5BX33aLWR3E9O5YvSBvgR6rL9SloOcq42YVzOO8zXQ6rSRa+Lp7vV6l0sb29vZSE8j8PHEPmDR3feUJB3EfVV7tIioov3qs4XC4VOlDmid22MVo91r8TXx/rDDPnj2b7sddd90lSbp48WIav65yfV5D0C7Be++9N/0bfO655wQgoaAAAKBQUFD7GCuo5557To888oikRZD+zJkzlRiUV9UxmO7XdrudVspemcfKAHnsJCYe5BteY+v4GJPJky/q+k3F8+SJFj4+JnlE1ZTPsa4aekydrkttz6uLW22sra2l2FOskBCTBPK5OlU9VgN3zKcuISK/Z41GI/12jjf63m5vb6fPHDc6duyYTp48uXSdzz77rKS5is5V4fnz55NK9viOP9YpqLrf0MkhZ86c0f333y9J+s53viMACQUFAACFgoLax7gczYULF9JK31lVBw8erNTSs+J65plnvm+nVUlLWVx5fCeWUsrVwGQyqcSIYqzF48ZNtnXp33ksKaZYW+XF/lR5DCcqqPy9um61R48erahAx/QGg0FSKo617O7uVspOxTJRTv23yogbnq1czHA4rGTcNZvN9LvGeKD/O8bHPK8HH3xQ0kLR+XtXrlxJY8W4lOOSUfX6vuYKNGZu+jf0v7GVlZX078uvABgo0KVLl1IiRCwQm7deyIP20rJrKn9416U+x9e81l9MjLALzp91Op3KuH7gx/NEd2Gepl3Xsj4mKdwoBTq6KKPhzCttnDp1Kn3uIrpu/b67u5vme+bMmXTvfN99L3zO2WyWfgsbtF6vp+eff15StdbdeDxO84iVLWyEbFR8X3d2diouyk6nU3ErOolha2srue9iI0Vf781S8038N+Jr8+tsNktuwr/4i7+ofBf2J7j4AACgSFBQsKSg4kZTr6LzZncxASEqqHzTaHzNG+zF5nu5OhmPxxUX33g8TivsWA1cmq/e86oIkbo2HT53TH/P5x+TGfL2FuPxuOKiPHz4cPqu52pFsru7mxSoE1IajUZykcXW9tJc4Vjt2A3WbDYrrdUjdUkb+WbleF9zl2B00/mcUUHlCRfxfP5uVJV1G6X9ua8zNkuMtQYBJBQUAAAUCgoKdPXq1RQzcbwj1uLL28F3u93KZ3WbZV26Zn19Pa3I/dlgMEgr5jzeNBgMluJc0lxheAOwz+lV++7ublJTJsbQcgUVa8LFGJRX9XliRuyTFOsG1vXLypWlX3u9Xgr+RxWT17qL99Wq1vc1Jpbk8b66iu5x43Bdc8d8M3RMDffv5QSNa9eupU24UWneKNElqk/PNca4/O/M53nhhRcqiR8AGCjQ17/+df3v//6vpEXRz1OnTqXPbQi8R2pzc7Pintvb26s8BG2g7r777lSrzQ/bCxcupOKpMeguzR/+uUtwe3s7nTPW+JPm2WQeN1YqyKsu1LX6qKutV1fdoW4fV378pUuXKgVzPS9n8+Vj5cbTNBqNdF9smOsSReLxdU0b6/Zy+ft5O4ydnZ2UfBEXEp6/Ez6c7HHixIlKDcRYsSIma0hzY+QqIH719Vy4cEG///u/L4AILj4AACgSFBRIkr773e9KWqRAnz59Oq1uvZK3Ojl48ODSviRp7h7KWzvYPXTixIk0rtXAcDisVEWoq9IQXWB523jTarVq1UPeQDFPC4/XNJvN0uo/V1BRLd2snt+VK1cqyQJWedFlamJLCp8ruj19r5xIsb6+XrmmuMfL12KF0+1203t55fXV1dWKm/Pq1atJSdsVF11y+b6snZ2dpeaF8Xp7vV5yu8Yq9K9//eslLRS63Yb/8z//I4AcFBQAABQJCgokzatDSIsV7WQySSog1tuT5qtqr6bjCj1vpudV+2g0Sp/5+G63W0lHjwojTx6I9fPqKlbUpV37eJPX8PN3PWauoGI8KU+5X1tbS+f3vVhZWUmKwqrBimhnZyd918kA586dS+rIm2D9veFwWKlvt7m5md7LY1bNZnOpCojnmKtgv8bq877uK1eupN/a1+T6eA888EAa12MMBoN0LY4nuv7ixsZGmmtU3lZfVma+tj/90z8VQA4KCgAAigQFBZKk//iP/5Akvf3tb5c0Xwk78y7fqBvTxr3i7/f7tZlx0ny17/ec0dXpdCoxoZhincegYotyK5fYnr5uk3CeGl7XDt7HdDqdSnp5zLCzonAmY7vdTiogxtpiSnWc/9bWVmUT79mzZ1PWnJWHvzccDlM8x+npnoNUrX3XaDTSd2P8yNeQp+jHDshWULu7u5V6e67AvrOzkzbtxnif75mzP+NG3PwerK2tpfdylQ1QBwYKloiumryNt1/X19fT337g7O3t1Roak6c717nzTF2SREzJ9gPVc1hZWUl7tGJ7Dj8sbchiO3KP4QdkTEvP68hNp9OUJu6Hf6/XS0363KLi9OnTlRR435+dnZ00RxuLp59+Ov2dt1ofDAbJ1Wjjtb29XSng67nOZrOKi7Xb7VaMrV9jskVdMkh+7suXL+vuu+9eOmdMe/f34mLGxjx+lreSf//73y+AG4GLDwAAigQFBUt84QtfkDR39cUKBtJCzfR6Pd15552SFq6g7e3tisvOq+Tr16/rqaeekrRQP+fOnUsB9rySRHT75GNJC/dWdBfllSpms9mSS1JaVC2YTqcVV1az2VyqNRjPHb/rsXq9XlKYropw4sSJFPR30kncHJwrv6NHjy4lUcT5xxYi0WWaJ3DE8XNXZrfbTS7YXBXu7OxU1E+z2Uz3w2PFRI1cJcV75n8bPl9Mq49p+/nmY4CbgYICAIAiQUFBLdevX0+ttx0odzJAu91OGy6delzXZM7xiytXrqQVs9XPtWvX0nuxlp3/O09Bj5txY6q0NFckeWxmOBwmhZVXzo7V0mMMJ0/uiGomVj33Mfnm1+l0ms7p6/TrxsZGpTnh8ePHU1p/rjZiIkdUsLmCijG6PL7X7XaTWovNI/39PF0/xo08x1h9Pqo1j5GfMybBWGl5ztevX08xTmJP8IOAgYJaPvKRj+hDH/qQJKUuq04Q6HQ6KTHAFQFiLT4/PF2V4Pz583r22WclLVxqs9lsKYMufm8ymVRcR/GBmreJiAYtVnrweDYu8YGf1/qLzffy62i325U9UtFYmOl0moygj7eBimP44X/06NFKVls0UP47Gqi8qGw0OB7frtMXXnihcm/NbDZLBsQG/MCBA2kxku95igY2jpnXKIwGLXYHluZuRQwTvBRw8QEAQJGgoOCGfPSjH5Uk/fmf/7kkpbTqTqeTXGpWDIPBICkVr+TtLorpztEFZ3I3UV3KdGyR4ZV5TGLI1VVUFFYBsYW9j7uZgqpLcIiNEZ0aHtuoex6xEV98lRbu0IsXL1bcnPHceZX3TqdTqfVnRqNRUjhWUFElmaia8jbzhw4d0r333itpnjIvLe+fyqtMRDdnfj/j9fqePPbYYwJ4KaCgAACgSFBQ8H35wz/8Q0nSX//1X0uar7jrAuxewXsV7VhLr9erVSz5ht5cuURiEkMen+D72G8AAAwVSURBVIrfibEQK5s8jX1lZSWN5VhL/K7HrdsEa/UTY2KusDAcDpN6cWUFq42Y9u6U8hdffHFJ7cQ5RtVmVlZWkqqqqwDv++84X2xAaDyfQ4cOVXpKxfFifUFpvpE43wZQ11fLxHjZfffdVzkPwA8CCgoAAIoEBQU/MF75nzhxIq2so8rI4y1xg6yPj5s8/Xdesy0qFlNXNikqgLwtfcwwyze1rq6uLm06luaqLD/Or3t7e0mdOO7U7/fT8Y7NbW1tpb5aP/ETPyFpkfk4Ho9T3C5WD897JkUllSvLuHk3vxexonscI988HeNyeYmpTqejq1evpuvze74/eaZhJJ/XdDrVAw88UDkO4KWAgYIfmN/6rd+SJH3pS19KD28/yGIDv7yY67Fjx1KLb7u0Njc3k4HyXh1z4cKFSvKAtHjw5unRo9Go8lmv11uqcuHjpOVCtZ7j+vp6Mhb5Pqhr166ligoxScLH+aG+ubmpF154Yem+ePytra1Ku4+YSp7XzGu1WkvX53l53nlzyE6nU6mEEf/2azRQuSHudDrpvtuV6N+mrkV8dPHlxo4isPDDABcfAAAUCQoKXjLvfe9709+f/vSnJc03nca0cmmx+j527FhSMXbBDQaD5D6yKzBWU7ACiSvxuNKXFmns/X6/4naKadR5Y77JZFJxOXa73aSO6lqz5+qn2WymeXheGxsbSeFYSb3pTW+StKww4lh5e/mYpp27/W6mWFZWVtK4MdU+JrFIi/T+2K7D89/Z2Ukq0vOJY9a5BHMV5u9fvnxZn//85yVJv/IrvyKA/wsoKAAAKBIUFLwsfvM3f1OS9NnPfjYlAcQaedJcXXnFbtUzGo3ScbERnzRffbuRn2Mhk8mkUn8uplrn6c6xPp+VjlXB9vZ2Oi4qqVhqKdJqtSoJHePxuLIJdnV1NSkO19iLyihXgGtra7VllXxNVlC5IpWW+175s9gfy+f2uLHElMlLQO3t7aXfKY/pTSaTdNwjjzyinG984xuSpB/7sR9L7/3xH/9x5TiAlwIGCn4o/Pqv/3r6+1/+5V8kLR62q6uryQjFh39dNp40TzawK9AGKiYl5IZkPB4n953PeejQofS5i9b6v7e3t5eKmvq9PGvONBqNpSZ9PiZvZRGLxXquNgKNRiMVSv3e975XuX953cCNjY1kzJ1gcvjw4aXWGPHcsYOt2d3dTdf+/PPPS9JSOw0nfkQ3p+9jrLrh637zm99cmbepM1oYKHi54OIDAIAiQUHBDx27iWLrcadbx3p9uWLxan1zczMpLjcAjC6mPA18NptVqj+sra2leVjpOFGj3++nPV12i8WK6FYpcc+T0+NNdMFZ6WxtbSU14tYksSK5mxg++eSTaXxfi+fqcx88eDCpyDNnzqRXK8o8aaPb7ab5WyVdvHgxnd8uU8851h7091ZWVirV1eP1Arza8K8OAACKBAUFP3R+8id/UtIiFrWyspISFqwAonrw6jymj/v42DjP6iuPH8XVvTeaPv300+lcVidxM6wVlCs9RIWWq46dnZ2kvmJih9WO57i9vZ3GcC2+2Fb9ueeekyR9+9vfTuPm9QJjzMfq7s4775Qk3X///SmmZGLPJZ/b96Df7+vQoUOSlPp3We1Np9M0vs8Z4155g8OHH35YAK82KCgAACgSFBS8YlgxtFqtShXuI0eOLMU+JC3FgKyg3OF1NBol1WNiFqD/dqxoMBhUFFFsfx7jS34v38TqVPHd3d2Kgmo0Guk4jzscDtN4ViVxY21dvb28dFFsT5+XgIrkaeatVivdA9+7Q4cOVSqiW10Nh8MUF4wt4q0G867FALcCDBS8Yrjl+9raWnqQ2uV05MiR9ACObjBpbhD88LQLLlZRyKsdxP07sW5d3nI8VmmwMfJYKysrybjE5Asf7/nEvUwe1+9tbm6m8zuFO+7PuuOOO5buwWAwSPfA1+4x2+32UiFbkyeWxGvLXaWdTmep2Gs8vt/vJ3derBphA5k3PwS4FeDiAwCAIkFBwSvGhz/8YUnShz70obRad4PAw4cPL7UOlxYJFN1uN30W1UxewTtWg7DaiJt48zbq/iy2rYgbgfPW8HXus1gZIq/1d/z48TSu3YOm2Wym1HO7LS9fvpwUVN7KPaq2uAE3b6oY1VWshO7vxaQLaaFIO51ObcVxz8fK8qd+6qcqxwC8WqCgAACgSFBQ8Irz0Y9+tPLeF7/4xfR3Hic5cOCAjh8/Lmm5eWBe48+KIbY7dwxoZ2cnxU/y0kgx8B/7O+UbjKNSq2s3n/dYio0Z82rssYK6r21nZycpRSdhWDWdPHmy0veq0WgsxajitTSbzUopqJgo4u9ZvY3H40rF8slkove///0CKAUMFNwSfu7nfk5///d/L6kawN/Y2EgJBXEvkx/ezjQz0f0Xi526CoUNSF3ViJiVlz/8/d/r6+uV9hxHjx5ND3uP5W660sIQRLehjcWxY8fSOT23PPvvwIEDydBEg+z5Pvroo5Kkb33rW2kOdvvFvVV5gVq7+BqNRkoU8TXFFhwAJYCLDwAAigQFBbeMn/7pn17673/7t3+TNF/d260VEwSiKyq+TqfTihqYzWapFbvdZ3an9fv95LJz0sZkMqkkR5jYusNq5tSpUyld3Iru8ccfTyrk1KlT6VzSsgvOVSY2Nzdr26j7HjjRIiqoXDm5wsMTTzxRcWHGqux5ncFGo1G5j+985zsFUBIoKAAAKBIUFBSDVUHcNFuXem4cd5pMJklBWTX0er2kQByTcfwlVvK2ChoOh+m9mLrtYxxT8hzuvffepJysxi5cuJASM3yumJbu425UMTzOVVJlI+3999+fPrNycqPABx98UI8//vjSPWg2m0kN5ht83/a2t1XODVAaKCgAACiSRt49dOnDRuPGHwK8QvzZn/1ZpdL5nXfemeJFef26qKBi2aT/+q//kiSdPXs2jSHNO+w6VnTfffdJWk7Jjpl90jxO5biRY1F33HFHUlCOe33lK1/RRz7ykaVr+epXvypJete73qWvfe1rkrSk1PK4V9yM7DmyWRZe68xms0bd+xgouG34m7/5G0nLbTOMH+xxj5MN0xNPPCFJS9UpnDjhNhSTySQlC9jFZ+O4vr6eXIE2UAcPHtQv/MIvvKzrcTuSeE7PHxcc7CduZKBw8QEAQJGQJAG3DR/4wAckSZ/73OckLRRRt9utVOFut9s6ceKEJOncuXOSFgkC6+vrlQSFdrtd2aAb69jZBef3Xq56kuaJGe9617te9jgAr1VQUAAAUCTEoOC25e/+7u8kzeNBVj1RQbnB4Ze//GVJSu3SNzc3U7wpNgi0qso3CbdaLf3O7/zOK349APsVkiTgNcunPvWpSvPAdrud9hT953/+p6T5PiVpXvnB7kHXxavr8OsKDr/6q7/6alwGwL6FJAkAALitQEHBa4I/+IM/kLRwy62urqbEBqebv/jii+kzV0u/5557JEl33XVXGsvp67/4i7/4KswcAFBQAABwW4GCgtcUv/ZrvyZpHmf62Mc+tvTZBz/4QUnzDbiuNu76dlFBve9973s1pgoA/x8UFAAA3FagoOA1yS/90i+lskSf/vSnb/FsAOBmkGYO+w676lz94W//9m9v5XQA4Abg4gMAgNsKFBQAANxSUFAAAHBbgYECAIAiwUABAECRYKAAAKBIMFAAAFAkGCgAACgSDBQAABQJBgoAAIoEAwUAAEWCgQIAgCLBQAEAQJFgoAAAoEgwUAAAUCQYKAAAKBIMFAAAFAkGCgAAigQDBQAARYKBAgCAIsFAAQBAkWCgAACgSDBQAABQJBgoAAAoEgwUAAAUCQYKAACKBAMFAABFgoECAIAiwUABAECRYKAAAKBIMFAAAFAkGCgAACgSDBQAABQJBgoAAIoEAwUAAEWCgQIAgCLBQAEAQJFgoAAAoEgwUAAAUCQYKAAAKBIMFAAAFAkGCgAAigQDBQAARYKBAgCAIsFAAQBAkWCgAACgSDBQAABQJBgoAAAoEgwUAAAUCQYKAACKBAMFAABFgoECAIAiwUABAECRYKAAAKBIMFAAAFAkGCgAACiSxmw2u9VzAAAAqICCAgCAIsFAAQBAkWCgAACgSDBQAABQJBgoAAAoEgwUAAAUyf8DruQNWS/dOjwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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/UvcB9tgLySdv+PgPiXGalLLwSQCTFJSvUu5VVVRi/j1fwodj9encfI3Kxo/RXwsYV0lUt16BxXqE7XY7GccChiqXpYWoYM+cOWOqN/YA63Q6di/+/FRQ/O1Zjd0rKNZkfPOb34wDBw4AgDVvpIqemZkZayjJc/okEGBUy1FMBzJQUwSb6LFrKx9oKysrFsjmQ6LRaBSqMqSqOvisv7jXKT6kgfH2HNHweQM0qTtvPI7jitf2bkgSDVYca2pvVPyuH3Os3VepVGwe+fDnGE+ePGnnT9ULjHu8/DX5mwCjh3dMzPCJHKTb7Rb2TZH5+Xlz8XHRcOTIEasFyLH6Ooy+tiKP8e1B4n1w3GzhsXv3brtmrKrhC+3y1e+HiwsiMR3IxSeEECJLpKCmCLpruKpOKRavROKqO9XSwqc3+xRsf65Uwz3/d9xvlbqWbylPvKssusjO5z7zKiVVuy+Or91uFxIEUkkMjUbDXKVUq+TkyZOmMohXUHE/lJ9jX4E87lPy6i2qjV6vN/G3KJVK5pYjfh+XV7rx/CnlGsdfKpVMcVFB7dixw5RlbFiYqmKxvb1t98l/u1ReYjqQghJCCJElUlBTBJMRuLL1GyNTK+1JCioVOymVShMb66Ua9PlKDDGukKr152M+8bx+pZ1afZ+vlqC/p1RqODBcvUcV5q/lq1hwbpeXlwGMUu1PnDiR7EuVUm78LF7Tq9qoZnw1eT/Hcc445+1228bGOeh0OoX0cpJS1OdTUOVy2X5XVk2fn583BUWl6eNNsaq9/3cZ6ySK6UAKSgghRJZIQU0JvpQPV72pdF5Sq9VsBRz7QvV6vbG4CI+ZVPrHp4H7FTbjCT5Vnd+PK/JOpzPW98kf7+NBfkV/vmrsMeaWygT0Conn8nGwVEV33gsVArPcYgyL34/j8OWEUvc7SUH5OJyfi5iS71PEfSt2YLwtfSydlPoNU3Ej32WYyokbtzc3Ny0tnVXbfddd3q9PhecmX87rkSNHCvMoLl5koKaEN73pTbYHhf+THz16FEC6MGm1Wi20LfdJDNEtlzJQvqhoTD3nNfwrj+/1eoUH6mAwKFS2IKkHpX8vMul9X+XCv/pxp+7JJypwXmI6dSohwrs549z5+yWp+n/+nKm0+uiC840p44JlfX294GbzhjNWz/D/HnyiCDA00Kz+QLfn6uqquZVZh5FuT59SzvM2m01ruMi9VP/+978hpge5+IQQQmSJFNSUsLy8bG25n3vuOQDAY489BiCtcBYXF00FMLWZLkG/8vfJFXEF7NVPVCC+Dl08l1c/0U3Hz/1nk5INYkUIryZSlSdi+wziK3l7F1xUJz5JgskAPi06uttS1SX8WKhYqOzK5bKdn9f2Kivl4osKzSso/p78bGtry37rOHf+2t4NmKrqAQz//bAdPDcvr62tmUJjggYVlf9NOMbZ2Vn7LlPVOWYxHUhBCSGEyBIpqIscrkAvueQS7N27FwDwyCOPAACefvppAMN4AQPZ3EC5sLBgK+bYqC6VvuwD/v49IF093Pc7Ij6ZIVVaKJ7XN9VL9bNKbU7l91Jj9b2YPL4Mj++hFRMDFhcXbf6ooPi9TqdTSE5JbT4+3zUrlYqdP8azfO07H59KtXUHxuOOvl17VCi+Zbyv08hzTNpo7CvYUzWtr69b/UWmizPm6dUnlfvMzEyhBFdM5hEXNzJQFzneFcQHEh8Evv1Dah9LdA95g5IyOqm9RTw2VSUglRXGccUWH76LL5mU7MBrp9xyvP+U+yyVaQgMH7Y8nq/1er1goGjk/d98wHa7XbsW3WgbGxsTr1mv18fGxmvzvDHbzheS9Rl4sS2KPyZm6vl6iuebz5hM4uE5t7a2rP0Kuwt3Oh0zVrG5pd93xznzmZ508cXEEXFxIxefEEKILJGCusjh6rvVapnrJ1al9qtpv5KPK3h/zklVHYBi7bvt7e3C+Xu9XiGd27eF50rZ14aLismv4GPadbVaLaSvU/0sLCwUPktVEfcKLKpC31rDK0CqBio/pkf3er1CBW+qCD/+1Hg4L35vWlSAfj69Kku1MOExPq2fx0xyOaZItS3hfayvr1sihHfP+X1tQNqty3nyLlDuqVKSxHQhBSWEECJLpKAucryC4uqVgW8fx/BVGYDxGBNX6z7FmbEQfra1tTVWmQIYb3bHuItvvhdX9YxP+JgVz+GD47Hmn0/a4AreK6g4F745Ho/344mxpVT9Pf++r3rOygicA85TpVKxMVIhbG5u2n3FBAcfs+K8nE9B+Zb1fjPvJAXlY0ocw6T0+0mUy+WxRJV4bW7CZdUI/xvGlu+VSsXmhf8+fUyMc6xafNOFFJQQQogskYK6yPGqKaYJp+rKUQWtrKzYaj1uPu10OtY+nhlXm5ubtro9ceKEnQMYroS9OuJrXN1TZXU6HVMIqQ62qRTxVG26VP8nfj/G11K9qFJZiz4LLlWLj/dJJcXYydzcnKkFX808ld3IMXD+eU2f6h3LRKVqLabOnyIVS4qKCEChVt729vZYmjgwnr3I8fDfQbvdLihdnmtubs7uhQrK9+FivC7WDxQXNzJQFzm+rhn3l/AhmqoCwQfGysqKuVziHql6vY79+/cDgNVK63Q6Vl+ND2LfLjy1fyXuofHuovMVQ021eJhUBcIf78/FB69v9xDHlXJ3pVrc+/d4Hhprzs/y8jKOHTs2dq5arZZM9QbGE1c4jna7fd6W7zGl3LsJU80GveGLRCPtawN64xINFIvkLiwsjO1/AsaLEkcDODc3V9gWUKlU7Hgmn5zP0IqLD7n4hBBCZIkU1EWOd6FwsyNdaX4jbnQFtVotW/nGDbu+ikKsu+fP4VOPJwXT/RhJvV4vpED7hnxxc+v29nYhbTzVYC+lfuhGa7VaBQXiV+upahQxtdorFq74qT7f/va3270w/Xp+fj6ZaMFzUT34KuL87WJyhU8b96opqiP/O/mEEh7P86YUVNwc7Dd/x/mcn58vKFDf8j5uU2i328l/l/G3pstUTAdSUEIIIbJECuoihzGLzc1NW5n6UjLAeDzCq5JUjyi+Ms7k34urbr/6jRtR/XFxE68/xiu786U0871Jbed5HK9HpeKrdUc1yNd6vW69jTgeH0/hcd1u1+J2Uf0cPnzYYnQ+YSSWJ/IbmaNi9Ofl75oq1ZRqKZ+qdE783EU1S7yC9UkSUaUyTlWtVrFnzx6bK16bZY/idVqtls0d78krdd4TE3XEdCADNSWcOXOmEMgmkx7O8YHkDQcfOr6gbKyUkHLj8UGTKobqkwKiu61erxfaMfiKDykXXKpeIL/v3U3AuIGN7stqtWqFdvnesWPHxoq+xvmJRvTKK6/EoUOHAACnTp2y++UDPeVyjIkN3iBEI+oNhX/4p4rK+nF5vJGL+Ln0BipWnvAZoqyiwd+81+tZNl5cbLRaLXOH+hYlJDaCFNOBXHxCCCGyRApqSnj55ZdtFcpAM1exvq4cKZVKthqmS8qv5JlG7Rvg8bhYZy2lcHzrCKowrq59DTmfsDBpdV+tVpNND1MV2vnfsX384uLi2ErfU6vVTA2QM2fOWBIJ8eNLqTDeJ/EuvqiEfEPE1F4tf4547fO1LYmKKl6T85dqKR/vKdVihS7Izc3Nwr+bcrlsKsm7T/nfVPb8d+G3RpxP+YmLF/3aQgghskQKaop48cUXAYySJOjrT22M7Xa7Yy3egfH4AmM4VD3lcrlQX81vyvS9p3g8V9Nxle/r4vkkhtjTyMdtYsXyfr+frCsY8ZuE4xz4WAgVI1f59XrdruXVXkx6SNUQ5HudTie5SZnH+srsvE5UQsT/hv9pwzPhnPlKIUxCiLGlzc3NsV5P/tWPkdd+4YUXTEFxHjudTiFBxyfZxI3he/bssdgfvyemCykoIYQQWSIFNSWUSiWrkccNu76OXqrFeixL4zPOUivsmJHms/Ki+hkMBhZ/4CraZ3ilNurGOnE+JhJbm3s1E7PzUsrCV3T3sTn+N8fG+N3s7OxYZXael99NxXCiwvEKKo610WgU4mqdTmfi+f3fqThTxNcjZJzn0ksvNTXlOwEDw4rkrIPH13K5XCjHxP8+ffq0pZQzfjczM2Pz5zcfcz4JldSePXtw6aWXjs3BAw88MPGexMWHDNSUMBgMzMXH/+npzllfXy/sZ/HVH2K1AF95gnS73eS+HV47VdUhplZ7dx4fnr72nG8WyPNOOn+1Wi089FMFYf0DP5UEAIy3KvcGxKfMA+MP4Fjo1R/Hz3wySDxmfn7e3Ik0/Gtraza2mK6d2jvmExsi3u3KpITl5WXb78U9TLz20aNHLT3en5/zQnzDQt67/71ofOL+pp07dxbauiwuLhaKGIvpQi4+IYQQWSIFNSUcP34cp0+fBjBa5bLSNlfG/jPfqiFWvfYbOn0q+flaO8QKBv4YKgqvAqJK6na7hUSIlOLyVRRifb6UW8zXtJtUX7BWq9kKnjX2+v2+rfR5/NzcHA4ePAhgpE79/PBavqZdrCDB+Wk2m+Ya823vebyvFM8xxvn3SRUk1XDR37d3kQIj99z29rZdi9fu9XoFVywTJ/y/H/8eiZUhdu7caYqRv9vOnTttjpl4I6YLKSghhBBZIgU1RbD1Nle7qYD1+Zrd+c9i4oFPhEipghgj8huBY+DfNwP09QNjXyqvmhjU93GhmMLtzx+VCMfij/ObSbmCp4JKpckvLi7izW9+89h7vE69XreNvUwyaLfbhcQSH5fjffq5iNXG/xMxCSOlcqlwXnrpJVOzfGVM6tJLL7Uq7LyPdrtt44ip56nzewXI34v/Bnfu3Glqjfe7a9cui1ndcccdr+h+xcWFDNQUwawqPuT8np6YYdbr9Sa6h3ylBf8w5zn48PGZWbGJYb/ftwe1r0YBjHde9QaK2Ye+cSIwTFigK8hnvnE8dE35e2OSAQ3a2bNnky1HeB0aJt8pN7oVORZgZDxpgGq1mj2M+dBfWVkpGH9/T8TvqZrU8G9SNl800t5ty884P77aCH9D/nez2bR55+86Oztr5+BcpTIIvRvV1/EDRgkR8/PzhUKwnU4HTzzxBMT0IhefEEKILJGCmiIefvhhAMAtt9wCYLR6PXjwoK14qbJOnDhhaiGuiv1KnvgVPFfaTGcfDAZ44YUXAGDMrUdXEV1Avg1FTEOen5/H8vIygPTqPtVmI6Yo89p+/5Gv1B5VRqpCuK+/F914/X4fKysrAIpp2uVy2VxYnJeTJ0+akiNURDMzM8lEkTjvMVnFH5+qPOF/y9gkcWNjw35zzgXnuFar2d88fm1tzY7nvHgXZEzC8Ofwrd6BoSKlguJn6+vreO655yCmFykoIYQQWSIFNYU89dRTAGAB/QMHDpgC4WZeH6eJq2+/OTPV+4nK7LLLLgMw3n+JNe16vZ6ttmOVbr/x1qeUx7Rxr3BSwX9+11eE4LlS1dVTySCEaoOxKJ/2TlqtlilQKigf56GCuuKKKwAAjz76aKFqO+9xdnbWKjxwvuv1us1jjOV41embJaZ+H85TbLhYqVQKis5vnmXsyaeUUzn5poS8XlR3tVqt8BvyHnfs2GEKylfo+OxnPwsxvUhBCSGEyBIpqCnkwQcfBAB8+ctfBgBcddVVFgvg6+rqqqWlc5XsM8JSaiNm+fmMulS2WazfRlKxE3/NFKl+VrEFuo+PcCV/PgXlj4kbUfv9fkENVKtVU1g8ntl4PnWeSurqq6+246g6uXl6x44d2LVrF4BR1ty5c+dM4XAcsSxTvE9eP1aA9y3lfbmkWEKJ9zgzM1PoZtvpdAo9w3yV8tTWgvi3z0bkPHL8sd+WmD5koKYYuqPW1tbsAekfSHy4xfYZQLEKgTcqMZDvXU3+IZUyWsB4u3lvoKIrMBa49e+l3Fu+ISHvzQfmmeAQDRSv769Vq9UKNQpLpZIZKBoQppT742igrr/+ettbxIUB3aKzs7O2DYCv+/bts2QT/nZ+7uL8+6aQ0UCljL2vFsHkB/72i4uLlia/b98+AMN9UzRosSaf3/vm6x7GfVlxXoGRcb/55psLYxTThVx8QgghskQKaoph64JbbrnF3ElUGb5aN/Fut1QiAVfDfjMuzxlbR/gVdlzVVyoVuzaVRa/XM9VAVxOPSbVHr1arpoA4DkjMl2kAABJPSURBVKomX3POV6eIbeB9i5CUgvK1APkZFRTdU2y4Vy6XbbyXXHKJjfHJJ5+0v4GROun3+2MNJTnGmKadagPvN13HRJRUMokfP4+je5f1G/fu3WsKiirv1KlT9nlMGPH3xDlLtReh8opuXiEAKSghhBCZIgUlcPbsWVx55ZUARqpkdna2sIL3xJV4vV63eA5VA9WJb2boEwtiXTlfSZuxE6qllZUVi9dcfvnlY2P1SQ/+XDHG5RMGOB5/HSo0wu/7lT/H3O12C23LfWPDmKLvS0GlygEx/Z6KYjAYmCrh8Z1OZ2IqvK/G7tXV+VRhTD33qeqcCyqkfr9vvwV/3+XlZTz99NNj5/XnSimomF7O+Fq73cbx48cBAO94xzsgBCADJQB85Stfwfe//30Ao6SBubk5q3hw5swZAKOHZ6lUKrhqarWaVXo4dOgQgNFeoGeffdbcfv6hHgul0uDU63VL2vBGhW6zaOwGg0HBQHnig9u7LukyA0bGKlZw8FmIxP+3d31yjjhG31ojFtP1e6noGqRhq9frYxUq+L1Jrjpv7Di2brdbmGPvavUuUr5HNx4NiB8zx8Z/Dy+//HIhmzDV0di3a+H5mK1IY7e9vY2jR49CCI9cfEIIIbJECkoAAP75z38CAPbv3w8AuPbaay0dmmqGlMvlwh6acrlsq+LrrrsOwEhBHTt2rJA44VO4UwkOsbJCtVo1RcHUZ6/eUsoiNiD014tND307cr5yzL4yulcIcQ58C3Tfqh4YKhCv+Pger0V1QiU1NzdXSCBotVrJtGyeM47RJ6Iw2YQqt9FoFPaa1et1+5zqmRXk2+22JU4cO3YMwLDqCMfNc3kXa5x//5tTqbGqBgA8//zzEMIjBSWEECJLpKAEgJGCYhLA1VdfbatcJjukNtsSr1J8vyBgPM7j4zqxFXs8BhityH1/pFjZolqtFmJcfuNwVBuVSqVQBcKrGSpGKhifxu7nIJ7X32f8bHt72xIhjhw5AmCoRJiEwI2xjz/+OIDxXku+7l4qrZykqjPEquFUyLt27bI542u1WrWYEJNmGJPc2NiwsT777LMAhoontmLnHPgYlO91xX8THA/n+ty5czY/QhApKCGEEFkiBSUAAP/6178AjFbO586ds5gSN/Gy0nmn0xmLcwBDxUD1FTPYfF08X0Zo0mZTr054fKPRsL8Z9/A1/87X0jzWqyuVSoW06Gq1WojT+PgXzxfjX8Ao+2/37t32Hd9HiWNg9tu///1vAEMlxTmNpYV8bUMquaWlpbFMSv86GAwKmYalUsnGw3tjzOfyyy+3a7LE02AwsLgjXzlP6+vrha7I3W43WaYqjodzMTs7a4qMWYK+7t7Xv/51COGRgRJj8OF/9uxZq3jAenJ0x2xsbCT30EwyUJVKxR5SfLh5I8GHHM/fbDbtQeeNUUxs8IVK414qvzcqtnz3+AaBNDQ0UN5lF7/barUK7rPdu3cXisTynvr9vu0tevTRRwEATzzxRCEt3T/8OX6fqh7ngHQ6ncIYfWUInpeJDnv27LExcvyDwcDcurx3/qYbGxv2W/g2HZMMFFBsxdJsNgv7n2677TYAwM9+9jMIEZGLTwghRJZIQYkxfv/73wMYtoEnVBZccTebTQt2czVdKpUseYFBdB+E5yo9Vf2aq2mmNjebTXN9Me16e3t7rE6gv/bW1pa9591ysVGhb5URKzLMz8/bPdGl6Wv3+c21hH9TbfhEjrhx1V8rVRkibiJONW30aiUmrPiWIOdr604348bGhqkZX9+PvxPnkW69tbW1wkbpfr9fSAbxSS2cT46/2WzauOlWJB/72McgREQKSgghRJZIQYkk999/v8WguNplPGV5edlW2PxsfX3d1A5byrN23tbWViGo32q1bPVNhcYU57m5OUs5ZiAfKMZ1fHzlfArK15/zYwAwpjqiiqEC8DXkqPa63W5h4/C5c+fsu5wXqiyvKKhcqtVqIYHDb+LleH0sjMQ6g+VyeUzN8n5jDIq/SafTsXnnfHqFxnk/deqUvTJ+RTXW7/dNcXFTNquxLy0tJZUux/Pcc88V7kmIiAyUmMi3v/1tAMAHP/hBAKOqAnNzc/awJT6IzppqbK5XKpXseJ+Z5jP0gFEyxsLCggXr+UD1xU3j/iDvavLuLR/Mj8QEje3t7UIlBu9a4/F8qG9ubpph4uvKyoqNm8aaD/P5+Xn7Lo/xFSpiJYxyuVwwUDMzM4U9Wr4bbqzmUK/XzaByscFCu3v37jWjwnnq9XpmyLhAeOaZZwCMV43gMYPBwMbDFhxvfetbAQzdpJw/zs/x48fxta99DUK8UuTiE0IIkSVSUOI/8stf/hIA8KlPfQrAeLowV9Wrq6u2siZUOL4SA1fcc3NzBfcWV/LNZtNW93QxbW5umkLwqdjAZAU1qeK3r7DAMfi07qig/LmoBGdmZgrp7qurq/Y5z0VXWb/ftwQFqhOfJBFVYalUKtQG3LFjh8073W2+gkas8FGv120vG11v3Oe2b98+25PEc3Q6HRsv6+LRFXf69Okx9yzhHDE1//DhwwCG+6g4t0yvVyKE+P8iBSWEECJLpKDEK4aBf6+gqHQ2Nzct7hLbjJdKpcImUt+SnSqCK/NarWbn9XGnmDJN5eLTwL1q4ns8jq8+oYDxnVKpVEgy8EqK4/cJFDH5Ym1tzcbNV6Zmnzx50tQgG/N1Op1kcgSJSR71en2sujgwUmO+Wodv0MjjGXs6cOAAgKHimRT/8u/5a/Nz/m7z8/OWJJGqe8jf853vfCeE+G+QghJCCJElUlDiFfOLX/wCAPDpT3/aVsqs2baxsVGIUXBjrK8snqpmHjvN+hpyPnOMx1FZUBFtbW0VKqP77rYcj69OTqgsGo1GIZ0+tnT3f/sYlC/LRBXGjESO8emnn7Y+SidOnLD7jedI1bLzm1+pXHleVhhPdez1qpBzQEXXarUKmZWVSsXiUoxZ+exFqjWfaehT5nlNYPgb3XTTTRDif0EGSvy/+fGPf4yvfOUrAEZ7evr9vrnLYoFSH8D3yQl8yPJByYdjuVw24+br+vFvXscXTuVD03+Pf/u0aH6fD15f/4/B/FSVBuK/F11knU7HDGo8x/r6uhlA3of/PBqqVGsN77Jj4gQrbngD7hspcg5oXHiP6+vrNu/eENKwco59Snx0mfoW8TE55NChQxDif0UuPiGEEFkiBSX+K7773e8CAD7zmc8AGKoZKiYqIW5M9e0qSKVSKWw25abSSqVSqFEHjLc+5zX5flQbqerbXtnFtu6zs7NjFRj8tX1FBlIul+0cvg08XWjcYMz6go1GI9n2I6o0nzQRkxe8YqHSodvw9OnThZYmg8HA7o/p41RQKysrVnPQzzF/s1j/b9euXXZvvkI754C/ze233w4hXi2koIQQQmSJFJT4n7j//vsBAHfffbfFR5g4wVTrWq02VpYIGFcU3HTqY1hcpTPG1W637XjfHwkYVxu+lTv/jmnmzWbTYjMnT56046k8/AZjjjmmsZfL5ULcZXt721QbN+WyvqBPVfdqLKaGpxoQ+nnh31SbviJ5VIqNRsMUTkxjX11dtTnwSjFuEfC1BJlQwnNsbW2ZQlMJI/FaIAMlXhUeeughfOELXwAwesj6PTRxz5N3+/EB6fch0ZVFI3fu3LlC/Ty6+Or1emGfUrVaLXTN9Q9fPpxZMWF+ft4e/j4LjteL7/nWFL4th98T5Y/3bkV+b3t7u5BMQfeo7z7LKg27d++2c8QkkkajYWP0tftidh2/99JLL5kbkguLfr9fcHP6vWM0UJzju+66C0K8lsjFJ4QQIkukoMSrxg9/+EMAwHe+8x0AIzeUV1B+RR/bX/hmgFQZXN2Xy+VCokWqqrbfh+PVFDCujPi3b+vBaxF/PY7NqzeqC/89XjO+7tmzx1yfHLffN0UlxWP27dtniRCsFF6tVu09VqNgpfBarWb3SfXZbDYLldx9Gw0mSTAxolwu27zEKhmDwQDvf//7IcTriRSUEEKILJGCEq863/zmNwvv/epXvwKAseoFsV8TFclgMLBYC+Mwu3btKlQbp2qq1Wp2PM9fqVRMvfA4X+eOyQwpRRQ34HplwfdWV1ctzkTF0u12Lf4T07WXl5dNHfF7wKiyA79HNXbttddaDycmWnS7XUuK4AZdzsX8/LzdC9XnwsJCoaK7ryWYanpIYoLGRz7yEQjxeiMFJYQQIkukoMTrwgc+8AEAo7R0X2+P8Q4qqpWVFetjxJjLoUOHLF5ExeWz9Kh6vHKJXXB5zMrKiikXX3opxpl8Lb6Y2r6+vm6bXq+55hoAw9hSHAfPsbi4aNl4zJ7zn0fl5Tfx+o3DvD7jR1dccQWA4QZcKkW+zs/Pj6ki3gs/ixuNfUkn/q24k7iQyECJ1xVWngBGyRQ0Qnwonj171txUfL3yyivNaDG9nPT7fXPP+eSEWOcuFqAFxgvVxpp9KQPF6/gW9DzHzp07LW09NiCs1+tWVYIFXiuVihkmnoP3642FN1C8PueCDQjL5XLBEM/Oztr5o4tvaWnJ3KGk1+vZeG+88UYIcaGRi08IIUSWSEGJCwaTKX7wgx8AGCmWlZUVU1VUFkxZB0ZJBlQFsU4e8bUA/fFLS0tjrUCAocvOJ0X471Wr1UK7ed8qg2PcsWMHjhw5AgCFVh/NZtMUFBsX+np+McHBt/jwTGph8ZOf/KTghqzVaqagYl2/brdrLtP3ve99yXMKcaGRghJCCJElUlDigsOUaSoen/Lt4ySxBbpvSx6VQqVSsWQBqhGqmrm5OUvXZqLD2tqaXdOnr/vv+3P4du0cz+zsrCkiJlxQqW1vbxeqvfd6PbtnKhtfW8/X1OPxk/jkJz+Jhx56aOzaqUSLD3/4wxPPIURulOLu/LEPS6XJHwrxKvONb3wDwNAtxsw47gUCUCgu6ytPxKSESqVibkHvOgSG1ReYSceirt1u1wyIr4ABDA1E3DPU6/Xsbxq0zc1Nu/71118/Nv7l5WUzeOyou76+XmizwXP5cbznPe/5DzMnxBubwWBQSr0vF58QQogskYtPZMO9994LAPjSl75kNeZ8m45YV46uL5/E4Ov7UZXQLcfXc+fO2Wes7rC5uWmKhW43r6CiexEYKTPWtzt69Cj2798PAIVmgKkW99VqdeweUucUYpqRghJCCJElUlAiO+677z586UtfAjDe1p0xHyob9oryiRS+9pxPaPCv6+vrppa44bVcLlvyAtUSrzM7O1uo6+erpZP19XV861vfAgD85je/ATCe4s4YGlVTvV4vbNT1qe6T0ueFmBakoIQQQmSJsvhE1nz84x8HMFRSzNpjf6TrrrsOwDBTLnam7ff7lrXHrD9uTH3++ectRsTNs74fFONAVDozMzMFBVWtVnH33Xe/6vf7t7/9DcAw0/Bd73rXq35+IXJkUhafXHwia376058CAO68806rykBjwUKp7Xbb3vOFT2OhVN/CI362tLRUqINHY9RoNOw9noPFb19t6BKUcRJCLj4hhBCZIgUl3hD8+c9/tr/piqPrbmlpqVB3r9FojCkgYLwWX2y1vrCwUGgb79PMmb7+WikncsMNN7ym5xfijYQUlBBCiCxRkoR4w/O9733Pqp9T9SwsLJiaYvVwbn7d2tqynlCplvK+XBIAfOITn3gd7kKI6UWljoQQQryhkIISFy333XcfgFHFct+jiRmBVFA7d+7EV7/61QswSiHEJAUlAyWmhnvuuQfAMFmCbTAefPDBCzkkIQTk4hNCCPEGQwpKCCHEBUUKSgghxBsKGSghhBBZIgMlhBAiS2SghBBCZIkMlBBCiCyRgRJCCJElMlBCCCGyRAZKCCFElshACSGEyBIZKCGEEFkiAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSWyEAJIYTIEhkoIYQQWSIDJYQQIktkoIQQQmSJDJQQQogskYESQgiRJTJQQgghskQGSgghRJbIQAkhhMgSGSghhBBZIgMlhBAiS2SghBBCZIkMlBBCiCyRgRJCCJElMlBCCCGyRAZKCCFElshACSGEyBIZKCGEEFkiAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSWyEAJIYTIEhkoIYQQWSIDJYQQIktkoIQQQmSJDJQQQogskYESQgiRJTJQQgghsqQ0GAwu9BiEEEKIAlJQQgghskQGSgghRJbIQAkhhMgSGSghhBBZIgMlhBAiS2SghBBCZMn/ATHuxmgNNtAEAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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BGITCi/FBCkoIIUSWSEGNESwmd+WVVwIYZp72C9Q+WzeJ6Xg8XKfZ2NgorPX4NZqoFNbX100FxM2hPjN3XGj3+DWuVJAH2Sk83h8fgzz8plxfl4qvqWtFpeVTEsX6WtVqdeQasa+ptElRDfpjo7ryoecxyGNiYsJUEted2u22/f5xTalerxfyLy4vL1swCJUuz+/1eoX6VIcOHTJFlNrWEAMtfAor3hNTN91444149NFHIXY3MlBjwqFDh/C2t70NwLB4nX9Q0j3ny1zEfSneaPBh4hfrY9BACj7k/B6rWLnXu6b8Z3Evj99fEx943t0W++Mf9N7wRAPl3WP/zl6tVEJbPrC9S3Mn16TPcRgL/vl7jsbI368fH45Z3MdVq9UKxqjT6dhkga/8u0i132q1zMh5VyaPodFiNou5uTn7Pt536jfk5/6avA/tjxoP5OITQgiRJVJQY0Kr1SqEl6f2HXmi28zPbKO7x7e70/Gp86gsYl66eN52OQG3m32n9mHFe/PHppQTr5PqW1RmtVqtkLWd4dSrq6vJsh+xHykF5ZVjDBDxgR2p+41KkbTbbVNOVEG9Xs9cenF/k/+M+GtSEfutCNzDxCCJvXv3WhkRjmcq4MX/ljGfIsck7ikTuxMpKCGEEFkiBTUmtFotm33GfG4+I4Bnu+J4wHDG67Md7JSpOhXyHWfpXrHFAoQ8J3V8aqNuatOs70uqP9spqFSIu18X8iHcVFAMHmH49cmTJwuh1anxIZVKJRnuHvvtX1NrYoT9pkJaWVkxRedzFkal6GtX7aSg4m/pw9J9zr9Y6t2vy8U1TJ/vMBZ0jHkQxe5ECkoIIUSWSEGNCb1ez2a5nH1yBu0j9vws2efB8/iNq6ky3jE1T7lctmumwsbjLNm37xXOdmtKXkF5VRWzafvzU2Hscc3HK6qdVB7xueMYzcdjfHbvVI6/qG5rtZopLq+a4rqX739cb/IKJ2YPX19ft9/crwFGleqvF1VkuVwurIXxb2ZyctKUE9t/9dVXLcycpNpnXxuNhm2FYCQg8yQyAlHsbmSgxoTDhw/bw5L7R06ePAlgsKBPVxQXzv3DluHCXEz3D2zv4mP7ccG8VCoVCu350hSpfHt09/hgirhg7h/O0ah4t1w0pimXoD8uXq9cLidz8fF7fudzGvLVJ5eNCV490UD5/IXeQMU++raigUrtm+KYb2xsFPZlpfL5+XGNhST9pIGw/+eff74ZFW8UaVhiXsdSqVTo48TERCHQggaOhkrsbuTiE0IIkSVSULscbmi8+uqrbWbNYnqczU5MTBQ2aM7Pz9sMmCqAs91er2cza18wb7uMDX727QsWppSW/zfb5atfsPfHbbeRNma02CkrhT8+hslXq9WRrOfAQFmwHaoGn/Xc57zjeVFB+X7HPvl/e3dnbN8rzOiCq1QqhZyAPMYrWJ/BI7pnUwrK30fsv1dQzCDB45eXlwsuPq8IeS/sT6VSMeW9f//+ke8efvhhiN2PFJQQQogskYLa5XAGevjwYZsVHz16FMDQnz85OWmzXGajnpqaslk320gpHLLTBla/HpQKMojrHX5D6mupHn63U59iFu7YX7axU5BE/Myf75UdN+bGtZPnn3/evuO57Xa7kIE8tTHW94v3ErcKAMUihtvdJzBQIlGx+MCS1Bikcg9uF/rvCxwyNHxtbW0kxRWQTuPklRrbY8CFGC9koHY5/sGd2mcCpBftvRtvpz0nqWivVC6+GLDgI9hSOfO863C7a/qHb+rhnKoACwzGIe7Z8vt84h6sbrebrGTLNvigX1paMhcp90O95z3vAQA89dRTFoiSSiAbDZXvh8+nl3I1bjcGPgFuKpNHnASk3LT+7yfu3/K/IT/j77a0tGTj4/dgxcAP3ocPkuBnvmgmM0fEIBGxu5GLTwghRJZIQe1yOAPd2Ngwd0oMF07tx+n1eoWQ6VSON99G6n08PpU9IZWPLYaS+89iWz7Tts/ZFtv39xjD3r17yy/S85iUi5LjyONfeeUVK13BshDXXXcdAOCRRx7BM888A2A4npubm+aioxvMu1HZRx+qHhWrd4fF0G1PyhWXctmm3LP+/Pje/734sVhcXCwEZqT6GF2JwDBHZK/XM0VKF99OpVPE7kMKSgghRJZIQe1yqCjW1tYKmSH8mktcn9rc3CwoCb8AzkwJvr4Qj+Os12fvjtmo/Qyer8wTx3M8PrdenEX7jAlUJD7EOpLadNrr9QpBA34NJa6TeRXmNy1zozMDInjMhRdeaO35dSQf5ODv2/fHj11UID7cfKfs7amxS61FptYU2eZOofyx/Y2NDQvCSW0HiGtu1Wq1kGmj0+kUiiry39PT0zbWYvciBSWEECJLpKB2OZyt1+v1gmLx6YRixdJWq2WpkKK6qtfrtsbCtZPJycmCKvH50naKsuNnfuNujLIDimtJMTyd98Lvtovi8+otFUUW1+NSazo+FRHx/aYy4hhMTk4mo/KiyvNrPhwPqqSUkmP/fWh+XBfypOo8+VRQUUF5dRUjDrvdbiGqkLnzJiYmkrn+ogrz66Jxk7Af4xMnToyMZwxXF7sTGahdDh8+s7OzhQeXD+eND75ut4vTp08DGJaOINVqFXv37h1pY2pqytx+dL3QeHU6nUJIc4pUYlhvjKJB8Huk4oN1p/Bob3BSWRrITuVGvEHzYdcxhyDHYmJiomDoU2HjPgw7ZobwhRPjOPp9Sj7wII5LKtGrzxqRSjjLe6QB8QERbJeuTGYuqVar5uKjq3dtba0wMfBuz+hK9v155ZVXAKDQptjdyMUnhBAiS6Sgdjmcae/bt6+Qbdz/O6WgGOwQZ+1+AyipVCoFl5hvn7Nv7zqKxe5SmSToAiqVSoWS6alNsz60PLoAUyXi/XdR4fh73CmThFcdDBqhovAbTQ8ePAhgGEZdrVYLwR1eGaQ20m5XKn07t2VUjTzfqxNSLpcLofzexReDNrzLzpfZ4L+jS9CH68cxbrfbyXIkVOXc+MxXMR5IQQkhhMgSKahdDkO3+/2+zW59ET3gtUu+p9aDqK5SmcdT5/vwb7YVN9f68Hd+5kPjt0vD0+l0TLH4dbXYj51SI9VqNTuXfeVsfe/evda+X19LKRAqKAYLkLm5OVx22WUAhuspy8vLhUCC2L/Y16iEvIKJ91mpVAq/a0pxEV+zKlVSPhXoEtUs+7Vnzx5bp2ReQh82Tnh8ajxLpVJBmXGNS4wHMlC7HLqTlpeXMTMzA2D40Kfx8i67nbIQ+KwFfND4Srk7ZZdg+6koMuJdg6kHZQxi8MYr7knyLsfU/URXWaPRKDzgWW7kqquusraef/55AAOXVOxjpVKx8eBY+39feeWVAIYP29OnT9uif6xo7ANLUkYiVZ4jukxT2TSIz8Xn91RFI+TPS+2zir8rX5vNprnnfPBMLLfhXZux6rL/G9nO8IvdjVx8QgghskQKapdD1bG4uGgulxg04GfOqXx7cabd6XRGQsjZFmfAVFep8hbeXRiL7vm2orvQlzuPwQ/VarWQZ9BnJoj344MwvIuMbfCVpTKuvPJKO56lxhcXFwtBDKnwdV/yg/nkfIBAKpSc56WKBu4UBh7dba+loKIyrtVqI0ELsa2dMlREBeV/L1+2hUo3BrVsbW0VMp3s2bMHF110EYChgkq5osXuRQpKCCFElkhB7XKoTs6ePWvvqaSYL85nXfAqIxVMwe84c+ZMe3l5uZDdm4rIt+9n2JxFp3IDRlXisxzEQoQTExOFkuO1Wm0kQMS379kpyzrPf+WVV2zmzzWQs2fPWsCEV59+Dclfs1QqWdCFb9/XnPJteVKBJakij3HM/AbmVNADv+O9zczM2P3F7OTdbtfuieuafnMwoXo+efKk/RZUP9Vq1eo6xX5tbW2NKGJgsAZ48cUXA4CVjxfjhRSUEEKILJGCGhPOnj1r5dwvvPBCAMCxY8cADGbHcSbsN67G2bffBOvLesf1EeJLpvu8bLEqrI8qjOtNfo0lbqj17/26Tcxz59dL4gzeV83lZ1QKKysrptaogprNpkWkedWz3RqOr7lFVbK+vl5Qm15xRQXiw/WJH/Od1ogiPrUQowoPHDhgCodj/OqrrwIAFhYWbGtBar2Sn3FMNjY2rP35+Xm7D6q1mH/R95P9mZ+fx6FDhwAA+/fvH+mXGA/0a48JCwsL5pJiRgNf1iBloGIyV5LKAuGPS+2v8efGY/jQ8q6+6F70gRMxq4MPQU8VFIznefeW7zsfltHFt7m5acbC9zUmf63X64VQfj923P/E0u9ra2t2jeh+rNfr9qDmPqK1tbWRQBX2jf1KlSGJ7XoDHgsiXnDBBTh8+DCAYYHA5557zs5lW3Tj+cAJ3ie/63a7Ni7sf7PZLOxT43c+36M3UHyv5LDjiVx8QgghskQKakxotVpW9I278TlL9oUCfRDDdiXEU3novEraKRTYK6iYxy2Vhdvn34sKzYfLx/IT1Wp1JIQZQKEUhj/eqw2+MpR+aWkJp06dGulPt9sthEpPT0/bZly6Ar0b7KWXXgIAK2OysrJSCNf398YNrvy9UmXR+cox9Md5hRPdr96N6sPBeU0G0vB+l5aWzMXH+/abfWMhQv83QOXeaDRMrbEfvLcDBw5YG1R28/Pz9jfK7+644w6I8UEKSgghRJZIQY0JTz75pG0yZQofhhQvLS0Vyp17xeJn5/wuVWMprkulFui9gvJh6KlXf3yj0SikEeL6hU8xlNrUGkO4fci0PyaOAcPwz5w5U1gD8WssHJ/p6Wlbw4mpl8rlsgUceDVGVUK8KuN7qprNzU1TTDGIxKeaSgWWxN/CjwHvbWFhwfpI5cIAh7179+L48eMAhmtWPt1TKlye33kFFe+T9+YVlA8zp8K6+uqrIcYPGagxgg8fGhf+5z99+nQh2aePOosuvlRghDcqdG/5zAl0ZXmXFiO+YtRcr9cbyW7ANul2Yrt8uDUajULEHu/B99c/RH0ABDBa/Zef+XIjfMjy3rwb0rsV471zPKvVqhnUmAvR9zVVzDDlFo0uTW8Q/Gsqnx/7xTGjG29hYcHcwNx/xGwac3NzdjwN1Pr6eqGIpM8GwuP5u7ZarUI5EkYNnn/++QWXb6PRsEmVGE/k4hNCCJElUlBjBMOb6WLibP+KK64YyQgBjIZdU+n4PUwklTuOLjiWl+h2u3ZNr1ziHiAfKBBn63v27LG9MJx1cxY+PT1d2GflVV7M7rC5uWnKw+91ioUW/T2yrxwnX96C57Xb7UJhRrbfaDSs37ynpaWlbcvK+1ITvpTIdpkkvILi/frjiXfDxj1by8vL9vuz/1R9s7Oz5hKmmkzlEkzty/L71ngcXXzMEEG3s/+uXC7b36wYT6SghBBCZIkU1Bjx61//GsBwVz536fts3ZxB93o9yzzx4osv2mfAaEYDP1vnrJtrQ1RQPvs5Aw/8+oUPzGBbqdk338fihEAxCMAXOIxF/vz6WirzRMxqznvwffXtso1UaXsf0h4VlP8uVbuKSoJKt9VqbZvR3QdE8D4bjca22UB8EIzPsUfFF9ufm5szlfOvf/0LwPbrXvF+fGZ3X38LGCon/k3677zKFuOJFJQQQogskYIaQ+6//34AwH333QdgsAbFGS8VVLvdtnUjRv/52XUMJfefcdbrI/FivaZUyXHS7/cLJc23trZGNu2yDWA0jx7xFXXj2pK/to+Gi9m0OZP3ayfsQ0qF+ZLmqc3BcW2uXC7jn//8p40RMNwg22w2TTn5TOpUp1S3USHxWvyM7cZKxp1OJ6mgqHR5PM+fn5/HBRdcMPKZv8+dalH5lFmxH36dLR7f6XTwqU99CmJ8kYEaY7w7LxaSa7fbySwRwKg7LVUwjw9pGqqZmRlrN1VQMPWQS+2R8mHo/to+eS0feKlSED45LY/jebOzs3ZNBoX4TBQ8zgdyxPbb7TZOnz4NAPYwZyh/r9ez929729vsmvwN6PZjeHepVLJQdf42vV7PDFS8diqTx9bW1sjeI3+cL1jo742/nQ+xBwZuW7rhmGx4aWnJDLYvlcLXWBjTTyR4HV8SJbov2bYYX+TiE0IIkSVSUGPM97//fQDAL37xC8sa7RVODBaI5SjiZ5wpU+n4xfro4qvX69sugKdy/bI1bHoAABLvSURBVG1ubhbcZ6nCfN7tFl2BPoccP/PZtOneogoivjxHzJjgr7mxsTFSEh4YLv73+30Lkjhy5AiAgbJ8/PHHAQwDIaigWq3WSPFFjl0sN5HaKO1dn3Ec/T3FrPClUsl+O+YN5Jifd955FhJ+ySWX2DjxPnmtlIJK5efjhmCGrHu3awz2EOOLFJQQQogskYISWFtbs5k+Z9ONRsPURczanaJUKtl6B9UAz/cKyq9rxXpTXl3F73wBPOKP8QEQJCot335MpVQqlSwYJLXGFddH/HFcl2q32xZGH3Ps+XU+rjfVajVbZ6J686mMqCD4urGxMVKC3V/b98sHGcQx8OtCURmXSiVbE6KCosLZt2+fKUCqvOeffx4nTpwAMFxv9GMd62r5dcq4vtTr9Wztj6rshhtugBhvZKAEXnjhhUIBORoZoPgQ9BF73jDwwRtz5U1OTo60R2KUnY/oisloNzY2CkaO+KwLqX0+JOV+Yp99f2NZDh/h5x/mMQquWq3awzi6OX3VYr+fjGPFYoY8vlarFfIFegOVyr4Rx9UHQsSEv75gIanX63Yc26XhXFtbM+Pr3XOxIq5P2hvLrnhDz4hGBo50Oh3LGnHTTTdBCEAuPiGEEJkiBSXwve99D9/61rcADPfoTE1NmRuGbh6fPSIuivuw67iPaM+ePbbA7t1mUUF5t1vMxNDpdGy2TmWRyvLt90/FAodeZcQAgV6vZ7N/BozQTZcKmfZtsV/1et36xuACn9075q0rlUqmJKhUeP6+ffts3NmP9fX1Qli3DwRJuWDZb5bNuPzyy+187zpkG1R0/L343alTpyyDxDPPPANgECTB/vDe/N6xOFbdbtd+Y+b1476vTqdjykwIIgUlhBAiS6SgBADgiSeeADBUD5deeqmpAC5a+7DwuA7kP4sL8rVabWRmzdcYhuw36vocfPyO6oLKglQqlUIos9+8S3y/YrnzXq9n6y8cA6oav+nX32MsKe+vH4sk9vt9UwjMHnH8+HELRqBSefbZZwEMsncwaIBZIyqVio1BzGLhy977PvKeWNfpne98p7XFdS++tlotC4TgK3/7xcVFK1j49NNPAxgEUvjMGsDoZujU+hjHm2udvvhhDCwRQgpKCCFElkhBCQBDVcIZ8+rqqq0TcDbNWb7fxOvh7JgKhOphbW3N1Jdf+4lh415BxfWUTqdj6iQqqHK5PBLKDAxm5LF9v24W16XK5bKpPK6LpDJz+/WamHH9vPPOs3unQuB3nU7Hchs+9thjAIBjx46ZeuE9HTt2DMAgUi6Wnp+amiooKL5ubm7uqKC4jeDd7343gIFyOXr0KIBh5N3CwoJF1fnPgIG6Yl/5N9JqtZJ1qXjfMbKy2WzamhsjJn2W+FtvvRVCeGSgBADg0UcfBTBIHAsMHph8WNFAMcNCpVIpZDTwROPVbrcLZRYqlUphEd0HSUQD5cttxL00vsAhv/OlJnxZC2DwEPXh3HylceHD3O8T4vF8OPs9RjQks7Ozds1Y3r3dbluWib///e8ABvuIYoJdGoSJiYlCbsO9e/cWsmPwein3qw/zpvuMLsVLLrnEjAVLXvjksjSEvN/19fWRQoUcx+0MlDeOPk9izC/IexMihVx8QgghskQKSozwq1/9CgBw3XXXWcg5XX0+fJwzZj9zp1KhS4rBANPT04UM4d49xFk1M4BXKhVrg0xMTBQyW1BBeXXlN/1GxeVVWczSMDExYQqKioLX6/f7haKKq6urdi774TcY+0KIwGg+P6qT1dXVQvBILPwX20iV1+D5PqSdUO1QmTFU/ODBg3Z/HH9/T3Rl8ndbWloayX7P6+y0ETjmEmw0GhYUwfH84Ac/CCG2QwpKCCFElkhBiSSnT5+2cGKqGc60a7WaqQa/iM4ZPBfTGTI9NTVl6oHn+TQ8DEpgjjdgGOLNmXyj0dg2FZFfE6PaqNfrI9nLgdGQ79TGXqoYzvL9BtNYzr7T6RTSGa2srBQ2+fqM7lzzoSL1KiPm9fMbmf36Wiq0ncfEgo69Xs/a5VoS16CAYbohrgNVq1V7z9+cv+/y8rL9Jl41sT9Uv1Td559//kiWd16Hauruu++GEK+FDJRI8oMf/AC33XYbgKFLigZqenq6kHNuY2PDHsZ8yJ08eRLA4EHGhyy/6/V69qDjQ517dUqlkrmi+KD3+454HV+5N2a28FV5iT/G56sDBoYhBmb4Rf64R6rVao1UB+YY0GXHgAK2X61WzTAx+ISf8/788d5A+etEVyCpVCoFV2atVrMciHRbcjJQr9cLbshyuWwuPe7ZYgLd1dXVQvCFd6Pynq666ioAg8kGx4x/IydPnsS3v/1tCPHvIhefEEKILJGCEtvys5/9DADw0Y9+FMCw0N7c3JzNijnTXl1dLSzw+8zbMQzZ70Xy2bqBQd44up/okur1eqbaYt66RqNRyOCQCoNPFfXz+fG2C3Dwe7YYWDAxMTGSuZv9Z7+je2thYcHep/BZ2NmvWMbe5yiMYfWpchv1et36Q3XKHHt+/OnSbDabNn4cYypY757z/YpZ4VkO/u1vf7upSbb1hS98Ydv7FyKFFJQQQogskYISr8nvfvc7AMChQ4cADNagqB64prG2tlZQCH6jaMzK4LNdU0Fx/ePgwYMWjMDZut9sy+twZj41NVUIMvA1nLwqYb/8Og2Pj4UT/SbUqGbq9fpIuDXHgO+pWHhPx48ft+/4ma+ZFLOT+xBun9MwlU3d98F/V6/XbRwZxMC1Ih+yznWq6elpW2OjIqIK8pk5/GbrWPSQ+IKL/J2E+E+RghJCCJElUlDi34ZrUnfccYdF9HFGvrCwUMgo7mf1MdN5atOsn2lzrccTN8b68OUY1bawsGDXiAqqXq+baqACbDQaFmFIhUA15tP2+Ag2tucjAfk96y/x38eOHbP2fGRirMrrVR7P5Zj5tbZURGOM4iuVSqZOYy2tVqtl6or3Njs7i0suuWTkmuTMmTOF8d/a2rKximt+Xh2+//3vhxD/DTJQ4j9mY2PDXEF8MNXrdfsslnD3Dzu6Bn3YOPGutVg+vtVqFR62NFCLi4tm3HyJ+Ngurzc1NWV980EPbNdnkIj99kEY/N4Hg/Dhzf7TLba6umqGicf4ZLap8iXRmDcaDRtjGgbub2q324WS8ltbW4VgB+5rmpubK7jxZmZmcNFFF41cm+PY6XTMuPnwcY5LDBip1+tWHFGI/xa5+IQQQmSJFJT4j3nggQdw++23Axgt0Ed3GVUPlUi5XLbjfLZvzsQ5qyetVstm8HTFVatVUx58pVtscXGxUD5jYWHBrkml4DNQsF0e47NRROWSCk9vNBrWhnf/cYMuN7gyWCKV6SGlIv11fCkQjgE3+zJ8nCwtLZl68e5Cqh5mhmCWj7m5Oeu/L3XPe2EbZ86cATBwv8Ys8mtrayMBGcBwW4DUk3g9kIISQgiRJVJQ4r/iwQcfBAB84hOfADBQFFRQVA1chC+Xy7ZOwxn6zMyMrae8+OKLAGAF/VZWVmy2zmN8rjwflACMho37Na64cdirPa7dMKVSuVwuKASfuy+GdzcaDVOKfo2Laz5UKqwt5duNgQ7+fWrDrV/X8emmOFb8LoZ8+420XEtiv5rNZqGg48TERCFlFGk2mzh48OBIH1dXV63d73znOxDi9UYGSvxP/Pa3vwUA3HLLLSOuIv9ar9ft4cyHebPZtOPpavIPRT6A+Z03WnxwewMVAzLq9fq2BqrT6ZiBYr7AmZmZQpJYf724j6tWq5mbjffh8xHSpeaTzEaXnS/aGMdidnbW3HnM/rBv3z77jIbJ5yOM+QK9gYoRhKdOnSpkgeBeKWAYOOGNKCP8fELcW265BUK8UcjFJ4QQIkukoMTrwkMPPYSHHnoIAHDfffcBGM7CvVriLN8HJXAvlc9QQNXAAIpTp06ZCog5/La2tgqh5LVazQIE4n6iTqdj5/pcgtGt5fdWRRW2trZmGSF81gveAwNEqDYuvvhiU2tUP9Vq1frB8+gmPXz4sO2l4ljMzs7a+B09ehTAaNh7zAzh903F8Huf5cMrNf+b+fvo9/v2/iMf+QiEeDOQghJCCJElUlDidefOO+8EAPzwhz8EMJqJwRcWpGKhQqDaAIZKwmd68AUKgdEghrhRtFQq2bV8qXp+54Md2IZf0/L4zOI+tJ2h5H4NLW4w5rXn5uZMabGPvo4Vz5ubmwMwUFCXXnopgGEtp2azaX1j+DfbmpyctLZ4nampqZFsGMBo+fW42doHonB8GPBy++2345577oEQbyZSUEIIIbJECkq8YXzzm9+09w888ACAoeppNBqmehgNx1n74uIiXn75ZQDDNZbp6enCplZfLt1nSQdG1QBVEhWDr0/lVRvVRowWTGVeX1paMhXDTanNZrOwDkTF40u+cy3Hp1yKkY9+TcnXrmLfGL7O+kuLi4t2n7HN1Jg1m01b+6N689fiuH/yk58stCHEm4UMlHhT+PrXvz7y73vvvbeQ887vr6H7jPuKarWaHR/3PHW73ULi1q2tLTvOZ6/gdWLpiK2trUKmBx7jy23QQPm9Vz7HH8PLGQjB18nJSXOX0fgCKOTu832M4e69Xs/uk26/iy++2O4xjmej0SiUDqHxmpqaMvcpjWmpVLL2VSJD5IBcfEIIIbJECkq8JZw4caKw0dWXhGAINxURZ/4eqp9ut1so+d7r9UYyMACjOe1SG2pjBvL4CmAk1J2f89p+QzI3xPJ1dnbW3HHMmNFut61vMbyb1/D4IoYcO7bZ6/WsXIjPe7hdfkGfOYNjsLGxIZeeyAopKCGEEFkiBSXeEn7yk5/ga1/7GoDhZlm/FkUVwE2k9Xq9sPHWh377DavA6ObdWLCw3++PBDsAA2VBVUIVk8pLx8/K5bK1z7Z8+DrVjC/vzqAErv341EgxwKHdblt/2Z92u42bbropOZ6/+c1vbHxS5d/jWKyvr+OLX/xisi0hckEGSrxl/PjHPwYAfOMb3wAwXPjv9/vmKuO+oImJiULBv7hfyVMulws5+3yZDhoVPrCbzaYFC6Qq0/I9jcXMzEyhQODS0pJF1/HVl69guzS6PtKQBoSGbXl52QwOgx9ozFLcfPPN234nxLmKXHxCCCGyRApKvOXcf//9AIC7774bwED9MDybWRGAYV6+uE+pVquZwvGBC1Q2fKWaWV9ft3bp1qvVaqZiiA+S4HufEYMuO58vkEELUUH5QA5f0JF7ldj/06dPAxgUPKRipPuPikqIcUEKSgghRJZIQYlsuPfeewEAX/7yl01BPfvsswAGwQYstse1IgYb+NpPfkNt3HhLhbSysmLrOswDuLa2ZsfF0HZfmt2rNp7Ldl988UVrl33zNamooPyGYyo5fkdVNj8/b6qNY3Httdf+u0MpxK5ACkoIIUSWlHyJ6cKXpdL2XwrxBvLpT38awFCJrKysWMj2RRddBAC44oorAAzWqWLk3cbGhqXroZLid//6179MubBK7KuvvlqoIsu1Ip8yyK9FUckxTP6rX/2q9Z+1sRixx7YB4H3vex8A4C9/+Ytt1CVcZ1pYWLB7UoSe2O30+/1S6nMZKHFO8OEPf9jCxWmYrrnmGgADIxYNSK/Xs1ByGjYarDNnzphhoIFqtVojxQ6BYUh5o9EwA+MLL37mM5953e/zscceAwDccMMNr3vbQuTKdgZKLj4hhBBZoiAJcU7whz/8wbIoLC4uAhhmBfelLHyJDbrxqIzoPvMuO9JsNgubcX0uP372uc997nW9r0ceecSuAQDXX3/969q+EOcyUlBCCCGyRGtQ4pznnnvusVpLvuQ63zOI4YUXXgAwCLjgOhNTKVWr1ZE6Sp5qtToSACGEeH3RGpQQQohzCikosav4/ve/D2CwGZYqiVF8XLPa3Ny09SWGkjebTYsS5DrWXXfd9eZ1XIgxRmHmYuz5yle+AmAQ/MAgiR/96EdvZZeEEJCLTwghxDmGFJQYOz7/+c/jl7/85VvdDSHE/yMFJYQQ4pxCCkoIIcRbihSUEEKIcwoZKCGEEFkiAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSWyEAJIYTIEhkoIYQQWSIDJYQQIktkoIQQQmSJDJQQQogskYESQgiRJTJQQgghskQGSgghRJbIQAkhhMgSGSghhBBZIgMlhBAiS2SghBBCZIkMlBBCiCyRgRJCCJElMlBCCCGyRAZKCCFElshACSGEyBIZKCGEEFkiAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSWyEAJIYTIEhkoIYQQWSIDJYQQIktkoIQQQmSJDJQQQogskYESQgiRJTJQQgghskQGSgghRJbIQAkhhMgSGSghhBBZIgMlhBAiS2SghBBCZIkMlBBCiCwp9fv9t7oPQgghRAEpKCGEEFkiAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbLk/wBYlzApYS28ggAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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iBbVPePnLX4577rkHwKgcOddQjh8/PlbKHBgPmY41fzqdjp3LNY2VlZXC2pNfoI+L+r1eD0tLSwBGs3sWCNzY2BhLnQSMhy2nFtujskmpk5QC8colrnGlFFQ8L34eQ7H9xmSOj8+aHgMlfH/i9aMy9e37NbRUODe/L7K+vl4Ipx8MBvb98zOfqT3W3FpeXrbfCL/LuAE6NSape/KprPxGaX7O9ErcJPyGN7wBv/zlLwvjIfYWMlD7hPn5eZw5cwbAKHMAgwGOHj1aCHrwO/t9cAT/nSrPQaK7qlwuJ91+bD8+9CuVStLdltqLBGDHjBGxPId/aMaHv0+2Gs9/NgOVcsvFPUmbm5tjwQU8JpXjj/+OARQxF6Fvyxtt7+aMBoqfra6uWnCKD4ZhcITPUMHz2QZ/N8vLy+b+5QTH32MMRPFu4zhOvlyIn8z4CY0/ngllxd5GLj4hhBBZIgW1T+j3++YmofqhGydVrqLf7+9YgNCrDbp0UvuV/PnRpdPtdsdKUPjP+Lm/tncBpXIDRpXhZ+RRefjP/GuqgF+8N680+bffs0UlwXFhEMHGxkYhDN9n8NjNRZnagxSViB+DlCuTsA/r6+umfnzpDgY5RDXjA0t4zOrqqv0d92xVKhUbF19yJAbSeLdfVJjAaGxjMUl6AcTeRgpKCCFElkhB7RO2t7fHwrIBjG28jAEOqVBsP/uNs93UupFXUHF2nwqL9rPqGFrt24izab9W4duKYd1ewaTWc6KC8lkmfE46YKgKqAw4y280GrauwzUcqpRr164VNrOm+u3X2Z5Lpni/XhPvKfW9+jD4GILe7/d3VHR+zHx2iRhI438PcUN4t9stfHd+nSpuIxgMBpZBIuZf9PkDxd5FCkoIIUSWSEHtcVIRVLHeUbfbLagMnw5ot/x8qTWoGFJeqVQKtaWA9LpLbCu1qTVVByrerw9tj6HPXil4BRMjGX3W95h6qVarFSoOz8zM2KZUX+ac1/TKgO/FdTLfpi+fzv6nMorz3ykFFaPg/MbbuLboy9jHCEKvxnw131gNmef7kvL+d+TzIXpS2whqtZrVrGI5eH6HVKpibyMDtcehi+TYsWOWuYEL2yznsLW1Zf/h+QAol8v2cPD58PgZH1Z0ufhQ8tQeI5/BgMfEhfiUOy+V2y0awMFgsGvS0uiO9AER/rgYFOENbGovTywnUa/XCyXNfZHCOC7eDRmv7cvHc/xbrVYyISz7ldr3tVN2DB+4EnPsxXHhZ6mgjehCpOvNJ6P1btH4PfnfQPyuq9WqZTu56aab7D6BoctU7H3k4hNCCJElUlB7nCNHjgAATp8+bUX0qJbohtrc3LSQc6qrubk5Uzu+KCEwvmhPxVWtVgvZz/1MmG1QUZRKJVNfMS9bSl2lskd4onpLKR3i1cFuwRJeAcbNyv5aXkHF41JFAVNus+j+88d5F1lUcrtt4vXt+lByYNw951VQVDZe1aTC2GPpdqq9yclJU1Be7aW2A8Sx8MEp/A0y+wl/K/ztir2NFJQQQogskYLao9B3z8zlt9xyi9VfYtZwzkbX1tZMzTD9UKlUwoEDBwAUFZT/e7dM36kwcJLKK+eLGsZFdB8EkAopjwpqpzDteB+pPHdRpfj6V6mS5j7AJKrBw4cPAxhm++Y9eTXF9+LajB8Dn709rgN5dZUKOokqj68pBeWVbuxXak2vWq3a5zEgIrUm5kPbY+oln/3cf28cT7Yf62GJvY0M1B4luocmJyftPzX/0/vordTDIeayS7lqouHxbRDfVso4xAi2TqdTWHxPZVZIGajn4hJMGVq/D8cHfpAYUeeDBnh8tVotZMegi3V1ddXcqMwj1+l0CtkZfHRkyujG/vigihg8ksov6N10MavDTt+TPyb+Hb8T74KLLjuOETAqn+GLOMYMIeVy2SZMNOqpaESxd5GLTwghRJZIQe1ROLP2BeTi7ns/Y02FKPM9n9GabfoACJLKD8e2Uu656Hby/Xm2xf9IXNT3oeTEBwCk+sNZOWftxGfmjrnhItElRRfr+fPncfHiRQDAS1/6UgBDlcHx46J/qly7H+sYTOGDMlJh7CSqTu+C8woqdVwcs1S+QJ9jERj+RmKwic++Ed3GXnl6lyOzwfP4WKZe7G2koIQQQmSJFNQehTNbX2Kbfn+SWkfy+e7ieo6fmXNGG8OXY3vAeN49vzHVBwQAI7XX7/d33XCbIpWdnKTqEu0WUMAxi9kagNHaiVcb/r7jvfP4crlsm0v9plyuz/gAEfYnBij4PsZ7SmWl8O89FwW120Zdf5zvz075EX12kri52Lfh8/X5LCYcE763vLw8Nk78rYi9jRSUEEKILJGC2qPEdQgfdp3aFMq/OaPt9XpjqZCAUf2oUqlUUE6pekp+Zu6jtdhGjADzCirVRipKja+pjZ8xktGHjac2vPLeU2osjl1KgfhoyFje/c4778Rf/vKXsTH2G2/5HtWbj8B7thB49mu30OuUkkqlLtqphpY/zqsktsENtUyP5Y+Pmc59v72Ciutv/nulgmIdqLhOKPYmMlB7lLiIPjc3Z+W8Ywh36vh+v2/F9vgw4EL+3NxcwSD4ZKu+DWDoXowGKhXC7d1EMTddKjTcP1hjBoTUor5vKxUEwAX81L3FB3Yq92Cv17MHbgy7Pn78eCG5rHdrxWt7d14qwwbZ7bNUmPmzZdrYac9Yyl0IjL5rGiiG0DebTZvY+IAGHs/79fn6dpogAMDKygqAUZAEJ0tibyMXnxBCiCyRgtqjMN/eqVOnAADz8/N44oknABQ3eaYCCvr9vrmb+Oo3dsbM05VKpRA67GfaMWtBt9st5KHjrLrdbtusmzPmVCCHP99vBo33RLxbLKqqfr9fUDHsQ0pxpUK+/bnMwUfm5uYs5Jwqo9FomKqlAqGiaLfbhdyG3q0Yx65SqRQyT6RIlZv3BRSfS9YNf9/sIzOX0MVXLpdt/Hy5k6jg/GZx4oNZ+Jti+8zOPzc3JxW1D5CCEkIIkSVSUHsczl4nJydNjewWLuxnuHEtwOdP83Wj+NluYctxI60PQ/YbM4HhTJtqIFV2PdUm1c9u1/YqKCqiSqVi6iW++g2jqRL3Xo2xv4uLiwBGimJ2dtZyG3o1QBXA74brfT7U3ge6xND3mK3cv5f6Dv2aV/y+UmrJk1r/igqIfZ6bm7OxWF1dBQBcuXKl8DvwG8nj78CvI3J8OHYHDhyw7Pxi7yIDtcfh4jIwco9EN8tOrp34sPcGardor5SRIN7VF91UqewRuwU9+KwEcbHeZ8KILkcfzMDXRqNhDz+2dfPNN9vxjz/+OIBRRGOlUik8nH0/mCSWufjm5+cL0YTz8/NYWlqy9oDR4n+n07HoN+/GS+U+9OO005jF79fv7eIY+HvarV0/nqkxAIZlVaKbc2VlZcydCIwi/HwbfpziRILlWmjsxd5GLj4hhBBZIgW1x2FoeL/ft1lnzBCRCvnerTDfTgoqKqFUZvFUifLoavKust1ywdHt491tPlgiKjnvFotuy5mZGZvxU5kdPXrU+nz27FkA41km/GJ+fC8WaDxy5Ij9TZU0NzdnfYuh9ql9XKkM7an3UkEb8d9+DxPHLKWad1NQKRcf25ybmyvkNmw0GgU17hVSzLd34MABc5Fy/xMV7O9+97vCfYu9hxSUEEKILJGC2uNwhn3p0qXCbNSvcaTy7aXy1ZG4+O7XI+Ls2Adh+Bl3vKZXYLtt0I1Z1icnJ21m7VVBDHN+LpkZPL7OE9eUYlsen5+P/aHiOnr0KE6ePAlgFBiwvb1tfeS1fPsxc4ZXirH/vk9RkXpi7jxgtG43MTFR+C78FoMYxu4VF/vP7CP+90MWFxcLBR3Zls8eQiW7sLBgwSZ8VWj5/kIKSgghRJZIQe1xGOL75JNP4r777gMAm8k/+uijANKKotfrJZUQMJzJx9m5X9eJUYI+75sPLU/VIyIpVUViJnX/t18D2i3DeZzdd7tdUwFck/EKihGQzEi+tbW1a746rv1x/WVxcRG33HILgNF34hUUj/fVjtlfronVarVkCXbeW2rc4737CEiqVCqWW2+91TYRc6P3008/DWCoXKj8/AbmmG+PUaO9Xs/a9etwVJaxMq6vLsxoyoWFBZw4cQLAMFUUoCzm+w0ZqH3CuXPn8JrXvAbA8EEEAI888giAnR/cMZPBbnukfEjwc9lXk7qOD5KIIdY++CGGiHt3oS9Pv1OIdcr11ev17GGZassHErBf0SiWy+VCSRM+UCcmJux4GrlqtVpwBfowb16Trtl6vW7HxTx3KQNeLpcLbjnvHuXfNCR33nknTp8+DQB47LHHAIwMVbPZtLZ8br2Y6JfHt9ttc8vR4PAVKP5GfNAGDdrCwoK5o1PZScTeRy4+IYQQWSIFtU9YWVmxWe78/DyA0Yx2c3OzsHieyhTuZ/epwImotFKKK3VezH7uz/XF6wiVBV1fW1tb1ke+54+L4dre/efz7/H+qN58NnevDHg822WQwezsrLmkOMZ+XDm2bHcwGFiGCn43KXcrVdn09LTdA12H7Ks/zyu/GMbuy6rEzc0LCwuWu5FK7V//+heAoVsyBqkA40EOfnxarZa5LenS9C5BqiS6Tv1nvN/5+Xkbx5jpXOwPpKCEEEJkiRTUPqHZbNrM3eczA4az5ejj90EPqbDl1AbQndYHfMhxqvx3DPH2BRE586/X62OZrIHR2snc3Fxh02lqI60viBfXblIKh+s8tVrNFE6qlhbD3aempmxzL9dO2J9Op2Pjx2svLy+buoiqs16vm7rzSipuUk6ts+2U9gjAmKJiu7y35eVly67O/t922232GVWbL0+/0xhvb28XNi1Xq1VTa/zumAqqWq3auby3w4cPm4Lie+973/sg9g8yUPuE3/72t3jnO98JYJQnjg/6paWlZPE9PoxjktmdsgvwYUkXDQ1grVYzdw8f+p1OJ5kklv/2WSKAoSuIi+6+XAX7lzJy8eHtH6Jx39H6+rr1h0aDfZ2enh7L+0d4vC9AGPea+Yg6tsF72traKgRmeAMes2n4aEj2g8f4UhY+0i+6XX1WDd8PYNwIMWqO+Qinp6fNzZnKyRiv7a/FPk5PTxdy6R07dszul2Phfz9s79KlSxD7D7n4hBBCZIkU1D7i4sWLAIqZtlutlqkNKoter2ez3bjY3W63k2UWYtgy9/3MzMzg3LlzY+23Wq1CuQ2fz40KygcIsOAf3T5eXUWXYCp4wwdBxGKMzWazkNfOh1Wn9h3xflPZENh/tn/s2LFC8UV/PbbvQ8Rjlgsfah8VVKvVKtynV1BRSfmCiFRQV69eNXcf3cD8rRw9etQCOugCbbfbyX1qJJVNnv2mgvJKk/32ARS85lNPPVVoX+x9pKCEEEJkiRTUPuKb3/wmAOALX/gCgJESYfABMJ5DjmsmVF4+L5svPAiMFw2kUvDrGDxueXkZwDBMOm7GJb6WU6rmUwwQSKmNVA4/H/QRj/cKMN6HD0EnqVBr9hMYKRuOp6+PFMPePTzPh8KTer1eONeH0kcFVa1Wk6HhHAu/XgQMlbLPfg+MlM7tt99uysnnw9tJQfk1QH9NBklwrY4K2ZeP5zFTU1OmoD7ykY9A7D+koIQQQmSJFNQ+hJsvmfqIocTAaJ3p6tWrNgPmjNnnoUupnlgh10dvcVZMVVKr1cbWuzy+HDyP7/V6pkZ86Dn//Vxm8D7dT1RavmQ9VRBn9z6zuK9x5aPZdhoDf22GoPN1Y2PDIheprrzK4vhxPcirpKh+fFojXyE31vfyuRbZVyq19fX1Qtg71/1uv/12y8vHV39cTFeVymDv++bLunN8Yjn4Tqdjik7sT2Sg9iEPP/wwAODMmTMAhg9iPmB8kTkumKeyP8T3/MM5lrkAitkfarVa8gHGf/tzgeGDzIeoA6PFdF84L1UuPF6nXC4XXGRTU1Pmwoxuq1T2Ap+clf3Z2tqycGgaT+Y97Pf7lqT3jjvuADAMnaYBYcAKz2u32wVXY7VaLSRZ9WOXSgwbi0Z6oxqNrs+YwckDDdTRo0fNZUvX8MbGRuF7SrkUeY/NZtPa52SHWwfq9XqhmGGv1zMXn9ifyMUnhBAiS6Sg9jEPPfQQAOCnP/2pubOoKBqNRmETqVck3lUEjLi3diwAABMcSURBVKsYn7EBGM/y7TORs42Y1SHlUmu324W8c17RpYIAonrws3vvauT9UjFeuHBh7D586REfWh6DEra3ty0IhEEAd911l12brj26VFutlt0732Mfr1+/XggG8WHdvkwF+xMzfvjsFTGM3QdQ+O+QCmdpaQnAuMJhnkFu3r18+bKNWXQl+lIfbH9ra8sCbqigeI+HDh2yNqgc+/0+3vrWt0LsX6SghBBCZIkUlECz2bSZLGevU1NTNrun+kmFcKfSH3EmzDWddrtt7ftjYlCCX5/yKXx4PMPhfcZy9isGLHgFlep3XKwvlUq23hGzmvf7/UKqI69mfE0kKhCGZHvVyQAIpmqampqy4JGY5duvN3mFRsUSVaoP0ya+j3Gzb6/XK6yxDQYDC5KgEvTBKlyDopJ67LHHCkEVnhgo0mw2TZ0y8IZjMjMzY+8xMIIqS+xfZKAEzp8/bwEI3PcCjB6yfOj6h6LPVgCMByXwOJ63srJSyAXni97FqDnv/ku5sKKBSkXUpTIbeGMR91RVKhV7WLJ9Glhf/JCUy+VkRB0NSDQkPAcYj9hjuzSONMLlcrngxtve3h7bi+bv1yfkJT66ka80UCmXYKVSGcsqAYyiOn1xRR+sktqrxeOji69WqxUS4JJ2u20GioEmr3/96yH2N3LxCSGEyBIpKIGHHnoIn//85wGMQqArlcrYnihg5PLyufhSJTioHrggfvDgQQsa8BnFYxADFVS1WrXPeE2v2mKWda9mUi6+1F6guC9oMBjY7N4XcvTHeHwxQB+44MfI99+74HzZkJhB/aabbrLj2W8fpu3Hg8dFfGAE74kh7nTTra6ummLha6VSMRcjlRpz4PV6Pfs+n3zySQBDV1wsyeK/k1j8stvtjpXq8K/dbtd+N1JOgkhBCSGEyBIpKAFglF2C9XkOHTpks2guVvu8e3EBPJW5gTPijY0N29zJoAAfqh7Xp4Bixu9Wq2UzfSobv14T6xGlcuXFcHN/nM+0TRVB9ZFSKb7Anu93LNzn12v498rKCgDgypUrY9nUgeF6IMeMqsqrMr8u5knVYapWq3YvDGPn67lz53D27Nmxa5fLZbtnjvXjjz9ufXjmmWcAjH4r/B54LQBjwTBR1Xa7XRtLn/MRGP4u+LcQRApKCCFElkhBCQCjWT0j9w4ePGi1eqh6GP7rI7RSm2Y5C/dRcb6uEzBUADHKyyuRuLG03+/brJ6z79SmUL8uFDcTE39tUi6XLcKN980ZvT/Wr3H5EHhguKbEKEiuuZGNjQ0L3f7b3/4GAHj00Udt3GNUXrfbtbU/9qNWqxWiFH0OvLjx2ZdYP336NADgZS97GYChaqJa898l26BqpoprNpvWf342GAwK4fo+Si+mzxoMBqboOGb8ThuNBu6//34I4ZGBEgCAX/ziFwCAe+65B8AwWwDzsDFowBuo3YIkfLYCYPgQjQEI3kjExXQfsu5dfTwuJpn1xtHn4oul5FNuPz48a7WaGVFmT/DGMT5Qfcg3x2VxcdFcmbEs/ebmphn/J554AgDwz3/+sxD44XPP+eS8wHALQMxokQr8iO5X32/e78LCgrlzOZ7r6+tjbjtgPPAl5ir0370ve89/R3dnu90e24fFcQFGkwIhPHLxCSGEyBIpKDHGlStXAAxnu1RQdMuRarU6FjBBfC49YOSaun79uoUo+/IJnPFTdVC51Go1m/H70hpUI1FJ9fv9gsurWq3abD0V5MDj2ValUrHZP8ucMwij1+vZtbiJ1Lu3qAKq1aopAZ7LsfMbdqnoVldXxwoO+s98n31pijjGUVH5c3u9nrXH3HpUY4cPHzYFRaXmi0hGVdtqtSyYgvgSGbwPuhQbjUYhu/3W1lZB1dKN+eY3vxlCRKSghBBCZIkUlBjjhz/8IYBhHSPO/jmLpqLym3i5rtLpdAqpjqiCqtWqzZj5XqlUMrVDBcUs2aVSaWxzKjBUUHGTJz/zi/t+/Yuz+ljczx/v19LiZlMqtk6nY33lGlqz2SzUa9re3jaFwvv0SojnUqH5daNY8C+lCv3m45jCyIedpxRUTFd1/PhxXL58GcB46H/MSE9F1Wq1CiH8XtFxrPldHjlypJB/cWVlxdTmN77xjbFXIVLIQIkkX/nKV/DhD38YwPjCOjCM1IrVdlutVsFA8UE5MTFhxsTvdeEDng9sGqher2duJ7oE/QObRoAPu0qlUkgI6wMbiH+op4owkugS9MaLRmtqasoi0vja6XTMYNMYeYMT79cHg9Cw+j7vVhTSJ7nlZ/E8HygSK9gOBgObgNC1ura2ZmPKNrwblfhAlLiXjUZpcXHR2uWYLS0t4aMf/SiEeK7IxSeEECJLpKDEjnz/+98HALz//e8HMF68jiqJQQOeuCfJ59FLZXqI4ciNRsNm3Sn1QAVFdTU1NWWzer7GvU8ef22vAOKerlQIPRWCL5Xh9/ZQUVIxcgy2trbsPnm8LwoZx6fX640pUGDoRovq1AcxxAKT1Wp1rL/+Ou122wI5qFzX1tZsXxbhWHvVmQra8KHk7DPbZf4/KnAhnitSUEIIIbJECko8K1yXoDqo1Wo2I2fmhHa7XVBHfqNrXOvxisgvxAPDLAxUUD5AICoobmqdn58vrIWkwt9T604+TDtuDvYbgRkE4AsXxgwYnU7HzmV5dyqppaUlG0cGmHhFROXhFVJUbRMTE4X8f15BsQ32tVKp2Pix375eVdxMfO3aNWuf98Hje71eQe35MPMY5OH/5velTBHi30UKSgghRJZIQYln5Wc/+xkA4EMf+hCAcYVDBeXT5EQl4vPi+Uq5MVzcbwTljN+vp8SINa/s4obVVGQf25qenrb1F6qISqWy4yZVH63mFUZcO/ObcRluzWMuXbpkm5WpoLwCSZVw5xh7BeWjGj2pNTTfLlWMDy3nmFFxLSwsWJQlr+034vKzmImcffNj7Kscc1yF+HeRgRLPmR/84AcAhgUOY/LXRqNhD9eYVcA/rPjK93kuMAp6WFpasoegNyoxGSqv50vKe7yry//7yJEj1m8mda3X65ZFwxsmQiPBB77PpuENK/vBMHMai42NDTNQdE36QIhU8lqfy5DjxEwV0RXnC0D6tuI+KH4nExMT1i6DF44cOWLGhAbHG/e4t6vZbBYySbDNer2OV7/61RDiv0EuPiGEEFkiBSX+bb7+9a/jk5/8JICRGpiYmLDcbgyg8AqKM3GqJZ/tOmZfaLVaBXdbtVo1VULXElXE6upq4b1+v2/XpxLhtRuNhqkGzvxnZmbsXmL2836/P+Zq5P36+2NfeQ9ULAzNP3jwYCGzQqlUShZ+5LVj6Hyj0TBlwzFjwEK9Xi8EWrDvwOh7YvsTExOFDPOHDh2ydqOi6/f7Y+HxwPD7Zfv8jHzgAx+AEP8tUlBCCCGyRApK/Ed897vfBQC89a1vBTCcTVNBcV3HFyekEuJsfXp62mb1LCXOgng+bRJVQaPRMPVC5cLZe7PZtHUgH+AQw7R5/ubmpl2LQRI+jN2vk8W2vIJioAVVWKfTscANrmdRbZw4cQLnzp0DMAqS8LnvopLygRlefabunX2I2dtrtZqpL46j719cR5yenrbvJ4a/z87O2oZbvrexsWF/U/F+9atfhRDPFzJQ4r/i5z//OQDgve99rz3saaD4AK9Wq/YgpSuID0KguK8JKAZOACN3ls8FBwwf4DFK0B8fE6Cura3ZcezzzMxMoQCibz8mRa3VanZ/dJVtbm7afTInH887cOCA3bPPoxfb9SU/mLOP43nkyBG797h3rFKpjPWN/fJJZP1YbG5umhHld3Ls2DGLykyV/zh58uRY/zc3N/GOd7wDQvyvkItPCCFElkhBieeFn/zkJ/jMZz4DYKQCfHl3KiK/94YKhC4pZjDv9XrmyvKZIWIos3fFxT1AlUrF3GCxcN7q6qq9R5Wyubm5a4bwmCtva2vL1JLPXE53GVUJFeDGxoa513yIOMclBiycOnUKt9xyC4CRypudnbV+cKz4WqlUrA0qP46XvyfSarVMsTKf4vXr1+2abIv3WyqVTF3dd999EOKFQApKCCFElkhBieeNb33rWwCAL37xiwDG14zixs9arVbItM2y5Gtra4XNvj6zQlyHqdVqY3n/CJUK2/KZGahKqHi63W5ho6sPtY4ZGdbW1mwNh6qnVqtZe1SHXkH58G8ez/HgedyIe/PNN+Puu+8GMFx7AoaqhuH0VE4M9vC5+6igJiYmCrnyfIg4+83xr1arhZx6DMdfWVmRchIvOFJQQgghskQKSjzvxFDjb3/726ZifIl1qiquDVEd+MzZqYqucYNsvV4vrDf1+/2xtETASKXMzMxYrjxGyPny6H6DLs+PmdTX19ctddHp06etXSoUts/jW61WQclNT09bH9kPH+nnc/ABQ/XJe2G29FOnTtmYxFREPn9h3CjtQ8qp2jiufhypNN/znvdAiBcaGSjxP+fTn/40Pve5zwEYPTwPHTpkD2UaIbqt2u12Mnkq3+ODmwZqcnLSHv6+/AQNHo/n9Q4dOmSuK7rims3mmMvQt+X/9iXZY+DE1NSUBU74cvS8DveJsV+DwaAQfk9j1Gq1xow5+0Djyf4zqKFarVqxQZ7nQ+7jnrADBw4U3Io+9D9VWFKIFxr9+oQQQmSJFJR4Qfja174GYJSjbXNz0zITUEVwwd/n0fPuqpibzhcpjC5E30bMsNBqtWwjrc8YHlWSLwoYw9h9YAb7Pzc3Z6HbdO15lx8VFPP0dbtdu4eYN3B7e3tskyyP5+cM+T5x4oSNMdvyKi8GTvhsHBwX9v/8+fM4c+YMhMgFKSghhBBZIgUlXlB+/OMfAwAefPBBW3fxm0H5GlMRDQaDZL0jf56nXC4XsodTkQAjpeWzmcdQ9ZgqyVOr1cbWi3hNXoMKikqn0WjYpmC+1+/3rY9UWrzv7e1tUzZUjL7mU8wb6Mve+3D2WJTQpzBiX1mIUojckIESLwo/+tGP8PGPfxzA6KHJRfpms2kPZRoon4khVQrCu+OIf7ADo+CEVqtlD2camUajUQiOSLXJv+v1urkofaVZltdgFB8NULfbtf7ws8nJyUKyWL5eunTJ2vWBCtEF9+tf/xoA8Pa3vx278X//938AoCKC4oZCLj4hhBBZUkqVyrYPS6WdPxTieYIuJoZOX79+3UKgb7vtNgDAuXPnLHNDzDXnMzKQfr9vrjfiXXIMOWfggs92QRXDNgeDQSG7hA+quHz5MoBhdgn296677hrr4+zsrPWb2SV8IcRYgPDs2bOmHu+//3475t57791lJIW4MRkMBkU/PaSghBBCZIrWoMSLzg9+8AMAwKc+9SkAw/UaqowLFy4AGIagx8ADhmZPTEyYOqEi6fV6pogI14NWVlYKxQ+vXr1aON7XUooFBWdnZy2bA7ly5Yr1jQERDACpVCqmjrjWViqVCjWcqNC2t7ftXAZLSD2J/YYUlBBCiCyRghLZ8J3vfMf+fuCBBwCMahVduXKlsNmU61SNRqNQUbff75sq8dm92RahSlpfXzeFxfP8Jl7C9+r1eqGGU7lctozsd9xxhx3HNnmu3/Tr0zXxPQBYXFy01EXaPCv2KzJQIksefvhhAMBb3vIWAEMXHPdNxVxzvrS5N1Q0IDGUe3Z21owQ3Wi+jVgY0RsX7leanZ0t5LebmJiwUiMpHnnkkbFrlstluwbvjcZLpS2EkItPCCFEpijMXNwQvPa1rzXlwfxz3Ci7uLhoCiRVgsNv0AXGNwIzmzlz6PFcYKSk6vW6KSdfouLZNsfuxJ///GcAQwUV3Y/cQHzPPff8R20LcSOiMHMhhBA3FFJQ4oblwQcfBDAs2sfwbq4VTU1N2RoRC/n5Gk1UV1QunU7HUiLxPZ8Gie0yFP754E9/+pOtOfFaUk5iPyIFJYQQ4oZCCkrsCb70pS8BGIVpT05OmkqicvIVc2MEXqlUso3AMYyd1YCFEP8bdlJQMlBiz/Kxj30MwCjMnEZpYmLCDJMvtf7lL3/5ReilEEIuPiGEEDcUUlBiX/KJT3wCwCiv39e//vUXsztC7GukoIQQQtxQSEEJIYR4UZGCEkIIcUMhAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSWyEAJIYTIEhkoIYQQWSIDJYQQIktkoIQQQmSJDJQQQogskYESQgiRJTJQQgghskQGSgghRJbIQAkhhMgSGSghhBBZIgMlhBAiS2SghBBCZIkMlBBCiCyRgRJCCJElMlBCCCGyRAZKCCFElshACSGEyBIZKCGEEFkiAyWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSWyEAJIYTIEhkoIYQQWSIDJYQQIktkoIQQQmSJDJQQQogskYESQgiRJTJQQgghskQGSgghRJbIQAkhhMgSGSghhBBZIgMlhBAiS2SghBBCZIkMlBBCiCyRgRJCCJElpcFg8GL3QQghhCggBSWEECJLZKCEEEJkiQyUEEKILJGBEkIIkSUyUEIIIbJEBkoIIUSW/D9+aD+JMY/NxgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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P/dRP4V//9V9hjjdWUMYYY4rECuqE8MQTT6QNmSzDowF/KiKusDV1mr+nG1+jghqPxzX1wH93Op0UC9F+SlENaKo1r8VNpxp0J5qeHtWebsY96nhVMLrJV9FYEdE06qOSJKgUNIU9V54optovI85ZLj6l9xg3HTO+pjEf3YwbE0R4ndFolNLWeZ1bt27V6iLqdx43FR8cHNTe01hd7t64wZivjEXx1RxvbKCOOWx69453vCM9pBh4pjECUMv20gaEfE9dctEIaRZffHjmjIUeF1Fjl8vci+4kPX+usy7JGQF1X3J+ooFSV1zOJZWbM77SIGi2m+4LWtaSQseTa9SYu7+cgYqZdOrO0z1IwPxvIDZC1PuISQ93796tJT1wDL1eLy2E1GhrwoSeX7M0dQ7iPi/OI1u1mOONXXzGGGOKxArqmEPX2rlz59KK9vr165VjptNpTanMZrOlCmc6ndZSpjudTs3lpUoql04dVZW623LtPL4flXRUarau5HOKjkT1oHue+JmmzutnrAzO5ASmZO/v79fcfkB1rxXvHZgrktgoUhtLxpTs3H2qWzQqqYODg1oSw3A4zLbl4Lm4L4tKejgc1pSTfodReatKylXQiN+J/q3EhI4zZ87AHH+soIwxxhSJFdQxhytObSCXq60Xg9ZAvso4f1/r1PGYGKdRJZJrB3+UQosKSo+NAfxcbUC+D6AWa1kWD+N95ipuRGXWarWy1dWpnJgWnUvh1lT4uJlYlUhOQfHe+Z6ma8dqILpxOFZ215ihfjcx7kgmk0lKVNAairmW8/wsNmhsNptLaw+qgsqp7aigtEeWOb5YQRljjCkSK6hjSsy4ajabSxUUUN/kqb2NYipxLgalteYijUYjjYcrX81gi/EU7TNEcufPKSglVsw+qkxQs9msVSenqtHYiR6fy2SM5aS0bXxuI3Ds9qup7nxPVWdUcqpgcqWmooLSmFGM5emcRzWjdQP5N6UKKqpJzcDTuYuK+KhYYK/XS9Xg2emXsSd2gzbHGxuoYwofANoaIbcvha9HpUzHh8lkMqlVBNAHXu7Bxwc2kwj0oR8rSuzs7GQNZs4txHEdFWCPVQu0MkQu4SJnwL5fg6AGSX8vlwqvY8sVSuV7uocqujKPquGnx8ckCWDhwiTq4ovzqan2uQoeORdrLI6rf1NE3ZJaeQSY1/979NFHASyaJHL/06uvvpo+07Yi5nhhF58xxpgisYI6ptA18swzzwCYr+y5QZerXKZAawBcg/Ux3VoD5zw+124jMhqN0u9SQa2srNTGoQqN5NyRRBVRrE2XS5OPKc76nl6L6L3FwL3WBlRVxY25fKWCbTQa2Q3My6p76zj1PpYlJah7UY9f1uRR71W/32WqWRNjckkYEVWpOoZlFelbrVaaA1YpWVlZwSOPPAJgseGcFea//e1vWzmdAKygjDHGFIkV1DGFSoXVn0ejUVI9XNly4y6wqHnHFb+WG6L6YRyp1+slhZBLEya5One5za8xGSAXz8qps6MqjB8eHtZSpUmuZFBuda8xF43N8bNcySXGixjfo5JdW1urVS7P9dDKxWSIxoFyZahyG6Rj4kdu/JoUEu8zpsbH+ckpS/47fnfacyuXEh9rLapKjX8Py75bc7zwt3xMoZvkwoULAIBr165VuswCVVeadrMFqg+k3IM7ZrAB9cyvZe4foGrQYuPEZQYqnv+oQqnqYjrKuOUMVDQk6t7S+Ylztba2lpIQOO6nn34awNyAsFAu0YSFmHige9NyblQuFvR7yLkw+SCPhifXAVkzB48qtKuGM7dnif+OVTfUhZhrMxLfG41GtaQTLWbM5oVXr16FOZ7YxWeMMaZIrKCOIe94xzsq9dKAuUrJNZXTfwPVlby2JgeqiiImJeQUzlHVxjWQT7WnCi93XK6yOY/JXTO6FfWYuPJXlyOJ1Rp0PIeHh0n55eoG8ufnnnsOwFxdXbt2DQDwxhtvpFcqG21bQnLusFhFI3fNnLLMVflYpn70OK2+cVQ1+HgdVXRUUFqvMaa95/bk7e3tJVcy3dN0mXa73ey4zfHCCsoYY0yRWEEdQ1qtVq1/Tq/Xy9bD098B6o3kgHpA+6iUckVjSlGNjEajmoLL9UnKbZrNKcE4Rh1fLl6WU2F6fT2XNhbMXVPjKDGIz75Fm5ub6bys09dqtWq16TRWFBMP9Oc4B1qnL6ci470tqzAfr3OUusoptdzfT+67jPetf1M8R7/fT38vjN9xc+5kMvm+/gbN2xsrKGOMMUViBXUMeeWVV9IGR65GV1dXa6vpo1KydWNp3ESq7cJJLoag5+c5tDcQV88xHpHb1Jq7lqqlqGaOUlDNZrMWT9HVfS61OdeWXueK146lfJjK3263UzxFVVJUcppFF2NbGsuL49cUcZ3HmAmYu3aufFOOZdXq9bx6Ll6b961xo6gONWalcUH+LuN3733vewHk+1mZ44cN1DFHKzcclf4d04vVSOTcPEclBuSIhWcPDg5qDe3oltQU5Ry5gHwuGSDe51G1+HL3q61EooHS86tRivuN1J2aS06JBjhX5SJnDOOiIdcSJN6zHj+bzWoLiUajsXThoan2ms7O8er+OY6P59e6hNEVqPcYxzqZTJKBj27p8Xhc2cdnjid28RljjCkSK6hjCleobE/Q6/VqK3hdscaNnLnmeETdT1q7L7eBFqhuOuXvHRwc1JQZf18/y1XtPso1ddTm3ZwiPMoVmNv4mlN26vaLrTr42mw2k5JQ9RM30uq1YxWIXAO/o+YgV49wWUUIjjHWBozH6nhUQbFRI9Plde6pjLXxZS6ZIn5fk8kkufiI1jh0mvnxxwrKGGNMkVhBHVMY12EMqtvtZlOlgXzMQonKIxeczpXO0ZV8bF+uKimqB60DqOfKpbsD1fbrcczKUSWPGo1GWuHHckW6wVTnLKaGqxJl3yJu5t3e3satW7cALGIymnzBa2tsRmNgQLUWX1SkqpBzsTaSU1CasLAsLT3ep77qZ5pCzxhRrv7fssrxet7pdFprVU8FpTE3c3yxgTqmcOc9HxJPPPFEzVUUs+iAqvssZlrFh4Uerw+fXOPC+EDVn9lCgeQC8lr5ILrF1B2Z2zsUM+/03viZNu+L1+71erW2H2qg1DXIn8+ePQtgkTywtbVVaW8CVB+yuTHynnRsy1xvy2oPLnOj5r6v3PH6e9Gg5brmckHUaDRSAeKjKlvk9tbp+eP+OboQu91uMvTm+GIXnzHGmCKxgjqmcKXNVez6+nqthbiqk5z7LFehGpi755ZVNOD59HWZa4fXj63oc9XMZ7NZUhLRtaZ19HLqLqoTVWjaljyXNMDf5886d9GNqONeXV1N5+XcxRYlWt0jjllVp36mDf70XDnULZpLN8+lyR+VeHDU3wjPwfvW6hu5CuoxAUTf49/pyspKSr6g65BKis03zfHGCsoYY0yRWEEdc1g5u9/vp1WoVosGqsF60m63a6tu3cwbN65qbbSjYj65iti5ShUxeUBjPnxPYzM5hRBX97qSjynNrVYrjS3XE2nZpl/9bDabpZTqO3fuAFgE9SeTCW7fvl2Zg36/n76DWAtxNpvVEhVy7x1VcUPPF+OPuVT7oxJLNAalCSPau0lf2+02Njc3ASxS0FUx5r6bqIzX1tZSLUMmnbAP1t27d7P3a44XVlDGGGOKxArqmHP9+nUA81pmzzzzDIBFZeiXXnqpdrxmrkXVoFl0MYNNq5Pn+kzFGFFu06l+FjP1ms1mUkzxVWMbGuuKqeGqIuKG1GUbUUlc8eu19NqMkVC5MnNPf+a4ut1uTUEdpdpy48htEdC407KtBa1WK6mRxx57DMA85vP6668DWMR4tOxQzGTU7QCxb9P6+npSPRzPyspKpZyV3oeqeI3jXbx4EQBSbUn2g9J5NccXG6hjzl//9V8DAD784Q/jXe96F4DFQ1ndJPFhqzv1czXbaBzU8CwzaMv2WS2r9JDb86Sp5FqdAag2Y6SBaLfbyd2kx3GsufYc0cjl6sRpyn3cx6UVM+ji44N+fX09zTuTQsbjcaWwq36m59fUeaZxx/RrdYtqunmsBqKuU7p82Zb+9OnT6fo0AGrw4/zofjgaKM75hQsXam3pz5w5kwwYx6MVTOLipdvtJhcfX2PDRnO88bdsjDGmSKygTgg3b97E+973PgCLzaPf+ta3AMw38+aC78sqTiyrR5dLi+bvxSC+vhdTm5dVvc65/YCqguK5cptrVUHlqmlzpa8KB6huqFW1RCWnlby50ufYuFGaagVYuFj39vaSoiBUIgcHB7Xxt1qtlMbNsfH4XC1EdZvF7QCdTiclL9DFd+HCheTiu3HjRporXi+3uVZrK/KegLmrT117vOZDDz1UGaO6ELklgudSpa7p6wDw5S9/Geb4YwVljDGmSKygTgj3799Pq23GBriyzQXAj6pOvqy5X67dOolqSVf3sXyPpi/r8Rz3YDConFN7Xamq0TR0/b3pdJpiOVRLo9GoUidQXwHUUtwbjUZtPJPJBBcuXEjXABYxqEuXLqUxUkENh8Ol1bqHw2HtnmazWS0FXmNMuaSKZbX4NKGD47l06RLe+c53AkBKiefrZDKpJThorJDnoiK8c+dOpZI+X6mgeB96v7neT7GEUpwvc7yxgTohPHjwILlf+J+dD47pdFp7+KiBIjnDc1QiRK4SAw2C7kXKtbeIdehWVlbSA4+uKcL7AKp17nhc3FOlwX1e+/79+2l+OEatcJHbgxX3YzWbzfQA5kOfyRKa+aiJArHwbkxI4Xxwfnh8dL9qgoa+F118WhORCQ0ca7fbxeOPPw4AePXVVwEskiUODg6ybuBo1Inuazp//jyA+XfIvVFx39fu7m6af46n3+9XGiAC3v900rCLzxhjTJFYQZ0Qtre3ce/ePQCLvSRUUhsbG2nVqvuCclUHgGrKMclVJuCrqg2efzweZ5MjgGpKOV/7/X4aN5WUusDiPitNDY8p8Tn3md6PBvr5Wa7yRNxfNRgMKuPlfQJz9UBX4FFNBnUvEN9TFx/nLzeeqGJUBUcFNR6Pk4LifXa73TS33HdEF99oNKq0bo/j57jU5chxs7L7yspKSoTg39u1a9cAzBXszZs3ASzceKdPn07zR/ffK6+8AnNysIIyxhhTJFZQJ4S///u/x7vf/W4AC0XBeMBTTz2FK1euAFisXrVZXNxMqgpKK4TH+Im+8ppcVWtMI2681SoHqiKoQBhb0gSKqKC0sjhX9URbm1P99Hq9Wpt2jkHVSvw9Pb7f76drxaD+YDCoJKVwXLkKFfx3VFAaZ8ollsQ08FzVdp5LtwVQzdy6dStVbmAsjX8zrVYrKS3+Peh3HqtvtFqt9D0x9b7VaiVFdvXqVQBIae3b29tJJelWgajUP/e5z8GcHKygjDHGFIkV1Ani8uXLABabRt///vcDAB599NFKthkwj9NEBcXPNPNMs7GWVaput9tJjWjb8Fx1bH4WYzP7+/tpBc9YlHayPSrDcFmcR8eTU1CMI2m2Xa4bLo/XMVFBqfqkAuTxq6urtexATa/n/KiCiinwquhivy+taag9ljgHPD+VyxtvvJHS5GP18L29Pbz22msAqio7Fwvj9fg98Vzj8Tid4+WXX07X5GeqnOK88p7MycIG6gTBunx07bGyxKlTpyq7/YH5Qyg+2HP7X3IB89gIr91u15oN5hryxbbtymg0qrSuiOfKFW49ykDF1iC9Xi8ZpNguRB/CHLMaZDUW3PfEhzMf+K+++mo6Dys3rK2tpd+Ne8Km02l6KPOY8XhcS5JQtx7viUZR3X7RQDUajVqB17t376bzMzWcfytvvPFGctkx0SE3DnJ4eJjGweQKXUjEhoX6GRdQZ8+eTfNC16A5WdjFZ4wxpkisoE4gXAEz7XxjYyOtWnOJAVFBaYA919Au/p4mLOQUVK7GW1Q9o9Go4rpScptaVSVF154mTeiKPm7sVbdSHONkMqlVTwAWlSOYbEBX32uvvZbO9+STTwKYqxmtRh5f6Xrj97Szs1NrM6HfTa4pZFQ2dDNqJQ+qq52dnXQvTDfnMWfPnk2qimqm1WrVrsn7GY1Gadz8e9vc3Ew19aK7eDKZ1Fysa2trblB4wrGCMsYYUyRWUCeQv0nfxigAABNeSURBVPzLvwQAfOADHwAAPPzww2nFHIP1isaWYup5rjQS4xm7u7uVenUkKhqNAcWkhMFgkFbfuRhRjG2ogoqKSyuXq7qKSQxUPLmNuropVksAUS1Q6TAWdePGjRTzoboaDAbpvRhfG4/HtbpzqpJy8cEY+9Of+co57nQ6tXnURJR4rjNnzqR0cU1Vj6WXtAcXlRY34J4/fz4pSt1uAFQ39urWBc7nZz/7WZiThw3UCYYPjp2dnYpbBZi7+rSVA7B4eGoGGB8w+lCMFQdy+5S0XUUsujqbzdI5yJkzZ5KByrkLY9UIrfQQ3WiaPKD7hPi7fIiruy0aNM3sU+PFOYsN/zY2NtI90YjyfnWMmqUXu/7mqm8oMfFjOp3WFgFa2zC2vNDitdGl2e1207zkuhxH46INI2moXnrppeSq4/xwYXT69OlkvHid/f19fOYzn1l6v+b4YxefMcaYIrGCOsH80R/9EYD5KparVwbCt7a20m7/XD03/swVf6fTSSvruArv9Xqpvp2mUUfFwhTog4ODlCBAOp1OpWq4vi5rKR+TJHLt3YmqICobvu7s7GTT2HPVw6mSOH4qo1OnTiXVoGomtnrPVQ/XpoC5lhrxnnSvGRUxk2C0+jgVjl6HVcxju5Pd3d3096Bp/lS/VEKqMDlWKvWtra1ag0aq4sceeyz97fH3WGXCnFysoIwxxhSJFZTBf//3f+PZZ58FsKjBtru7m9p+a+AbqMZ8NGgfN4pyFd7pdGo15L5X9XPGUXj8/v5+UmZxta59iTROFtG4Sk59ESonKjptX67E1PDpdJrGSAWlc8fz6QZmKicqTL7evXs3qQ2+l1NVOndxE2+/308JGVQqTP0eDofpvBxjt9tN1cL53fO7HI/HlaoPvA+e9+GHH66MZ3d3N12L5xoOh2neWV2Clc4vXLiARx99FMBCgf/mb/5mbc7NycIKyhhjTJFYQRlcvnw5rYBZhufcuXMpbsEVtiqQmLbM94F6ZW6twp1LS4/xjl6vl+JNXK2rgoobb1U9qILi+RmTUdV3lMKigqJS29/fT2PkuKbTaaXsEX+Pv8vYjFboplrgtff29pK6YHyHx9+8eTPNO+NSuQrzurE6bnzu9/vpe2UsijUXt7e3awqt1+ultG7ONWOMuXJVrVYrvRcz8LrdbhorNy9rp+S4SbjX66Xv/xOf+ASMAWygDIBvfOMbycXHh+Hq6mra90JXjbrnYkNB3YcT3We5yhAa7M+lNPPBx/Hs7+9X2sXr7+X2PDUajaxRjMeroeVDn24rNu1rNBrp2mogYsO/jY2NZAhoqHjM3bt3U10+fra7u5sMAg0V/33z5s1aLbuVlZWagaJByNUebLVa6XPW1KNrbTQa1VLh1Y2Zc2nmjHo8joaq3W7XDHi73a6lvfPfKysr+NVf/dXa+c3Jxi4+Y4wxRWIFZQAsap2xed1DDz2UXFzaxhuYu32imy2nkqhO1KWmm2y5uqeioGrSlu90AbXb7VrtO3XdxaoIWnE9bqjVOnQca7/fryVrMO250WgktUEXnLaNp8Ls9XpJQVBJcc6uXLmCD37wg5XPbty4kRQRz8/5393drSmQyWSytMK8JqnoBmW61x5//HEAizqAw+Gwok71nHoOTYzRDcAkzrFu3I0KUGsgxiaSn/zkJ2FMxArKGGNMkVhBGQDA1772NQDA008/DWARhwEWcQWujvf29morZ2B5g8BGo5GUkK7yqSR4LSopbb6n9fFivTddmcfza3X12LtK26mTbrdbU1WqAHXzK4+JSSH7+/s11cA0716vl9K0+Z7WBCQxfZzHcRxR5cXUch3PZDJJiozzc+nSJQDz8kOMe+mc5RJQ+Bp7VgELNUU1puqWc8ZYXqvVqqXV69+PMREbKFPhj//4jwEAv/3bv50eJtwbxQfO1tZWrZVCrokh0ZptGsCnYeIrM9LUZaftGWJtPY6v2+3WDIi6HKPBzI1R3ZAx2aPZbNYa/qkB5Li3trZSph5dgZy7ixcvpgw6dcvFhI9ci4/c/jPOT64Woho0fj80CJzPtbW1NFaes9frpQUBx6WLAW2lwfHw+vx7oNu21+uleaGBOn/+fBrP9evXAQAvvPACjFmGXXzGGGOKxArKZPnud7+bVsNMQeeK+969e7h8+TKAakuKXG06oLr/RRVUrEpOlaIuNU0UoAqg24rnWllZybaUJ/E62j5Dkw1iy3lVK1FB6TVUQcV6e0w0uXjxIl588UUAC3WlDQjjXjB1W6prLbYhybVc1/c4Z6+99hqUZrOZvk/udzt9+nT6mePg+O7evYtbt24BqDZo5LiZjEH6/X5KbaeL+Omnn073/lu/9Vsw5nthBWWMMaZIrKBMlr/927/Fxz72scp7VFTr6+u1ygHj8bjWN4popW1VOLHpocZRqEAYZxqNRjXVoMoopjnH6+vxWmVCrxkTEFTZxXuaTCbZpo5UHloVHgCuXbuGK1euAAC+/vWvA5grUaoS3ifH1e120xxz3A8ePEiKiNfOxZ50XDwvq5TrPTEexes89thjaTMxYdzs9ddfT3NABavXiskPmoii4/roRz9amzNjlmEFZYwxpkisoMxS/u7v/g7AYpMn4xNamVt7JsW0bqIZc1zBj8fjWoqxrrRz7b+5oZSrdq37Fqufa1o01ZhWE+fxjB9pB9gYE9POt9q/ibEYzaTj7zJ7jzGXq1evpr5IVFCHh4dpDhjr4dx1Op1UaoqqcDKZJEUTq7bn0sC1RiGVGu/l/PnztVqF2tNLSygBcwXLTD3e0/7+fq1OI+dzdXU1XYtzFlvYG/O9sIEy35M//dM/BQD8/u//PoB54J8Pe7qJ7ty5UytWygd8p9NJP+dccETTnXkObdcekx3U5US3Ex+wvV4vjZGvHMOpU6fSObTyAd1xfI+vg8GgloKea5XR7/fTcUwQ4AP8xo0baYxsabG6uprGFueu2WzWitYOh8NkaI4qvhtdazqPHIMmftAY7ezs1BYe3Ku2ublZSe4A5t95rHNIA7WyspLOy+v84i/+Iox5M9jFZ4wxpkisoMz3zRe/+EUAwBe+8IVaJezNzc2kGoiqJa6iqVzUJagt0IH5KjxWu26320nhxCoWWpmbnD59urYRlckAqh644u90OkkREapDrTJBd56OUZM3qJjozuI119fXa/c0Ho+zlSA4Zh6nbU84Jo5V3ae5cxAqLs6humk5Bzs7O+n8dC/ymMPDw5RAwbluNpvpd3m/VF5aO/FTn/oUjPn/YAVljDGmSKygzJvmhRdewK//+q8DWKzMz507l9QCYQxiMpnUWr2r2uAqnPEOjV/ws16vlxRBTCgYDodpo2iuFxLPwaSG7e3tdC1+ps33YqXwZrNZ63/V6/Vw+vTpyvGTySTdE2M9VJVra2u1c2iqeq68En/mvM5ms6RQYq08jUERTe8nVICMmwEL5bq1tZXiXXGzcr/fT6nzvM6ZM2fSebTKO1+/9KUvwZgfBBso8//iq1/9KgDg4x//OIB5EVK2ciB8+A+Hw/QA4wNyMpmk92KgXTvwxgoLQL0VRKfTqWS68Xg+LHkduhcHg0HF0PBcWslCr93pdNLvqjsytiPRSg+ajADMXY68lnbljZl0PGZ9fT2519Tdxo7H/Izzubu7W6njx2vHudWWGdEtt7OzkwwOz6t71ehq5Pg3NjZqXXM//elPw5gfFnbxGWOMKRIrKPMD8Td/8zcAgM985jNJUcQKCJ1Op7JnCaiqJCodqg5VIprKzZ9j1Qitlq4t0ekKjC0sTp06ldRAbg8Tx6XXiW0xptNppV05z6V7xQCkFhuTySQpFboG+/1+UkycH87hpUuX0s+a7PHMM88AWLgrtTo490iRVqtVU4OaLk/FpU0T+R1oRQhg/h1y3Dp3nKNf+ZVfgTE/bKygjDHGFIkVlPmh8Bd/8Rf4/Oc/D2ARR2Hc49SpU5VeT8B8JU8VcPv2bQALxaK15Bgn2d3dTcdzxa9xIaoYnkOrgcfW8oPBoJYQsbe3lxSFbg7mWKneVLkw7sKEi4ODg6R2qCK5sXZ7ezuNR/tfcRwcI1O5n3zyyTQ2bewYlQ3nrtVq1eJ27Xa7oih5L7w3vqdNIWMLeipMVZ0/8RM/AWN+HFhBGWOMKRIrKPND4w//8A8BLDb0ciV/5syZWgq0xkCYZafohk9gHodhTIZofyeu9Bkn6Xa7tZby/PeZM2dq/aN2d3drm1+1YjjVFBXMzs5Oii/phldei0roP/7jPwDMlRTPoaopllWiStnc3Ez3RDS1PfbLunDhQhobX2ezWS0LUjMg+RmvubKykuadc8EYV6vVwnPPPQdjfpzYQJkfOqzZR774xS8mVx0N1c7ODq5duwZg3gwPqO6ROnfuHICFUVlfX6/UzdNzTafTWqHaZrOZHuaxFp82HdTitRxjrBc4HA5rCR1avYKGczAYpM9pQGiwBoNBGg9da7PZLBkMXpNja7fbyVBqUV1NDNH5OXfuXDJMdD3quEm8HrAwUGtra8lA0dXHxAs3GDRvBXbxGWOMKRIrKPMj59VXX60F6+/cuZOUE5WLqqBYTXswGKTEA6oSHq8bVLU9h9bSA6q16mIFB00lj5XLJ5NJrbV6o9FIiozKZW1tLaVp855YfeHGjRtJqehcRLcfVdZgMMhuVo7qkfN09uzZWi3B7e3tWlNIom5LjmcymaRz0L34hS98Aca8VVhBGWOMKRIrKPMj5ytf+Qp++Zd/GcBCWdy5c6cWl+KKfnt7O6kSpnXv7u6muA7RlGmi56KyigkCqiaoHrRnVSwPNJ1Oa/X5VEFRNWlPKb5eunQJAHD58uWUgq4JF7H5IlVWu91Oik43EPOaVDi8p36/X6tOrm3qYy3E/f39dG3O0wsvvABjSsIGyvxY+NrXvlb594c+9KH0sz40gbkx0oc+MH8ARwOiXXejW073+cQGfrnKE1oslg9/dTlq8z8eT3ccjehoNErv0ajQzXj+/Pnkjosdh4Fqt19gnjhC9yZfx+NxbQ7IL/zCL6Sf/+RP/gTA3KAxYeV3f/d3K9fe29tL9/5nf/ZntfEYUwJ28RljjCmSRtyfUvmw0Vj+oTE/IM8//zyAauIEMFdSDz/8MIBFJe/HH38cjzzyCICFG4yKROvoURVMp9P0XqxiMZ1OU8IFjx8Oh0nBxarg2phPEyfoIrty5Up6j9XG3/Oe9wAAHnroIQDAzZs3a/urqLyAanUJYK6geJ+sEj+dTtPnVHk/+ZM/WZ9YY95mzGazRu59KyhjjDFF4hiUecv4+te/Xvn3s88+C6CqTqiu9vf308ZYxmE0aSIG/GezWYop8Tiqn62trcoGXWCeBq7qS6+jLd+1CgRVGNXMyy+/nNLKuXmX56f64/0Bi+QKng9YqLz79+/X0u8bjUY6n5WTOQlYQRljjCkSKyhTDC+++CIA4AMf+ECt/9LBwUGq2XeUgqLq0PdiO/UHDx7UyhldvXq1lhlHhaQt6DWuxYw9qqZXXnklbXSNG2r1erzOYDCobdTlGDc2NnDv3j0Ai1jV+vp6rT6fMccZGyhTHN/61rfw0z/905X3Dg4O0t4idb0B8wd+rJUX08KBaoFVugu1aKy2qeB7fKVR0dbsvAYTHDqdTmqvQTceDZumwpOVlZVaywuyubmZXIA0zD/3cz+XmS1jji928RljjCkSKyhTJP/yL/8CAPjIRz4CYJ5sQPcWU6352m63kzpRt1+s/kC10mq1aq01BoNBcg9GBdVoNCqbfHltreLAc7AFB5M16CZstVrpvLxmr9dL7jveC8e6urqKT33qU29myow5dlhBGWOMKRIrKFM0//iP/5h+/pmf+RkAC8VC1bGyslJRU0C+nBDjQtrgUJMe+F6s+acKSiuAf+xjH1s67i9/+cu19/7rv/6r8u9cjT9y1AZ6Y04KVlDGGGOKxKWOzNue3/u936sVW9VyRcz60424/LunWppMJikexMw+ZuepQvv85z//A4/33//93wHMVRLHRIXGDbjf/OY3KwV1jTnOLCt1ZANljhW/8zu/A2C+d4h/2zQuWllC08uBeRo7XXw0aExw+IM/+IMf0+iNOZm4Fp8xxpi3FVZQ5sTw2c9+FsBcGbFSOBXU/v4+vvSlL71lYzPmJGMFZYwx5m2FFZQxxpi3FCsoY4wxbytsoIwxxhSJDZQxxpgisYEyxhhTJDZQxhhjisQGyhhjTJHYQBljjCkSGyhjjDFFYgNljDGmSGygjDHGFIkNlDHGmCKxgTLGGFMkNlDGGGOKxAbKGGNMkdhAGWOMKRIbKGOMMUViA2WMMaZIbKCMMcYUiQ2UMcaYIrGBMsYYUyQ2UMYYY4rEBsoYY0yR2EAZY4wpEhsoY4wxRWIDZYwxpkhsoIwxxhSJDZQxxpgisYEyxhhTJDZQxhhjisQGyhhjTJHYQBljjCkSGyhjjDFFYgNljDGmSGygjDHGFIkNlDHGmCKxgTLGGFMkNlDGGGOKxAbKGGNMkdhAGWOMKRIbKGOMMUViA2WMMaZIbKCMMcYUiQ2UMcaYIrGBMsYYUyQ2UMYYY4qkMZvN3uoxGGOMMTWsoIwxxhSJDZQxxpgisYEyxhhTJDZQxhhjisQGyhhjTJHYQBljjCmS/wOGhS5PAUE4QQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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zKpLV1dV0T1wrOjo6Sm3ElESbm5tJ9fDaBwcHaY0qKsder5fayK2F8Tei3w1/X7oZmdd/+OGHAQB/+Id/CAD45je/CbP42ECdEDSsW/PtARMDFR+2uYSwGuiQC2mOZdQ1yEAL3/FYTP6qbjQ+rBjivrS0lIwQX/nA7/f76Xxes9VqFQyBhqWz//o5Le0BTB/OakznZXLg+THHHP999+7dbPaKGNCgD+xokAeDwcweKr1fdYHq+VqCHZgNcIjfqybkJfzc6upqGk8tuEiXHkP0yWAwSL8vvgLT3wZdn/obiBMDnZSwHyzvYU4GdvEZY4wpJVZQCw5n0JpNO7rqdGFe34th3bpIzlk3F8crlcpMFgE9f16QgebGA6YzZ1VQdCFpGLLmq+Nr3BSqM3K2pdm+c2PBfjMwQIMBcpt345jVarU03lQquRB9XkczeKgSYv9j2LieFzf9qstR7zsGSVC5NBqNNLYajh/dp7xOs9lMben5vK/YV81VqO5Lfk8Mk9eM9lpaBZjkUGR7HNfHH38cAPCBD3wA3/ve92AWGysoY4wxpcQKasG5cOECgMmCNpUB09NQIYxGo8KCdqvVSsf5ytnvYDBIbWm27rgOoUEGMcs321E0gzbVAGfaR0dH2eCC2Jaud+RKwwP5jaOqQOL6zmAwyG6yjXnwqtVqCiTgJliGcFNJ6fU1D11UgBpYkhu7GGACzCpK9jumhdJ8hjGFVbPZTEEU/C74u+j3++kedN0xBmaQXCBNTkHpVgAdb2CycZh9o/L70Ic+BAB4xzveYQV1ArCBWlCYLYIF6K5cuZL+s8cyBt1ut7D4v7S0lB4KfGjx2J07dwolLOr1eiGCLpeJIeeuig9grT6r56uBBDAT9KFlP/iayy8IzAZ05PYdxf5oKY7c/h591UwZwGxmC20vkkusGqMbc2OXO6bGi9dnu9znpEEnPNZqtQr7lHSvWa6KbzSsx0VpahVlXlsrLEe3pY47f2fcx/XYY48VxtAsHnbxGWOMKSVWUAsKZ5rcP7K7u5tmo5xFcxa7tbVVUCyaay4qovF4nGbaWtI8FiDUtnIF9qKyUfWQy00Xw8Vj2Ly+p6Hw0f3X7/cLwQY6u49jMRqN5u7B0vMODg6SGywqKL1fotkrcq6y3D6xqJy0fEUcR1VQfN3Z2QEwDX8HpgEIjUZjbtHDXq+Xfi8vp685t6TmTIwuQW1DP5sLHgGAM2fOpH7HMixmcbCCMsYYU0qsoBaUuBCvJdM5U9WCdXFGq2sgcUNtv99PSoUKoFKpJFUV1yo0N5+umeTWeviaC+uORfdU6fCYrkFFlaSzfN3ky/fixlJdw4pjkStYuLe3l64fA0vmKagYWJILLc/Vd4qh6hq0oRt24xoRQ8uB6W9DN8ZGdaSh91E95krc629Ka3+xrXkKShWgfl9RefN+Tp8+jdOnTwOYZlA3i4cVlDHGmFJiBbWA1Gq1mdBhYDbfHlFFERWL5uLTzZTArILS2a7OxNmu9in2MUbZ8d9HR0eFdQVVILwn9qHdbhfSLGl0HmfdRO9XQ9Zz98R+xbWZ4XBYiDo7OjpK0Y1cA1SVF8dAw7T1vYiuB+UiHnkfuXW+uGalaYr0PJ4TM7rrpt+4DqfRk/HedIx5LBeWrmtW+lsl/JvH+LvY3t7Gm9/8ZgBWUIuMDdQConnl+ABot9tzQ5PV3aYPvHnuJ13cz7URE4ECxYd/vV4vGBy+alYKJZ7Ph9epU6cKD3Yt5xENZs59qe3FQoS5vHtAcb/UaDQqGHMa7aWlpUKZeS1R8nKDJHIZJOI9qesxl2MRmHyHuSS90X2qk5RcgMi8vWZqvHLjF4MpVlZWcP78eQDTAI7Dw8PUH37nLD1y5swZ/MZv/AYA4L/+679mjpnFwS4+Y4wxpcQKagFptVq4ePEigGkIsbqHcuUk6JLiTF7dbDHbuC7u8z1VRNzgq5tEeS19jQUO2ddut5udfeu19PyNjY1CJvJqtZqUkOa8I8e5w3Ih0DGXoAZJ5DJbxNIdmg1c8x3ys3Ej8Gg0yrrN5hV51KAEdZnG+1RFFFWkhpnnQu01AEL7NK//8Rwd41h6pNVq4cEHHwQw3Ri+s7OTcj3y98ZN5tvb23jb294GYKKmACuoRcQKyhhjTCmxglpAVlZWUt0cZtVWFcEZM5VLs9lMs1CunVy5cqWwyVNDp6mu2IamqtEcf2wzF0KsIdJ8j+fkUh1pnkBtS8Pkj0v9o2s/ccafm93PW3tiW1RouTRIcS2qVqulcdExiOepAsmNAdENuhyb43L2RQWoefE05x/vKW6CVoWW2zgcVWduU7FmOGdbOiYPPPAAgGmAyQsvvJB+ewzwuXHjBoBJSXqGmfPVLB42UAvI6uoqLl26BADJbbK1tZWSg9JdQldcq9XCqVOnAEyN0ZUrVwqL4sctdut5MSODGseci0zzvfE6xxmoXKXWaKDmGTn+O76nkXq5JK26l4fXi6Us6vV6ShJLI8o9YfV6vRBpqP2OQSdqdNXdGft9XOkO/W7ini3dI6V75nhezB6i56lRiu/lxjzXn9hmt9udKd0CTH4PuT14wOQ3TMNEl6BZPOziM8YYU0qsoBYUzlYZSLC8vJwUUywClyvIp3tRclkXovoBitkH1LWWy32Xy5jNz0V3laqHqAZ0Jq+upqjockpEXV+5nIC8ns7qgcmMPxZ+rNVqKUSaY03q9Xr6LO9bVRJdprnx1H7HPVoaGBHdbaoKj1OzOnY8Ttcb0dD/nIsvorkN9X6iwtIgEe4hYx/0/Kjs+v1+OraxsZHtg7n/sYIyxhhTSqygFpBut5sKwh1XH0k3vsbZerPZLCghDTuPbQAoLICT3FpOo9EoKCEuhGvmB51xxxm/LqBzdp8rXMjztA9xJp/LoK33xfN0rSjm3RsOhzP3B8yqAc1szuvkMkfodWPfoqKIG7K1fSXe07z6S1FBx83IubZy18kpQc12kVvTYyZ43lun05lbb6rT6aTzYzi+WRysoIwxxpQSK6gFpNvtpqzVnN3rGkjcHKprFTFdDlDMTZeLJtM0P3FmzmtoG1qviURlpG3losm0/Vg5VtdHYnn6eWtQ81JB5bK9DwaDQr5DPU/zBLIPsYJtr9cr1M7KKZbjNi3r+RpGPw9VOHGdT5Wr/m547DjlFNvPpWyqVCqF3HqqIKmINOcjvzvem9ak4sZczdBuFgsbqAVEE71ysX5jY6PgUuODQEOONQNCdPupWy8+NDX/X66kQrx2s9ksGDINRMjtZyLRQPV6vWyYdgxsyLmfYr477av2IRqQRqNRcHO22+304GUAiiZKjcar3+9ns3rwmseNQczMMRwOC27FXALZ47JkjMfjZBBYol6DEiLz9jrx3zEJcL1eT79HHtN9YnTT8nU0GqXjDCWn61qDNp577rlC38xiYBefMcaYUmIFtYBouDAzPWxubqbZMGfH3ESqGzQ5gz44OEgz1NxMmPDYYDAouBBVlcQM4TkX03G58HIbPzUsPKcUctnDSS4rQlSKuQAGDYKIQRLr6+tpps9sCLzvSqWSXFH83GAwKASuaPh+Lus8yYVdH+eKjRuZdQz03vid092mASBEFXLcqKtjlxt/huFTYarLjr89zaoR+0gFpQrNLr7FxQrKGGNMKbGCWkBGo1GhxtLGxkZSUzs7OwAwUxSQM2Cqqrt376bZcczPllvD0TZyNYJisbter1cIZc4VwiPH5ZnLLd5rfaSo/HTtJJdHLwZmqEJTlRXXoCqVSlIcHCuOcavVSu9RIWhgSQwi0TD/eL96Lzo+x6V0yqnSWJK9Wq0mFczfgSqYuBFbxziqX/3O9XfDa8UNzaPRKJ3HlEeHh4eFrQtUeP1+P6vuzGJhA7WA7O/vF6rntlqt5Hbiq54T99yoS+64rA5qJKKhyO330awUsfxE7Isey+1TykXg6cM2urzUfRaDQjqdTsHdpmOSu18+NHU/FvvB8bt+/XrqN+9d3VSxQGAu+4beb2xf3a/RgOT2IukYxge77ieK0YXaRs5Ix4KLuewemgmDv0G6+oDp90MDrtGc0UWpe7ZyARxmMbCLzxhjTCmxglpQmLlcs13TpaZlM4BZ9aML2rmMCjw/upPmZd8mMZ9ft9udu19HFYsqhagooprgZ0lUUHpvnKXTZaT9iYUIc2HmOWWhQQ9UBrzOYDBI5/GaWn4ijrWOf871mcsbmCtiGNVUToGo+okZHlRl5QIiotrU31T8zkejURoXZn1nFn0tX8Ignr29vfRZficsyVGtVnHz5k0AwM9//nOYxcQKyhhjTCmxglpQGHqrG0HjZlmis2+SC4TIZTLQf8fgAl0j4t9UFEdHR+maXGtQtcdrMbAjV2RQZ/4xgENVYVxXazabhQCBvb29QjCI5s6L61O59Z3RaJSCIvge+9/v99O6C0O4+/1+4TvJbQ6m4hoOh3MVS6/XK5SDV4WWy9oRr6nt54I3cgoqt30AmFXsPGdzcxNnz54FMFXxmkORgRnsc7vdTu1x7FiIs91u40c/+hHMYmMFZYwxppRYQS0onI1yLarZbKbqupx1M9y80+kUypfX6/WCytAZdy6yL76nUWGa1RuYqBMNOddj9Xo9fZZrFu12u1ABVj8XUwsNBoOCCmDUoKYpYhvtdnvuhmTN3q7h1FHJDYdD7O7uAphGSGrtJ6oGXT/KRe/x37GPWgMpXrvX62Wr4B5XzTZ+J1rnK6dScxt7Oe5nzpwBMP2+NJUVf1tra2tp7Yn3RDXZ6XTS2hNVVbVaTQqUY8dK0fV6HVevXi3ck1ksbKAWlCeffBIA8NnPfhbAJMsBF5ija21vby89MIiWTI/lDEajUeGBnQs914dt7sE3L4+bPpy1D9ElpQ9rPhhfTpi53o/mzssVWgQmhiEGJWjwgD7E6VqNBQjVGPGzOga58iXzwva1jZdTPFD7rcY3TgJ0gqGGj9eLeQOr1Wr67MWLFwEgTYLa7Xb6LI30yspKeu/atWsApnn0Dg4OCtdUNyH7yn1T7Xa7sJXCLB528RljjCklVlALDl1OKysraba7vb0NAPjFL34BYDJjpUtQlcG8EhC5mXpOQSkxv522kdsgm2uLaicqHFVQuYwQ8T7mKSiqnqi4cu5LVXkaWs026Kaia6rb7RZCpjX0XNvlOMWNrjmF81KFBKPqzIWIsz+NRqNQikXD5HMh9ry/06dPAwAeeughAJPfGxWOKmS68Zgtgq+dTqcQ+KGu2BhU0Wq1Zjb5msXECsoYY0wpsYJacC5fvgxgsiEytygOzIYc5zaF5tLk5MKX5ymoSqUyUwNJrwMU11+Gw2F2XUpn+sBsbj3OsMlxYfK66VcX9Tm7Zx81ZDy23263s7ngYi47Bg+wn7wW243jqGtWsa6WqtSodHLM21Adj3Hcl5eXC7+DuJamxzqdTrpPDXYAJiHlMaz+7t276W+2y3XQTqdT2Njb7/fT9xP7s7GxkcbRLC42UAvOjRs3AABvfvObU4LO6PrSXGZqtOK+mpdakJ9XYE9dZJp1IQYI6J6a+HBuNpup/1w41+vws7msDrmcdrE/a2tryeDQUKlh5rGYKULf09x6DJbY2NhIn6e7jPeh18i5RXNBErnEujyWG/d5DAaDQuCKjrGWXeE58Ts5OjpKeQU5ZjSczWazEFCyt7eXzoulNXq9XsHoamAGfyOa95C/A7O42MVnjDGmlFhBLTjcB9XtdpPLJYZb5/KtabnweeHgynFZr4fDYXL95EpY6DXZr+juaTabqf+xpIX+rYEFMaee5qXTooE8P5b/0H1gPF8LBapa4DF+lv3W/Ifcd6bjyL9z2cOjwlQ3WwxYUAWln5tXDkP3iWlW+VgGgy45dbvytdvtFhSUunB57PnnnwcA3Lx5E7du3QJQLOehYfgaWn7u3DkA0zB2fofXrl3DP//zP8MsNlZQxhhjSokV1ILDUN+dnZ00K84pF/r2OaM9bhOpZhvPraHkZu1aHJHH4hqFhhfHzN+1Wq1QQ0gzM+TqEsUwcM2tx8+quuLxmPVdNzHrRuO40bXZbBaUFlWBLurrhuCooHQ9K4aXa82nXMh3biNzVE46JrnNu7GUvF5bw+l5PY4ff2dU7JcvX06KkTWxbt++nc7jq67zxZDyalSv8RkAABXbSURBVLWKCxcuAAAeffRRANNtEz/5yU9gFh8rKGOMMaXECmrB+e53vwsAePjhhwuZpDn77ff7ST3oGsK8KrutViu9p9moSVRVWn1WQ93nrY/oRlqtrhrPVyUSN+HmNgKrOonrOoPBYCbbOe+T/46h9sPhcCbPHttSNaVjcOrUqXRMcwTGnHe6PhjXxEajUSFvoUZY5tb+Yoi9RiHyPfZ1eXl5bs2t3DUbjUb6DrimRNW0t7eX0hmxblOn0zm2/ajeGo1GWntiDj6O09/8zd/ALD42UCeEy5cv47HHHgMwNTSaJSAX4psLz+bnYyJToFhEL7eAHx9y2r66jviQ4kL7/v7+TGJX9pvnx8APffhHA6UL8np+LLfBPjSbzXTtaEx1zPr9fnKjxjB2TXarrrJolHWvVzR2d+/eTeHrsUSJ/q2uxHn5FFutVsGF22w2C/eX21qgn4sGitsaqtVq+pvfoX5PsVil5n4kObcir2NOBnbxGWOMKSVWUCeE73znO/jN3/xNANNy2wwpbjabKYghN2OO5b/7/X62HHmurDiQz9CtCi2nqqiSqBgODg6SajguMEOzI0S3nPYjur4qlUpyqcUNoOruVGVBZaDjw88yN52OCe+FbtHRaJQtAsg+bG5uApgW66tUKtlwfX4uZmNXhRY35WpgSS7DPOHnOp1O4ftVJRozaGgAhSrYXGFG9j+qvEqlUnA9W0GdLKygjDHGlBIrqBMEN0y+4Q1vADBVUhr0kFNQurkTmMymuc6hazNcu4khxLmw9FwQg4aNR2Wh9Z1iQcFcX+v1ekHJaXbyXH94/aigcnnxNCxd74X3Hq8JTNWgpgWaVxSy2WymYn1Ml7S/vz+3Jla1Ws2mP8qpUyBf4PDw8LDwnqbFyhWujFsWVOHpxmhtS1EFlStBz7HiWH/xi18stGEWFxuoE8Tf/d3fAQAef/xxANMH39LSUjZoIAYXaPBAzNyQeyBpRGBM9NpoNNJ56+vrADBTUJEPcz60lpaWCsXr1EDlEqtGt1bOxacGig/nXOXbXIHAuIBfq9Vmkp8CmCljwihKuv/UbcZ+MDBibW0tGSjdhzbPJahBIbnIu+hu7fV6hUkJ+6zn63jNSzyraDRnbv9c7AfHOne/1Wo1ZbLwvqeTiV18xhhjSokV1AmEhQp1vwln95xxr66uphk2gwG0RIUqG34uqh5dtI97ixqNRlJTDM2msjg4OEh9PE5B5fZLcQavbsucaym3B4v91f1e8VjMBK/3qX9TObEgX6/XS+XQmV9ud3e3kEmCimJlZSWNy7zQbO1HLughpyzVNRu3FhweHhZcdVrynaiyZp/4O6Aqr9frhYKLw+EwXZNjzPNPnz6d/tbfD8fx85//fOHezeJjBWWMMaaUWEGdQP76r/8aAPDJT34SwGQ2y4AJzuAvXryY/qaaoULSTN5a1E9DjIF89nDdfJrbEAvM5onLhUDnAgRimLzWO8oFgORKz1MtxJpPen4us7iqMI4LVScVVLfbTQpxe3s7jQ/P59pVXF/jePA68zLM5wJFGo1GKpjI9R1+R7kgkuFwmK7FscgVmNRx59/87hgSv7q6mvqh2UCigjp16hQA4Pz582kNkv3q9Xr43Oc+B3NysYIyxhhTSqygTjAsB/+mN70p+f8ZUafvcUMvz9cQa51x59aGgPmZueMMXjN6U0FQGR0eHhai5ohuytWQ+Kh6chF4GvUXN5ZSQVUqlZm6VPEeNcoxpifSfHox950qrrjJ9vbt20mF8dqHh4dzNzdrSLmG4VNB8ZW58g4PDwt5/XL5F48LDVfiVgFuMgZmq/PGMeBv7NSpU+kzVOpWT8YG6gTz5JNPAgAuXLiQXDO6yE+3EFG3XswuMRqNCi67XJJTDY+O7iotWMi2NJNEfKCSnLtKAxtypdDje3pNQsN85syZQs68RqNRKOOxubmZgk3oMj1//jyASdADS0WowZxncNSAcC+QugRjAEKuOGG1Wk39ePjhh2euvbu7mwIhuHdrMBgUxpYMh8OZvIuE53MMaFSXlpYK4fq5kim614sG6iMf+Ui2D+bkYRefMcaYUmIFZXDnzp20gE92d3eTgoih0Fp8UGfrMZcd3XRaGpwuRN2oSzjTbrfbaTatZcmjatMQ6LixVPMFRndVvV4vZEWo1+vpOFWBhr/znnnNer2e7pPjsrq6mspD8D4feughABN1xfIT6gqNY6BKisqJGUA02CS3SZaoy5QKlDAQoVKpFHIJapb6XLAG2+L9aj/4HtukeuK1+ErlxH7wOmtra/jABz4w957MycQKyhhjTCmxgjL4xje+kRakOaPf29tLM/jcZk3OhHl+r9dLaxqqSvhvqhGuOdTr9ZmNwnpsY2MjKQ+quNXV1ZlihwBmytTHja65MvMauHBcDaq4YXdrayuVMtfaRryWZtjWcuXaVw02YPuDwWAmBFv7o0Ue9bO59vRzsX2ue/G7YVCCns/+j8fj9B3E+9DM4rkQfb6nARFxw3Oj0Ujt8nvl55jSyBjFBsoAAP72b/8WAPDZz34WwOShkgtGACbuK7qw+KC8detWYe8Mjy0tLaUoMs2OwAdXTIq6ubmZ3uMivz7caAB5vf39/XQtDeyIkXoaoKEP3nh/ufx47JtGvMVchbdv38atW7cATPcD8cE7GAzStbRwIR/6cRKggSXqBoxJaHNJd9VAxQS1DOIYDAYpOEL3idFIx1Ifh4eHhXs6ODiYcfdxrIDJZIDt6vfM3w3fo3H86Ec/CmMidvEZY4wpJVZQZobnnnsOwGzJCaoeDbFWVx0wCaqICkoVV66AH2frbEuzEFAZ8Nqj0ajgltOgiVy5+VwJcZ6Ty7Qds0SwLZ35a6CIjgcwUXJ0BbINurw0tJ3j1Ov1Zv7We9JsGpoJPp6XK2OvqpCuvStXrszcU7/fT+pFC0GyjZg3sNfrJbcrs2NcuXIlqSm2Qdfd+vp6ITv8xsZGUqJ8jy5TY3JYQRljjCklVlBmhq9//esAgPe9732FNR8qHc0MoQERuQ26PCcGMYzH4zS753u6ETeGU+smUQYPxKwHwGzdI90gqq+6tkZ1UqvVCkEYuq7FmT/7rJtm+bler5fWephvj/e9s7OT1OnNmzcBTNaFqLByAQiqQIHJehzXlF544YWZ81Wh6Xjw+synqP2PhSiHw2Fal2JRywsXLqT2+Z3wHqvVKq5evTrzHvuq2xaoxldWVtI98Zp/9md/BmPmYQVljDGmlFhBmSw/+MEPUsQX11g4G19ZWSlsyl1bW0uRX8z3xvM1nJpRXsBUNcTX4XCY1IuGfseowuPSJmnmbxLXpPhZElMp6XoZ/6aK7Pf7ScVoGicqGkYtsv1nnnkGTz31FIBpTsPd3d25CkrXxDhm29vb6fpUOtrnqBi1Pa4bcY1sPB7PVDfWsQOQohE5FmfOnCmEjW9vbxdUsIbyxyi+SqVS2PBszHHYQJm50BXFhWwGMWxvbydXDh+Yy8vLac/Nz3/+cwDTzAPdbjc9gDUUel5eOQ16OC7rgrrs+HDlQ1STp8ZXzRrBVzWisZy69ofGYjgcpvHRIAMaZRprnv/MM8/gRz/60cz4qNHNBZjwYU+32NbWVgpCoKHJPfA1XD5m39C9aTHYRF23dAneuHEDwCQ8PSaEPXfuXLo+jRDbbDab6Vq6382uPfNKsIvPGGNMKbGCMnP5wQ9+AGBSegOY5k9bWlpK7j8NbY5FCamuVldXC1kaVlZW0iZcqgINZ49BGPoe2yLqWsu58aKCYnv6OhgMkrsqXlsDENRFqVk02I9Y4I/t7+/vp0AChnfXarVC4IaGukeXZrPZTMqM488w79FolB2fXJZ3vU48h+fRxcfw9Le85S2FsPELFy4kBcX2+O92u51UlV7rM5/5DIx5uVhBGWOMKSVWUOYlefrppwEgZZvudrtJDTBQQHPfUQlxNr62tlZQCsvLy0mRaa42YHbthJ/TgIeYYkjXm7jGoYENJKY8iugamF5T16z4XqPRSGtyGp5OBUUFwuzmw+GwEGSggQ1x3UsVI4+1Wq0UfEHlxHWwTqeTrq1jFWttaeHFXOZynkeYSf3GjRvpPK4/Li0tpZLtHGuuV45Go7Q2x7H4i7/4CxjzSrCBMi+b733vewCAD3/4w8lAMTpMH/p8iPJB1m63U9QZ3WjNZrPwcFOXVi6Sbp5hURecPpxjoIUWB4xVfPVafEhrWzHLxHA4TK5Jur60ii8DRjTvXiwJovcUgxi0HIkGPdC4cYxZELFWqyWDoHu7NC+f9l+zUuieM57H6/DzzzzzTHLt0XVbqVTSGPCaPGdvby+5Mm2YzP8Xu/iMMcaUEiso84p54okn0t+f//znAczu24llNDSAgrP8vb29FCrNWbi67FQ5zUNdfTEPXU6NaQYKKgP2R/dS5ZROLuydSoJq4/DwMB2nUuQ9asl6ospP3ZvAbNFGugmXl5eTIqN7kfnxNjY2Uvvax1gag+33+/1C5vVqtZrOUyUETBQUs2kwT1+tVkvnMXhEizh+4QtfgDGvBisoY4wxpcQKyrwquFhfr9fT7F5zrwGzikgX0zk7p3rQMuHHoUUGSSySqJt3Y9BDbj1LVZJm/AYmKkuzkgMThcQABV0v04zswDRMe2dnp6CgNMw8bnRVBcW8eGfOnElreZrNAQBOnTpVWGeq1+sFBcXX3d3dFNDAvrZarcJ3xzXGp556Km3eZR+Wl5fTPfHaXHv7yEc+AmNeLVZQxhhjSokVlHlV/P3f/336+4Mf/CCAqSLSXH6xptTe3l4hhRI/B0yVSi6KL5fCKKoqDeGOm3h1zYrrSN1utxBmzv5pSiKNimMmb13HooJjCP2zzz4LALh+/XpSYbqhNq49UYk0m800ZqzJdP78+ZQmiZ/j2OlmZR2LGK2o61RxQ3W73S6sJWlEZtxo3Gw2U3vvf//7YcxrjQ2Uec1gYAAf2HTZNRqNwh6der2eHtR88NF1BEwfkOp+ihke9KEe901p8b1YFkMDIvhAHgwG6TwtJQ9MsiPw3vhar9dT0lcGgKysrKT7ZEAB+3BwcFDIDKH3kjvGvumYRUOfy5KRM1D8TtjWyspKciHqfjQaK44F+7CxsZHG4w/+4A8KfTXm9cAuPmOMMaXECsq8ZjB3n2acACbuJbq3OGtfXl5Os37OzDW7OWfuVDMbGxtJjWjmA57Dz9L1pZkbYvCA5rnTNmN2dQ2S4L2oOtHSG8BEMVIN8n65kXZtbS0FlKj6iRtpSb/fTypSlR9VaQzDH4/Hhc3EqqCium21Wul8uvHU5cjgCI7Tl7/8ZRjzy8YKyhhjTCmxgjKvOUyJRD74wQ/OKCFgsujOWT0VFNegBoNBWmvhDL7RaBQ2AOdy6+nfufByvvJv9kHPi6+6vqMqjOtjzEe4traG69evA5hu0GWI+MbGRgouUOVHosobDAbZ+80VF2RfeYzta7vxngaDQSG0vVqtJjX4J3/yJzDmXmMDZV53/uVf/iVFedEI7e7uzuTBA2YfonEvUq/XSw/enFtMC/EBs3nl9IENzAZQaP66+IDP5eLT68Xigaurq4XAD7o0t7e3U3/4uaOjo8K16MJbWVlJLkQaKh2vaJwbjUZhzDTprubg4/U0iIX3pIEqxtxr7OIzxhhTSqygzC+Ff/u3f5v595/+6Z/OZO4Gpsol56Lq9/uFkGpVCrmwa342Huv1eumaGvzA8+n20z1DVBtatI/uSvb34OAg5aljhgceu3TpUnJbMoBib2+voGw0Ozjb57UHg0EhIwTHQPeQ5Uq4x8zo6hLk+Lzvfe+DMWXCCsoYY0wpsYIy94Svfe1r+OM//mMAxbBxzYunYdJRYenmXCqbXLE+hncTDcJg2fmjo6N0HkOsuY7UarVSbSst1sd+MCT+6aefTtkzLl26NHPNCxcupA2xug4X1540szjviWtRnU6nsKFX1ZLWqmIb/DuWfB+Px/jQhz4EY8qMFZQxxphSYgVl7hlf//rXAQAf+9jHAExzvGlEmtZy4toQw6OpXJrNZlIIVB3VajUpHCojfn5vby8pFSqXXq+Xzrt79y6AqdJpNBpJxXBtaW1tLfWDa0U//elPU594HlUYlZq+12g0Zsq5a39UCXKdqVarza2TlUt1VK1W8a53vQvG3K/YQJl7zj/90z8BAP7oj/4IwGxOO82BRwNGI8CAguXl5cKep5WVleQ6ZPADXXe3b99O7dKQdDqd9F4Mf1cXIg1Jq9VKxoLvra2tpSKAvJbm04v7n9bX12fCxPW1Wq0WMlu0Wq2Zoos8T/8NTA3U29/+dhhzP2MXnzHGmFJiBWVKwze+8Y3094c//GEA0ywTzWazoIi0tDkVTixtrudpUAPPo7tNw8zj55rNZmqfbWh5dL63vr6eMklQSTGTRK1WK7gm1cUX8wxWKpUUAq9qSUu262uv18Nv//ZvFwfVmPsYKyhjjDGlxArKlJInnngCAPD7v//7AGZrPlGJaOh0rBFVq9UKa0lc39FM6lrKPRb8I7k1qGq1mhQOWVtbSyqM6Y+YzVzTN2lKJ14zFjPUbOa89sHBQQrkiPkLP/7xjxcH0Zj7HCsoY4wxpcQKypSaJ598Mv393ve+FwAKVV8Hg0Fau6FKajabKSpPS6wDs7WfVNWwDbavG4Gpxrhm1ev1sLu7C2AaHn/t2jX84z/+IwDg8ccfBzCNElxZWUmKKBc6T2XEa969ezepL4axv/Od78TXvvY1ANM1rk9/+tMvYxSNuT+pRHfGzMFKZf5BY0rCpz71qVR0j/ub1tfXk1GhIdGgA82pB0wMFP8vxGwNtVqtkBfvxRdfxJe+9KVX1M/vfve7qT1eh646luxgH69evYq/+qu/ekXtG3O/Mh6PK7n37eIzxhhTSqygzInhL//yLwFMgiCYU08VFJUTFQ5dcr1eLwU2UJX9+Z//+avuz7e+9a3kMqTK+8xnPvOq2zXmfsMKyhhjzH2FFZQxAL761a8mdUS1xA21VjXGvL7MU1A2UMYYY+4pdvEZY4y5r7CBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlxAbKGGNMKbGBMsYYU0psoIwxxpQSGyhjjDGlpDIej+91H4wxxpgCVlDGGGNKiQ2UMcaYUmIDZYwxppTYQBljjCklNlDGGGNKiQ2UMcaYUvJ/xzOtEO7h/MMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wmPHYun9tD+ED+NatWwDGHXVuzVA0O2g4jMfkQ3d+fj6bdy4W9eOg4KWXXkrhMnYg6+vrqYO5du0agMn9arVaBVPLcDgsZHhgB7e+vp7O79KlS1PXRl9Jbg0cMLk/DGmqrZ73RDth7oehTw210gr/9NNPAwC+/OUvF66Xub9wiM8YY0wpsYK6D2GGBLUZqxICplf9R6WgGQ00zKbF6nT/qqBUbcR8fjmDgyo1VVN6nEqlUmjrcDhMtmjmtOM2nU6noHqq1WpSBswY/tprrwEYh75oDNCM6jmVEe3ovCaqoDTUyHAc20pF8Y1vfKNgXDl+/HgyTsTwYq/XyyrSaHvXNsdci9quGHrUTB5632KuP7X0U3WqwSTeO11UzIXJPLennnoKL774Isz9ixWUMcaYUmIFdR8SbeO1Wi1rPIgqSYvYRaWgqYuoAqgKNCecHicqKKKKiG1QW3pcxBt/z89i6Xlul6sHVavVChZotWhTQXGu5ciRIwWVUa1WC0Uec6pTVUycTyOaOopzOdvb24U5JZ2ri3Nto9GooKCIqis1bUQlmrtHqnTZfs4pUQUtLy+n+6/LFXRZAjBd2yuqsHa7jQ9/+MMAgK985SvZ62RmG3dQ9yGcjObDZX9/v2B60AcSnWXq9IshIw0TauYAHic++DRkFAsj6me6pieGwYj+To+Tc/bx93Gt02g0KpSA0DVJsYAir4OeU6VSKXSWB7nWuH3cr16f2EHt7OykEF9uX7l9xMKJ2uHHzjTXDu2gtLPlPtgxcTuW/NABCAcI7Xa70DFp4UK+p3ux3+8Xqhub+wuH+IwxxpQSK6j7iO/7vu8DADz88MMAJgrg+vXrSfXkRvw0DWjGaiooVTocxWvWcB4njsj1GHFkrmuMcvvnPrQ9MRzJzwEUVIoqOtLv9wthRc0UHkNxauHO2eNjuYqcgsq1TY/J/WqJdS1QqNvnjCJaUJDrpmhPb7fbeP311wFgqqxHzJiRs/nnwnLRJr+/v5/uj66ziuvE+O9ms5n2TwVVr9dTe8+fPw8AuHDhQvY6mtnECsoYY0wpsYK6T9jY2Eh1kTgaVcvyzZs3AUwMAjrvoqNiYFwCnaNdzkF0u91sfSRgOqu2KoqoNnJZHXSbqEY0u0NcBDsYDApZ1XMl5Umv1yvUUVLVE+drVEHpHFdUfrn5Mf0utyBZ2wxM5vK2t7dTXjsqIs0qH40rg8EgqVmqJBpE9vf3kzrhHKOqsLgsoN/vF0wVWkMrGlDUmq9zkTSZcF/c/8LCQkFlNhqNpNS5ANjcX1hBGWOMKSVWUPcJ8/PzSTExxq+VUTmi1Txr0WKcc8hp9mu1oQOTUbiWQlerdVRQqnBifSd+zt8C03Z5qiW2p9vtFir2cl86Wuc2w+GwkPU852DTBc1UcJoSSm3obAe3jzZzVWVRtamC4nF2dnYKzji9D3GxNTCZD7x8+TKUXq+XVBj3pfNAuYrGcd4LKNYKY1v7/X7B9t5sNtN1ifuv1+tpe85ZaX4+KqhHH30UwGQRtZlt3EHNOOvr6wCm19vEMI4mOdWQlE7YA9MPVD6ItNOKiUP1gRZLQQD5HHxsa3yYa/gnVzSQ37OjajQayVDATkOL6sWCfLdu3UpJWXMdcy73YAxpViqVwgNVy2HEDlNDjTEkqOfLtu7u7qYBRLTQa27DeN+AyUOfaDLd3Nq02LloEclc+wnbpevWiBaR1O3i/hkarFar6ZrF0ODGxsZUDkEzmzjEZ4wxppRYQc04ap2OSujNFBRHuTEcU6lUCqXG1fQQ8601Go1C6EjDfvyOI+i5ubls3rdoLyeqyqiglpaWUiiTuew44a5ZDmihHwwGySjCEXzMLajvh8NhaocqR37PUJYuUo0mgJxRRI0OUT1q5oac7T2noHI5FvX42n61pcdjq8LR+xz/Nqjw9B6qtTyGf4mGTBl6rFQqKUQZS8ovLCxYQd0HWEEZY4wpJVZQMwrnX7SgIEe0GuMHxoqEo1ddoKlpaHRfOsGucyZx/oKj5eXl5TTy1TkUXaQJTJsfOHJWJcX9RoNGTkGtra2l+TeWHj9x4kRqDy3ztFrfvn17Ktu5ojb5nPFDVafavvXc2u124TvNTRdt3bpQN2eciNnAO51OwTwyGAwK84G5hdKHFXIkg8GgoPb0t7FAY7PZLMxJLiwsTM3JAdNzaXFObDgcFmpKMddfo9HARz7yEQDACy+8ADObuIOaQTY2NlLCTf7HXlhYSJ3D9evXAUweLnt7e4XJd+2g+JDlw7Df76ftc+t1CI0CzWYzW9KBDy62VTvQ+DDPPSBzWSP4oGw2m6lTVOMEzyN2vkAx/58eJ3Yk2h4yGo1Su2MnrevEcmG8GLYEimYH7VziOWn5Eh1sxNCedqqxg1JjQzw3PXYu7x+vJ80MCwsLU2ucgPG1jn9n/Hen08m6J2PHzb+VlZWVtL2dfbOLQ3zGGGNKiRXUDHLixAmcPHkSwGSSvl6vFxQUR8t7e3sp5EUFoBP+VD9ayj2ue6lWqwXrMBWAhrI0XBiVymEFC/V9LutCVESNRiON5qk2VHUwdKQZyXOmgfhdzuShcL9aaoTbRxODvo+GlF6vl7W7816cOnUqXUdgrDq5Lx57f38/3deolg5SUCRnYohW+Gq1WlBaVM289sAk3Nzr9ZLdPba10+kUciHm2q0qkSaYBx98EIAV1CxiBWWMMaaUWEHNEBxJnjhxAmfOnJn6To0HtFbraD2XxfqgRZs5g4DmyosKpNVqFUbfqqBiDjlVGLmaRVGh6eieczKqoHTiHhgrKaopfpazkucUlCqpmHlCzSPMmcdz293dTcdSY0Bc/KpGkKjQarVaUihnz56dauvdu3cL8zr1ej0ZYngcKi49X625lTNkkKhwcnN5aiPnPjRvYCwGmct3mKvRFVX2/v4+Tp8+DQDp1cweVlDGGGNKiRXUDKGj5MPqNR3mhlM1EBWNzgPk5gti/SXuK2cpz6UPyi0AzVmaOVrXNDh0d9Favra2lizJ/I4LdhcXF5O64j7W19cLdvrcdSFqgdY0TlQIV69eTdsBYxs7be6cd1FnX5yfimmU2Na1tTUAE+u83gfO76i1nEqR+83dL1WkqnC1XdVqdcoFCYyVKI8VnZ7tdrtgKd/f30/qLiooXSyui6EPstq32+20Ha/FAw88kLK2m9nAHdQMoclWtZQGMN0hxPBN7kHc7/cLFmjNShAfJgcV9QPGD+QYLsxlReBDWR/cGgLjw5CdL89xcXExlRKheeD48eMpHMYOipPqCwsLBQPF6dOn035j8UZtv8KORg0XMcTHa3D37t10TDUGxM4/F7ZUowDDlex8uc329nYhee3i4mK6RjxmzNrBdsfPYphzbm6uUG5Dc+vxOmqxR54Lr8/e3l7BXKODmdygJIaBdRkBj8XyMRsbG+6gZgyH+IwxxpQSK6gZQnPgxQJ+GkLJmR5yJcm14CD3wc9jZgWdYNdjAuPRe1RE/A1QLCj4VhWUZoaggqJRZHV1tRDio9252WxOlYsHgJMnT6bwYCxxr+eiC16jDVyt+Qxl6TlSmWmW91z2BL7m7O4MpfGcuP/bt28npUIGg0G6BlxukDOdaMkREkN8jUajoJLq9Xrhb4qmjFarVShnX61WCxkkVKnlvotLC9iGY8eOpTY+/PDDAIAnnngC//7v/144P3PvYgVljDGmlFhBzQCcW6G1/NFHHy2ok1ardaBtXDNh69xSLMutCiraonMWZbZB09jofFbMgJ3LDajHiTWfOL+ytLRUSGtUq9UK1nM1ccTie9VqtVA3Si33OcNILhO5zlsB06mU+FluwW5u8XH8TE0PVFD89+bmZlJQWuyR83A0b3AbNcGQRqNRUMs8n8XFxaTe9D7HBcl6HF535bCaVTpnyXOL85Tc55EjR9JnVM0f/OAHC8cz9zbuoGYAPhweeughAOOQBx8URMM/Mb9ZLs9arVZLD79cBxUNFPpAzeVxi2aAw9bc6MOfaIcWw1S5DAi9Xi+bvYLE/asJIJf7LnYWuWwHul0830qlUsi3pwODnIlEOzBgulwFOwuGLY8fP14IK3a73dSJ8yFO80ar1SqU1qjX64WwrubTi8UGW61WwW2oGSJiORV15cXQppp4cteT+2Abjh49WghzMuRrZgeH+IwxxpQSK6gZgtkFHn74Ybz66qsAplVSNCPk1vvkct/lyjLk1gXlbNE8Ti6vXNxXbl0WqVarBctxrs1qtOD7uG5KC/NpGC+2P4Yq4/nGdvb7/YK602zfUT1otu5cpgoqLg3raY47YKIoTp48mSzupNPppH0wBEplffv27UKYs16vF6zkRMuv67XLqcL4narP+LenSi2qpWq1mq497fWqGPme7aJRxswOVlDGGGNKiRXUDHD79m0AE7MBMBlZc65ibm6ukAdNFVJUJQAKcyA6qo6LKnMLWXMF/UjOZJBTULk5ipj1vN/vp3O7e/cugPF8Db+/ePEiAODWrVsAxuqKdmjOzV29erVQXjw355WbN8stYI5t1ZLpOm93UP0lVaRql+d9jepudXU1GSJoZ280Gmkf0VjSaDQKtu6lpaW0XSx02Ol0Cgt6c/kC9TzifcrVd9LrFQ0R1Wo1qSkqQGYDefDBB9McFK+J56BmDysoY4wxpcQKaobgHMRwOEwxe46I1XkXnVe6IFKJ+dLUBZcrDR5HxTkLsW7PtuWsx9EmD0xG5LHmkqolsri4mLaLzrtWqzWVbggArly5khRW3F4VlLr0ohrQ9E1RQekcWq6mVG4BbVRj/X4/LSKmG4/qIedQVDs9oYKan59PiluVclyMS7S2VKzcq23UY0d1qHN/VGN6jan29ZXqMWYuf+CBB9LfeEwvZWYHd1AzAMMf2kHFEJ+ucck9YOKDVcmt24kdgiYTjb/LlUzv9/uFfIEMTallXR/cmigUmHS0nU5nan0PMA6L8YHK68Ltt7a2CtfgjTfewObm5tRxtMPNFfyL10rzycVr8GYhwZwBJFrWd3d3cefOHQBIbeUauOXl5UJITTsotoN/K81ms7BmC5h0UDy2rkfLlb6InWju3DWkHBPO8u90cXExdUYMVS4vLycjBJdQMNvH+vp66qCYJcN5+GYPh/iMMcaUEiuoGYAjYS2xwZEqSxHcvn17SqHoqyoc3WcMcWloKjcBHsNCuk1UUL1eb6psA4BC+Qogb0ePJSm0PLouDtUJfj323t5eIVOFWsTjeeQUoJY7P6w0fC5TvJZAyam1CENxt27dSiqBZgGqh0qlkhQjt2+32+kaxdLveixVarwHUQ1rHr2cEeIgez0wUVBzc3MFhUaFv7a2lkqJcFHx+vp6UlDnzp0DMLk3S0tLST2yzVSXZnawgjLGGFNKrKBmAI5GGZ/XtD0cjX7zm98smACi7RmYnn/Rha26nRoEVD1EBZIzRuTmLHJlyA9LdXTY/Egu1RFRk0Wcx8pZprV+VvxOM3lrm3M5Dfmay+6dS50Ur4GqMqojzkFduHABwFhR8DuaBfb399P8W0x9lVsW0O12C9tpyqZYb0oVYDxvnUdUSzwVE9HcelREJ0+eBDA9z8TrE5Uv26HfmdnBHdQMwAcAOyOtdMq1IYuLi+lhcFhOuFwWhxwxJKXhm5jTTh/wmtUhl3EinpOGxeI6GQ3PRbrdbjrPmOdOK7uygzpsTVIuy0S9Xi840ebm5tL+aABhdoN+v5/WXmkoLiZNVYND/KxaraZ9XLlyBcBk3Vez2UwPf3ZeOzs7hbVommmD8DjdbjeFgXPZOmKItdFoFP5uYqFDfa+dYvxb0SwWmklCTSx6LYCJmSKu2TKzg0N8xhhjSokV1AwQw1UACoql2WxOjUz1VTOLaxgtV05Cf6fv6/V6GhVzJK8hxJiDTbMc5MwJUcXo/vWY/F3cV84Gzv03m83CiF8VVFRcGl4kjUZj6lyAsWpiSI3hqscffxzAWC1xEp+vd+/eLYSschZx3td+v5+yhnAfajagWqYpZHt7e6q4YO7clFwWec0EHzNPaGg1R86WzvOkpZx/K1reha+VSiUdi+dN6vV6yiTBfVQqlXQNbt68eWC7zL2DFZQxxphSYgU1A3BUylGmjoQ5ulxYWCgolZza0LmWaCHmq84fkXq9Xhit60aZO8MAABzoSURBVHEOU0uEE+KVSiWNsLXoYJzb4r8XFham5q8i8dz02FruPFfjisRrNj8/P3V8YGyV5rE4umc58r29vULmjG63m9SOqhJuE6+xfhZt3b1eL2WZIActB+C/c4uE42eqWtlGWtu73W7WFq/tVYbDYdpH3L9mmWBEYDQaJUVKxch9tlqtdI35u1u3bqW5Pyuo2cAKyhhjTCmxgpohqKC09hBHlEeOHCmkl9H5qWgb1zmKnG08ztdUKpU08o05/0ajUWH+K5e9Wudy1B3IV/6WI2ZVbFFBaZn5nPohqpZirr9cKihNCRVVTKVSSfuOzsLV1dXkwMvN68RcdgcpqJzS5fGobLTke7yfB2WW5z6jlZ8KvF6vF0rK9/v9Axdna9onvQ/cB9vKe763t5fUpF4nvucrz/v27dtJnfJ3r776Kl577bXC+Zl7F3dQM8QXvvAFAMAnP/nJ1AnRNryysoInn3wSQDETQ7/fT3ZlLUPBhycf/rmHOanVaoV1VfqwyoX9oslAk4Sy/Zp5gA+8mBmC++N2bCPPM5elQcuQ8FrEz3QtUy5xbK7kSLQ8cx9ra2tpAKEWa96DaAPX/eayP8RBQ6/XS/uKnamSM8Fo6DZa59VUEUOr/X6/0LHqNY82eT1f/l3qtY7hvFqtliz5/J2WA+H15N/Dyy+/XDhfc2/jEJ8xxphSYgU1g+zu7iYFQkW0urqKJ554AsBkNMrFqr1eLy381FE1R7nR4KBZI3QRacxQodvnsi7E928W3oojfjUARJWUC1ep+qFa0n3yXHJ29pwayRVOpLrgteX+V1dXU65EDfFF40Yu04Z+l8ssr23QY+p9ivvNqbK5ubkp27fut9frFUKruUwSOQVI5ubmCmVONHTHvzctXR9Lw2iWfoYJea0PM8qYexMrKGOMMaXEQ44Z5LnnnsMLL7wAYDJSXV9fT6mQaEfmSLXVaqXPOCoFUDBCHJZbT4vvxdF6rnid5vOLcydaXDGX+icaBAaDQRo955RBVIA8RvyMx4q1tA6ay8nlBoxKiHN7d+7cKZyTLnTl73TOLaeSooJSRRQzo+euRQ5N3xTn4dQSH+fLqtVqIVWTzjvl8vPFeUeqyqWlpaljAeOUUHEei981Go1Cva/XX3/9wHM09ybuoGaUGI4ZDAaF0JU+3Phg0gckOxCGUA6r+qrOvlxoLX6nJoa4NkYr5OYyFWjuO26TM2EcVBlXy5Hws2azmdYzxfPsdDqpo9dOMrat1+sVri0fnpubm4X1VbkOSrMoxHZohxUNIG9G7CxyqNEiJsft9/vpmGp+OSiHo/49qPuS94l/b8ynx8wbwKRTb7VahQ6Kbej1eume0BloZg+H+IwxxpQSK6gZ5NOf/nQhBKQF+aiS1I7MUAu/Gw6HhczUudG6Gha0WKBSr9cLI20ND1FZ8Hj7+/tpJK9ZGthGqgy1ncf8fHqsXJmLWPah1+ul0F4M6WmGBlVlMX+elvjgvhiGunnzZiH8p6pDrd6x/dHyneOgcF5UrnoPcwqQ7Y12c1VXcc2ccljIV0OxvK/MBrG+vl5QSTs7O6kdqq75b2Ztz2WzN7OBFZQxxphSYgU1g/zu7/4uPvzhD0991ul0CtkBdHI/5qHTmkm5QnC5OYdcHSUeL2bTrtVqhbknbrO/v59GxRxpr6yspPdUUtx/p9NJ23MfOSWi6o37UtNBtMfriD4uQlYTg55TnLvRTBjM6sFy7Zubm4UFvXrsXIb2w+bmcooxZ+HXfer2WvKd58b2q4LKKb943jmbv77nPjiPtLe3N5VtHhjX0or3nApqe3s7FeD8/Oc/X7gWZjawgjLGGFNKrKBmFFpu6Y5qtVpJXTDuT0v55cuX04JJOqi2trYK7j21ZseRfG5xrc55cW5L51E4txPnF7T6LH935syZNLLmaFrnbWKeuNy8l6qVWI5cs3tHp1mz2Sw4IHXeQ0uax2PqfF/M0H758uXCgl5VM7pffhddbTpfFlVM7tzJQaomzqvpUoN4zFy295xLUI8drzvnvBqNRqGe2NLSEtbW1gBMVCfv/eXLl/G1r32tcCwzW7iDmlEuXLgAAPjABz4AYNqyywcBw1Wbm5upY2IYp91up4c+rcAapssliz2owKEWo9MHZiyep+U9Ykiw1WoVcvwRLQdPDsqsQHJlKA7roNT+zd8dluCV+9eOjQ9X3W/MwZdb16TXM+bi03VIuX29lYKCueUA3Id2WHH73No0zYyhIeS4Dw0lc3seW0vE8JqdPHkSwKTQ4dbWFv7kT/7kwHMzs4FDfMYYY0qJFdSMwrIDGxsbAMbKiGEzhk00XMU8aDpqj6PjXFgoFjWM++C/c1m4o41dc+FReXCEvb+/X1joqiP/GHZSRZEzChxmNohGCw0/aQhODQRxX9z+1KlTAMahKRoCrl+/DmAcTqVKjdbt0WhUUJbxnPXYg8GgkKMwZ5ZQ+JlayqPxI5eRPpchJFc6RTPFs60xxMf2t1qtQohyb28vtfHRRx+d2r+t5fcHVlDGGGNKiRXUjMJaOayts7CwkFRSrMWjluxcjaUcUZ0MBoMD54E0q7Zuc1CG81qtlhQIUwVpQbuooHS+4+3mnzvMdq3H0SKHPN9Y4FBRqzQwXohKVXvp0iUA43sTizzmFGzO1s026lKAuPhYVVVOdcY5tyNHjqRz4t8I95+7Lrks9bpP2up1XjOqZVWfsey91uGKFvTDFi2b2cEd1IxCh9zNmzcBAGfPni2U2eADhAYA4PCHYXy4xM9yJS9I7gHJ48fsAnzV7VdWVlJHGifyc5P7uVx22hnlqvPGjA1qEIjJUzXEFw0dwKTTZzj1kUceSR0TQ3xbW1uFsJZep2g80POMufgOyvJxkHFFDRds69GjRwtuPA2rxr+DSqVSGJToNY6mkGq1mv4G46sm2tWBiq6T0n390i/9UuF8zezhEJ8xxphSYgU1o7zyyisAJpPLp0+fTqNuhpUYflpeXi5Yz3VEHj/TLNwausutYwHGI/SY421hYaGg4HSkTbiPI0eOpO2iwsnZqXPZxrXNcbJd2x+NAprHMKdANPSl+QQBpHxxZ8+eTXZ9WqVVgWiGCmC6SKK+xrYdhuY7JNrmeE7z8/NYXV1N5wJM1Ha32y2E+NQaniveGJc1HKbo+H3cntfs6tWrAJAKa5r7AysoY4wxpcQKasb54he/CAB4+OGHU+YIGieors6dO5cW6nIiX0feVFyca8llOdBy4RwBc/RbqVTSMbnflZWVlB2Amb/5O7VYk2azWZgg1wJ6cd4rZ4nXQn65hbEHZVsYDofpO86J9Hq9wvZaA4kKivNNrVYrKSdm8lAFxWus81qxuJ/mL+T2h+W5i98rasLgPnd3d9M9e+SRRwCMzR38jn8j/DsaDAaFPI16b7isged75MiRQhFILTQZTRuVSiWpbP79/Pqv/3r2fMxsYgVljDGmlFhB3SdcvXo1jZg5r8AR65kzZ3Dx4kUAwDe/+U0A+bQ0uYWuav/l6FhtyzwO3YTqPqNy4qs65eLciea5y7kEI4el4QGKczjD4bBQTVYVSXRAqs1cFUu8xjdu3AAwdqFxPo1Kql6vZy3tbGvOth9dfNx+cXExXX+t23TQNcopqK2trdS2J598EsBkXvDWrVsFdd1qtQo2dl12EJ13x48fT3Nccd5Rf6tznbwGv/Irv5I9DzPbuIO6T7h48WJ6OBA+aI4dO5a+ixkcdLvD1hXpwzOGoVZXV1PnwxCZkgtNxTLtPAYwnbSWHNZZ5EJ88TsN8cXOotfrpQ6HD11+rsdZWFhIFnk+eBneqtVqaU0Xr8v8/Hzab8zSoAME7Tjj+iGe08rKSjom26j3MJoTdFmAhiW5fo72+HPnzgEA3njjjXTvuI2WcI9LEEajUSHfnpbU4N8ZByfHjh0rZCfZ3t5O4URzf+IQnzHGmFJiBXWf8NWvfjUVMeQImBP4ubIGOzs7hQJ1OmqPI+Z+v19QIBw5nzx5MoV0+FmuoJ2qmVzJ8VgCXRd2HlZOIqIWa+6zXq8XjBBUIltbW1MZLXjseIyjR4+m60iFQCv//Px8ut7cv5YEieebC7F2Op2sPR4YKxCqEaJFKmMZjVz2+eFwmM6TfyOPPfYYgLFCY15BnocquljoUE0PPN/Nzc2kGNlWKvfV1dX0N6JGlE996lMw9y9WUMYYY0qJFdR9xFe+8hUAkyKGNC5sbGwkOzFfL168WFAIh2XJHgwGU6NnYDIS1mzgOuKmDTmXNV2t1fxdnO9Q3k6uv5yC0t9RsbB9W1tbKXWUzh+xjWzX6uoqzp49O3Vs1jFaXFxM6oHXRVMu5VIe8XqqguIxo/EjV7J+fn6+UENL72HOhMG2cUEs/724uIgzZ84AAK5du5auz0HGElW0bMOtW7fSNaUZg6pseXk5Wdyp4j760Y/C3N+4g7oP+cIXvgAA6WHa7XZTx6TZH/jgjQ+y+fn5QtaHZrOZXHt8WLEj1Iq03Nf29vaUA02/q1aryWwQQ1/A5OGnD+vYQenaKJJbH5RLOMsHqibXZWhSMz7kOky2O4ZANTcdz0kf4jE8mjOdqKst5szrdrsF80ij0SgYLbStsVPRsCI7KF6Do0ePptItzOrw+uuvH5h/MVfdV9sfHZ/b29up8+LAyRiH+IwxxpQSK6j7mM9//vMAxuugaOflCHp5eTmFmBjm4Sh5aWkpTf6TxcXFpJioNtQwwJAOVUS73U5qJIat6vV6QW3Mzc0duGao0WgUlIWO4GOxRA1vaYgy5o6jRXxtba2Qm07z3HFfW1tb6TPuQ8tVxHPSfHW5dVlE7exx/ZmGUzWHHa9L3F4VDz+j6jty5EgyLZw+fXrqu7t376bQ3quvvgpgbKSg6mHoU40X8bprxnheW4b1VKX+wi/8AowBrKCMMcaUFCsog1deeSWNhDnKX11dTaNiTlqrguLkNj9rNpvpM2bwpmqam5tLI3PmVLtz585UsT0AU3NeUQkNBoOk5GJhPlUWqkT4WSzMOBqNCgqEczS6Hdu8vr4+lfeP21Mtsd137txJ21EZqLLgtdWs6bnS6mx7NIPMzc2ltkX7+GAwSMfWeSC+j/NeOifGpQVnzpxJ95DzTVRQFy9eTBnyL1y4kM432stVpfJYel/ZHs5XUmV3u1288cYbMEaxgjLGGFNKrKAM/uzP/gzPP/88AOBDH/oQgLF6oLWaI2Cdz+BnVANavyhaynVRLjnMZZdLO9Tr9ZKCytVCOqyibqwzlKvvpOXIOSdGFXTs2LGkMFWVqeriPrjdQw89NLWvXq9XsOGzLfoZ29/r9abUKduv81fcDhgrkKgY1fkYs4fPzc2l86N9/IMf/GDKcE97PI9z5coVvPzyywAmNnO1tkcXny7m5jnNzc0V5sm0xPxnPvMZGKO4gzIAxp0UMCmz0Gg0Cgk91e7MzoJhomq1mh423F7XHeUs0zHBqL7GsF+1Wk3hpNgxaIiPaHv4kOWr/l4fmNx/bGutVksPcz78gck6KZah6PV66T1DY/xdt9tN10xNHjHEpx2tmkCA8bWOBRH13Lh/ntPy8nK6fpFqtZrOhdvr2q7YES4uLqZQoJ73QcloNVOF/l1wSYGWbgGmzSTGEIf4jDHGlBIrKDMFTQynTp2aGlkrg8GgULKjWq0mxUH1oOGf3ALTaFQgmkVBs5+zHRoGIzEzhBYZjBnAe71etpx63K+WBqEtWo0fzFdHRdFqtdJnbA8XQPf7/XR91DYec+Rp6PGwsGgunBrDlrnyHHo9uQiX93xzczOZFqj8qHROnjyZwn4M8WlJkLgwWU0eWoiQ5ggtTgkAn/70p2FMxArKGGNMKbGCMlP8wR/8AQDgs5/9bGF+gaPper2enYinctL0R8B4USZ/SxVx48aNNJqPc1DdbreQMkezmefyvbE9qqR4LB5HM4FzBK/zbDGbudbB0iKD3Be/5z6Gw2EyllCVqArKFSUk0Q6u2+euQc74QXIZ0aOKHI1GafkAlwWsrq4mmzmvHZXjmTNnkoLSRb9sL/fL4zQajUI6Kd0vj/kbv/EbMOYg3EGZLJ/73OfS+2eeeQbA5GG4sLBQKHDYbrfTw0yToQJjFxwf4nwoDofDQvYBdhD7+/uFUhO9Xq+QcULXDsW8eGqciElUgUmnwgfm/Px8IUSm4b8YQhwMBul77RwZNmMYTJPLamkPbh/3qx1VDP+p+zBur9V5tY1sW67iLe8T26j5BQm31xAlz3tpaSmFApmJhPfkzJkzhVIc7XY7ddx//Md/DGPeDIf4jDHGlBIrKPOm0NKsZbo5+c+w3v7+fvqMRgGO6I8ePTr1HhgrqVwYDxiPwqP9Wk0YfFWLewxl6fFJzEsHTFvPY9Z2VTNUFtquaFRQq/qNGzcATAwUGrpTxZUzQrCNsb36mZbg4LlFQ4S+5/XRJQA8lmbO4P3RMh7A2FARM3n0+/10z6lIef7nz58vlIi/du1ayqRvzFvBCsoYY0wpsYIyb8qLL74IAPjRH/3R9FlcFNpqtdLomYsxOd/U6XQKk/q6j2gG0Pc6+c75nZhdPbcoNKdO1M4et+92uwXzQpznAaYXxqohABgrnGjN5/a7u7u4dOkSgEm9o06nky1UqOem+280GgUVSbu/1rPK5SPUDOfA+LryO6rDlZWVNKdEVKnxXKi4ms1mWrzLe865qFOnTqX7TwX+N3/zNzDm7WAFZYwxppRYQZm3zN/93d8BAH7qp34qVVXlqH1raytlo2YeOs7DtFqttECTcxzz8/NTmbh1X5VKpbCwtNfrpRF5dOWpgsqVgyeqhKI60vx/ugAYGCsAziXxO1UsqnCoLh588EEAE3Wyu7uLixcvAphUq2232weme9I0SLrQNapObU9UfqPRqOAc1MXOsRx8t9tNn8Ws6fPz8+mceG/29/fT/qJzc2dnJ332+7//+zDmW8EdlHnb/MVf/AV++qd/GsAktNNut1Ondf78eQATg8Du7m4qcMgH6/LycmGdlZZtjxP+zWYzu/aKv4udlob4cuXgc4aJuA6K33U6ndT5Moy5tLQ0lSgXGBtG+J7ny87rzp07qWO6fPny1LlpGzXEF+3u9Xq9cM2itVw/0447V46EMEx49erVlCyWAwoeb2lpKSWV5X3Y3d1NoUaGX8mv/dqvFY5jzNvFIT5jjDGlxArKfEv8+Z//OQDgF3/xFwGMQ020E7/22msAJlm+NZyk1nC+j8UA6/V6UmZanFBLRSi1Wi1NxGu2i6icdFFrDJ+pVT1mRRgMBulc+Hr8+PGUXYKLlldWVlIYkkpLw2jRDDIcDgsKSIsg8hrQyq+l7bm9KsCcKiQ52z63o4K6dOlSOj9mtVcFRcVIdbW9vZ2UpXPpmXcDKyhjjDGlxArKfFv84R/+YXr/8z//8wCAl156CcBklH/79u2kcDjH0e/3kzKIOdu0FhVVhJoAOLdF6vV6oUZUo9EoKKiYyw+YKArdP4+t++dnak+PJokTJ06kVD5UFmfPnp3aj6LpmKLtfTgcJsWihoVohNAy9jlVFa32mp4pzunpYt+Yj1DrTfHcfuZnfgbGvJu4gzLvGMyv9vTTTwMYP7CBcQiP62Po4ut2u4U8cUTzyukDOT6ANU9fzMWn2Shi+KxWq2U/I7EisCbHJdpm/vb48eP4n//5HwCT7Alq3ogdH9upr6Tf7xcciboWieiaJIYaGYKr1Wqp42Z7Y/FJ3cepU6dS2DWGKre3t/Hcc88V2m/Mu4lDfMYYY0qJFZR5x/nyl7889e+Pf/zjaUTOLN+rq6uF/HZqHqBS0PIQMUSmhQXjvpRozdZtVMHEsJmaDviZKrVoA5+bm0sKhSpMjQgxJNjtdgvrn7QsCa8ZFdH+/n5SNGr4AMaFEc+dOwcAqSxGtVpN+6ANnCHTvb29dH4MtW5sbKRjcfuPfexjhetpzHuFFZQxxphSYgVl3nX++q//Gj/2Yz8GYJJFYXV1dWrhLDBt645zRDqBH4sfqiFCTQdxHkszdMeS7zrHFY0LjUYjzZ3R7DEYDFI7qIiuXbuGY8eOAQBOnz49tf9utzvVXhLnmdjmfr+f7N9ayJGqUS35ALC2tobHHnsMwGShdL1ex61bt6auOxXSzs5O2j9V1Sc+8QkYUyasoIwxxpQSKyjznvC3f/u3U//+3Oc+V1goyvmV4XBYWGyqCipWvlVFpC6+mN5H8+JpDSRgrE7i9pqvj8pjbW2tsA8qoitXriTlxHyEWv031oaqVqtTC2f1nPT4OscVXYec81pYWEjv+aqLfbk92/rAAw/g2WefhTFlxh2UeV/47Gc/i1/91V8FMCk/oXn3+CDVNUAxrKVmhtihqc08ZrEYDofpMz7AtYOKRf5qtVp66DPUNxqN0vG17D1/y7IV3Ofi4mIqTcEwYbfbPbDMvOYe5OvKykohiSvPaW5uLlu2hAYIXjPmUDTmXsAhPmOMMaXECsq8b/zO7/wOAOAjH/kIgInSWV9fz2YKj5ke+KpZu3Vhb7Sqa/49hhP5Wb/fTyaGaHvX97qPaNo4fvw4Njc3AUyyXTA0uLy8nGzgtHDnbOaqEqnaNKtGtNpTQTUajWzm8h/6oR+CMfcqVlDGGGNKiRWUed954YUXpv79Iz/yI0n1UEk1Go30mWYsB8aqKWbyVvWjNm1CBcXs3d1uN+WaIzonlZufiqptfX0d169fBzAu4AhMFNTCwgIef/xxAEjb7O3tFTKn62JeZkvna6PRSHNKPKZmPOf5MR/gRz/6URhzL2MFZYwxppRYQZnS8aUvfSm9/4mf+AkAY8VChUD1oHbtuOD1sOSympmbamNubi59RtUWM4zzt/xMS5/rcfQz/nZubi7NF9HN1+v1kiuQqIKiBZ5zUP1+Px2TbdS2fvKTn4Qxs4Q7KFNq/uqv/iq957oddhxajiLatHMdlIb9Ysby0WhUWEsVM1AAE1OCZnr43//9XwDjkB1DcDEThmaPYJb3RqNRKBOiHZQ7HHO/4xCfMcaYUlKJoZGpLyuVg7805n2GueOazWZSP2qgiNkT+KrlzrUQIcNxB4USgUnWi83NzZTnjkaLL37xiwe29V//9V/Te9bG0v97sfR7pVLBM8888xaugjH3PqPRqJL73ArKGGNMKbGCMjPBz/7szwLAVIokzjNxwSst3/Pz88mcQJWki2ZZQ4lqrNlspu9otLhx4wZ++7d/+2218R//8R8BTFfxjSXZOSf2wz/8w29r38bcyxykoNxBmZnk2WefTYYGvrIUxvLyckr6ylDf/v5+6hzYQTG0R+MDMMkC8ZnPfOZbbts//MM/pP3HzBBkNBrhqaee+paPYcy9hEN8xhhj7imsoMzM8vzzzwOYhPiomo4dO5ayjVMldTqdFL7jeiiqq6WlJfzyL//yu9rWr371qwCA7/3e731Xj2NMGbGCMsYYc09hBWXuO37rt35rKr8dMDY/xGzmv/mbv/n+NNCY+wwrKGOMMfcUVlDGGGPeV6ygjDHG3FO4gzLGGFNK3EEZY4wpJe6gjDHGlBJ3UMYYY0qJOyhjjDGlxB2UMcaYUuIOyhhjTClxB2WMMaaUuIMyxhhTStxBGWOMKSXuoIwxxpQSd1DGGGNKiTsoY4wxpcQdlDHGmFLiDsoYY0wpcQdljDGmlLiDMsYYU0rcQRljjCkl7qCMMcaUEndQxhhjSok7KGOMMaXEHZQxxphS4g7KGGNMKXEHZYwxppS4gzLGGFNK3EEZY4wpJe6gjDHGlBJ3UMYYY0qJOyhjjDGlxB2UMcaYUuIOyhhjTClxB2WMMaaUuIMyxhhTStxBGWOMKSXuoIwxxpQSd1DGGGNKiTsoY4wxpaQyGo3e7zYYY4wxBaygjDHGlBJ3UMYYY0qJOyhjjDGlxB2UMcaYUuIOyhhjTClxB2WMMaaU/D+RMlSRdFaZDwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vF8wp7Gg7nU4KQ2oi2XgPzcnCd98YY0wpsYI6gcT8aXt7e0k5aeYAXccEzEa2Ozs7aaRNVaPbcXTPsNBoNCoonOFwWCi9wO3H4/FcmQ1uz2NR9VBBDYfD1H7NYhFzx6kNOyqoVquVwmu0XV+8eDG1meXouc/hcJjam7OQM4xKldrtdtO5aHg0mk347/39/cK6KS3aGF+r1WohQ/jS0lJSUKosgem953u5rPMaPuVnUfGq6YH74u9nMpmk+8N7s7OzM5cRXz978OBBof2tVgtf/epXYU4uVlDGGGNKiRXUCYQjVU6mX7lyJY2YOVF9//79bBlvYKqaYraF0Wg0Z6kG5uegOMKOI3/dvyoFHluzXVNBcb/RVq3npmogLsDNGS60wF5crNrtdgsWej2WLmCO9mkaUe7evZuulc7vLMrk0u1203nllGVUmPV6Pf3N67K8vFzIHk7q9XqhvLue52H1t1Rtxyz4vF/7+/uF+bKrV68m23rMtbi3t5fuL8/X5eCNFZQxxphSYgV1AmHGbI7utVqqZi7XkTswm5vpdrtpJMwRdL/fT+63qDbUlaeLbaOKUTUQFYIqjfgZv6OfjcfjQo0hneuK80c5BaXzbLnUQjofFffL+RfOQe3t7RVqH6ktXXP2AVPH3tWrV9O1BaZuPqod7oPXtdfrpfkmugWbzWZqW07V8vpRueg9ifNTeky2R9MfaWVl/lvnJ4FpOqP//M//nNte74OmjNJrYk4u7qBOMFy7UqlU0sON4ZvJZFII2WnoJZdZIYblcnnu9IEcOxANgcXwWS4Uptbp+KDPhaj0PHi+2kHpWh/dx+7ubsEwkjumrg+jIUOLPbLjULNE7PgY+rp27RpeeOGFuXPf2NhI++MAQc0nsezHZDJJ+4v3azQazRlWeB6xo1fi0oLYAQHzoT41ZMRrFtecAcUMHnHNlDl5OMRnjDGmlFhBnWC07EMskQHkMzbw/fiZqiQ1TnD7uA/d/yKrNTCfBT2XET2ilviovlRNxCwK1Wo1KYIYjrx7925SKlRGtVqtkC29VqsVFJRm6OB7an6gGiH87Pbt22lfDJ0+88wzhRCfqlbNxMFjaxhUv6e299zC4bhAVsO23L8WkdTQKs8tLmdot9spfBdDj8PhMP0euX2328W73vUuAMC//du/wZw8rKCMMcaUEiuoEwhT5+QmoXVhpmb6Bubnm3LqJ+bn0zmieCxVRES3icX6qtVqYe5DFVUu8/qivHK5c6pUKmn+TeeNgGnxQL6nyosKQVNARRXAa7C/v5+1tnMfUXUOBoOUfkoXK0fVxmOPx+PCQtqdnZ2CgsqpT52Xim3UaxyXCKgSjQqq2WwW5sTa7XZhaUCcB+N1IYsy6puTgTuoEwgfohquimuL1GEWQ2RaaoLov9mpEA3xaegotyZKv6P7UkNBXEOjGRa0U825/Xg+8QFfqVQKa7uYYHVvby/tSx1y0VShnW5MstpsNgvmkdgu/Uz3xXbt7u7O5amL34vGkp2dnWynwm1iBo/RaJTOPa4F03uk7+X2y9dXXnkFAFIWjl6vVwjT8jyWl5eTS1RDzzkjhjk5OMRnjDGmlFhBnRAuXryYFBNzzvG1Vqul0b3aqTm6pWJhlolWq1XIzN1sNtN3Y/l1zZKt4b+YfSCnDnLhntjWwWCQvsPRdy4Ltob1YtgvZ8xQ1RAVWqPRyK69ymX85ivXmMV9LiIq193d3YVrtTQEpwowZnPQ13juOWWpIcfcurWYP0/Pn+vteB73798vZGHn8drtNh566KF0LGA+e/uFCxcAzNSYORlYQRljjCklVlAnhHa7nRTT+fPnASDVGxoOhykvH0f5/X6/MK/Aon1LS0uFkXwum7aqn9y8S1QqOj8R56zG43Eh75uaIOLIv1arLcwlmMtikTOM5LJXkFarVbB69/v9wrySWq2jqstZ55Woeu7du5dy/MU5usFgkK6LGjpy5e5Jbh5O5yXj9/i3queYX1At6FTcLOWuORb52+C+1tbW8OijjwKYKfVGo1G4P8x+wm3M8cYKyhhjTCmxgjrmPPXUUwCmI3gu+Dx79iyAWbVXzTWnqXOibVkVi9rRgfk5jZjGRivYqgrKKSd91e3V0hxVQaPRKLjaNPVSbn4qZ52PxPYtaqMqkOgA5IhfFZfO4UQVqUouWs+3t7cLqpDuyVzNrYODg8I8k857RRdirVZLCio3DxcX9uq8V8zhp78Htkvn7eIcWrVaLdj7G41Gag+VY1zYbI437qCOObny2dGunetA9EFwmIWb6OR4fBDrg0w7krheKvfwzCVnjR2UWuK5/1arlR5uTNyq63G0UCGPc+vWLQCzyf2Y7UCvi5Z8Z1vr9Xq6psyV9/DDD6djxzYOBoNC6E3PMRfii6FILeke76tev8NMIzrYiJ2yDgpyGT/ie9rmXNn4XA4+YNoZsYPSwpSxACRD0OfPn0/3yRxfHOIzxhhTSqygjimccNZRsi7IBGYj7W63W8i6kFNVOprOKSiOvqks1L4cQ1L9fj/ZxBflc+N+2eYYXlNFGEfap0+fTqUuaAbhZ51OJy1I1kwOvD5atJHHjspSy2eoQuO15eie2ywtLc0pLZ6nhsTiucf3NGzGc1EbeCzBoSVHDst3qOG2qOSI5hnU6x/fI6qoNYwXTRhsqyoo/i6bzWYhhyPD1Mz6YY43VlDGGGNKiRXUMSWX9y0WIOSIdX9/P/2to/WY8VtHs3FkrjZzqgJVXMxizTyABwcHyX4cDQtq187ZnKNRQC3oPM6ZM2fS4k6+UnWcOnUqbUclpZm/v/3tbwOYzSOpNVsVHY9PVdDpdAqT+LyuDx48KChAnTeK56bl3bWGEtUplwxwviZXYHI0GhXMCLmFyTrfF7OlKzx2bm4uZ/LILUWI2/NVFSnPqdfrFebtaDpZWVnBY489BgD4p3/6p0JbzfHAHdQx5Ed/9EfThD+ZTCYppMbQFf/zd7vd9JmGavTBq5+1Wq2Ci69erxceXFp6gqEZvvK42g4tmsiHFB9a6irM5bCL+1hdXU2hPYb6+NnKykr6Wx+eaqLQc9POSIsNEu0wYy47hqL0fqgRQfMJKtoh8z40Go3Uxpjwd39/P5vZIl4fvjabzUIIUdsTczPqsXMdtpYQ4Ta67ixeq3js3d3ddK30nscOleddrVZTJ/3ud78bAPDlL38Z5njhEJ8xxphSYgV1DFlbW0sKhLbc0WiUJp852tVQX1wzVKlUUkiHo2iOljUrgo64o41d10XFyXGddCe5YnmHZTxXY0cMBTWbzUJoSUfj0QJdr9eTUuRrrgyFhrJypo2ohKhWb968mdaf6TnlsmLwPDRcCUwt6xcvXgQAnDt3DsBMhWp2D57b3t5e4V5zm5WVlUL2djVtcDu2YXV1Nf0O1EjB7al+9BrHbPhqq495GA8ODrKZ12OOP1WTVFPMjGKOH1ZQxhhjSokV1DHirW99K4DpiPswBRXnKDTjgGYiXzTBrpkYcqPd3KJQjpTZhtwEu472c4aCaGXOqTe1cmtdIWB+AXG0L08mk6QWaKbQrAoxKzhQzLDR7XbnChQCwJ07d9L57+7uAkB61bLrUeGcOnUqmTueeOIJAMBjjz2Gra2t9LleV7Vk8zyuXbuW7O7RPq6WeCqp0WhUaAfn8c6cOZPe07pgvGeE7VF1rFb6mLk+l4NQ8/rF+cac2qMyfdvb3oavf/3rhf2Zo4sVlDHGmFJiBXWM4Oh3fX09ucZU6eTcb8B0xBrj/7VaLVvDCcgrCk1FlMsQzlG3ticqOR0dx5F1LvM3j720tJTUDp1mWvGWI39+pmmQ1KVGxfKDP/iDAGZZuL/61a/OLdplG+I5qdWeCvb27dvpnLgAmKpWXXO8BmzzxsZGyqP4jne8AwBw6dKlNB8VS8Xr37Ri9/v99DvIuTRj+Xedd+TiY+5rY2Mj7UPt41SD/J7+xmLdrn6/X1iCQPS3oot4ozOU+6rVaukaX758GcC8Q9QcD9xBHSP4kFhZWcl2Enw4xCSh+mDVEE9c7U9yxQaV3BqaGA7TDvCwJLG5bBTsVNjhbG5upmJ3DIGtrq7OWc71td1up2uluexi/j+Gvra3t/G///u/AGahOw1X5UwPfJCyREm73Z5b38P34rVlG9bW1vDII48AmHZMwHQ9F8+B14JtOHfuHK5evQpg1jmurq6mjobbab47vsd7ossHGCbUbBz37t0DMLtPy8vLc9/V89YQnB5Hs0To+TYajUKy4ZyJRDs4dvT8vT3yyCOpoOGVK1dgjj4O8RljjCklVlDHAI5yqSw4mo3E4nJEwy2xKJ2+p7brOCLXz3NZLLg/Tu7X6/VCeQhtR8xUoUUMuS+qiQsXLiQFxdd2u11Y1MqFnXxf91WtVgv75bFfeumlFKpTa3bMo6clQdRazf3HbBHD4bCQ847fX1lZSeE1tkeVb7TVr62tpfNkWzudTjJ8MFyp+RdzC3qj0WJzcxPA1CRBdaQ5CBniiwu3c2HaZrM5lxVDX6vVauF6qlU9Zzfn3wydPvnkk3jhhRdgjg9WUMYYY0qJFdQxgPMMVAiNRiONnPmZxuzjgktN5UN00WlMY9Pv99NIXG3jixbGNhqN9Bkn+ZeXl9OonvM6qpq4PedTdA6Kn3F0v7W1lazGnIMajUYF44QaIqJhREfrMSv72tpaUhS5/H9q2lhUhFHLnev2sZiiqj4qY95DNbPERbmnTp1K91/TPlF9UWXwXmruvlwBQk1rBcyrN96vbreLV155BcDMOq+/B15/7oNt1jYqvNe66HfR0gU1/XCe7+mnn073/2tf+1ph/+bo4Q7qGMCkmcwysLq6mv6j7uzsAJgP4/Bhqw+r+ACo1WrpARDXugAodFBaboMPFTVZxAfe+vp66jBiKEjXNeVKfMTOVLfTCfZcFV++xrBlroQIH7Dr6+vpQZ8roBhdhfperoMiWg6Dx2Ins7GxkQYZuSKP0dRSq9VSh6YGBK5joguR9Pv9wv0aDofp/Dh4YEiz2+3OhQeBqRuRHR87KM1EwWvG39vy8nKh5Et0+gGYW6+3KGGxtpvbt1qtVCDSHA8c4jPGGFNKrKCOMLQf045MBXX69Ok0kuRI+ODgII1aOZmu63E4gtVs3VoSHpgv4c7tcyv7o/rRLBY8plqUc1ka+F40A/D4sT0xE4bmfYuGC11fo2ovKjQqvLW1taRsVBUeVpY+KtLcOi4NZdIQQZPHmTNnCmudciXW9RpHxbK3t5dUFffP63rz5s3C9en1eulvWsq1rDrf471/5ZVXUogvlmtZWVlJ7ddCkWw/w3lETSc500YMF2o2EL0WXMtmjgdWUMYYY0qJFdQRhiNZKiKaBprNZhrx87PJZJJGnzGTt47KOXrt9XrZhajcV65o3aK8coPBoDB/oXMgrybvXm7eSeeAcgs646JZPY4uuCV8TzMfALN8egDmsrLH+REtS5/Lfh6vY71eTwYIZiengtrY2Ej3SefLFmX3Hg6HaV9UUrdu3UrqhUpKz0nnbtiuRZkwms1mUuO5ex/bOhgMCvNLqlKppDUbenxPFWm0pes11t8dr6M5HlhBGWOMKSVWUEcYjkw52tV6TFo5FZgv0x4zW+scjqbQUYce98Ft4ihaF6IS/rvX6xUsxL1eL1u6nceOqiqXPokMBoM0F/Ktb30rtZmKgiqASmEwGKTROtt1cHCQnG5RSd27dy+9p9nStZowyc2P8Ryjymu320nt0CZP112r1SqUQNdj8dpSUajjTVVVfE/TRMXM8tVqtdBGXpPTp08XKt5qHsBcHsZYK0qzk1ONacn36DhV6z/PU52fMdcicPjvxBw93EEdYfgA5QPgsA5KCwTmiv/FB4yWHI8ZB/QhoCaGGNbScua0Id+8eRPAdMI87i+X34/H1g4hhvtGo1F6kPKaVKvV9NBniI4dVK/XS+3hg/LevXupk6MZQC3W/FvNGNGmrQ/4aBTRvzUJLzsfPpzZmTI0F69xNGbEDA76nt7nuM5qaWkp2yHEsKuueWKHpp3LorIZlUqlUM6j1+ul97TT4r50vRf3wd8vP6MBRNdZ6Wds2+OPPw4AePHFF2GOLg7xGWOMKSVWUEeYGCLTEJZmrQamk9LRLJArLqfKK4beVMFw9Of3J8cAACAASURBVMoRcb1eL5Rv0AWsMW9ap9OZU0cA5mztUS1ptuu4QHY8HheUSLPZTKNtHpPXp9vtppE2X7e3t9N3qa7USs9rlVNLuQXEcbGyXke2o1KppHZT5TEb9/LyctpOCylGy7waHGIRRj0m3+N907x4OUVN+Dva3d0tLM6eTCaFcJ/eE1WgZNEC3WazWSgUWavVUkiPn+n5UhXSEMTrpNfHHG2soIwxxpQSK6gjDOcTuCiXo8ydnZ00n8KR+fb2djIGELXnRjOCZvzWEtzcPtYjOqwGlNrAOfdw+/btwpyDjr6jUqjX64V5nahg9L3RaJRG51RJWp+I14JzV7u7u2m7aHfW+bhFRR/Z1qjydA4qN3fG68H7xXu4uro6p7S4PRWXWvj5ys+oAIfD4cIM9pp/UefNojrVRbl8jwqKx9BX/R3F7Of6Oa+LqjEaRHgNGo3G3JyZXgtNHaXGjrh/c7RxB3WE4QOMufjoCLt+/XrKAMCQkYZo4kNIw1VayC+uZ9KQV86llgu98d/qfiPxIZLLGqGdUjQI5KrD6pohPjTZ4WiIkx0DO6Xd3d3UWcUOTVHnWnSY1ev11EloZV/ui3+rey4Wj2S7rl+/nkJjNJZsbGykjBBc30YjyGQySe1nZzccDtM+NGmwXidF3ZzR6LK9vX3o2q64Bq7b7RbCeJpjkddCfyu5sKiaNGK74iDp/Pnzr8r1aY4OHmYYY4wpJVZQxwCWsOCoXUNBfNXcdDH8pMX6dEQfFQtHvapOVCVFZaOZE+IEvq5xIWqdjm1Vm3wcHS/KPBFtzmp0yBXHyxXd4zZR3bVarbQd1YmWcOfEPVXtzs5OumaqYqK1nkaNbreblBPv69raWlJMzDlHNVar1ZJyolV9NBqlc6fZIK6jWkRc41WtVrMZP0jus5g5Q889huI0m3yutEcsHz8ajdJ2vK7dbjepWZskjgdWUMYYY0qJFdQRhuqIcw8cUbZarTTq1jo6caI/VyBQ5xmiotDRtE7cA/Ml2YnOS0QFpQt7+aqmAI66tehgLNLHc2y1WoWs1zl7N9GMBmpj5/G5Dy3vHm3drVYrtYeT+isrK4U5H6pbtdqrASFmtIhZ5fWYGxsbhXlELXjI3wFfHzx4UFjETdS4kstpGBf2akl2nofmHoxWe/2MaIHGuKBZ31MFxWNG40qtVkvXRRcVH2baMUcPKyhjjDGlxArqCKMOK2B+foQjeFVG0S6uo/CcAy+OunPW6ZyLj+ickboDgalKidnV+W+d89Ey7YvmxNrtdvpM7fEkzoX0+/000lbXly5i1eOoGtC5OlVTwHShqCoOYDYXNR6PkwpQRRdrbhGdk1FnHNUR55m0vHu0mR8cHBTcb1rmPZemKKoedSjmcidGdZqr0aVVjmNlXP3d0T3JuTRdyExlye3Pnz+fHI2q2q5cuTJ3vuZo4w7qCMMOKhaSazQaaVU9XzXElMvjliupQWLnlcsg0Gg0FiZ4rdfrhfUszWazMHGvx+NDn9toHjqiD7sY/tNMBvFhpQ/PXAnxuK9Go5HNjqG5Bnkcdm68F3ofbt26BWB+wj9O9GtbonX+4OAg3eto715ZWUn75YO+3+/PlR/Rc9MOKh4XKOYN1PYcNijJmVq0o49r3oha/4kmII7lRTY3N7G1tTV3TpVKJSULptnEHG0c4jPGGFNKrKCOMLE8BEMjqlhocwaKpdt1Bb5OfAPzqorkPtNSHHF7Dd1pmQduz9Gwjur5PW5PJaX7y43uiY7yF1mNG41GIXypCk3LigPTUXvORh0Xp04mk3ROvCc64o/FAA8ODgqLd3Nt1tBktGlr2DZm61BVFjND6EJXtXxHK3/OZk4OK0HfaDTmSr2wPbHgorYxZp7Qe8Jj87eyvLycDCiapZ7/J65duxYvozmCWEEZY4wpJVZQx4DPfOYzAIB3vvOdAKbzNlQgNEtMJpO5wnfA/CLeXHnuuJiT22htppypIo6qJ5NJweJerVYLBfNyC3FzFmiOzFWxxcW1hykotbgTVRRRQTUajcK1yJ2TZmGP6MLhnP1ei+7xs6g2dN+8T5pfkeeuhSbjnI/Of8XPNBVRTk3GXI7x/ID5eTt+V00SsWimzmfF7OeqUtkunne32y3Ms6rN3BwP3EEdIzg53ul0ChVUe71eenDlMj7kHHqRXAVekptwJ+r20gdOdKlpOG/R5HuujYuyIiwq0KilRPThSRgWZfJSnbzX0FoMle7v7xfWjPHfWuIj14HE3HSa7zAaKAAUBhv9fr8Qds3l+tPCi68moar+LnKDgEXZJTSzCDuQZrNZaI/eI7pR1diRM3cA02vIwRedknfv3rV775jhEJ8xxphSYgV1jGAIRvOUxdARgGwevaigdHQczQi5NVK5Ehk5S7ba2WOYR0NqOat6VCdER+vaxlxRP+4/qh/N6M7ro1m442eqADXnX8yKoUUkNc8e96Ul5HVfel1yZhC2Q8OkuXVNMVtHLgSZM35Ee7eGWPU1KudcBntmXl9dXS0YXajw1eRBo4OuV4u5ELVgoeYz/MpXvlI4P3N0sYIyxhhTSqygjhGc49AFkbnMAbl8b7mFk3EErwsuv1NWCf1M7ciqRGI+PzVocH5BlcirsZfrPnPXgP+O83CNRmNhbaPRaFQwkahJIqdEqYi0jTGHYK/XKxQUVIUR5+Y0o0Vsfy4vnu7jsGum/472b824kctSH9Uy0fpdmo0i3kNV3Zyr4txfp9NJ7dC8i8BUjTFiwOwR//d//wdzvLCCMsYYU0qsoI4RnOPo9XrZ+Hwc8avC4KiV3L9/Pymy3ALNqErUqacjZn4W52t0jkIXorJdMfddp9MpVINVpZazYkertLY/zkFpah49JjC16tPJl1MsRNutdmhgqqioAnh9ut1uYb+aOzHOB/V6vWwWcN1G/9a5uqgwc6msarVaYZ5Jbek8p5yCinNd+l3+Lg8ODtL5xSrNaktnzSt18cV7srq6mj6jgvrd3/1dmOOFO6hjBMu8X758OVlvOYne6/XmCvYB8x3JuXPn5t5rNBppO+5DH2qxg9JJ7lgKfTAYzG3HbWInygermiT0AZgr9c5tYghLTRU5YshR1wXFjm15eTmFk9RAkUusGtciaadLQwDP4/79+6kDix2UFlXUsF80luQMESSX7YKo6UETzkbLviazjaHhw5LMjsfj9F12UJpjkSVK9D7z+tBUofuIpU20g2IGFXP8cIjPGGNMKbGCOkbcuHEDwHRkzsWmakDIlZgApkqBo1a+auYDjoCjPX0RMUyUM1IocUFtzpSgZTQOy6qtRoi4fS68FUOP2l5VUDRtcIGshvhy58lzYkjq1KlTqUSGqpK4CJef6TXQkGZUhWqyiFkaDiuHoe1WxRgVIBXewcFBwXqu7cmZNjRTSa693AehStKCmtzv2toagJmBol6vJzv6H//xH8McT6ygjDHGlBIrqGME56Du3buHCxcuAJhPuRMXusY5F24HzGe2zimPnCU7zuvE0vJxH4tqD2m9KV2Imhul6/cULbCXm695NWpK5++iMms2m+m8qBRUDVHxcW5vfX091Sq6e/cugKk6iQpKr2fMMJ9rt6aOOmwOKrZfDR16zWKGea0/FZVibu4v3ns9ts6rxRLuBwcHhaKTS0tLaV6Kyun8+fPp2v3cz/0czPHGHdQxgutAXn75ZVy6dAnALK9cq9WaMyEA82tjorFBOxWiIb6cKy9+J/fwzIUHowNMDQ4xrMRjafu/U8iO6Jqg2KlpJx0foru7u4XQVLPZLITD9JiczN/c3AQwdaYxZKhJUWMhRG3rYcUj4/lq2zQJ7KJOWtdsqVGEJSw05x0wbwrJFTEk+nuIoeRKpVLodHmN6/V6ugdqoODvkdeRHZSNEScDh/iMMcaUEiuoY8jnP/95PPPMMwBmpodms1mw7Koq4ehVM09HE4BOjse1TrpdDL3paFq31WKHwPxal7h2Sa3qMQuB7j+n1KJSWBQS1LIZwCyL+e7ubtout95HzQmLijx2Op10L3R9UzSU5DLGq4kkrmHLqcholtDPc+FOfY9t5P2lUtnb2zs0pJrLFEL0NxLXdkWlrFSr1WRO4W+XUYI7d+4UtjfHDysoY4wxpcQK6pjCka8qIs5HceKZyuDBgwe4desWgNlIdmdnJ03+x0Wqy8vLWF9fT/vl9ziq1SzgQL6YoRohOMLmaLnT6RSs57mFsbrwNWfIiJP6hy0sPWzOrdfrFcwAOv9yWKFFXtfHHnssTfTnFFSc49J9qFrKzevouepnmosvZ4mP846dTif9RuKxlcNUmN633DwliUpUTTmaw4/t4W+Fpdw//vGPF9pljh9WUMYYY0qJFdQx5dOf/jQA4Jd/+ZcBTEe20XrOUfvOzs6cRR2YjnqZi49zMTriZr40qoKDg4P0XY52qa6A4qJQtRzzvVhuXNuo1Wdz+8xV4F1UlVcXIauiizWH1Oqeyzl3WC4+QgV1cHCQ0k9p+2MKKFUisf2aKy/n5sstYI7w2q6urqb26Cvn/rg4m9dAFZpa4eM14/4Hg0Ehn5/mXySHZcPXrPbcFxWUORm4gzrmvPjiiwCmIaaHH34YwOxBwBLbg8Eg/a0hIIb42EExpAbMDA3soHZ3d+c6JD1OLqmo5oKLpR2Gw2HByKGZG3JhrVz58sPKxudCgjHkxVDlwcFBISSl39OQVDR+aCcX1/nU6/VCxx07a0XDYHHtleYvzJVkj209ffo0Hn/8cQDAQw89lD5jdoZYXDHXQWlhzJjfUU0waq45LJ9izMXHV2BWxJBmCXMycIjPGGNMKbGCOuY8//zzAICPfexjSeFwFM4FkUtLS4V8e0BRLXDUOxgMCuG/yWSSDBkxS3mlUslOtkdbuubf00zofI3ZwFUpxJF5Ludfzvauqor7o2rguQ0Gg4LCaTabBWv+yspKGuFzv1SY4/E4nQvDVu12e6F1XhVUzoId8/Spes2ZEmIWkfX1dTz55JMAgCeeeALAVJX913/9F4BiBnsNaeauWbTXax69w76nGS5iwUIacYBZMc7PfvazhWthji9WUMYYY0qJFdQJYXt7O8XxmTaGk+Nra2vJlp5TUFGxDAaDpDI40q7X60mRxYWiagNXotrRtEax9lBu/6qIYiZsXeiaW2Aa52t0ESzn42iv1/kUqh8tsMeR/+bm5pw1ne9xe35GJdhutwtzVjoPxjaqSl20sFfPKacU4/77/f5cKidgqsJofuErr8X+/n5h3k5NHjlFxHsS25dra61WS9vTWr6+vp6U4ic+8QmYk4c7qBPC9vZ2CuPx4cMQyunTp+cquQJ5h5YaFuK6nZyD7bB1R8vLyymUE0OPlUoldabaYWqpBd2nhvjIYDAodKy5NUzaeamrEZg9uHMmD30A6zoufs59sPPSzBg5AwTRjjxXPiMWNtT2565/LoMHMO2g2InScLG0tJRy8fH1+vXr6Xyi61LDljFnYrvdTvdVnYoxlKklTbhfdpzb29v4jd/4jYXXyhx/HOIzxhhTSqygTgj/8A//gLe//e0AZnnMNDM31QlDUjs7O2ldUzRJ6GidlumDg4OkGkiuPIfaqnkshs04+tY1VRzla25AjrRzRQb1eLHduW01bBmVliqXaBtnCFLbs7+/n9RptOjXarVCu/v9fiH0qcYRVSq8PtGskctHqPuK153tz5X66HQ6Bdt4bl1WLoxHtcTwXLPZTEpI1Sq35z2nlXx9fb2wBovGCHNysYIyxhhTSqygThAsjf2xj30MwMwkUavV5grrAcDVq1fTHEwcyVer1cLcw/7+fpo3yhEX5Y7H4zTapurQETe3UzOGFi9U1DxAdFFozOunC1517oQjfTVCaBt0e22j1k7iObGtPKdqtVpQUL1eLymx+NlgMEiKQlVQLpM7ifkONd8e27W1tQUAePjhh/Hoo48CmM3tVSqVpFp07kmvs7an2WwmBU3jB0uzt9vtdGxd7KtzTsDsN3ju3Ln0GbOa/Mmf/AnMycYKyhhjTCmxgjqB/Pmf/zkA4IMf/CAA4Mknn0wK6rHHHgMwHcmz9k7M1l2tVtPIn6PjnItM53JyLjjuL1bxrdVqaUTOuZxer5cUHUfduZx9Or8UF6dS9am6UgVFZcCRPOdV2AY9DlC0Svd6vfRdzq3wOqnjje8Nh8P0Xmyz5t1TJRjnlFTNRFv3cDhM32V7qJouXbqUqtNSXY3H4zRnxrL0VMWNRqOwsLpWq6Xv6lwSX3ndOZ8IzK4tlwzwdXl5ObU/t8janEzcQZ1g/vqv/xrANKEsHxx8YK6urqaHDx+oMaynnDt3LoWKmNBTH6JxHU6z2UwdAK3YfPjfv38/tUcT2zJcpmuvuP9oe9eHHI+jIbmYpy+3DzVvxKKKuq6JD+D9/X3cvHkTwOxBzQdwr9crPPQHg0G6ttE+rgltSa58hnbCscijdlBsxyOPPAIAuHz5crKScx8HBwdza9fi9YzH1vbx2HoeHEjoWi/NBQjMTDbD4TDt70//9E9hDOAQnzHGmJJiBWVw9+7dNJLlpPipU6fShDdH/BxVq6GAo+r19fWCgtJton1ZLcoxpFav11OIj+1SqDpymbM1dBfLfuj3opU8FxqkgtTPcuVCGAKs1+u4evUqgJldnwaQ0WiE27dvA5gVk1TjR8x2Ua/X50KSbPdhuQZjSFCzpVN9sg2bm5tJIVJdNZvNpGyeeuqpuXO7detWISyqClALV7J9vH7cR6vVStePIUGq58FggN/5nd8pnJM52VhBGWOMKSVWUAbPPfccfumXfgnAbGHp1tZWmkeh5Vjt2jpXAkxHxxyRqxLiK0fKfK3X62lkTUXB0Xer1SoU96tUKoUFvWpLj4tItTherFPFc9Dt1QYe522azWbBzNDv91P7OQdVr9fTtXrLW94CYGa73t3dncvMzvNYtIhY26PmhJipXJUgDSs6f8f3aB+nul1bW0tto0ptNBrpPSooFly8c+dOag/3ORwO099UvPz99Hq99PvhfdOUVDHjvRpRjCHuoAyA2ZqTX//1XwcwXQfFDiCG2xqNRip+yFDWaDRKDxvdDpg+6GOi12azmcJDDCtqqI/b6wM7rktSByHRB/gil6Aml1XTRnQr6nnk1mBxH+o+Y2fFbB1sY61WS9dKCz/GjBD6yvPSqrYxtKrFG6N5pNPppA6Dr2zXrVu3kmNTQ4PsTFh9ma9XrlwpJLatVCqpY+FvRdd4cTuGfofDYbrX7Ph4bJfRMDkc4jPGGFNKrKDMHH/4h38IAPjoRz+aSi1QSTDsdurUKVy6dAnALOv1/v7+nFkAmIV2NjY25orPAfOKS/PVAfNZCGLmBKBY7hwolgRRcmU9YgFFVWHRvKEZGdTMwHAl29PtdpNCoFLhubVarXStqKAqlUo6RjxPNXJopop4LnF9mV6DarWaPtc8h8DUGMNwH+9TtN4DM5PHxYsXC2vfJpNJuh48X55bs9lM2/H3Mx6P01q2z3zmM4VjGROxgjLGGFNKrKBMls997nN473vfC2C2uJPZJs6cOZMyElBVvfTSS2kEHvOzdTqdgsGh3+8XjAe5vHi52kmxLLqqplhmPP7N7XO5+0hclFupVAol6KvVajoXGhC63W5STLTmc25GizDqsWNtK70W0TbebDbnchnqtdB5Le6r3+9nVRgwNaYwUwjvoWYzJ1R9Fy9eTAuNqYI0AzznlGiyqNVqyfzCeaxczTBjDsMKyhhjTCmxgjIL+ed//mcAwM/8zM8AmNmpW61WmnPQhaUPPfRQ+huYjfI7nU5SVZo2Kc55qDqJ7jZgPgecHjs3KtfcgFEtjcfjwsLYXKojPY9YMXZvby+pJdrYNR8eVQnnfG7evIlvfvObAGaqSo8fz2UwGKTrQSW3tLSUFFCsjdXpdApt1JpVOQVF5UeVtLW1VVgYzfO4cOFCyjLO89bzIDz/paWldExN7fTpT3+68B1jFuEOynxHvvjFL879+1d+5VfSQ5OhpVarlaznRE0W8cGnE/hEO4jYQS0KkfGzXMjusHLnDJvxATwajVJnolZ4tlWzJwDTDoqhLg1pxv1y+5deegn/8z//A2AWItP1W7HTHQwGqSPgtVhaWpozZLBt3CYaOXJrwXiN9XpeuXIFwDRRMMO50fa+vr6ePtNOjnC/NI6srq6m737qU5+CMd8LDvEZY4wpJVZQ5rvmj/7oj/Brv/ZrAGbZFjY3N+csxsBsJN/tdtOoW63h0SKt/1a1A0zVD9VDzJ83mUzS/omWh4hZI/Q9jvg1E0PM5K1t08wHGvIE5sNavC7k3r17KQ+e2rS5v1hqQk0SWrQxXjPNMqGLmvU66LlQlWmJeNrNb9y4gYsXL861WxUhP9OsD1q+Xo/H4pjGvBasoIwxxpQSKyjzPcHJ7k984hMAZgXugOIkerVaTeqKI+7xeFwY8es8TJzoH4/HhTkoTZ+kqoTvxQJ7akTgvviqee5y+e6icUIt05xn2tzcTKqK8zNMb7S6upqUpaoxvR56TJ2f4v673W7Bfp9bfKyfLZqD0nk41rC6evUqfviHf7jQRmCqjKg2uWSg3W4X0k395V/+JYz5fuEOyrwmfu/3fg8A8OEPfzg9BNlx8OG/t7c3lyAVmD744kQ8H6aj0Shtp53ForVLGorTTkk7K92/bqfHWbQmKRcyazabaXue5/LyciGTxNNPPw1gmn0jFhTU4/NVO9Foeuh2u4WEtoscjPwsugr5qp0dX9fW1gphUYZOe73e3HovbvMXf/EXheMb8/3CIT5jjDGlxArKfF/4q7/6q/T3Rz/60bnPtDCfju5j6XBVBTGUpUUP48R8TkVoNgoqOy0Xwv1yH1rWPWYKr1Qqc3ZuYKqkGLbkubXb7fQ5Q31keXk5qRkyHo8LYTzNFB4zi1cqlaReqNQ0BJcLE/KcNdQITI0ObDevz5kzZwr70BIhDNl+8pOfhDFvBFZQxhhjSokVlPm+87nPfQ4A8IEPfADAdDSupeRJHK2rYol2ajUNaM0hYD4nnL5GC3cudx/nfgaDwcL5HZ3/UkOHZiUHpguTqVCYBZxoRnRdoMxjxJL1lUolzeW99a1vTW2koUEzcvAc1ULOV/7NuSdmoe/3+ynDA49z+vTp1I6f/umfhjFvNlZQxhhjSokVlHnd+MIXvpD+/tCHPgRgZlFWG3h0sMWM2kDeBk71oItaSaVSmZsv0tfJZJIcdVQ8mhopqho9ps6Nce6GSurOnTsp3ROr1aoSjOmMABSUHxVUq9VKtu7Lly+nY/O7tLHz351OZy6XIdFUVMBMLemcHl9//ud/HsaUCXdQ5g3h85//PADgF3/xFwFMH6K5tUvAtCPR8uzAtLOI5TlyoSw+sBuNRqFj4utoNEp/sxx5t9st7F/DbrGDUhs4O7kbN26kfHUMpdFYUK/XU+fAziKXtJbt6nQ6qQNkOO/06dOpvSxrwbx+58+fT+3QfTJPYCyM2Gq18OEPfxjGlBmH+IwxxpQSKyjzhvJnf/Zn6e//9//+H4BiJu9Wq5VCgZppgYom2sb1u3yv1Wql8FYMZdXr9bQdS03cvn27YIXXkOIiSzyPBUyVFPPtcV9aDoO57Fjcb3t7e64kBjALyaktnbnvzp49i/X1dQAz2zhDg+fOnUvH1OwOsXw9z43X0JgyYwVljDGmlFhBmTeNv//7vwcAvPvd7wYwm99ZXl5OI301KkQzhSovKgU1RsS5p1zpdM3MHeexVDVFA4XWX9J0QjQv0FZPpdNsNtP8FLOHD4fDwjwc54x0Dorb1Gq1ZBenjZ2q6fTp00nd6SJh7pfn+cEPfhDGHBWsoIwxxpQSKyjzpvPlL3957t/ve9/7CqXNK5XKwuzkjUajYFGv1+sFm7lauLkvLm7VY0V4PGDeDh6T3Z46dQovvfQSgFk1YSqdSqWCra0tAFPHHZB3DtJa3ul0kuuPGeMB4O/+7u/m3vv93/99ANO5K14ztue3fuu3sudjzFGhsug/JQBUKpXFHxrzBkAjhUIjAa3WakvXV27HsJna2dkxcftOp5PCctHinluDpZkY1MxAW/mP//iPAwCefPLJ9D0aFVj6/eWXXy6cG7dpNBr4+Mc//p0vkDHHgMlkUsm97xCfMcaYUmIFZY4MP/VTPwVgpqBouW42m3OWc2CqgqhGosW60WgU8uLV6/VkRohqqdvtJpMB/7+Mx+OkuKjG9vb2UkiPWTS++MUvApiGBKm0WNxxd3e3kOGc/3ZWB3OSsIIyxhhzpLCCMkeWj3zkIwDm56BoH6/X60k50a5N00S73U5pgfg9zedHswEX0e7u7qYKuWoz5xwUFdHt27fxjW98I9vW559/vlCBdzAYJMUUs7c/++yz38MVMeZoskhB2cVnjizPPfccgGm5eT78YwYHYOa8046Kf6vBQTsrYH4NlhY2BGb59wDgX/7lX75jW7V8BZ142k4eWzNUGHPS8f8GY4wxpcQhPnOseP/73w9gPpME4b9XVlbSmiRa0AeDQVIvXJtE1bS/v4/r168DmBohgGnuu89+9rOvqa1f+tKXCqXkf+zHfuw17dOYo4hNEsYYY44UVlDm2MIiibGc+urqKi5cuJD+JlQxcQ5qOBzik5/85BvTaGNOIFZQxhhjjhRWUOZE8qu/+qsAZumSNHefpjMCnNPOmNebRQrKHZQxxpg3FYf4jDHGHCncQRljjCkl7qCMMcaUEndQxhhjSok7KGOMMaXEHZQxxphS4g7KGGNMKXEHZYwxppS4gzLGGFNK3EEZY4wpJe6gjDHGlBJ3UMYYY0qJOyhjjDGlxB2UMcaYUuIOyhhjTClxB2WMMaaUuIMyxhhTStxBGWOMKSXuoIwxxpQSd1DGGGNKiTsoY4wxpcQdlDHGmFLiDsoYY0wpcQdljDGmlLiDMsYYU0rcQRljjCkl7qCMMcaUEndQxhhjSok7KGOMMaXEHZQxxphS4g7KGGNMKXEHZYwxppS4/rWJaAAAAFxJREFUgzLGGFNK3EEZY4wpJe6gjDHGlBJ3UMYYY0qJOyhjjDGlpDKZTN7sNhhjjDEFrKCMMcaUEndQxhhjSok7KGOMMaXEHZQxxphS4g7KGGNMKXEHZYwxppT8fyBuBMPyhz2sAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2u0nZqJLSzAtAOaRcX2P2al20GT/TTACaLw2YzMb5Xuv/RMXFc5dKxWtZes66qei0rZyZay6+7/iO75jpr7/7u787sC/nASrH48ePp3vBwAZdWE2/IzPer62tZcERfFUFRUaj0W2LSEbUj6gLhoGJsuOxGHDR6/WSWovHPXLkSLo2qm0zf1hBGWOMqSRWUHPAd33XdwGYzo739/fTzJcqQ2v9EC35rTn4uD/h9zjbXVhYSO8ZQdVutzO/hbaB7SBajpznYgReo9HIUiNpFBkXd+piZO7P2bTm+qPa42z8da97XToWs3yrDy1mWX/88ceTAuE5R6NRahv308XQTz75JCLaNmCiBqgGoy+n3W6na9L8eYSq+cUvfnG6Nm7X/WIkJe/JcDhMCopRnb1eL/VVVFCaroqfLSwsZAu8eR0LCwvZAm9dgM1j8Dd4/PjxmUq6/B6PH3P3nTp1KvmevCh7fvEANQfwn5jhv6urqzPObe5DB3kpESsHBz4kSoENHJTOnDmTHvb87OTJk2mwioNRvV7PHj7NZjMNDjwWM0WUyjPs7u6mY8T1WZpJQk1S0cGuYc/xYauBH5rjD5iYvvgg1QdxLB2hZT8Yws+BTUug68AZTWE6oYjXtLy8nK7h5S9/eToGMLm/7H+aU9UkF8PG+/1+mpRwkLx27VoywfJViwhyQOC1vfjFL8aVK1cAIA12/I2pOU9Nwzoh0Gs7duxYao8GcvC3QXj9J0+eTDkcveZtfvHUwxhjTCXx1GMOYAZvLs592cteVlRQVB6cqeorF0zqLJ/f5SyapqPz58+n4zMo4cKFC2lmzZk/1dJwOEzHv3HjBoDJjDua7Ng+Lfmu5UKiMiP1ej0LABkMBlm5cDV3afFFwu/ymqikut1uaqMqgFgAstFoZMEjWk4ibltYWMhMYxqaTxXDhbStVivds5L5MiqJer2eqTaqoJ2dndQ2Kqinn346M2VynxMnTqT7T9V83333Zfn5NHs+r4nnHg6H6fhU7DQvrq+vp8/0dxfNwDGbiJ7TzB9WUMYYYyqJFdQc8G//9m8ApjP+e++9N826dYbNmSZVDGez/X4/zVQ5M1Und/RFdTqdGV8PMOuTUdXDvzlLpwLZ29tLfp2o6ICpKtGaQNEZzln1YDBI7WYbu91uUm1sD/0vCwsLxSzZURVSMQwGg+Tc57F6vV4WDHLkyJH0XfqBmOfu1KlT2WLoTqeTBVqw/UtLS+l+8l5ubGzg2rVrM+fUVFNR0amCYlupymq1Wjo3783jjz+eFTHk8dfX1/GiF70oXQsw8UVyfx5DfW7RV1ir1dL+WlsMmPgfY72v+F77RzPqxwATMz94gJojNCJMH97AbKSemt4I35eSvpZe+V6PX1rHwr/jALW7u5u2xwe35nHTgZPXFNfjqEmwFGARI814DvYV4YDEgYHX1mw20+CmJjseg4PFyspKClTgw5nfe+SRR1IgASP8NFIvZvnQQJdz584BmCR6pamRbdRADTWvsV/iJEMHcl5fqWox+0IDU6I5cjwep4H4+PHjAKYBFLVaLQW9aNkWNfcB0wFqY2MjtV/vYSzToplR+F39zZr5wiY+Y4wxlcQKao5Qk1NUIKqg+KrqIaqSer2erd5XBzVnsqqSeC4enzPnnZ2dZFbkrHpraytbe6VKh+3XzNaxICLbr7N7zWhAc1Zcj6PtVuc7VQNVAds6Go3SsbiPlnugmul0OsnEx2unOewNb3hDCslmKXpVomq64jHjOihVkaUs8lrKRPeJfct+jYEZmi2Cx9J+ispYy8BTQVHhDYfDZIKj0lEFxWNx/+eeey5T6sPhMO3P34EW24y/n3e84x344z/+Y5j5wQrKGGNMJbGCmiNUQcXFuBokwRmwZkyICzlXVlbS8fiZlnzn8XmsmzdvZqHY3EfLtWuYcVQx2tbo71BVRYXDv7WYoSqpWPZecwtGP1y73Z5ZdAwgFXHsdrtpVs9za6YK+p0WFxfTd69evQpgNisC28MZf7PZzIJB1G/G4/MYWi+rpBijv0Z9czFcWwMYNDuGhvrzOvnKfiz5lNh3Wn+M+2soeuk64zXpPY/ZT3iNKysr6VhUavz9mfnBCsoYY0wlsYKaIzSijr4Qzu5PnjxZTAcEzKYiYk0pzX4eF66qP4Kz1n6/P1MKHJiqjatXr6ZtGjHGmXKc+Q+Hw3T8WDY8tkPboH2gPiJSWqhbCp2PWdY1qlBVQcygvra2hjNnzgCYKkVG7GmGeVUNPFeMsOx0OsnfVQrDj2qjXq9nOQf1+NxPVWsMk280GumcVM28hxcuXCimUIqRjPS5LS8vp35h6qLBYJB8kbxO9S1FX6RW4I0qeGlpKR2Xoff828wPHqDmCDqjb926lR4ULKXQ6/WyAUqDB/iwuv/++wFMHs58IGn2AWDykIjmldFohIsXLwKYPpS5fuf69evpu6U8dDHkWwvVkXq9nrZrYUNuo9lJQ6fpwI/Ody2WqElRo+lQzWixfHmj0cjMW+fOnUsD1KOPPgoAqU/UPKfmNV4D7x37SRPgavaImKFCE/6SUsG/OBnQ7Bsags6Bifec9/D06dNZf9ZqtSwjBwe4kydPztx/XiPPyc/YLxrQof0eJwu6fCIOyDHQxxx+bOIzxhhTSayg5ghVUIRmFjWpacZs/k31wEWh9Xo9KypHx//y8nKmYnZ2dpIy0GwOwGSGG530CwsLadYdAwU0pFxLy8ds5jq7jlksNGggFl4cDofp+DQXLiwspL6iKuR5SoX51KSmbVUTlG7b2NiYKdZIYrtLC6v5urKykoXO8/tqQiwtH4gZJZrNZha0AUwVENXPC1/4QgATU7EukiUxOEXVGH83bNetW7dSu2kG1mwicTFur9fLgjaoMK9cuZJC22kt4O/VzA9WUMYYYyqJFdQcoaG7nIlzxt1utzPFopmuOftUtcHvEn5/aWkpK2zX7XbTbDj6BgaDQaYQNAgjpmUaj8epHZrZupSSh8RQdc3GrumJ9FXP2e12U3g8FRTTM+k5tWQ6Z/f0pywvLydFxnMy6ESzmet1xnx1qoh4LirjlZWVdJ/4mfrtYj/G7ewXXgfbyGNp+qaYubzVahX9XTwev8cgCGBaTFEXN/OcVOpURDdu3MgCIbSPtRgnMKl9xr64++67ASD5/8z84AFqDohBAM1mMz2EaWrSASqujel0OunByoeoBk4QPox0gOI+JXNMaQ2TJpIt5XYjcUDTTBWlInbxGKPRKD1INTMBt+nAyuMzGowDE181b50mO42ZMzQzBD/jQ3ptbW3m4c3r4H6lwYt9ywFzYWEhM89qWZIYqafbYzSfBmHouri4TklNrJoZhPvEKr6XL18GMDHnPfDAAwCmkaT1ej2ZUbkujpF3u7u76fj6u4s5Ivm6ubmZAix4nrNnz8LMFzbxGWOMqSRWUHMAZ8VUBc1mMwskUAUVnfutVivLMq1ZBfgZFUWr1cpm2BrqTXR9TQwXHgwGMzndIvHcQJ5PTo8ZTXyaySCGa+sx1eHPkPAY8r24uJjlNuz3+5liWVxcTGZRKgOG7Z87dy6ZAjWXYAxfL61TUgUVVSfRY+kashiWrmbgUoAD+z3+fvQ3RSW4v7+f1BHbw767fv16es/zbG9vp/6hsqfqqdfrKbhH1TPvAfuFJsdms5narWv9zHxhBWWMMaaSWEHNERcuXAAwmWnHkun7+/szmceB2QWRDBBQH4hm8wamiypv3LiRLfZdXV3NZuS3YzwezwQrKKPRaMZxT2J2CSpBVUGqSKIyU/9UVCAasMD9ONtvtVrps1I9JW0fVSb9Wffccw+AycLX6EcBch+RqtCYq7DT6cxkylDUz6cqS4NM9Ht6HvVPsTDj008/DWCqSk6ePJnUjOZTpFLkb4XXf/To0dTWZ555Ju3DkHCek8dfWFhIvy9VgmwPX+nrKgV0nDx5Et/6rd8KAPjnf/5nmMOPFZQxxphKYgU1R7z85S8HMElvFEtrb21tZZVrNTccFYuGL5fSBwETFUG7P30Ip06dSmG/nO2qYlHfEF9Ln/E8JV8L20EVQxWn59IM7TGsXiPSonLRSEBuo4LSRcKqgqKK0ag89iP7YjgcZqHz8T3343XERbY7Ozsz16Dt17ZoFFxUkdxPFYjmLKRKunTp0sy29fX11Le8po2NjSxSku164IEHsv0vXbo0kw8RmC6u1QrC3La9vZ38XVSkqjRjGH673bZymjM8QM0RDz30EIDJAy2WU9/e3k7vOfDQUd3tdtM/uT7w6JyPA4k+PJnrb3FxMR0vOrtLD38NbIgPWc3BpmtieDwOTAyN15BvDdpQ0x8wW6gxPlCHw2HWRj4wW63WTBlyHl9LXWg/AdOBm+an69evZ/n/NMkt7w2vqd1uFwMoeE1sm/ZdqXw8+yUOhNE8qd8DpiVT2K7Nzc1kQuaA89xzz6XfDX9vHNQfeOCBbFnD/v5+Om4cjLTcSWniwVcNy+dxaV5829vell2TOdzYxGeMMaaSWEHNEVxJf/PmzeS81vLrVE6c7XIWOxwOswWjGsQQ89CpKYsz7GazmZmwVEFFNIihVGwwlkAvmQk5Wx8Oh+lcWqRQr0VfNQu3KqPYTrbh3nvvTUqROeT29vaK/cK2fdM3fROA6T25fv166k+2u7S4lupBS5qrWY7tpdLSRdHxmhYWFrLwciUGTDQajdRn8f7WarWkBqlYbt68mS2Q5jVq/2hgieaJ1G2Li4sp/58WOIxh8vz+3t5eaiMVnZk/rKCMMcZUEiuoOeAnf/InAczm0YsLP/v9fpopc1asaXPiwkx+B5hVCMBkNh0zbeusNyqo0uy+Xq9nfiOdjccghoWFhaRi6FhXdbC+vp72A4DHH388m9WrjykuVtZAgbjA99SpU3jwwQcBAP/1X/8FAPjyl7+cBTFo4AEVFP02Fy9eTDN9LbEeg0HY/sXFxSz3YL/fT+2MikjTLGlJefWx6Wu9Xi/WWIrt4bG2t7ezkPKdnZ0sw7ku6o73dzweJ79mVOyrq6tZEEytVpsJetF2DYfD5P9iuz70oQ/h7W9/O8z84AHqEMNEpHzgqeOcDwo18WnABDB9ELRarZl8csBs1VyiAxaPwSgrHeSi2Wo8HqdBRc2KMQpOH5hxgGq1WmkQjIX2xuMx7rrrLgDToI0nnngiyzWnJSdiFJw63aPpbmVlJeXU47bLly9nZTnUVMrrpOP/S1/6Ep599lkA0/7XfHu8JpaQ0EGa6IBWWhPGa9EEuNEUqBGNcSKh+Q5jH2jFZLa/1+tlkYC8p5ubm2n9E/ff2NhI79lP2n6NCOUxStkogImpLw52XHNm5geb+IwxxlQSK6hDDGfHnO1Szdy4cSOF83LWq9miNbsEMDszj2UcFDUraeE4/s3jUbGoqYxZrDU0PAYBqGqKARSNRiMrCaJBGFQqnIW32+1MgRA1Y2op9LhGR8PM+Z7HP3v27Ex5draDs3qanbhtc3MzKSjuMxqNstx0VFDcR/vgqykoXdcGTBRUDLVXE2vMj6gqrBREEjM96DEItz333HP4/Oc/P9MHFy9ezMLSyWg0wpe+9CUAwMte9jIAk98iVRh/P7oGi/3P+7W4uIiPfOQjAIA3v/nNMIcfKyhjjDGVxArqkPLQQw8l1cAs2Z/73OcATGbfMSP3/v5+FvbNWaw6o6m4+v3+jDNfX2u1Wjq+5ueLed9KBRH5ure3l1SGtoPti+HLOluPWTLq9XqWqVwXe/K91j2KeeuazeaMTw6YVVA8Bn1d58+fT/2uIdlRQXHblStXUq0krUFFn9mJEydmjg9M74WGv2vYvb5qRnreZw31Zp9RqTWbzWJYfczOoIupo+rRsvfxnm9tbeGLX/xiuk5goqpiVhJVcf/5n/8JYKqSer1e6uPYJ5ubm1lgz9bWVsrt993f/d0AgL/5m7+BObxYQRljjKkkVlCHlHvuuSfN8DnLvHr1KoDJrJ0zYU11E0OrdQYdK7p2u91sVkw0RFyVDvenX0Vnx6VM6rFcONWGVtuNqkA/o3rTOkYaqqxRe/qq6kqj1WJ2dP7dbDbTNVEBnj9/PssPt7Ozk/yAWnUWmETz3XfffTPtGA6HKWKNSoqqeG1tLd0n1qnSEvRRQTWbzZlM32xDVEwjF5kAACAASURBVElUUEtLS1kYuNa9YrvZnxoZqumqdGmDtmd/fz+pHS0VH6MzNX0Wr+/JJ59MfRH7kb7V7e3tLBLwscceS8dzbaj5wAPUIYMPyLvvvjs9YGhK4cNxOBymZK6k2WzOFBAEZtcrxQeZhiGXylbE7Aylsu5qIozh18PhMEvmSrOS5hLUbBAxIaw+7LSQID9T851+r91uZwPgyspKMrNxMOJgcebMmSzP3fnz59N1cg3W7u5uuhexVMb6+noKg9YMGByYGATAbTdu3EgPeE5AdH1byQTKABQ+6IfD4UwoPjAdnI8cOZIGeLK4uDgTNKJ9rP1fCiyJSws0d2Jsq6IDLX8jTFS7vLw8E9av17a9vZ0GLx73qaeeSkEmvHfmcGMTnzHGmEpiBXXI0PDrGMSgmQTUNANMZtNx4a0u7Ixh5RrqHcPASwpKQ6BjaLPOjtW8dlBWBJ1pa7t4jGj2WV5eTmqAaqNerxfLwJOoiFRBMZT83LlzACbqRzOEAxMTHNWOqoZYtoSvFy5cyLJdDIfDpHr4GVldXU1FA7/yla+kvjvoHup1kkajke4F26gLt/kb0aCTaDrUY8csExqYoYEffI2LfUtZ7VV18x7SVH3//fen3wg/473X4pAaas9lDzR3MqPHf/zHf8AcPqygjDHGVBIrqEOG+nyoRqKzW304WuMnooER0U+g9Zpu54PS0O84Y9YQZ7ZH607FhbSafij6Tsbjcbawl9uWlpbS8TUsOabyKdVt0uKHVDN33303AOAlL3kJgEnqnZjXb3l5Ofn5tI2PPvoogGnOPp771KlTyS/Ce7K9vZ0tdOW1tdvt5OhfW1sDMAnTZhh7VMh6XaooqMyocDQfI69FF0/HRdaqqKK60qKQGuDC7x8UEBHbzb/Zft7DGzduJAVFRaQKSnMIApPfFv1X7Gv7og43HqAOGdF8BuQJT/WfXR9a8TPS6XQyp74OUKXzafQVzx3NT+pM17U5bGMMdtA1NfEBWavV0sM1mguPHTuWRXkpcc0NzwNMB4vFxcX0oGbAgpojS3nxiOajY9BDjIrUwAwtJRJNXTxup9PJBqiLFy+mB/TtHv5qvmTUHtcWaTmMmH8RQBZtqf0fcyHqbzFOWDSqkNe7ubk5E3Wo+4/H49RXXEP27LPPpv14HSVzJNvc7XZTBCAjJnk/zOHEJj5jjDGVxArqkMByD1w3s7a2lswZ0VyiDvdSGHiphHucMbfb7SzkuKSodB1MNKHpOiQ1/bDNbGcsDa7tVnNVdNJrkEVUEqU1XmrO0zIewGSGTuXEUH5dp1UyxZVMnzT7sW2a7SCaYvV9vDetVmtmTRQwvfdAnu9wf38/U7Crq6sza5bi/jFMu5SjUEP7eW18HQ6HWQZ7VXZUUOxjXZcVM1BoAIWuh+I1U7Xxt6KZ1HlNg8Egheaz+CEV1NLSUjIvm8ODFZQxxphKYgV1SODM9IEHHgAwmSE+8cQTAJDlN+t0OlmItYYJk5KDXR3gcWZ9u5LpzWZzpv6TvqpDW+tNxf3VCR9DoNWvFts8GAxm/EWxjdFHp+HRqqBivkAes5QLT9ui16vZJ4Cpv0yh0lFfW9w2Go3SMagiHnzwwaQMGCxB39LVq1dTZgv248rKSrGuE/skqp9Sbj1VPFR0bI9mc4iBKJrfUbPQl3Lw8W9+xt/Fc889l7bzPpVUP9nf38/C6dnmTqdjBXUIsYIyxhhTSaygDhlc7Hn69OmsLpJGjEXVU/KZaJhujKTTUPIYMVaqJaT7E61oGxWXVuyN/o7hcFickUffmfog4kJXrY8UZ+HLy8vJl6GRZjwnlYiqm9jXelytIxUzs6tKjJF9qgpjifXhcJj2P3PmDICJP4WKiQtS6Yfc2dlJ6YDUjxgVjvoR42eNRmOmKrO+asg69xkMBrddOByr7Zb8iPq9WIJea2Ixik+jTePvs9vtpu/Sv8bF1qurqyk60BwePEAdEvggoJmi0Wikh2ukFHKsoeHRBKchu3yY6PZ4rHq9nvY7KF8f2whMQppjKQsgH5jUnBfz52l5CH5G883x48fTw5PH6HQ66UHKbZq1gftphgg+zPmg5wOt9ODW0hQ0BS4uLmZmy1IyWjUPxrU8apLldTK/XKPRyHIs8nzb29tp8OLraDTKzGylAVADHErh3wf1ga6bIjpAxaUIupwhXr/uT3Z3d7P1c6X8kTqYsv9ovtQgCXP4sInPGGNMJbGCOiToYkRgdhFmDCXWhajRCQ/kakeDGDTYIO6nAQCxJIWa1OKxOp1Olk1b8wXGmbYu4tXzaGlvYFrcjwqDbeM+VJhUWgwj1+waqiajiU9VZTRvLS0tpWvR3Hq8P3Hmv7Ozk9odlYj2owaKREVRq9XSuaik2AeDwSApQObw07IrVFDcR4M3VMXEEij6ebznJQV1u6KTJXWu546ZKtQkSFT58n6pCTGG8rOf9P/FwRKHBysoY4wxlcQK6pDAFC6c+bZaraQItIy3/g2UfSaxLLr6X3T2Gh3lWvgvLpzU2XFUUMPhMEur0+1202cxs3ir1UpKQdMCccbM6+YC1hMnTmS5BzudTpo9M2UQ/67VaulY/N7e3l5Kw8TX0qJi9aewn7lNF7/y2ugP2tjYSP1BZbe4uJipXw0iib5CTTdE34reX6o3LnS9cuVK5idTP1jJJxmDGDQ8ndfC82xtbaX3JR8kgxzUFxlzCOpyAraHKqjVaqX2x6KTGthzu2zpmpbpoNRdprp4gDpksCTEeDxO5p1v/uZvBjDNQ6emJj48B4NBZn7iP68+sPVhGAMh1LyilVmByQNAH67cD5g8jDTJJ4kmPs0oEYM2xuNxan+s4lqKKtR1X5p/jsfiNl03o+Y4/d54PE59peem2YyDhpaw4ADF82xsbGQTidsNUKXBQtcW8Zwa+cY1Us8991y6Xu0jZTwep/7QexLNX1otmKZPHnN7e3sm6CJ+LwaAaAkOEtdF6f46UWFf828dbDSwpJSXkt9j35XWpplqYhOfMcaYSmIFdchgMb1Go5FMXSwLwZLvm5ubyRyj62BiNnAteBgLzo3H46yctyqpaDpqNpvZLF3XIUXne7vdPjBEWdfEqIo7aB1XKdODKhBek6qamAlbzXM0TXHbcDicWevE9lCBUBnt7e2la+C5eKyLFy+m/TVjRQwQ0bB6Hpd9rCUvYtDJ0tJSUtS8Ds3sHtVtvV5PbdMQ7qikeb27u7uZWtJQ77j+S7NkxLVSuh8ZDAYz5kq2UU22wGxpEP0uP4v76xo4NUObw4EVlDHGmEriKcUh48KFCwAmM0nOFllgT+30nDkyu/NgMMh8N+qUjhnFVcXEkGDN9BBz5pWOX6vVshx17XY7nVMLG/LchO9brdZtFVSprdEHQkoKSv0j8XUwGBTDqeN+u7u7WQ4+qpgvf/nLeOqpp2auc2VlJe2vi46BSRAEgztUyUYfjmbEiD7DixcvZqHYbFez2UxqJCrf2I+8xlgzrJT9QSllwT9oYbf+PvU66HOKNbr6/X628Lnb7aYAFO6v/j5nkjh8WEEZY4ypJFZQh4y3vOUtAIB//Md/TJ+Vyq9HFdNsNrPPNL1OtNmXVIkqiljfSRe/lmbk0b8wGo1mQoZ1m35fFVcpqzqPFX0mqnBiBV71tcQUQ3p+vf5Y0nw8Hme5BDWKjPtz1r6zs5PVcFpaWkoqhvn2qJDX19dnqv3y2kpZ54HJPVd/FPePyo8+LvocYz9GRVSqJ6YRlqWcjyRmRNd0T1FxaeolVdK89pKajFnndTszrvP6Y65GczjwAHVIaTabB5pLtGxCKVtBybyiAww/i+tw1GQWH/Dq5I5mKLZX26C5AUul0PkA1XVHfMjEwUgfnnr86MBXc2F04KvZL67/ApCtMVIzp67piUUeuc/u7m4WtNHr9bL1YaX1ZNz/xIkTM6UrtO9KARQ6EMfcg6XkvqUBSl9LiV5LGTB4bjX7sq0HFZbU+0Uz3blz51KyVw7g/J4m/OU1nj17Np2fJlMGgpR+k6b62MRnjDGmklhBzQGcYetr/EzLllMNlMxbesyDFJTOpksKiqjpMWYyaDQaM5nNuV9sj2YkjyZANS+VTF5RgahKKV1TbIfO9qN5VIsq6oLjmMGA5jZVqercj1m61fwaFYv2C1WG7hODNur1eqbyVCnH5QOj0Si7TlIqUtnpdGayx2tfNJvNlO1Cg3FKASjcJ2Y4OX/+fFp8HIMkTp8+nfpAy3OwP/nZY489BmAaLGQOF1ZQxhhjKokV1CHlVa96FT7wgQ8AmIQTA9OQ5lu3biXbu6btiYpJFUsMnFAFFX0bqlh0Jhz9C6pqtBYTt5WCHYCJb4bH1Vx/MVQ9Bocoqhi/lkWho9FoRn3pq6Z90nDtqKBUEca8e9vb21m6pJs3b2YlyjVrfVQ4es08Lhf/9nq99J6/g+3t7eQzi/6g7e3trOS7Hj+qVfVx8VhLS0uZr5NqtdPppLRcpNfrpfbEPIwadEJOnjyZgiP4O2AY/l133ZXUqS7Evn79OgCkV57nE5/4BMzhwwPUIeVjH/tYKqzHRLLMlba3tzdj2gNmMyUQDhqlaq/dbjfLD0dKpRQ0910cGEpZINQcFh3mWm6jZPaL31Pzkw6ipfIjwGwwgA5CcdAqVdTVjBjRTNVoNLLrZFADH8za7lKJEg2qYE49zYd39epVANMBkMfX3Ho0c127di2ZtmI/bm9vZ/kCtf9KfRGzXiwuLmb3iQPsyspKGqB04hGDWfTcfM/fpd6nWAFZ1wFqcmKaAvm/8O53vxvm8GITnzHGmEpiBXVI2d/fTzPgS5cuAQCeffZZABOTh2ZxBmZDmknMPKDvtVhcVEulUhDqpI+BAhqwoDP0aOIrZZ4gqmZKyi4qF/27ZOqLCqHdbhfNnMBkZh8VaavVSm3U9VA8BtUqTVRra2spV6Lm0YvKg/20t7eX9qcp7vr166lP+T0qqFarlWVh39raysxm/Ht3dzcrK6LZOqKSUhWs/RjNoWr+o9pRlU3VE9fRqQmRCmp/fz/LdxgDX3hcnpuBGbo2yhxerKCMMcZUEiuoQ8rNmzfTrJKzaJ3ZRge7qpJScblSmHbMbF0KyVZlxJks99eig6Xie3GWrn+X2lrKNMC/v5aw6FKmDfWJxCwL6qOJBR21/pXmgouBHDzmyZMnkz+Ix9cw7di3e3t7yZfEgBcN1uD36HNZXl5Ox9UFwQcFopR+A6XPdFtJNUefkoazU0GRWq2W/FIxOKTb7WYLtnu9Xrp2HksDU0rBODz/m970pgOvxRwerKCMMcZUEiuoQ8o73vEO/Nmf/RmAqYIqhVsTnV2WZsrRf6Q+ottRytUWI7S0tpTOwvk+ZhtXRaTqJ4aBa57BmC+wFCWofqfYV/V6Pat4S8UzGo2SLyRGlQGzqYvYtpgD7/jx48lHqNtKpd75d6miblxUTQWiPsPSUoGDMtPruXX77RZDl5R09GfWarXMD6Q1rqgOS3n6tDZWVKm8Xt6PeE1XrlyBmR88QB1SfvmXfzkLNS6ZxdSkU0reyX1Ka25i9gddx6Pl3IFyLjstLR+Lxal5KJbbaDQa2WCkAQXRnKcPWA1sKA1CfI1BGKUijHyYLi8vZwEIaqLUB+tBueaOHj2azHEc+NQsWjJRxlyFpfVQOkCRUqHA2yV1vd3E5nYTCjVpxuP3+/0UvEM6nU7q02jiazabyYyngR+aKFf7otfrZUUwx+MxXvOa1xx4LebwYROfMcaYSmIFdUi5dOkS7rnnHgBIjmfOQHd2dmZmmsBsZoXbzaZ1sS1VUiyjrQEFmsmbxFBgLa2hZqs4I1fz2e3USTQx6bXdLnS+9Jkqnpgpgf157NixLJu5ms/03DGQg8dcWVlJGba5wLoUmq/tKymo2N/a5mgO03sS+05NsiVTbrwnug/v697eXvE3BMxm2uC2hYWFrDAm++n48eOpv1kqg98B8rDxUvFGLSFi5gMrKGOMMZXECuqQ8swzz6R0LlyceOTIEQCTNC/RR6Hls+MCUw1i0MAGzSQOYGb2G/0WJZ8S0RQ3B8249TPNi1eawcdjaAi9+mJKNaJI9HHp8bRMODDp11IG+Oi3K/mxNCcf74+mmCr5/mL/aH/y+DFbvQaRlLKfR0VXUlCq2kr5F4kuP4j5HfU6mBNQF+DG3xT9TcvLy1lBx06nk/Vj9B0qr3zlKw/cZg4nHqAOKR/72Mdw//33A5j+Y3KgajQaxQfY7R46RAeJUr49oBxNppFp0Qy1t7eXmYw0YWs0OQ6Hw6Kp7qBBrl6vZyY7ffjHh5rm6dPjx6g5XfMUy1u02+00+NPspwMrH7zr6+sAJveGAxNNfXotsf2l/tRyGPH+lgaXUmFBvdZS0cDYLv2NxD7TY8QAmWazOZMnkP0Y13FpqQxOuHiMU6dOpd80+65UTPJriTY1hxOb+IwxxlQSK6hDDDNbcybPvG/Ly8szM2u+RiVUCiFWE1DMJKGqKc7S41omRRWd5mKL5jANqigVDYwqQ7M2lNZGRdVWyoBBStnJ9XrjDH5hYSEraaK5+GjCYiDL2tpaul6Gm5fKxqtaikEYJdOnFgAsmT7jtR+Ud5HnOSinoZoQ1cx40FqzdrudTJqlDPOxr7e2trLf0tLSUjoXFayuseO5HnroIZj5xArKGGNMJbGCOsR86EMfAgA88sgjAKbF3JaWltJi0FJmiFKW8uhz6PV6mSpS5RVDiJX4vcFgkDIH0LeimQCif+T48eNZwTxVSdHf0W63Mz9WSSmoGij54zR8Wq+30Whkzv2lpaV0TipZVVC6QJfXFPP0dTqdA/1G6kOLfanXpMrxdkEPt1NXqjoPKjOvSwtK9Z2iqm2320kpasCO5i0EZhdWs9/5urCwMFP/CZhaCbrdbqqXZeYXKyhjjDGVxApqDmA479mzZwFMZvec7X6tUV7cxlnvqVOnUhSW+gmAWcWls++4QFfz7zHSjftrWXceiyrlxIkTqf1axVXLswPT2b0u4i3VjSKqPkp+tVIuO16HXifbHP0j29vb6Tu8J8888wwA4L777stC+fW4qiR4jSU/WfQLlvxHpejGeM81NF9ValxQfTvfYslXyN/PyZMncfr0aQBT1Xzjxo30O4j1r/R6qaBU0fG3eNddd6X9WS/LzC8eoOYAOun5MFxaWsLdd98NYFrEcGdnJz0gY1kGfZDThLK+vp7MWcx8wAfCYDDIwoWVWCRvNBqlNuqDLxat40MIyIsMlvLnldZGlUpBlIIk4pqh0nVwm5aC4ANcMzdoYT4+eDmYX7x4EcDkYctgED1WLJJYyrSh9ycGVcS26vvRaJQN6jqwxT5eWVlJkxyaLTWfXrxfpXYw196JEydShhMG8dy8eTMb/HXAZTtoDh6NRslUvba2BgB4xStekc77tre9DWa+sYnPGGNMJbGCmgN++7d/GwDwYz/2YwAms9gzZ84AmJpStBSEhnMDZQX1kpe8JJvxP/roowAmJphYjO52ufW0ZPrtFIKaEhnwwTZoGHhUS7pgNDr5gfJC4KiqSgpKA0aiU39xcTEdQ0PQo3qkAij12e3Mi4PBoFhuo2T2Y7tKxQ9LOf7Y1hgk0el0cO+9985cEwMR9vb2igrqoH5cWlpKx9Bzali8HktNjkT7fWNjA8B0UfTtTI9mfrCCMsYYU0msoOaIxx9/HADw8MMPJx8U/UZq/49+Aw1p1nxoXGhJvwLVDH0KiqbhIZqOJ87utR2qVICJguLMmX4wVVCx/aW0PaV6UKq8YtCALnTV4wITn0gsWLi3t5euSYvv8RhUgMzM3e12U9oe9qfmTNQy7cDBCioGQqiCKl1n7IO4oFbf1+v1FITANlI1lzKFa7g+z0+Fs7m5OVPUkddInxi3lfyI2h62g31x/fp1ANNgFTPf+C7PEZ/61KcAAA8++GAajOhcvnbtWjLXxMgrzWjA6LNr165lRQlpstne3s5MR7pffOhqYTtdtxMDFfgQ3NnZyUxlWnCxNBjFiDSNWmREINGHv54nru3igHnz5s3UNn2IxsStOvgy4IP9rwM+B68nnngi6wMd1OMgpA/lUgBIzI9YyqOn2+KEZWdnJw22jMDjALu5uZm1p1QuhAPUzZs3U3s5ydCgDb6qqU6jG3nMmOCYAxSjBc18YxOfMcaYSmIFNYf8wR/8AX7rt34LwHQGf/To0WTui6v+B4NBmslyBry7u5sFAVAVbG5uZiHKpdxxWrZCw7OBiYknKhvO0NfW1tK51CTFdlBlaDhyvCZVDDGDQ7/fT99VBRAzhKuCiupKQ+1V/fA6eW0606caoBltZWUlmUu5Tc2YMZBAAxtirkU1r+q9iUpL1Q+vj9exv7+fFPSDDz4IYLq27sknnywGp0STI02ht27dytayadBGvF/1ej31gZofaVZmWx977DEAwM///M/DzD9WUMYYYyqJFdScwpksw82Xlpay0u2aCYHqhI785eXltJ2+EwZe1Gq1dHwqrv39/Zn6SXqso0ePZjP5hYWFdM6oro4fPz6T8ZtwPyoKzUbAWTfPXcp2wRl6s9nMfEr9fn8mxFu3DYfDLMRdM2Go7y2G8nOBsgYsUNWePn06+VTYn6VciBqgcVAtr0ajkSlY9o2+6jb2H/ul3+8nBUUFSwW1urqa+paqr9vtZhkhNLCEfXE7JarZ4XnPdeEzf6v83hNPPAFz52AFZYwxppJYQc0pv/qrvwoA+IVf+AUAk1kvI7KiXb/dbqfIMqqUxcXFLKcevz8cDtPMnwpBZ/zM4M1Fv8eOHcvCtJeXl9NMmbN19XVxtq61lg6qCKw+tFLYMq9D1VVcpKqZuaPiWl5eTkqxVBOrVEqe+2n72Y/sn7W1teQLY1+UcuXxPt2uAnKp3apSo9IBpveaiu7EiRPpd8B2aWVgXgv7YmNjo1g7C5j83rRvgWn6J2B6L/iq9aP4O1O/Ghc8P/XUU1kfmPnFA9Sc85u/+ZsAgLe//e0zARPAbA48lian+WZjYyOZe/iQ40P01KlTab9SqHoMS19cXMwe5lo+g8RQ6wgHuWhK7PV6xQS4cX1VDHWP7Y+fcSBfXFxMD+cYHBLfx3VH7KfBYJBdn5b4iIEZ/X4/y77RarWyQVS/zwGH9+ns2bPpXnPA0YGW/UAz3vr6ehokuCSB5z5z5kw6BgeaUo5FzQqi1w5M7l8MoGEblpeX07n5WqvVsmP81V/9Fcydg018xhhjKokV1B3Chz70Ifzsz/4sgKmC4ox+dXU1mVU4w97Z2cnyq2nONlVH3CfmatOME5zdlxROXDTbarXSOdWsRXURQ5U1eICMRqPMIR9NYHqMRqNx4ELXRqORLXQt7V+r1VLmAw0lZ9tv3rwJYJrh/NKlS8lUym1UJKWgjcXFxSwQQpUXFSWV39mzZ3HhwgUA0/vKLOW7u7vp3t13333plfeM7eLfq6uraX8ef29vb6YEi77qe1WAMZcgj7W2tpZ+g2qWpGp73/veB3PnYQVljDGmklhB3UEw6/kv/dIvAZj6cIbDYQq75mel0HDOftX5TsXQarWyjN+cfWvKGu5TKmfO/VutVjGPWwzFjuHmwNRPpWHg0delxf1UTfG78bi6IFVVVczMPRqNkiJgeD+DDnq9Xqqt9IUvfAHARElF5aR9Fvuo3W5nvh5Vn1FFdjqd5HekktMFvjG8v1arZSpMFyZzG+/98ePHZxSftr+kpDQUnu1Xxcn0Stxna2sLv/EbvwFz5+IB6g7k3e9+N4BppN9gMEgPY5r/jhw5kkXB8QGuAwgfWo1GI8vYoH/H9UGlRKZ8GOqaKg104MM8mtb0s2jWA/KAAs0DqNkstG2KFvfj8fV6dSDjZyzWxwFKszRoCYuDSoiUkur2er0sSEMnGfwuBwmaxwBkEZPdbncm5x2vKWa0INvb2+naOHgdP348TTho6tOksvGams1m1u9c+6SRmzzWT/3UT8Hc2djEZ4wxppJYQd3BaD46zrD5uru7m5QBZ/xUAMPhENeuXZvZNhgM0myY5i2alzqdTubc18CDWFZib28vqQBVKcwlSKVDFafmQG6r1+tpRh4zhu/v76fvqIkv5tbTNTqar47HjCHqtVotBSM8++yzAGazb7B/zp8/n47BPi2Z7KLC7Ha7memzFHyiqob9oUoFmJgUVf3yepn9g5/xejXgRVVqzGBfCr9nH584cSKZ9GgmpGLf3NxMv6Vf+ZVfgTGAFZQxxpiKYgV1B/Oe97wHAPCud71rZhYNTMKMOVPm6n2qpkajkfxBLMU9GAySvyXWEup0OlnmbPX9aJADMJmtc8bOGfd4PM4c8jprj8ctBRkQzSRB1K+mfia2mcePodPAVL00m82kSqmgeG2tVistQD137hyAiYqh2uF+vG4twqj9FEP+1d8Xg0c2NjZSYAY/Y99poAvbVcrTx+9/5StfSds0Mzr9RVq0UfcBpmrprrvuSouC6cdiezY3N/He974XxihWUMYYYyqJFZTB1atX00ycM9sbN26kz5555hkAwOXLlwFMZt9UM3xtNptJgdDPQX9WrVabWaxJosLhDL7dbmdVarVeUMyjp5VdtepsqWQ6X2Po/OLiYjo+1cBB6Yx47LiYuF6vJwVEtamh6zHNT6/XS/uXcuXxuOoriqHz2k8xwm9zczMpHypdTVsV63xpDSq258qVKwAm9aCishyNRlnWdq3vpAu7gYmiftGLXjTTB1y0/Iu/+IswJuIByuDDH/4wfvAHfxDA9GGyv7+frXXiA1xDxPmgGQ6HydzDhyFDrdvtdlagrtfrZWYq0ul0ZkxdwOwAFQc2TSQbP9dj6OAYzWGNRqMYds3vsV84CO/t7c0kvuX5uB8zSTz99NNpf5rzOHg988wzKTAg5uTTQV3Du3mMGJygZktu29vbSyY6DjQ0w77gBS9IwSylAYqvHGB3dnaywBUt1x4HUzWL6j1nEAm3/czP/AyMOQib+IwxxlQSKygDAPjzAo97ygAACkBJREFUP/9zAMCP/uiPApioJc7IGS7OkGgt+c4Zc7fbzRQUzUSdTifLJD4cDrOSCxpsEIvjjcfjbBGpqo24wFUVVVQi9Xo9KQNdBMvZfTRNraysJOXC73W73bQfgwx2dnYyBcWcdk899VQWtr+1tZXKSETa7XYxM8RBmd71WshoNMrKhLANx44dS+fWnIvcj9dx7733putm4IeaJeNCY1WdMVNFv99P7bFyMl8LVlDGGGMqiRWUmeFP/uRPAADvfOc7k0KgL4lK4fr168mHoOHXVBkMMiilGyqFaZfqNml6HGAyI4+z+7gAV4+rC4FjnapGo5GUEFVZyT/Cmf/CwkK2kHlra2smwILnpvJjscZHH30UwKRUOdUP+0cVSwzC0ND5UhFDHktD4aOCKmV5p/rZ3NxMiogqaXV1NW1nH3Oh8f7+frq/XDDNa9Y2llSwXoeVk/nv4AHKFHn/+9+Pd77znQCQmdYWFhayh/7KykrKVsABTQev+ADT/H+Eg4ZGBJYi2GIwQ7/fn4ks47aY6UGd+nwQa3BCrCCs0XlsB/ui0+lkxfoWFhZmBgD2C69Dz0/iuRQN6uA+alLVPtABSge7uC6J37t161aKoKOp7+zZs6n/OEAx68Xe3l4KtNCIvXhf+aqJbWn6/eAHP5hdozG3wyY+Y4wxlcQKyhzI+9//fgDAW97yFgDTmbOa27RsAs1aDKrQ4Ic4wx4Oh0lt8DM1fTFHG81nGgJN1aEKqbQmKZoVVb0RnrPZbCZ1FJWXhnBTWXQ6nWQSpBJcXV1NnzEQgn3SbreTQtR2adCInlvVkprRSmY/7ROlVIqefdHtdlNbeR+63W6xCCMwUYIMS9fs9rGoopoZqZw+8pGPZG0z5mvBCsoYY0wlsYIyX5W//Mu/nPn7ta99beaQX1xcTJmwGUyhqqY044+qp5SFQFVTzNytSiouUlXVE7NGaNaFUpHEeG71D6mC4n5UUJoZneHlzEvI7+nx9ZpLCo39ycCMhYWFrGgj/97f3y/mweN1xoXVg8EgU7Xdbjdb8Mxjrq6uJn8UP9vc3Mx8eVR9f/iHfwhj/qdYQRljjKkkVlDmv80nP/nJ9P7bvu3bAExUBH1UjGCjomi1WplKYvokYDafH1D2WWmJ8pjuR2szqbKLikJ9UVH97O3tpePH8PXBYJDloVtcXJxRI8DEn8WoPapIHl9VpH6P7eC5qZaOHz+efHnr6+vpe0xdFH1F/X4/U6na3uirKmVj39/fz8LduW15eTmpQc0byD61YjLfCDxAmf8Rn/nMZwAAr3jFK5LTnQMU8761Wq2ZbAXA5AEfgyN0jRQf+vog1SSr+rfm+tPQ7Bh2rSXs+RmDMEaj0UxRPmBqPuv3++mcmmyVgwq/d+PGjRQUwUwSNH1pYIa2K5r2OECdOnUqHeOhhx5K+0eTmq49i5OA0WiUDVDaP5pbkfvEHHxqOuU5NV/f7/7u78KYbxQ28RljjKkkVlDmf4XPfvazeNWrXgVgqqC4ALRWq2ULSxuNRlasT2fo3EZloWY/KheqmWazmSkRfs7j8RjARA1QNTCcfWdnJ5kauR//7vV6WRBAq9XKsmlcvnw5LVK+cOECgGkmiVIJd80KH0tfHD16NLVNFwczcCJmD1dVyPZQmSrsHw1qUZUVr/2tb31rdgxj/q+wgjLGGFNJrKDM/xqf/vSnZ/5+29veBmBS/yiGfGtqnuhXGY/HWV0i9UVRUVB1aN49bms0GpmPSBeT8j39ZABSGfuYuVyDJNQXpeqOME8dv8uy9+fOnUuh51rriuqFaaIYXLG0tJQCSdgvi4uLqb28Nu5/48aN1A4t7BiDTbjtxIkTSe2V9ue9M+b5xArKGGNMJbGCMt8w/uIv/iK9//Zv/3YAU39Hu91OqiGGfGuoc2lxLdWDLtyNVXA7nU6WWFUrwcZoNVVBtysRz2O12+2ZTOjAxH9ElcSaWMwUvr6+no5LH91oNEptZF/wVUuya3uoehjtxz558skn07VQeZWiITUJL6+Jbe33+3jXu94FY6qCByjzf8I//MM/zPz96le/OiupoWYoPlDp6NcBh5/pQBaLHmogRNyn1+tlIe7D4TDLIFGCg9FgMEgmPrZ/dXU1Zfzm68MPPwxgkhU8liHRIowcmBgYsbS0lIpHkk9+8pP4nu/5HgDARz/60Zk+OH/+fBr4NIydAyoHKi1Bwv1//dd//cDrNeb5xCY+Y4wxlcQKyjwv/NM//VN6z/B0qol2u50tcKW5C8gzf7fb7SykvJT/T8vO8zOtbVTKiA7MZsKImdGBqara399PpjcN/2b7GTChBRFjwAe/v7S0lHIgMpv8a1/72nROtpWcO3cuC6pYXV1N10clxf7Z3t7G7//+78OYKmMFZYwxppJYQZnnHYanU0lpGiQNTog1jUqVY3WfuL8GRpQynFP1cLGs+oo05JznplLRHIT0JVHNqA+NqYuoltrt9sx7YKqMNLt6iTe96U0HbmPl2l6vl8LeWZvp137t1w78njFVwwOUqQxxHRUwfRDv7e1lQQaMaNPBS0twxDLtHJR2d3ezh3+/38/y4akZj9/lGqZGozGTJBaYrKNiLj4OUNx/cXExfcbjt9vtLNCidE7l4x//+My2N7zhDdk+P/zDP5x9ZsxhxCY+Y4wxlcQKylSav/3bv03vX/e61wGYBgFQdWi2dF07RFUVc87t7u5mWb57vV4WsKBmxlL5j5IJkdkofu7nfi67lr/+678GMGvOixk2NPihpKDe+MY3lrrJmLnECsoYY0wlqcXFjDMba7WDNxrzPEP/VKfTSf4g5qYbjUbZZ1RIg8Eg5bSjD0h9UNyPCqnX6yU/E2teDYdDvO997/u62k1VWKvVZkLf9XU8Hidl9vrXv/7rOo8xh4XxeJybC2AFZYwxpqLYB2UOLeqfYgogRs2Nx+OkenThKjDxAWlKJH4W/UD0RWkapK8lHdJXQ0PEeQ1Ue7cLHzfmTsMmPjO3vOY1r5n5myHgx44dS2uSmPtOAyG4Dorh4NevX095697znvd84xtuzB2GTXzGGGMOFVZQ5o7jLW95Swo95+LZ8XiM3/u93wMA/PRP/zQA4Hd+53eenwYac4dhBWWMMeZQYQVljDHmecUKyhhjzKHCA5QxxphK4gHKGGNMJfEAZYwxppJ4gDLGGFNJPEAZY4ypJB6gjDHGVBIPUMYYYyqJByhjjDGVxAOUMcaYSuIByhhjTCXxAGWMMaaSeIAyxhhTSTxAGWOMqSQeoIwxxlQSD1DGGGMqiQcoY4wxlcQDlDHGmEriAcoYY0wl8QBljDGmkniAMsYYU0k8QBljjKkkHqCMMcZUEg9QxhhjKokHKGOMMZXEA5QxxphK4gHKGGNMJfEAZYwxppJ4gDLGGFNJPEAZY4ypJB6gjDHGVBIPUMYYYyqJByhjjDGVpDYej5/vNhhjjDEZVlDGGGMqiQcoY4wxlcQDlDHGmEriAcoYY0wl8QBljDGmkniAMsYYU0n+P6jNA9X8JG0WAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fIApyId/8Gmfk+I5n63wMMZ8fZ2zH8SD/3mg0cgWFMuGx7PxJ5d///d/NzOxd73qXq0ZkikfWCM6jFwML+D3nwIMyg+m03W5ng2Xwu+Oy3+N3aL/ZbPrCapjlxuNxslic9xMVOBfNxGdof3l52d71rneZmdlf/MVfzD0uUSykoIQQQhQSKagF4K1vfWvi16nVaj6jjSHBHE7NZdWjDwrbLy0tucrAb69fv+5OdMxeoZAqlcrMYlCziXJBHjwoFV6IGwMmeLbO4e445jgD5t9EZ33OP9Lv932mj2PE+dwpNBqNmdpNZtOF2MPh0PsY/c+BKEgZBN9Nq9VK8iMuLS3ZrVu3zCzvg8oFusTKx6DZbHq7XLoeofA4Dxxft9vNKqhYP4zTZ6FumlgcNEAtAO12281VeCAMBoOZxJ/8amZZ5zX+oaNpp9Vq2cbGhplN11lVq1V/mGHA4Zx8CEbAw//cuXO+TzwMOaIrFrYrl8tJhgpOHhud3LxOJmYoyDnMzaZBEdHR/trXvvZE52h761vfamaTewTXAud+zz33mNnkQY/rivuIt8dgce+995rZ5DrHyL5Tp04lRRI5CjAORhx4kzMbY1DEvVir1WZKsOC4zSb3dTRVD4fDxDTMgSDHmRxFMZGJTwghRCGRgloA2u22nT9/3symM8mjoyN3KnOggtlk1gj1EGegZmkmhmq16jNmmHQODg48JBmqjUunY6bK5p6YD4/DhnNZJqKJCb87ODiYm+ONt2MHO8D2nKkiBgHk2jxJQCVxlnooY5jPSqWSXblyxcymCrNarboiwu/uuusuMzO7++67XVFjLVW73U6Ca3AvslpBm7l+x2fdbtdNyMgRuLS05PdXzNTO+0UbHJYe12VJQS0mUlBCCCEKiRTUAtDpdHwGDEf/eDz22WIMcOC8e+zXiSHBbM/HrBjlv3PZzDm4AvvGPpvN5lwHNS/aZMc53sfsBUdHR66qOHtEnAFHHwpvzw5zhC1DHeYyZ5wEXv/615uZeTBAt9v14AKoKviUjo6OkqwL1WrVFQqUEPq20+l4f0OV37hxIwmMgZqt1WpJ7j6+ltE/xQoK9/hwOPTj4NBzs8k9HhevHx4eJjXDcgvIURHg8ccfn9+ZohBIQQkhhCgkUlALQKlU8lklV8WNPhxWJ7E66WAwSHwAmHn2ej2faWNB5/7+/kxmc7PjFVSr1UoWDPNizFihlRfqch0o/B0zl+/v7/tnUIxnz541s4k6gK8Cx9xsNl2ZXbhwwcymfph6vW7f9V3fZWZmH/jAB+wk8KY3vcmr58I3+fzzz3ufQlFD8ezs7Pg1R8Zvjppjf6PZ5DrHvH63b9/2svFQ3ujzVquVRGdy5F1UP91ud6ZSL/YNBcWVlXGOuH9ipWgzy/pIcS9JOS0OGqAWgD/8wz+0X/7lXzazqZO43W7PzcQwHA79nx3bDwYDfxjEgaTf7/v2cITv7+8npREwEJ45c8Yfatj3YDBw804cLHBMvO9yuZzkZUNbR0dH/h0+u3nzZmLSO3funJmZPfDAA8k+B4OBt4Ht8Ltms+nvP/vZz/o5fv/3f78tGu9+97vNbNJPL3/5y81s2sdbW1s+mGMwwgB1cHDg/YkBbXl5OSlwyAMUl1sxm9wrGKDwim3a7bYHNnAGEOwzVz4DA1mupDyOC9tcuHDB78GvfOUrvg2uP15R6h6vYrGQiU8IIUQhkYJaEBDqDSWytLSUFIuDEul2u0mAQ6lUSpzWuVx5bJbDbDgu4r148aLPSHEMOzs7rqDg0OZFnDEPXq4oIWfh5sWgZmaXL1/2wnqYmSPv3j333OP7xsx5a2vL32N7KAUuK4H26/W6/c///I+ZTQMJisYnPvEJV0BQLDD9rq+ve3DEM888Y2aTfHvoY/Qd+qnf7ydFDI+OjhKVxMEGMLPdfffdZjbpR7QH5Y3fNZtN73fcN7u7uzMBEGZTtb29ve3XCwqKlyfg2oGLFy/6dbp69aofD/oH9xQU5JkzZ5JckaL4SEEJIYQoJFJQCwJS0GBG2Gq1XHFAXWGbg4ODmUW4ZhPFEhftchh4XLxbKpVcZSA8+4EHHjCzicLAAk4sqnzyySf92DArxuy6Xq9nU9vEfbJ/KoaIN5tNnx3Dn4I8bc8884zPsPE7Dm1nZQmig52P7Utf+pKZmX3+8583s8nM/zd/8zftW8mv/dqv2YMPPmhmZt/zPd9jZjajAKAysDygUql4cAFUymAwcGWD79hPib5FG4eHh4ma5aKW2B4qa21tzVNw4XdQajs7O34torI2m/Y/ruVgMEjC2I+OjhJLAI5rbW3NfYtQ0pzNHPuG0u90Ot4HYnHQALUg4CECk1S73fZ/1ueee87MpoNFv99PEmk2Gg3/LBaxOzo6SgaJWq3mAw0GI5hUzp8/799hn71eLwmmwDaDwSBZlzIYDJJSCrweKhclCPCghkmu1Wq5GQkPpHa7nay14aCPmKtwPB77IIfvcN4bGxv23ve+18zMPvKRj9iLyQc/+EEzm5rIkOlhf3/f+wolMjg6M64J29vbc9MeJizj8djPDwMBZ9NAf2ObW7duJcliMelYXl5OcidWKpWk/Muzzz5rZmZPP/20R4Ri4Gm1Wj7Zwb55DRbe58zSMeff9va2D4YYJNnsjXsQ362urtoTTzxhYrGQiU8IIUQhkYJaEOIMstPpJKXMobJGo5GrAcxUeR1LLPxXr9e9Lc7LBtUCEwoU0Xg89n1xCQvsE2oAv+/1ejPOeXyGWT2HzpvNmvi4vDsURVRQtVrN2+WZP2b36B9WbzHnXKVS8Rk5PmPVASXxvve9z/cZs71funTJHn300ZlzxzHs7e3Z1772NTMz+/KXv2xmE2UGRYyZPgIQNjc3/ThwnqVSaaZPzaZKand319Us3yvzAmM4UwgUFAe6xLV1h4eHvs+opMym14kDI3CdcN5nz571fkT76GPeF64T58+LeRe3t7ddoXEoeVxvh+/Onj174nMwnkSkoIQQQhQSKagFIRaLazabPruMdXq44B9mnDkFhTYrlcpMDjW8YobMfi8A9YBwZ7OpgkJbeB0Oh/4+5xSPdZuq1WqSjbper/vsPDrw9/b23AGOY+z3+4nTHedTKpW8z3Bc1Wo16QPOnIF9Y5Z/7do1VzZQFJcuXfKcdzhGLvYItclFA7G4Fr4nKKhSqeS+RWSVr1QqHvLP/YhzhKrlsuhxCQIHz8TF2bVazRUOrgUCbxqNhp8nrvPKyoorOtxT6Kf19XX3heG8O52O3XfffWY2vU68fAJtsD80Kiicx/b2tl9z9k/iPe5ZDqX/0Ic+ZGKxkIISQghRSKSgFoQYGddsNmfSGJnN5szDLJSj4KLywCy5XC77dtimUqn499gn1/qJbfR6vZk0SXxcnHaIF4DGdEZoazQaJeHR9Xrd1QO2x+toNHL1AD/M1tZW4jPhyrG5rN04Nsy+UYOLlQVm8NevX/eINe5jKCCcO1+jmArq4ODAjxvHCrVx7do1j96Db6zRaHh/4JVz5+V8bXgflQjXisKxNpvNJOM7R2niPDnyMUbj4RxPnz7tYeWcbw/v0cfwb1YqlcRvl6sQjd/fvHkzuT+3trZmrALcF1iiIBYLDVALAv7h8ABotVo+EMQQcbPpIIR/2E6n4w8Dfkjhdzw4xDZisthGo+FtIRHr5cuX/YEaHwbsnMbx8NqrWJJ9NBr5gx0mJrPpwwwPPrS1v7/v22MA4cwV2C43QPE6q7iGBm00Gg1/j3O8deuWHz8etmfPnvWHLBz4cWAwmw0mwXHge/x97do1H6z4OqM/YBrjEioY1HNr2WJY/eHhof+Wkw7HQQJZGnZ2dpJ1UJubm34cseQLT3C4SCIGdUw2EMTA5VrYZB1LuOO4bt26lQTGtNvtJOsJrimOUywWMvEJIYQoJFJQC0IsP/H888/7bBgLSlmdgNzsEjNPmInYvILZOs/4sU+02263vV3Mjq9du+aZHTDLR5vlcjkxOZrNhhPz31xkjss+cK4+M5sxG8b+4Xx+cRZuZklbrCK5KJ7ZpO9x7jB5HRwc+PYwi21sbCTXIIZ58755IS2+52wQUGG4FhxOj2PD+XIfcNHGuFiZzbDR9FmpVJLF0zi+3d1dD4DgpQu45riuUFlra2tuekMZkM3NTT8/3COcST0u5u73+35sOA4c/+3bt/1Y2cSKeymagY+Ojuyxxx4zM7MvfOELJhYDKSghhBCFRApqwcCM8saNG64MoKCgWLrdrs84OQgAM3445qGWarWaz2R58Sxm34B9VtgefqFyuex+mugTg9riNhqNRhIeD7j2EGfXZh8V74d/z/6UqB5wfLVaLVmszIElvPgVr5it88JknHsMaeZ2wfb2tvct7xOK4sqVK2Y27f+9vT1XMWi31+vNLHTmYy2Xy0l2ez6nGDDC+Ro5/B7nGYtIlsvlRLHUarWZ1Elm0zDzCxcueC5BhN63220/P9yfUJ9ra2ve37yIN+YLhILiY+QQeiizmAdwOBzOKGixGGiAWhCiOek//uM//GEAMxtXT42BDf1+fyYZK7fZaDT8QQCzEjvF8cBAm5VKJSlsxybBmI1gaWlpZs0Sb2OWRmhxFgvsp1QqzSQ6xWcgnlO9Xp+JHkO/4Hex1IdZmkSXj4szHqB99A+2f/bZZ/09vsPvrl69OpNTD20gQu/pp5+eOYa9vT0/fvTB0dGRn0Osdlwul73PeKDFvvA7Xk8UEwpz0UC0z+vi4no1jnxEW5gE3L592wcLDORnzpzx+zdWgz59+nR2UEQQBfYDkyLfDxwtivsXcPAG36NiMZCJTwghRCGRgloQYFaB8hiNRj7TxMwQ6oTXxLCTPqeE0CZm/JiFV6tVV2icnQHEkOBut+vv47omdl5jtotj4c9wzPV6fUY5gZhNIGeeA6PRyM8zl0k9Bk5w3reoFIbDoSsKLj8Rs8NfvXrVrwHMrtjm2Wef9RBrVrL4Lb7L9TGb+GIQAyso9DurZi6pznAm8hhgwtuzGTa2UavV/DpF0+POzo4rKBzD8vKyK6iYa/H06dNJvr3RaOT9GM25nGWCTb+cod9sahpsNBozGSfEYiAFJYQQopBIQS0IMQR6NBr5jBkzYfg7eKErL8rFDBKzXczkW62WBz2w7yfm1IN9f3d3N/Gx8MJPzKoxM2d/ByuWGAbOfq2YOw77YHIqix3ncZEsL2qNgRns8I++H87dx2HkMYhhc3PT+wMZJXD8t2/f9u/Y/xYVDvt04vFzCfTcK86PlWYMLGEFCDg8PQZ3sL8v7rNarSYZ9VlBYcE2VCIvFeAFt2aT+ygucTg6OvLPcL+97GUvM7PZ7O28dAH9F9Wt2dQfJRYHKSghhBCFRApqQeA0RmazCgezXI40gw2e0/bERaH4++DgwP0FvDAWaW7QBlTZ4eGhHw+yme/v7/vMl7Oqo82YRqjRaCR+nVw0GRiNRn5OOV9XDClHn/D2rBTi9qxIo5rhTPC8yDaXRT72ARMV2ng89n7h48XxxAXSo9Eo8QOBeQoqRivGaEf+jnMsxlc+HsAVb2OE6NHRkSsoRN7V63VXPTgPZGx/7rnnPKKR/ZW4Jijv/sgjj5jZxN+HexY+0lqtloTys/qUglo8NEAtAKurq/5wQImH/f19XzuDf3b8g5tNH2pcbiCW/WZTH95z3jcuIW82fYjevn3bc53xmqpYFI/XyHChRbxiXzFoYzgcJg++4XCYlBeJv+O+4OwVMeTebDbJKr7jPHK8PQdtcBl7DNg8GMW1NrlQeA5K4JBqfmUTJW8fQ+CZOMhxIAGuDfbHZtd4DLnj5wGZt0O7sZTLYDDwAQQD1Hg8tsuXL89sh0nH5uamXxNeo4b+fslLXmJmZvfff7+ZTQajJ5980sxsZk0e7ll8xsE4+EwsDjLxCSGEKCRSUAvA6uqqz3ahoHZ2dpLs1ax+YtmBXq/nM34O4zWbzHahhHiBJkw0UGYcNo6MCmxWigqBM1Dz4lSzidksLrTE70ulUqJi+FwAO+1jsAEvxs3l+Iuh5xwEEEPoa7Waz+QRen90dDRTWh3njWuCoAFcEy7Xjrba7bb31TPPPDNzbt1udyYju9lsEcaY3T6XxYLPKadqoymT24iLoXPXgQtLRtPhcLNoX7AAACAASURBVDj0+w2BEKPRyFV/zECxv7+fvUfQn1Bh6+vrZjYJ4+csFGYTdYX7PhZS5MXoYnGQghJCCFFIpKAWgFOnTiVO5YODg8TfwT6FmJeN/RdxASj7O0DOx8H+haiq2OF/nO8EM1sOtY4KKreIl483hk6zL4cVUVRcx2X+zuUvxGz87Nmzdu+995rZVEHt7Ox4EAmUQrfbdYWLzPG4XmbTnH3ITXfx4kVXBvCncDg+1AOHTGNfrDK4T7gfy+VyVimi/dz2kVzaJFa+8R7kIBVexoDfHaeyo9+xUqm4AoVix/nfe++9dvbsWTObXpOHH3547j3O24nFQQPUAsBZDmIggln64GaHNj+U4z/tN3KAR/MQBx1gTRQXD4zrmgCv8OcEssclf2VTET5j0xXD5rz4AOTtORggrivj7BtcAsLM7NKlS/Yd3/Edftxmk8EC5ibk0bty5YpnhEDUGQao4XDoJik4+h999FF76qmnzMzss5/9rJlNg044CAMD5eHhYZIhBOZCPr94ffk993XsR45ujHBmDo4CjWvBOKDmODNkzHvIAxSbEDFI83ops8lgjwEKg/Ta2ppPDHImTV4vJRYDmfiEEEIUEimoAgN1wpkM+DVmf85lVGClFcOJWUHlMhlEk0suqAJtcvbwOIPP5enrdrs+s4ZiiaY+hhUUzFusBuJ6Ig6jjudfrVaT/un3+0noOYc4v/rVr545p2q16goKv7tx44aboqCcEGhSqVTcmY+Z/1133eWKADN/9GupVPJ95dZvcdkM9MG8go7MN8oaMU8F8zorVlAx6zn6rt/v+/Xl+y23Jg3t876wnxhIg9D15557LslPub29nah+9Em73Z5Z+yUWAykoIYQQhURTigWAV+xz4EHMZIBZbM6n1G63k9DeeVkJ8F1c7Mu+HCgDLrGeyzhtNjvTZh8RZrRQUPCvcBADKJfLSc4+VnTRB8Wz77ggtV6vJzN5DsbgBbpmE38HHP2cpw8KF+pnY2PD+wUZNqBwlpeXfXEzgiXq9br7peCzQrg5Bxlw4EFUUByKHvs9p7z5/okqifcZVViubtbR0dHcIIxTp075eUIlcih5LuPHcT4xKDME56B/+Xxv3brlCjRe8/X1dfmgFhApKCGEEIVECqrAYGbe6XSSmT7nTYtUKpWZPHJmE38HZpfwj+RKgzMxVRC3H3P3sY8ozsJ7vV5SAbbf7/uxcfogkPNNxEzVfDzR98Dvo5rkcGe0xbWNYtQfRyjyd1BQ8EWdPXvW+xgzfCictbW1REE1Gg2PFET2c/QJL3xmJTgv2zhHwR2njFlpxrbM0lLpuXpQnB0+7gu/X15edmWMiM/t7e2sksMxH+cbxT5x321vbydZ8zc3N5Ncf2j/4sWLSnW0gGiAKiAo0obEmLVazf8x2dTHiUv51Sx9yN51111upsLam5y5kB9I0cSEhwQPCFziPK7JyWUm4LDiaJrMDS4cejyv+B5vn3ugxrUxuf6p1+tJPjkcFyej5Vc88HC9zp0755kStra2Zva5vr7uAxSbmvD+0qVLvp3ZpPgkl/Ywm0xUYhJUkEv+ymbRXOBJHBA4vD/u2yydsOQGUfzd6XR84oEQ8Z2dnewyiXg8fB7RJAhz4e7ubrJezWxqAsR2uPb33XefksUuIDLxCSGEKCRSUAUEM71HH33UzCalBTAL5RloDP8GOYVRLpddcUXTSG5hL5sJY7l2Lp/BOf9iG9FxHvcZF++yEswdzzxywQAcaIFZNC8YjQqKM2fHwIVWq5XM/A8PD5PQ+bNnz/qsHsERUEYPPvigKy1WpjgOZJc4f/68mU1yLvKxmeVVHgdtxGwabBKMfcyKNFfGPrcYOgZoDAaDmawf6CuziaKOgRy9Xi8xF+dyCLJ5LloHoIw2Nzc9bP/06dNmNlGR+D5m+XjooYdk4ltApKCEEEIUEimoAoIZORzorB5yfphc+e/oL9jb25sJCed2c74fnjHnwpFzBfDYN8FtcVg3+yrYp8Xb8yLh+Dt+zz6s6ANhRQcw288Fl7RaLe/vCxcumNk0JdHS0lISms/qB+2eOXMmCQx48MEHzczspS99qbcflYjZ1PeEnH9f+tKXEgXVaDSyIfb4LjIajXz7qLbZv4NtarWa3xtRcbFiz4Wq45ygoFqtlvtNcwoql0k9ts9h73Fh8ubm5kyuRLTFBROxndnENwUf4Kte9SozM/vyl7+c9JkoFhqgCggeHLzGJK4B6vf7yRoVfgjFB9jBwUHywOOHQxzQeIDCQ4vXRcUKudVqNZsHD0SzIu8fEX5cYTdXvXVetddGo5HkcavX6368GEDmmUTNJua/GFGHInkrKyvJgNnr9RIzIa/9QUYJDHYbGxszmTXMZvPhwfwIs+LS0pIPcmzOi2awXO7EeX9zn41Go6TYIJsJ55U2wXHgNQ72uM71et0HCbxypGGEC0zmEtTCTMuJc5GnDwPhXXfd5eY+XEv8bm9vz/cN06AoPjLxCSGEKCRSUAUkhnXnFAs+N8ubwaKDend3181AuTx9ubYwq4fZhpVaDLjg8hkxqIK34/1gO2SQ4GwTOTUQZ/VsYmP1ZTZRVfNy9+3t7SUqrF6v+3nGQnicZ/A4k2OlUnEFxVnesU1OPeSWA5hN1Ni1a9dmvhsOh9kMGyAXgJBbgoC/+fqYzargeG65zBPVatX7LBZ5vHHjRrIWLFdug4/1uDL2cR3g4eGhKyjO+o7+R8AL1NXt27d9O6gsUXykoIQQQhQSKagCEn0VZuni0bNnzyYZpNk/gc9YhWG2C8XCxeZyARNQXBzGa5ZfMMqLd/EdO8dzARex5hP7uKLznQMzcmovV7Y8l4Ud2+SyXqA/MfvmhcfHBaJwqfiooPiaxGztOVUC1ba6upqo5m63e6yCiseTC79nxRZVcKlUSvyBrH5yi5u5fD3v+8aNG65ecI/wgudIuVzOKqh52c85kwQvZMa9CkWPbY6OjvxctGB3cZCCEkIIUUikoAoIZsyY8XG0FGav58+f99kk8r+xfR/qCGqpUqn4TBaz49yiXMB+JkREQRWcOXPGZ8pI6cMVV2NEINdmmrdoN34X1cBwOPT+4MXBaH/e7/g8OUIxLkKuVqv+HqHivLA3V104p6rQR3jlY4j1tXI5EKHAHnnkEfexIH3SjRs3El9YLnM5Hw/6Jl7fUqnk1xfnOR6P/X6JtZ84bJ8r5UKVQ7kg1dCtW7fc55NbCBz9XzkFlYvs4+uA+xjRjoeHh0mGeeyPs/nLB7U4aIAqMPgH5H9m/LNjTYfZ9KHAgxEXjkMbMXydH25xbZRZvhSFWb4IIpueYqhypVJJ2mCT1zxHPn82HA79/KKZiAcoNuflMhPgvGG+w+vS0pI/bPE7zucWk93mzpPLiqMtXioQTZMcRo1jxO8eeeSRmaSsZpPrjD44Ljku9xnaQLuArzm+6/f7iWk4niv6z2zWLIr+4QKKsf+PWyrAa5hyE4kImyORIHZvb88eeughM5sGR/D6LFwb/O889NBD9sQTT2TbF8VAJj4hhBCFRAqqgETzilkajlwqlZIw8OMc2jkHNODSHbx9PI7crJ1nyfMKFpbL5axzfF7uPt4+ZjQwm6oemKjYdATzXKPR8O1iNoVqtZqUCz916pSbfjAzh2mtVqsl5ew5QIBLU2BfXDYj9nFuOQDA7x944AE/J4Sbf/3rX0+UcQx+iH2W61v0GeBt5imcnPphdQPlBLOkWRoEw+TUVS6XYITPE30LBbW7u+uLrKF+2SzMi4jxmSg2UlBCCCEKiRRUAeFUOGazCoGzR0d/B3xROYWTK3CYm6lyCHRUUBzyHWe3uX3iWDlEnGfrMRM2FAkHbXDIPT7DYlZunxfo4jygbNAu+qnZbCbfdTod/z4qKF4cjX12Op0k/VSuZDpm8P1+PymjzsEXsR/r9br7Su677z4zmyioWN+JVTPXrzKbTS0UFWCtVsuWXc/ViEL7ufx5AMfBPjLut8hxaadyofNR4ZfLZb9eyGO4vr6eLMdA0Em9XvfvoPbmpV0SxUEDVAGJyVb5gc0Ph/iQPa5Cavwtv3J1Vf4M+48OcIYfsLk28JrLQ4cHRAzQ4LISYG9vzwcfPJAwWPD6IA4QwPbIDIH1L1xcEW3wYMnZN3A+MTHs8vKyXyc8lNvtth8HPsOk4ejoyM2P3P/xAc0PTWyPAery5ct+bDEysdfreZ/h3KrV6kwkKD4zmx2gOFIvNzBhf3GSwZGVMDlyYE0cfHkicVxUJMiZevkcYZJFiZK1tTX/Pkagcq7FGM0qiotMfEIIIQqJFFQBwYwWCqnT6SQmjpWVFTd1xfINV69e9RknF+uLJdxZueSyZOM9ZslwgLO5kE1GUaFFkxO3PxqNkizjvC4nVwYeyiBmeuDSHXzeudLtOF8cB2bRvV4vCcOPYd74rdlEIUElQVmurKwkWTRYUeF65gIUIuPx2E1YKGZ43333+bqzaJ46PDxMAiC4fAYXNsQ2+I77Lir1XFFLzvOYW4sW+yxnJoxr5TgbCL/GbBpsYoWSRmDEysqK/zbeK/V63RVp3LcoLlJQQgghCokUVAFBeXcopI2NDV8tjxniqVOn3IkO3wpmsbu7u0net2azmSgtDr+O37EDP/pkhsPhTB0ofsVvzWYd2uwvwnfznOis6LjO07zs7Tzz59Dh6L+IGSi4z/r9viuJGMp9cHCQZIHodrtJaHWv1/OZO8Kc8bvr168nBQLZBxV9YbyQFsrr7rvv9msB1YAFqdvb236PwO81Ho8T1cCBNzgOHCsvbs4VLIzKgxfzRp9SLmgmlymEt49BPJVKJVkqgL5YWVnxAAjc/1wYE+qTA3xiMUZRfHSlhBBCFBIpqAIDBXXffff5TBk0m02PYsLsEjPar3/96z6rZ9t9DNnN+WRyqXMwC+U0OLGtXBl4MG+RZy5cGd/h2DiXXJzV56IQebYec8fx+cZz4mzXMbrt8PDQt8O+WXFBFe7u7voxwVeENrvdritezgCO3HGxEixXBMbxnzt3zhUW9g3VdP36dbt69aqZmX31q1/14485ATnaLudTgvI4blEu3xfR78UKLFc7K7bLn+cULxQT+2PNJpGZyPyOV863x9F7OMeYyuq4xeuiGGiAKjBc7iI+IHPlufHPu7S0lCQCNZs+oPGPylkP4sMql2w1PtR53/zAA7nsBjyA5MLisW3M8VatVpN1RNxmHBxziUY5fD+WEuew6NgXvCaMQ+6jqevg4MDfx/yIt27d8kEIr2tra26qi5OGXMmR9fV1fxjjO0xcTp065X0GE/Hu7q5fa2wPsyQHVQBOLpubBOSWKcRAFHzHQSdxHzl4gOJktLin8Qpz3pkzZ3zAx+vy8nJiCuS1TxjM8dmzzz6bPRZRHGTiE0IIUUikoArM5uamv8+V2waYlUI1LS0tJTnhOPCAF3Lib7TBi3GjouBS9Lm8cvFYc8UJ+bhihnM+PpwLzGGsGDkHH44hZjnI5f/j4Adsz9kUcgtR8crmPvQTlxMxm5jZoGiwHba5efOmz/45+CUGX+DvU6dOJWU/qtVqEhqNa3nq1Cm7cOGCmZk999xzfm7o72gGZvha4lyimsmVZMkFcnCZl5iBhIn3Tc4MXK1WvV2YKtGHp0+fdiXKmdrjNcF57+zs2H/913/5sYnFQApKCCFEIZGCKjC//du/bWZm//RP/+QzZdBqtZIZLWaLnU4nmTnnYB9KVBTsw4kLaTudTja/Hb7P1ZaKCy15cW0MtW42mzOLcHGs8xzyDIdRR59VTMfD2x+XXzCXFZwL5nGfQfWg3xGsMh6Pk8AGPjYcE9rc2NhwfxN8LFwynX2RZhNlgf6Dktrc3ExUM7bJBS7k0k/xNrlcjvNUdm5RLp9nrkglyPk6cZ6475aWllxNcWBH7rdmE9X0+OOPm5nZ7/3e7yX7FMVEA9QCsLOz46YO/APWarXE+Q/Txe3bt33NEicTBdH0wjnJ8I/ND//4kGu1Wm5yYfPTcQNUHIRy65rQVqPRSNYs5dbJ5CLLjnvw8XdxOw5KiMEAHCDApsqYiJXNkDgXzkqB97g23W53xmxqNltGI0aktVqtZLAF9Xo9yT9XrVaz65Li8fB386L3cmuHBoNBUkCRc/O9kIwNuSwTx5kJOUMEJgO5SQ//n+DvD3zgA3OPQxQTmfiEEEIUEimoBeDtb3+7ffKTnzQzm3Fi4300NW1tbbkZKTdLjo55DihAG6PRKFl5zyG8cfZaKpWS3HqsYnJmObQf1Qyb1HLF9HKZsHOFDXOOeLzmFNS8chKsoHhNFYeh47NoGkOWBt6O11nlQr3xHZQWgmU4jJozhPBxmU1Dz/v9fqJeeM0T7g3eJhfCj3OL1yRXzgNBNqPRKMkGwu3HjBW5TBVHR0feHsL2Yc5rNBrJWicOlkD76OtcJn5RfKSghBBCFBIpqAUBKomVEBQUHPGYje7s7PgsmrNNxxX07CuK6mQ4HCaLL9nBHf1H8xZy4pWL6OF3ubBltB8d7Mcpo1yp8lwJen6NBfxyRfI4ZDkqBT539sPEbNrnzp0zs8n1w3b4Hfw1ZtNryNcU4eLw9506dcrzzyFYAIECnU7H28W1HwwGSdg4B2NE5c39EH1u1Wo1WcQ7Ho9ngiK4rdwi3nq9nhQq5AzyMfPHaDRyFQk48wdU/MbGhu8nKrRY00wsFlJQQgghCokU1ILwjne8w8zMPv7xj5vZrELATJzrJOXUzLxqqRzBlqugCngGHWfCudQ8HPIdfRqDwWBuxFguAo/b58/iew5LzymnePy53H1QGfAfHRwcJBnO2U/G/o2YsgjVXkejkftR4PvZ2tpK2oD6uX79etLW8vKyp0bCYl+8YtGq2TRKsNfrZXMI4nhyufIirCajiuR7MC665vyIUJNLS0t+LjHv4Wg0Smp6jcdjvwYxRH97e9uVE2B1C39ULEUvFgsNUAsGm2qimQ1/c9LMXBj1cav4Aa+JyWVdwMMHD47cAJgr582vuRLfZrNZL7gUezx+DgyIAQ650OZc6YjorDdLS9zzuiUOMIlrl9hsickC1jKxGRXmvL29vSRQgUu6Y3s2tWIAi0EtBwcHM3nnzCbXJia+zeUjzJG7XvNC1vn4Ad8PGJSWlpY8oIFD7Xk/vD3vM5oLV1dXbXV1dWZ7nvRgMvD000+b2TSBrlgsZOITQghRSKSgFoyf+ImfMDOzT3/601lTmNlkpprLMoHZZwwC4Nk9K5AYRp0rOMez3biokmfcUYXxZ1HtcRYIDl2PM3cOcY/HOBgMku05g3kMBjgu/J3DwXmmnzNpxmAEqKXl5eUkywG3FQNS5mVYgJqLimt/f9/bgILqdruJWS6noHImvqigcuU5+BrmSq1E1Ya+4PPF6/LycmLiGw6H/hmuNYJE7r//fjt79uzMMQ4GA792MA1evnzZzMze//73J+coio8UlBBCiEIiBbWgsB8ophi699577ZWvfKWZ5YMe4DCGH4DDqHkmHGfMuSAGtv/PU1Ac1p0LtIh+IHaw87mxv8ts6nznHGyAVVVUjOxfY+UYs8Ij8KDb7Sb1o/jcuf3oA4NqaLfbiaJgP1zMG8gLh8FgMPD2oJy47HzMs5c77uN8UDmFzHkG4z3CCiqn+KJq44KOcZHt0tJSNrwfPipca6iml7zkJR4gwim/0P847uvXryfHJRYHDVALyo/8yI/Ypz/9aTObzYdnNvknzg1Q+GeHA/natWtmNokmi+us5kVtRbBPLkmRK8WRW0c0LyqP19DwoJiLvMN+4gOSIwfjgzgXoMG/j+ak/f39mTVLZpOHJ86d24/7hKmJ+/M4M1suv2Bu0IpmQs78AXJFGHndUi6gJPYjDxZxADkuPyIfKwdqxAGKy4UAXp+FNWBY84R1Zaurq8mgzvkp0caHPvQhE4uLTHxCCCEKiRTUAoNZMUKaMXtdWVmxl73sZWY2a4KDSe/555/3z8xm1/nknPTHhRXnSleAXG493mZe2DKb+FgtxSwBbEqMqo2VyAspE5ELk+cy4zEf4eHhYWLKNJstGmk2nfGziY/NbRy6z/vm489lFOcs6fh97trlMoTg72gOO26pAJdk4X6clwGe4esMZcPmZXzHSwrQZ1BWMLcibJ8zu3P2jhj6LxYbKSghhBCFRApqgcHMNyqKb7TwNjrMOePAcf6mnPrJZRWICzR53/z7GJLNARoxkzrP1nMZInLO+nn+lHn1j9A+Zt9cDDD6m/b29pL8eWZTnwr8gnDqN5vNRPVwrrxcwEJUJ8eFcM/LSM7ZyM3yC6Vz+Qtz6jaqUw4smZelhOGlCFBQCPLo9/uuWDnP4Pr6uplN8+3xNvF+qNfr3p8/9mM/luxfLB5SUEIIIQqJFNQCE0OrQa76KasYKAS8cjhvLtdcXLTJiiWnoCLD4TCJEuTFrzGii7NSH5cv8LhKrbnIPvb35Hwm0e8C1bGyspLUYapUKh6uz32GGT5+i1DoRqORhHxzZB9g5RijFjmsO3e+UeGw+olVjrmWU87fmLv2cd+VSiWbg++4Y8X2vGjXbNYfB19Uq9VynxPSGuE6cMQirsOtW7fs5s2byT7F4qIBaoH58R//cTMz+8QnPmFms9kdXoiJD6/8sMrlqwM8aMRCiMPhMDET5kqDsHkxlihHgs96vX7sAHVceXceZOLx47gGg0Ey4PCAFvO/tVqtZEDrdrs+oOI8dnZ2ZtY4mU1C+M3MHn74YR+sbt265e3HNWacQYOzW2Cf8yYlOfMcHwdA+5xlIhfanjO7xjZzgRzcr9FMy0STYK1Wm1kTZTYJPcd79DEvP8AxYoC6cuWK/ezP/mymd8SiIhOfEEKIQiIFdQKAuQQKhM0frBA464DZ1MFuZtk8fVGpYPaaU1CDwcBnsviOQ315tb/ZRElhVowSEnCOs7P7OAXFs/uopobD4VwHfs7Ex5/FGT+rATb/xVLjW1tb3sdQV1BLnU7HAyaeeuop32cMnUefdDqdZJ+j0Wiugop9hb/n5dvLmfVymSSOC3rgPsOxok+Wl5f9Pfc/52Lk78rlsl9/hJavrq66uo4h6OVyOQnbl3o6eUhBCSGEKCRSUCcAOIZRHM8snfGWy+UkqzQUz3A4nElZhN+zz8bMZhbPsv8Kr1APMU+c2eyCYbNZP8lxodLHpdUBnAfwuAAB9jHFc+LfxGCMUiktWc8KCjP/UqnkfYt2sSi61Wq5goJa5dQ/MRycA1FYBUVfISvB3CLfeQt1OZ1ULtDluBx7fG1wvDgn9MXGxob7j3K+yOirM5uGkCMgYmVlZSabPbfFuRbf/OY3J8coTgYaoE4A733ve83M7G//9m/NbPbhhleOjMPAgQGK87hx2YeYv43zuIHjcvfxAz8+iPmzGFXI5hxuPwYNAA7Q4MFlXkE+Nv/lSnbEDAtciJBNWugrPie0ARMfMiAMh8OZ0hL4DIN5LuIwBizkgllyQR48UB0X+Rhz8X2jAoZxnxyJGa8Nr8ECbKaNfVer1WYyd5hNrk08Xz63xx57bO7xipOBTHxCCCEKiRTUCQLKiAsWcug5nPkwTUE98OweM//Dw8MZE6DZbJbp2P5oNErC2DmMOWa7YKAisL9Op5PNtD3P/FSpVJIZedw/jjG2mVMAUTkOh0PvF57xR/NTpVJJFBQyIQwGg0RVdbtdP+dcSDz6m5VpXDfF/ZTLPBHNfrx9bilCLksHXnMh6zE0H+ezvb2dlBLhopkwBXLmDZgE0T+dTsfbjybZ49bAiZODFJQQQohCIgV1gkA58NXVVVdLrDow44eCwux1NBolJbjRFsM55GJuN65tFH1VlUolCRPO5c/D7/b39/0zqLFGo+FKK2agYN8GtxUVHX7PufNArVabWyK+1+v5zJ0X50bVxgoK32Fxbq/X835HGPXW1pa3h7pR7EvLLXyO4dm5TA+5sHFcL+yPa0XlyCmoXGh4vHa4R7gvcJ3K5bLfB1BQXLgQn6Gfms2mX1f0D3jDG94w99jFyUEKSgghRCGRgjpBvO997/P3f//3f29ms74NzOqhrvDK/gteMMoRfWbTmfnBwUGioLiCbczo3Wg0/D2HU6M9fAelsLu7m/UzQVHguBHtxQoNvzs8PPT38M3dvn3bzGarw+KVawnFEOh+v++fIdKM/SnYd61WcyUBtcaqI/rV9vf3k33i72q1mq2aO2/hLX/GrzFtE/p6b28vW98p+qVyGfJzfql4Hvv7+4nCZL8azg3VnSuViqsptLm2tua/haLnxeXi5KMB6oSC9TcYLJaXl/0BcM8995jZbHACHhz8cI5BAHgw7e3tJSHEnU4neQhi39Vq1dvCKydPjYPd7u6uP8Bg9mm32368aBdOdQ6SmFdKg9tqNBrJOq7RaDQTAMH7OTo6SnIJ8gDOZj+0h2ABzqYRj4cLRcbChVwgMJdf8IUMUOgb7iuUrRiPx0lGER64Y7aOXFFI/iwuUxgMBklxwv39fd8umpDL5bJPODABueeee7w9tKFsEXcWMvEJIYQoJFJQJ5Sf+7mfMzOzP/qjPzKzWTMbMhog0/aVK1eyJcRjaQPMxtl8xmY9tI/PMGtn8xDURrvdPnaBaK64ItrgUGaziXrjBcnYT1R5UJDLy8tu7uNFsDH8Hn8fHBy4GmAVh37BjB/75u3g3M/lrRsOhzPl1rkvcgUFcyVHcpnLuQ2YJO+9914zM7vvvvvMzOzMmTN29epVPz8cKwfC8Hc5BZUzH+OVzXlcaiVeE1bsKK2B18PDw6SIpLizkIISQghRSKSgTji/9Eu/ZGZmH/3oR90Hg4WQmKmWSiWfyUKdzHOKm81mOscMt9fruTqK8Kw5V0MoprOp1WpJ0EC323Vlg2Pc3Nz09vFbVkGcgshsquiWl5ddGeRSAEXfUrVadX8NlFGn00n8RuVy2RXLuXPnzGzq96pUKt5/2Oauu+5K/EBon2s/of1arZbNwm42GzbOfiP02ZkzZ8xs2NpRSAAAD5lJREFUqqTW19dn6liZTfw88PWgjzl8PKfyYlAFB9ZEhcxBHlEJcpooHM/t27f9eh4XEi9OLhqg7hDe+c532ic/+Ukzmy2JgL+jmY0TmcYIP14TA3KRcblid2wmmpcnjh/mXFIBDz+Ye/BwR3JR3p7LMURT07ySFbHCLD9gYzaNw8NDf5jjtd/v+yAIUxoySfA6LgxQZ8+e9UEQ7eLhzFkjuK/jAJXLuMEDQszmgH13Oh0fpDGItlotPx6cE+dhjGY2zlEY99NoNJIsGcclnuV7Ctd1c3PT15HNSxQsTjYy8QkhhCgkUlB3EG9729vMbLpGCmG97XY7meX2+/3ERJbLdA44+zbgdUtx/Q5no+A2QJyRV6tV/yyugxqNRq4GOKsDjptNRmYT9RPD2Pl4ef0T2uesEmaT4AHM9BGscXR05GZTKKgLFy6Y2cS8CAXCJj4O3ef29/b2kqCEwWAwc35m+TyArGRjiRUEbbTbbe8/Ls0egx34vOMapFxBRBwP31OcUzCq7FzeQCjNra0tf/8Lv/ALJu48pKCEEEIUEimoOxD4K6BE2u22z2ThOD86Okp8SVzmHbNdzMI5g3oMMqhUKq5i0Fa9Xk8c35xtHO1zloaooKB+uK4StwllgHB6KKiDgwM/F/bpoA2oE1ZQ0dfDQQysEGKtLbTZ6/W8/DuOZ3t72309UUFxIArgHIK52k+5MPAYLo7j4tx3nIUD72ORx6Ojo+Qa8n0QF/bW63VXiqxM46JsLmuPPsbvxuOx3bhxw8SdixSUEEKIQiIFdQfy1FNPmZnNZDzncGh8FusRsUrBzBkh6ysrK/59XMDKYdq5arxc1Ta2zymSoC7iQtr9/f0kU/l4PPb9sxIym40q5O1jtm7OA4h9QYGwjw5Uq1VXREg1hbRSo9HIw+L5Ff4rKBzOYB6zwvf7/blRfPPAtYP6wb7NLMksfvr06SSPIr47ODiwZ599Nmk/RmByDkKE2nPKLFwTXEvcK0dHR0kqq9/6rd869tzEyUcD1B3IM888Y2bTh89gMEiKGY7HYzeJxfxypVIpCVQ4c+aMP5RjaQpep4QHU7PZzAZCoH3AwRv4nAMVzPLl5vlcosmRQ9w5y0F82HMAAtrAQ5QDFkC9XvcB6rnnnjOz6cBQKpV8kMY2Ozs7iektl1WDJw0xIweHxMdQeD7eK1eu+DGaTa4XwvMfeOABM5uYaWNZDoTNb25uJqHeHMqfC8OHqQ6BIo1Gwyc0OF8OZPnFX/zF5NzFnY1MfEIIIQqJFNQdyIc//GEzm2aGrtfrrqYwYzabzr5zpSNiie9SqeQqI2borlQqPpsGOac+z9BjeXZ2yHNJB7TPGRXwWcyWDkU1Go38MzZjQl3E/Hgcsp7LpgEGg0FSggMqtNfruXkNqoqzpMfcg5yLjwNFQCwAyQUO+bjQLvaNv69du+Y5GbEY9vTp00mgC9Tb+vp6EtTCijMWq9zf3/fj4eUMKNaI9qEqpZ5EDikoIYQQhUQK6g7mL//yL83M7Gd+5meSBaCrq6vuH+GicmazC1e5kByHqJvN1k6CT4NLmucycoOcggJoAwqq2WwmCqpUKiWl3Vmh4T2rEq6LxLBa4kzk2D/76OBjgTqBv+nGjRt28+ZNM5uGme/s7CQ+HChSVoWcMR7bc3g2tmFfVTzueG57e3veFnyH58+fn7nGvO+1tTW7ePGimZl97Wtf8z6MfcW+vVjziX12OP6f+qmfMiHmoQFK2F/91V+5uQ8PmOXlZX/ARLNPt9v1BxhnUUDgBB7AXIUWDyQ80DhwAuRMfbymJxbH48CLuA6qUqnMLdHAAQUwPZZKpSSSjtc+xcq0lUplJqIP/YI+Qg4+BEtcvnzZAxW4qmycGOA8eODEcXBGjljt2Gw6UGIywOvJYgDIeDz288Vao/39fTfHxe1PnTrliWZRpqPb7WYDJ8wmA1zM51cul73f3/rWt5oQ3wiZ+IQQQhQSKShhZlNzH3j/+9+frDfC371ezz+D0/vUqVOuArAdhx6zssFrzPcWTVpms+umOG+b2VQ9DAaDmSwXaD+qgJyJEqqPM0mwysMxRCUyz0QZ147xOh+QCzaJxQwrlUqSb6/ZbCYBE9wH2Ddfp3jurEhxnlC8u7u7iYLC9u122018CKQZDAbJGjb8XalUfP/IoDEcDu0973mPCfFCkYISQghRSKSgRJYPfvCD9tM//dNmNg0TZic3wtIRDLC+vu4hw7wg1myiHmKtpXK57CostxA4Bk7w4lq0j78Hg8FMaXh8l1M9eIUC4QzqMdT7uFLr5XLZ+wCqp1areeAEfHPsS4rZ2yuVShIkkcssjn5vNpueLT0u1OVig5xbL6pSVlD4DqHwN27c8JDzqNCq1aptbGyY2XRh79WrVxM/HOf3w3HAZ/Wrv/qrJsT/BikoIYQQhUQKSszlr//6r83M7O1vf7uZTSPems2mV+O9//77zWwyY8ZsGrN7qJlut5soBLN0ls4LguMiXlZUuZx5rNbMJqqDlQ23xf4vHONgMJip3ovtzCbqI6Zh4nRPnKoJfQAFhWi+3PFzCXfsm3Mion34fJaWljw9EdQnl2jPLaiO/jpWwdiO0zMhUi+q5kql4urt0qVL3gZ+C+XIxwwFhfB6If63aIAS35C/+7u/MzOzn//5nzezyYMVD0jOV4cHKcKX8fDiAYed9dGMhwfaaDRKsiJwsbtogsP3ZrPriHCMMWceD14cSBAzYODvWq3m7XNoe0wqWyqVvA+wPSfJ5SwX3JZZmo+w1Wr5IAEz6pkzZ3xigDauX79uZpNAB85NOA8OTIn5EZ9//nlfWoDz4OPC8WAQ63a7ycCNyUmr1fJ744//+I/nHo8QxyETnxBCiEIiBSVeMH/+53+efPY7v/M7ZjbJNIAZNmbyHLYd1QbnmosLgXl2z4XwYjg6mwtjwTwOfojbDAaDpPQ4h4FDnaCNwWDgJjtWWXGfw+HQAwmgQBCAkDNz8nHEkPJWq+Um1fPnz5vZxFwYTYI47u3tbQ8zzy1uBhwsEcu1b29ve8g5SmVwuXlWyziPeF2hYIfDYbJ0QYj/LVJQQgghCokUlPg/8Ru/8RtmZvaRj3zEQ5Thd4F6KJfLyaLZ4XCYBCPk/E257WNwRb/fd9/HmTNnvM0YWp0L2uA2YlAFqwFkA8e5caomVlLwEeE4UORvd3fX9xkXMqOPmFar5QETUKZra2uukvCKhdJ33323Byrgu6Ojo2QBM/vSYp7Dw8NDT3v08MMPz/Qdp3EC1Wp1JizezOxv/uZvTIgXCykoIYQQhUQKSrwovPe973V/FMKKEcXH/h32G8WM4qxEom+DI/sQncfqByoMvp9SqZRE7+H3fDwcOQi1EMPSe72eKyecW7vdTtIljcfjpOw9FE6n03FlwwuIY3QjlODy8rJnRufFtnGxL3xFpVLJjw3KlVVSLM3Oi6Hx2u/3PSqQE7yiz6JaajQa9gd/8AcmxDcLDVDiRQPmvne84x1mNhuUgAcjh6fHgnwcds7l4vEd2ogBBVzygXPDxTB2LgsfB6NqtZqY/TjYAAMfl2aPpsNKpeImMgwSd999t5lNBhJ8l8t2weHlZpMBCuuO2BTHufrMpgEUjUbDj4fLqcccfxyUEScI1WrVA1wwUCE4ZGdnR5kgxLccmfiEEEIUEiko8aLzsY99zMzM3vKWt5jZZNbOC2LNJrP2uDCWw87jYlZWA7EtLu7H2czjwthcFgUO/easEmazC4GhbPC6v7+fhFa3220P04YC+c7v/E4zmyidmGWCMz1A+SHIotVqJaZM9EPunA4PDz2oAmqPg0diQAfXZuKgE7SH4I7f/d3fNSG+XUhBCSGEKCRSUOKbxj/8wz/4+9e//vVmlpZTN7MkpJxDrmNQgNlUsXAF3hhUUa1WZ/Ly8SsvUo3BAPwZBzNA4WDxbK/X8/0jgKLdbieBGFBB6+vrHgaONrrdrh8TlBP8TpVKxdu9cOGCmU38TFFBsU8J7aKNcrmcVBoG5XI5UZgcnCLlJIqABijxLeFzn/ucmZm98Y1v9M+4pLrZ7IAQAyKq1WpSEj4WyWM4CCCXxSLmvuOEszB5sfkNx8ERdQgogMluf3/ffwvTGgbClZUVH2gw8PR6vZmgCLPp4LWzs+ODCz5rtVpJ9g0MiNVq1U17gAfpGM1nZkly2W636wmChSgCMvEJIYQoJFJQ4lvKZz7zmeSzN7zhDTN/1+t1VwZcZBAz/VjSvNlsJnnuYAbkz7g4IAIKYIIbj8fJuilWUFHt8fFAlezv73vWBzYFmk0CF6CqYOobDAa+TorXb6FN/BaqrFarJaVG+LxjOXhWkTh3Nm3+2Z/9mQlRZKSghBBCFBIpKPFt55//+Z/NzOw1r3mNmU38MbnsEjFLQywzbjZVD91u19URPuOwdqgNDsmO/h2oj263m2QRZx8Uh79jH/BLoYbWn/7pn/rxQPUcHBz4OXGpdLNpBgrePi48Npv10UGhoc1arWYf/vCHk98IsShIQQkhhCgkpRh+OvNlqTT/SyG+BfzAD/yAmU1UCi9wNTPPVbe8vOyqCgqkXq+7YkGEHO71g4MDr1KLkGwOG4//E6x04Beq1+t+PE888YSZTZXgPFAfiSsOoz2kLIJy6vf77qt697vfbWZmn/rUp5KQefTFm970pmP3LUSRGY/HpdznGqDEwvDyl7/czKZmNgQitNttN29xXjl8BjMetq9UKl4ahNcMwZQW108dHh56hghs8/u///svyjkhf+H9999vZtPcfcPh0N72tre9KPsQoujMG6Bk4hNCCFFIpKDEwvPII48k2c/L5bKb+BD6jXLsKysrrpxWV1fNbKKyYG5DJnIsov2VX/mVb8VpCHHHIgUlhBBioVCYuVh4vvKVr2Q/f+SRR8zMklpU1Wo1WXjb6/X8PYIffv3Xf/2bd9BCiG+ITHzijuF1r3udmc2WsvjUpz717TwkIYTJxCeEEGLBkIISQgjxbUUKSgghxEKhAUoIIUQh0QAlhBCikGiAEkIIUUg0QAkhhCgkGqCEEEIUEg1QQgghCokGKCGEEIVEA5QQQohCogFKCCFEIdEAJYQQopBogBJCCFFINEAJIYQoJBqghBBCFBINUEIIIQqJBighhBCFRAOUEEKIQqIBSgghRCHRACWEEKKQaIASQghRSDRACSGEKCQaoIQQQhQSDVBCCCEKiQYoIYQQhUQDlBBCiEKiAUoIIUQh0QAlhBCikGiAEkIIUUg0QAkhhCgkGqCEEEIUktJ4PP52H4MQQgiRIAUlhBCikGiAEkIIUUg0QAkhhCgkGqCEEEIUEg1QQgghCokGKCGEEIXk/wGzZL5C3I2uIwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ZLyWx33pN3ANGM7CGbseyFXp/NbAhmgTV/KfFL/nKjB185Wf6m9L7cFSBw9IxpYAOfm95eTn1jb+vc+fOpUURf5csv9LtdtPEzQlqdXU1TbqmntjEZ4wxppZYQdWI17/+9QDyTY+Li4spnLgUSl7KYh5NIrqxV7NF89jSapVEk9p4PK5s1uQxUUFxNbu8vJyF/fZ6vWwDsOZdK2XCiO9pRoMYFq3Z22Mm78lkkjIx0PS4tbVV+5LhrVYrjTHHkWpJM5FzHPf39480A/M7evzOzk6WnZymuxMnTqTfDX+Lo9EonZ9KhN8rFZjUbCYxq4kqfFLa2Mu2+v1+6g9rja2trWXjw/Y3NjZS31RdWUHVGysoY4wxtcQKqkZwZRrDZ0sVbDW7dEwpo5t4VVnETNXqlI7tq88nomHmqpa02ilw6IOaTCYpm3Zpg6X6QHi8plDSa9Tj+N7CwkLqh37G1T9XyQxxH41GOH/+PIBq2H5dFRRVwdLSUtp6QPXAwIhut5upkr29vXSP46ZozZXH40ejUVKU0ec5m81SwAG3D0wmk3Sv41aBozblxt8Zz9Nut7Ogh3a7nflBqYK2traSQufxOzs76W+meyKj0SireXbhwoXkM7ty5QpM/fAEVSMYHKGOZqD6n78UlRcfBGpe0VLoMZdanLCUUuAEj9fkr6TdblfKPACHD7dms5kepCWneGy/1Wql75bMljGYgQ8q/azZbFYyKuhnnU4HJ0+eBHC41+zg4ABnz54FAPzHf/xH1reXgoceegjAYQLc1dXVFNnJa+a16T3hQ/3g4CDdc37Ge6/ZN/RexGhGvQ88J9sfDAaZCVF/s3EC1N+gLkbY//h7bzab2eKF/dMsGTy3Bt5Ek6Pus+L3zp8/n36znqDqiU18xhhjaokVVE04e/Zs2unO1R/NJ7dv307vURUAhytNror5qlmgNZiBx3M1rSHENHXxnKUM6rpS5WpaV8lcjfLc+m+uhBn2W1Jt0Ryl7ev7MQCk3W5nKlLzuqmS4zFsi/3Z2tpKn//4j/84AODP//zPsz5+K6HKY/9PnjyJixcvAjhUBgwA0XInavKlmVVzGgLzMYv3VwNR2H4pAwXZ39+vZAZhuzxf3EenwTilHHvsD3+fk8kkuyZVUDFMXk3b/P+iuR/Zru4lo9nS1BMrKGOMMbXECqomaB40rji5On7iiSdw7do1ANVcduo8Bw7VkhbwU6c0NzRGv8TZs2dx8+ZNAEg5/9TJHRXUwsJCOieV12AwyHLBaSlxzVDB/qgzXGm1WlnQQ8nBXsrLpptJubJmv9T3xtU3A1NOnTqVvnv//fejDnAcubH04sWL6R7GzN/D4TDz0S0sLGSBN6qu4oZtDX6JOfb0/nJcR6NRFo6ufqTSNoiooFS98TP1KfL8sZjhZDLJ+qP5J2kJUJVFRcrf1mg0SpvhTT2xgjLGGFNLrKBqQr/fT6qEq0qqme3tbTz//PMADhVLq9WqVKwFDhXRYDDIspnr6jWutDWiS1PjxI2TXHmeOHEinVtXsdGvoFGGPCePL5UXJ6qg1I8RIxNV4cUIsOFwmM7F11iRFzgMhT99+nRqj6vqD37wgwCAd7zjHXgp4VhfvHix4p9RxuNxip7UNEVUUDFsvJQNHMij6/R3FMeztOlXw8djlGir1cp8SarASpWYo0pi+8PhMIvi29/fT+9FxTUcDtP/E/3tMirykUceATC3Vpj64AmqJmjyS6L7imLYdbvdThMa/8Px+1p+gmjIbuT27dvJJFIyl8SH/+rqanqY0AxZSl6rD1E+pHgd7XY7Ky+uZp9SiHvM31Yqdqd94Dk5PppxIGZF6Pf76bs0tbJ/LwVvectbUri7BnTEfHil8ug6TkcVedRcfDrhx60LumeOkwUXSbqdId7z4XCY/W5arVb2+1ITHvvB+3XmzJm0PUHPye/HMPlms5mZDmNiZL2mRqORzH4MPvEEVS9s4jPGGFNLrKBqwsrKSlr1aSg5MF8txszf7Xb7yLLfunolal6Jr3t7e+mcatqJq2iuRldXVzOzXCkcnIxGo0zh9Hq9dE6aY0qF9rT0O8/P1bdmP49BIWomjIUUV1dXK+ZKYK5gef4Yjvybv/mb+LVf+zV8Kzl9+nTaRMxw/Rs3blSycwBVNanBEXyvpJz4ff7N40sZxTVvI+8X1bZmfyhtwOW4axHBuKFXs4loDkFgrrZpJYjKcXd3NzPjqfKO5mBVbxpMxD66HHw9sYIyxhhTS6ygasLy8nK2StQcaVENAFVFoMfv7e0VN2HG2kDqB+Bx9L8sLy8n+3z0zaytreHGjRuVNjRsmX3UDbu6mZLfo18hKqLBYJDV+ul0Omk1zbx+micu+igWFxezjcl6bfyM13jmzJmkENguV/kLCwspUIJ9eO9734v/S9bW1pIDnwpha2ur6Gvja/S7lDKEq8KJKqy04Tn6/YCqzycep+m0+Dugf6fZbFbUF/tBOO7c8tBsNpN1gIErVE17e3tZUMhsNssKOvI+LywspJRRpQz8HGtTLzxB1YTZbJaZOPi6sLCQHtQ6iekEpsdvb29n+0DUBFSqdKrmOwC4fPlyMjFx7xVNQadOncJzzz1XOXe73U7tsa86YcbiiqPRKDMZ8eF2cHCQJoIY2ajt6gNWS2+wrTip8yHH7BHA4QS1uLiYmT7VDMgHJRcFH/jAB9L4/NiP/Ri+ET7/+c/jK1/5CoDDSsnnzp1L18v2OYHfuXOnmLEBmE+6vBdqFotJfTmhaGmNUvBMyTQYoyfVbBz3tC0tLaXjmZi31+ulyYef8be1v7+fTVCtViuNByc5Nf/pHjygWlJGTXvA/P7GyZbHcKxM/fBdMcYYU0usoGrCjRs3Ui4+Zqimsrhw4UJa9atKouLiCpIryq2trSxsvNVqZVkC1CREdURF8eijj6Zs2lzdc8XZ7/fTuXVFH8OWdfUeMxMcHBxkTnqqlN3d3UoWdr4X+69Kh8ezrVarVTHvAEjje/bs2az8d6vVKmbT5jFUYVSY3W43HfelL30pfRYd9zzmxIkT6V489dRTAObqgXvdqBq05AT7/fDDDwOYK5GorqlWT506lWWR19BzqlXNdB4VtRaKLCmomPux1Wql640K6sSJE+k+Md/d6upqFshBU7H2R3/H/L9A86zmVdTck0A152M0Gy8uLqZ+sK/b29tZ2Q9TL6ygjDHG1BIrqJpw8+bNVI+Iq0SueldWVtJndPTu7e1lPiuuPHd2dtJ7qnBiPjyi5dd1syRVA1e7pUJ4ulEz2vFLdn22sb+/n1bpVDZUid1uN8tMoJuVuQLW1X3MhF2qf0W1tLKykmXh1pLvUVkMh8NsrHd2dpJK5bg/8MADyWfCMaP6/NrXvpba4HuTySTlWOSGZ9LtdivqiK96j3Xs7rvvvrSple1rrjyihfyiX0pDz0lp87RuYeB70QfYbDazjOhra2vpN62FFvm9mF9wf38/ZVCJwRsnTpwoZtWIWS742fLyclJQHM9bt26l8Xz/+98PUz+soIwxxtQSK6iasLm5mVa3caXa7/ezlC0aVhwju7rdbmorZi4HDleXuum3tJpmP6gGolLT47XfWrmW54sRcpp9m+emGuh0OulcGgpPBUVflWY8j7ndNO0N/Tz//d//ncZaUy7xPaqS6L9oNpvpmjl2u7u7qf9ak4mRgrx21iX693//96S4NNSaaoft81VTWfE+nTt3LqlAHkc1sLa2lv1+VBlHH5RuxC6lP4pqRtsl6rOKPihNP6UqJoZzazh4PP7g4CD5qLQNYP6bVH8j+8Pr1Bx8PJ73hpaBfr+Pq1evZtdp6oMnqJownU6z0NhodgOq2RNi6QI9Pu6o7/f7xeACYP5wiBPUcDjMQoj5UDw4OMj2v4zH4yx7hWagiA8yNfHxmvig10SyOjHE4/VhqPtj2EZ0fD/99NMA5iawGGp/+/bt9N2Y2WJpaSk91Dixra+vV0pXcNwfe+yxSt/4wHz22WfTZEUWFhayoAQtW8H3OC4bGxtpguLDmX18/vnnKwEH7Hc0jekeuJj7Uc17Mfej9qdUnqM0QcVJotfrpSAc9puLEr1XnGhns1m6FgZLaGAP75fm84vbK9TEGfe+TadT/PZv/zZMfbGJzxhjTC2xgqoJWpKarzF0mscBZRONhjaXcvfFEg36fc1xBsxX5Ayp5iv7sbS0lN6js3s6nWaKS0PXNfSZ54nKj20tLCyka1dTH6+FfeUxmhWBK2Y1+0VzlWZAILdv385MTOzf6upqWnWr+SmGpavjnu3TJNXr9TIFoptfY3bv8Xic/mbwxp07dypmX+BQMa6vrycFxXu/urp6ZAkUvV96DPsW1aea91Rpxc2vPPfKykoWRKJKmgELr33tawEAzz33HJ588sl0nbEPWvwynlvNkrEMvP4e+BkDWRi6buqLFZQxxphaYgVVE7SGE1fhGuYd1Uaj0ahsegWqYcMx87dudI3qajKZJKVCFXPlypUsWzrbXFxcTAqK741Goyw4gv2fzWbZBsqSU5zn1vLcqmaiH0VVWfxMfVY8jj4gDbkv1a4qfVZK1RSP00KOvE8MdNAciprJO/obVQHwMwZv3L59u1LzCzi89zdu3EibfUsl0xkoQjWjPkwNDY8BOhooElNMNZvNzI/F762uruL69esADse91Wql/vD387rXvQ7A/DfG49S3pIoSQGVzeszQrrn4og9K+09lx9+1qS+eoGpEzLag+4L4kNLJRfe0ANVKsXGPyO7ubsXcp8fPZrMs8eZoNEomEFYb5X/oyWSSnPUa2BETmPJh1+l0svIKum8qVkvVfuuEHJObqtlHoxSJlh8BDh/0moUg7qnitej3tZyHBg/E0herq6uZ2YhjtrS0VHygRrMfmc1mmVn06tWr6Ro48fGYra2t9IDntd25cyf1mw9l3mdNEMzju91u9tvQe1oqlhjLbfA6dBw4Oeq18zzMVjIcDtPvXYsUxqTH0UwNVO9TNGnqedlv5927e/CdMsYYU0usoGpCo9FIq2GuaLlK7nQ6WcZvDXqI5TN0Zauhvmw3FuTToAEtvx7D3LVEQsnkeJR5pbSyVQd4zF6g11RSUDEgotlsZtku9NqjeajZbGaBFqpmooKazWZZH7UEOkOlT548WQncAA7vIYMCAFRW8qWyKOx7DPIYDAYpgID3V0OsY148NU3GsHodTzUpRwUVS8srpf1zeu+piDiem5ubSVlRCaoyoirneDabzcxKoL/1qNg17D2Wotd9WfH+mvriO2SMMaaWWEHVCK7IS6Xc44pfCwRGdaL+Aq6OtSBiXPU2Go1MXfX7/eTwj6W7Z7NZseR4VAOakUGDF/heLFqnK2J+V1f8MZu5lnmPG0vjueI4caw1BD32PypHbUPVCZXC2bNnK0EjwGG28XPnzqX2GQTQ7XazsSqNgX5GJV0KCon1r4bD4ZF+l1arlQVadLvdLLxcrz1uZ+j1eplS5zGDwSAFQrAPd+7cSSop+vQmk0k6nnknNfiFaC5HVcRsI6oq9Y3FoortdhuvfOUrASCFuJt6YQVljDGmllhB1QT1KcX0MYrWKoorfqKrRfpm9JiSsuBxfNVQcqoA3YQaFZT6aTQUm5/FHG+6kTaqJY3e0j5G35MqqLhpVtVS9L9o2LvWbyqpDLYZr019IMzxdubMmWzzqOYZjFGFmnE9+hFL46jE9yaTSeZj0fpIUeFoOimqGI2KPMqXo/R6vaz2l6pc/m6o+m7fvo3777+/ci6mMNLcj+oHi9GW/A1qRV393WiqKO1/r9dLylJVoZVTvfEEVRPU5BJzvOnDtjRBlUJv1QzDtuIue32gRbPi8vJypZifnmc4HCYntwZCaHFEoBpSzP7oBBVLI2g+uuMmlfhA1dLmGvpdCnbgaxwLnaDYDz7QtHy8Tqr6oOO1xclTy2PEXH+aYzHuMZpOp8Xgjhj4oWbeGGSjx8UJVkPt2b4WDYymO83Fp4Up429DTXA8JwMdrl+/nsaU7zE0XhO98r39/f10ffxd0pw6Go1SOLr+jqJJU/8f8Pes+/NMvbGJzxhjTC2xgqoJukKNocr7+/tZKQU1Z3DVqEXjuJLV8gRRNbD9brebwn8184FmJACqhRRjSXkN4y2V3YgKRCFZWBQAACAASURBVMO0Ndyd7ZdywcWgAVUFcQy0PS1iyO+V8tDF8VEzHdvQTAxx46qWn4jZLra2tjLVqUEAUTGOx+PM7FfKIRjVZ7ym+J5uD4jZ59VsSTSzRDyXvhfVyN7eXqbU19fXU7l7mvY2NjbSMXE8p9Np+v3S3Hz+/PnUV56Tims4HGaBEJonMZbbKJlOTb2wgjLGGFNLrKBqwmw2S6tFrhK5Wr969Woq9c7V4sbGRlIg0fewsLCQVodcLZ44cSIr+a6bSWPGciD33WhRPf6tSqcUCAFUQ8Q1DDiudnXFHdMl6UZg9cPxPFFZtFqtLKu6BinETcWaWqjkr4ltqI9LV/zRb0jVtLGxkdpl8MCJEycytRlrHCmz2Szdz7jFoNVqJRXM82jG9dIm5LjdQFVbLGqp2c+1jVjWXRV+3Di8u7ubxoMbjvk6mUwqG9N5HirXkjKN9c16vV5SSTEH4urqatoAHDPBm/riCaomTKfTrLIs/+PdvHkzmULigwyo5lcD5iYpPuz52YULF9KDkRMbP9NoLDIcDjNTlzqsS6U+2LdoOtIJiqiTPka3qfmstI8lnkcfnkSzHGjlXf1+bCOasDgpra6u4uLFiwAOJxfNfffss88CAL74xS+mKDWOLSu23rp1K33GRLhnzpxJD2z2XwvzRUf/bDZLD2+OHe95r9dLD3OaX3WCiq8Asjx64/E4i/or7THSSMloOtR9UHyP49jtdismUj1+PB5XigvyPY4HAyI4uRwcHGRZJrQgYpyoTp48mYIkuBBkeRJTX2ziM8YYU0usoGrCxsZGWlVyxalBAVQ9GnoclUEpD52uVLnyZVsaCh1X66PRKDN58ftapkCVUSlQATjawR73eZUyY6jp7qgcas1mM8vdp6HnsWRDybwIHKoSrsIvXboEAHjwwQdx+fLlSvsbGxv4yle+AmBebA8APve5z+HBBx+s9O3KlSsA5mPMDAmPPvoogLkplwqLCllVYjTLDQaDNLZUS7yH/X4/+91oUAW/p8rrKJOs/s3X4XCYqSpVMHEbgaoh9v/kyZNZYE8pV56abnlfaeLWLBk8v5q2WYzwvvvuq4zT8vJyUlPxGk19sYIyxhhTS6ygakTM1q2F/2Igga6Ooz9IgwbiBlCFbe3s7GTqR/O+qROa/SGqjEqba+Nxpc2yUV0tLi5mmSqUOBaah05D1qNCUJUV1QmQZ5GnH+PSpUt41ateBeBwo+jOzk5SA//5n/8JAPjCF76Q/EwcKxbtW11dTW1QjV28eDFd+7Vr1wAAzz//PIC5j0uzXMTxJKqyY2i+KleqK60TFlVMKVS9VACS7O3tVXJDAlUFFRVxv9+v+KiOupYY2MFzAdWilnyP9+vs2bPJRxj9p7qJmmNR+m2ZemEFZYwxppZYQdWIWFacq8Fut1usXaP+FqDqi4oKSkOIY72mkj2/0Wik1f/TTz8N4HClenBwkPxQ2meuaGO0na6WS6l8YkRXv9/PIrr0cypLXSXH6DZNHVXKlh43cmoYOxWiKilG8VFVbW5uJn8Hj9vZ2cmyjbPNkydPpjbo4+r3+6k9+kxeeOEFAHOlEFNBlar+qvIt+fT4HfaR47O9vZ1F7JXSGZUUlEb2xVB1/i40MpRRqQcHB5ly0nGK+f9U6fL3oAoqbvQ+ffp09rvU6+C94ZaKRqOB7/zO7wQAfPnLX4apH56gakK3282CFzTUOpZrb7fbyVRRCn6IYdovvPBCNhHwP7GGrGuJCTrw+cDmg7XRaCRTkZZUYEhwLF1fmmzUxBTzyvV6veK+qRherpkH4mTdarWyCVBNOjExqZotY0HHpaWltMeIi4adnZ00/nwo3r59O0300eS4vLycihYy3HlxcTGZDDl50cR35cqVVCpdxyKarnTvWAx2UBNf3EPW7XYruQz1GKWULJbHLSwspPvPtjgW7XY7fZeT761bt9JvtLRvLW5nKJUE0YmHY837sLKyksaWgSu6pSJmM+l0OpV9f6Z+2MRnjDGmllhB1YTZbJaZbXQDLj/jCr7T6aRVfXQgj0ajLNBia2urkoUaqK5KY0HEXq+XBRdQQWnxQ76nZj9uPo0KSdHyGTFIQk1wx+Wa43udTicLq1eTUSnLun6X48pr4qqaK+7FxcV0bRzzW7duZbkT2+12uhf8jApDs8Or8mW7DEFnmPr6+npWkkLD6aP6aTQa2XirguK9JqX7q2N2XLkNVZ28pq2trXSdfOV3mBlFFRRR1RSDNTT/4nHZSdj/9fX19NujeVpzRnLcqaAuXbpU2TJh6ocVlDHGmFpiBVUTGo1GUkdc6XG1ubu7m1b6uuKng52rV82cHfPtTafTtBk0riTVH0S63W56jyl9NK0NfTZaxDCWjS8VwFOndalsPFCtdaWflTYfs68xp50WUIzh1Pq3ZruOpe01sCD6lDqdTnL+P/zwwwDmioUbSulToiI6f/58Ma8c+0FlxraazWbq9zPPPJP6XCouyM+iz02vM97fdrudfm9sq9PpHFmTrLRhut1uJ4XIMeN1nDp1KkuDdHBwcGQ29jguHIP4mSqoGIxz586d9Dd9eZo6imqPKuv06dPZ5l1TLzxB1QQtf8AHhyYOjRVF1awVAwT0IaAO4VKVWhIfJro/iA8+mks02ksfYDE/nDrd4znH43E6LhbHK1W31euLE1un08n2RpXGRbNH8MH6yle+EsDckU9zD6+DC4Ber1cp6sdjOAk99thjAObmPO6J4kTz+te/HkDVTBgj5YDDBzsfomtra+lBSlPvbDbDzZs3AeQmPm2vVG4jPvRL91Cj/uLEVCr1MZ1O02+VJkr+Ps+cOZPOyesYDAaZyfa4Cep/2lsXfw/r6+tprDhBqck1XtNgMMhyUJp6YROfMcaYWmIFVRPUyc3VumZFiMXrBoNBZWUKlLNFqHkrmkRKq1dVUEeFpW9vb2f7iHq9XmaGVGUU92ppuYq4f0cVQCkEOl6HZi7X64nt6yuVCrM7PProo0nFUAXQFLqwsFApHgnMFRT3QfGazp07l+4Js0Vwn43u1SopKK7k1czIrBQMmWbYuY6L3rcY2KDvRUrZ2xX2VY+JptjJZJL6zbyFHLuzZ8+mMWM+Qs0eEimVZNFs6aVAmrifb3t7O33OcdQwdbZBJbu4uHhkf0w9sIIyxhhTS6ygaoSWVAdQ8Vlwlaih05ppGqiG4saAgtFolJVWV+KKfDweZytmXWnH8F/dmKkbOdmHGOKuK3Ier3nlohpot9vZZmXNhFDK7B4VlAY6cGwfeeQRAMBrX/va5DCPbWkBRZ6z3W6nVTqVV7vdTsqMx1NRjMfjSh2lOO7xnrTb7eTXYZj2f/3Xf6XPj8u1qH6jo3IaHqVmYvCIqug4/joecXx2dnYqf7Oveo/jeeM1aaBLRNUVf4M7OzvpHvK3x88ODg7StfDenz59urgFwtQHKyhjjDG1xAqqRlAJcVWnFU9LCiqunnXleVQEG5BXS1X/iPrBSn4m/jsqtJJiUQVVWh1zJc7vMUpwNBplPodOp5OVaWf/Ve2R6XSaqUI9RkPU2YdSxvX4PfWPxJpSy8vLKTqQqGJk/zVHYOn+8N8MY6eC0nRMpeuN91XbLUV88j5pH2JqJA1dj7+DxcXFpPYZXchr6/V6lYrQQFXFRP9mKVt6yQdFVAHyVbdjsI86/vxta2b3kt/W1AdPUDWh1+slp3vM2bayspKyRGi4MB8OpbDxaG7TEOLSgzeGqA+Hw6JpDCiHrOuEEx8qOoFo6Y4Y0l4Kd9ZJOLarD7uYNaI0KZZMR5rVIY6PZqwo9SeGafd6vXTvaK7lA3I6nWaJVfWhHB/OjUajUkYCmO8tipNc6QGv9zeaK9X0GH8jpQmcQSE6mWqOQn4n7sXTIAwGd2xsbBT3aun5lJLZkuhvXe89vxMXe+12OzN3ag5KU09s4jPGGFNLrKBqQqfTSaG6DzzwQOWz5eXlLKdar9erlH8HyuHCuhGRJo6oXEqbMDVDeFx9a1i3HhMDGzT33XHqrbRhNDrwNXcfUSUVw/CP24TM7wDVkiZc/ZeyoJdMTKUM88xNyI2iHHM1n5XKusd+qQmOquzs2bPpvWjyLSnGVquVBTuoyZRmMM1wEYMdmIlBx16VFI+jGokZ+YFD060q3dJvtRRKHs9ZKimjyjEqSx3POP5a9t7UEysoY4wxtcQKqia0Wi1cuHABwOEmTxavW1paSqtcta3HkF11tMd6QZraJm5cVR+R+rWOChrQXHmlfGnshyqXqECOy4vXbreLASAxXU8pKEAzi8e6TgwvPnnyZNoEy/HZ2tpKCqoUUh4DOlqtVtHPR7/hjRs3KuO5tLSU2tPQ84gqHbbLmlGaz4+KRRVFaVzi5mBtPxZ5LKkJvc/xN7W3t5epnuj7AaqpmiKljbd67qNU1VHqqpRSKx6vv3srqHrjCaomTCYT3LlzB0DVLATMH2h05qu5JJad0IkkJkoF8sAJPpg06k8fZDEwQCO8SklE4wSlDvrY11IUmSbCZd/UZBPNcmR/fz+dm22srKyk/Umx4OKZM2fSQ5+Tkjrw4+TY7XYzc5hGFep1cILiZ3w4nzhxojLhHTV2Ognzc977ixcvJnOfluAAypGMQL5YUDNvvE9qJoz3Uk2Ums0kFqeMZlL9u9Q+KUVKqmk1FqvUNnSCisU+S/u4+Lq9vV0spmnqg018xhhjaokVVE2YzWapHEbMBt7r9bJcc6qgiP47llloNBqZyYsrc3WOaw6zqKDUfHNcIARRBVUq9xDLT+g+qnhtw+EwrcSpIvg9VT9UV+fPn0/ZyLk3ieHa586dS9fJ82xsbGR7dHRPD9vVDOyaC5D9j+ZThl+fOXOmGMZe2k/G16hqz507l/ZEXbt2DcChQtPjSuieN/YhKqhSNoeSKVd/D1pKA6jmhSwp+6i8j9sHpcfFIA81Oeox7Ee8XlWAas52qHm9sYIyxhhTS6ygasJsNkuFAdX3AcyVTrSpl0KUiWYP52u3200bP3UDMDB34LNdKgstmBfLjO/v7xfDzPVagKr/IpbsbjabWbCA+riiQtvb20urYyojMplMkpKgKlxdXU1+puiL0mvRfsWgE/an1+ul9tXvpFmx+Z6ON3CYh059MnHlr+cq5RLkcWtra6kG1Ve/+tU0jjymFCQRgwpUQZU2tcbflI5Z7L/6/qL/TlW2XmMMbIkqXSltkNbfT+m70foQtzDoucfjcUWBmvphBWWMMaaWWEHVCEZmcRWodYnU18PXUlZyoLxy7nQ6aaVPBcJXzTKt0VLcbKpRW8B85UylwjaPy31XynOnK/7S6pjXzmN0U2UMj9acahqqHn1uscKrXttkMklKIkZ2LSwsZOHauimXrwsLC5Uy8UA1vyCvhe2XNhMTjXxUdfvQQw8BmGdfBw7D2Tc2NpI/RcPlj1LZ0+k0qYe4gRtAFrWox2ltrKP8oKVNuZrz8cVQUpjqGzvOZ1VSqbGPmuvP1BNPUDWCExRNWVpALxbpU6LDWScuzXLAhyaDDO677770vVj0cH9/H7dv3waA7MF9cHCQjuer7rMq7XeJ5qejMgHw35ooF6gmkNVwdGA+GcQEuzpBxTIXOzs7WcaB4XCYxp2vMcxb22i1WmnyYSBEq9VKY8wgBp3saFqlabDX6yUTWrxePZcuGphlhJMFz3P16tVU2JDbFXQRQHT82f/SXjaiC4UY8j0cDrMtEaUJQRcInMB53RqeHn9nGnhzVF7F0rXp5/obi6bb6XSafr+mntjEZ4wxppZYQdWE27dvp3Bommq44ut2u1mQhCqWSGnlXNoYqwEXcXWpmRJKK2eucrkCVVNQDKBQ85+e+7hM3jGTuhYNjBtkNTO6lleI/eY17u/vF536Ma+chsaXTKDMMF8qRMiAF47T3t5eCnDQ7OTsI++9KoWoFtrtdso2wuOZAX9xcTGZ7DTLRMwwT6WjRSGJZnOIIeidTqeSgeGoMdb7zGvRTdfsNwNYogrVvg4Gg2IORLZVClmP/dGgDCpjvedWUPXGCsoYY0wtsYKqEVxN0ofAlTaAzEkP5KtWJaa4aTQayWcTUwWNRqMsRUyr1coCMzR7evQX6MbJUl+jItIVcPSdldIIlVQkV8TqX9NjYhCA9j++p4qF7dInOBgMshQ+rVYrqUYNHuA5eTyv7c6dO5X2eHxUGeqrK9WP0lpMwKESuXTpUmqffdje3s42DvOzUioiVVBUYfytLCwsZMpYjy+p4ZhjsdvtJj8clSBV6Hg8zoI1BoNBMXiErzFkvZTzUTPk85xkY2MDTz31FEx98QRVI/jwiMUJSw+rUgkIpTRpxYSn6iyO+0fa7Xal8mhsW/fCAPMHDB9mMQ9gs9nMcuupyTHukdJcf3Gi4rni+MSEp5PJJD1k1azF1xiZqA88TlBcMOzs7GT7pjqdTnL0a6CIRjryOoG5CYsRd5pYlcdxomebS0tLKUimlK2DbXCiuu+++1IbDG4ZjUaZ+ZHjpKYtzTZSKlTIPpQKS8ZJQu9bzP2oCw9+xgm23++n3z37Px6P0z04ytSnben7pcmLASYcE94PU19s4jPGGFNLrKBqBB3FNPGVsgQoR+3C16AHqqCVlZVs9VxamavJjuYYvlcy3XGlrdklYr9UjWkQhq7E9TO9Xl21czUf9+M0m82iw5z9jubOUvl4VQMafAFUAwrUpBUDEHS/VCwouLe3l1bsGq5Ptcb7RUUBHJrXeJ5SYAMV1+LiYrrOZ599FsC81Hq8J+yfZpKIe8h0HNnX3d3dLHN5q9VKfeRY6X3g3+xjv99Pf+vvkv3he1oCJZYVKe2NIhqiXypuyYKgvF8sZ2PqixWUMcaYWmIFVUNu3boFoJpxgLZ4VT0xPFs3n8YihouLi0eu7tUXoiv6uAKOSgRAJRCB/pCSOonqS/0dpXxusXZSyedQcpgft2FU1VV06msRRvaVK3otKc+xUwXFfiwsLKSxohrmdejmZmayKAVrUDEMh8N0vAa1xOvU11hwUQstxnui75Xy1ekGafY5ZrXXvlFtq0Lj3+pXo0LkK8PkVdHRB7W4uJjGKioiDdDQ7BIx4IbXv7a2lv6mcvq3f/s3mHpjBWWMMaaWWEHVEK4gdfUY/VKl2k+l8u6lKCzdPArMVRCVk9r8S6HhfI2r7lKYcOyfHq8ZzkshytE/ohy1gVjbP05BlVA/VskHxTFTRXJcPS5uEWAb6sPRyEFGrvE9querV68mVcLX1dXVpFKj76fT6aR7qNGQRymokorsdDqV7+r3NH+h5oqkX5MbcNkv9UHxVbcKqG+Lx7AtDQfnb/rmzZuVcwP5Bux2u52pQl7HiRMn0t+6KdjUG09QNYQPKT68gMMHhJqkYhlsdeTHh7cWDYzFDPf29oqlumNiT30gRHNYKeFsqdidvldyfJOYh04nkJjXTxPnak670nH8d5xgNSw6Tu6l9jV3nz4UOaaveMUrABzmO3zhhRfS5H/lypXULjNO0OykiwKaGNfW1gAA999/fypYyAS1mteP5ladZOJ1/k/JhuPkr2bX0m8q/gZLpU3UbMw+xsXA2tpauk4tZMmJiQs0/X3GRYxuf4gmPjVx62Rr6o1NfMYYY2qJFVQN4Yrz+vXrAOarcZbG4HtaUJCUFFSptEBcHQ8GgyzDgAY2xLbUpKaZCuKK9qhce/G9aI5RtUSzD9/XV83CEDf2lkqOlDJv8G/N51fKDRhX/Jp9Q8eDKolmuVe96lWpfX7Gewgc3usY8txsNpOCKpnXmDWC5+n3+5XwdWB+L1+MmtX7e1QhwVKWhkajUTSzsV/R9KyBIvweTZZLS0vpWvhb3NraKuaU1H5FYmYOZu6fzWYp/P7P/uzPit819cMKyhhjTC2xgqohXHGyYODly5dTWC43e5ZKXpeyOuuqN9bU0dx0MW+drlyjAgEOV8pc5ff7/ax+kubFK20OjmHrqpaig71UAl3TP5VS7kTFeFw4cq/XS30s1VCKG4ebzWamoMbjcbGGE9uIYdHj8TgrzKj+Hc1JB8x9k7w/GxsbAA6DE+iLAqrZ8PndmMm+lKZIa3QRzXIff1OlPuom6rgZd2FhIQvC0MKODJig7/W5557LfE/6Gy75JPk322WwSrPZxNNPPw1zd+EJqoYwgeWjjz4KYP6fkw5kLfQWHyb6MI+mmu3t7cy0pyY5zVbAV5qWYhQfcOjI1gqyPGdpgtIMEkD1YcLr0Aq4cZJQ5zjRvIFEJx72NzrOSyZHjWqLE/jBwUFW4FAnft0/xL7EHHuaG1CzNMQ9ZhqUEPdera+vp3vCMeYEdfLkyTQJqYkvlpOID3Xtj05CpfGJn43H4yzHIvu6ubmZjud9XVlZyYI1yK1bt9K1MYr1+vXrWeAHmUwmaezUlBtNmZygBoMBvvzlLxevzdQXm/iMMcbUEiuoGsPV45UrV5KCevjhhwHMzR+lLOAkmnS2t7fTyjoGMfT7/SyzuO79iQ5p3bOiJTz4nvaDbcXS4Kq4orrS8GhSKhFfUgPHZZwoZeEomS9LQSRHlX2I5+e1U7nwdTqdJoXAfhwcHKTAgPg9NQmq0o3tqpk2quDBYJBlFCGdTicLsmE/dVxKilHHoHSfgLmCYvtUeZrNnNekGfy5vUJf494uclR+yhhco6qytKfO1BsrKGOMMbXECqrG/NM//ROAeTG6xx57DADwyle+EsB8hRpLk+tm0pgFQkPJS2qGPg09PpZFV8f2cbWBCL8/Go2yFXCpDPxxn5UyE5QUUWkjalQBmncv+p30OPWrlFRY3GisfeR7dPhvbGyk0HAq0/F4nO4h0Y3GpYwc0a+mQQqlDdukFJp/1DYFPV7bikEV8dp5TexPDETpdrtZhgr181Fh8vXg4OBIn5gqQr1fUTmRyWSCL33pS8W2TH2xgjLGGFNLrKDuAq5evZoUFFPoPP300ykEtxStFpVBKXcc0fpIqkSOCpkuRdmVNnKqgorqShVIVB2lcOdSCLFGvpUyu5fCqPX88XqpZhjurAo1VqbV/qvCpEJg5BrDwW/evFks+R4j+1RBRR9jKTKRPhq9TlVJMbJPx6Sk0I5SLHH82C/2keqc6qff7yffk1Zy5t+qIvl9jo9mez8qr6NuFSjlZOR1x43E5u7CE9RdwGQySfufGDZ7+vTptDM+molKD89SYIC2X5qg4sOQqLOb6AQVAw+Gw2ExiWupKCGJIeQlE6K2eZwzv1SwsHQcH7JxghoMBqkfus8nmtlKofZs88aNG6ldnSzimHFiK+XW04ey7k/iaxzPyWSSha+TUlBICZ3cS9kl1ESnY3bq1KlUSoPnWl1dTfu1YpLczc3NtODiBKV9jpOvZjpRcx7Hnf1gwMUf/MEfHHmNpr7YxGeMMaaWWEHdBXzhC1/AAw88AOBwRb62tpZCvGlGKm24LIXWlpROXGGXwrp1Fcs2uALe39/PMn7rZlWubPmZBmaoWYtoGYnYxxhA0W63i5mtozJQtRE33uq1RAV1cHCQ+qGBIzErvI4L+0bF0O/3U3sagBBzx/H41dXVVBaCGc+PCqfnv+M9L21c1Xt+XCh5KQCkNI4aFKGvGjCi2TpUIQLV0ia8dvZ/b28vU4qk3W6n4xmqr/kUr127Vnk1dydWUMYYY2qJFdRdwic/+UkAwKtf/WoA1ezPMV+Z+iNU1US/iAYx8D31WXFVH4MTptNp5uTe3d1Nf0cHtfqwWMeopKB0Rc9zcaU9nU4rm16B8kZdoiHZpFTkUZVCKV8dz8O21PdWShkVS6Uzm/bZs2eTIuLxGjzC62XeuvPnz6dzUdGVfG2lvHhEFVr0AR6nrHWsSrkc9fiYi499vXXrVhpPXhNfgcOUXfwNnz17NtvWoFsdYh9brVayIHCMV1dXk0qlf/av/uqvsus0dw+eoO4yWJbhxIkT6T8m/xPT8czJBjh8MC0vL6eEs4yWomlwZ2cni9hrNBrpIRKd0ZPJpBI9BszNUDFTgj7gNREs21JznzKZTLJJRx+G0dRXKt2hlExZ0XSlE1RsQ6PntK/RnDcajdLnHB+O+YULF/DMM88AQBZwoe/xobu8vJwetlok8bgyE6V9ZTGogpSCPHQCPG6y0/E5al/WrVu30t/3339/+h4XJVqtmO3wb/6O1tfXj6yQ3Ov10lhx0bOysnJk7j5zd2ITnzHGmFpiBXWX8cEPfhAA8Na3vjWVE+eqXVfLMQfb4uJiClGnMqJZZmNjI8vt1u/3s7xmuvKniY/nHI1GWai6KhyutHme4XBYKe2t7et7ag7TTOt6jJZ31/1KsVifqoNSqQYt38Hj+O/SijyGdbfb7WTGoumKq/tTp05VTFzsD8eAyoLnWV9fT8EROgbHKSjdb6T9L41ZqYBlp9Mpqqo4ZiVToPYROAzsAA5Ne5ubmyn7Pa+bv62TJ09m6m1hYSGZDPV3A8wVJvNTaj5Dqs4vfvGLxXEydxdWUMYYY2qJFdRdysc+9jH8xm/8BoDDFSSd8Pv7+8kWr2G8XL1GxzmQ+xB0E2apWFzMcgAgW8Grz4LtcgWsaiCu1lutVrE2kwZ1AKgELvDcWqaex8UM2urj0j7EAoSqBHXzK1HlAcxVJ/2Cly9fBnB4b1ZXV1NmBfUHUUnE2kabm5vpfmqG+ePqNcWy9FryPfqKjlOEerwGkURfnn4n+gNns1lSPTdv3gQAPPnkk2mMuYlXw+o5BlRVJ06cSEqM/lUqpMXFxeTfo0qdTCb46Ec/Whwfc3diBWWMMaaWWEHdxTC8/OLFiwCQbPIHBwcpQk83SXJlTX9HKVUQUR9O9OVMJpOsVtRx2clVQakKiv6L40Kbj0rfxPPpZlkeE/uoSiSWWB+Px5VKtNqWRviVNkCreqNKeuSRRwAcKqiVlZW00meU2mw2S6qBr2x/Z2cnqQVVdqXweP77qPHU40oh+S8GVVA6xkep5ul0mlUV1rpa/A1yTLQiMMfs1KlTKVURVRUVlW6b4Fj8H4bXTAAAEnZJREFUwi/8wjd0baa+eIK6i/nABz4AAHjPe94D4HCCGgwG2eSysLCQhXPHInZA1cwWJwRtk8fpA4rtRVPNwsJC9iDW7A+xLLnuJyqVt4gmQc2tp6apaLJT82J80Gs5Eh5Hms1mVtq8lL+w1WqlhyxDoDUYI2bf2NvbyyZu/nt/fz/bZ6WLgFIBv9hWyYynk0xpsjsqp6GWKCkFm8QAEw2k0fGnmfn8+fMADvcwcVLSMet2u+n4CxcuADj8/ezu7qaJ/ld/9Vez6zT3BjbxGWOMqSVWUPcA7373uwEA73vf+wBUAyI0JxxXsnS+c4WrJiyuZNfW1pKiiNnSp9Nptol3Mpmkv3XjJDBXEzFQod1uZ8pMw+RjNnNVCMcV8tO2qCTiufVc+u+oAI/bAKztaxYImp1UrbHP/FvLesRcdqo2SgqqVIaERNNnKZyelEqy/E+5+GJwjY6BtqttxuMZNk7zNIMfNARfg09iFgr+rq9fv27l9DLACsoYY0wtsYK6h3jXu94FAPi5n/u5tNLkynN5eTmt0m/fvg3gMG/abDbL1M/FixdTeDADLnRVTR8LFcNoNEp/M4T49OnTqQ/8LlfO6uOKq/BScblS7SQqo4WFhfQZAx2Gw2HmY1FVFuskNZvN1H+GPvN4DXFXH01MdXTy5Mk0LlERadi+FvejqopBG/xOfC2lcgKqm5XZr7W1tXQtDC6IgSM6nscVLGw2m1m5dr2mOMal9qfTafIb8XfAfu3u7mZ+R/Vdqj8TAH76p3+62E9zb+EJ6h7kQx/6UDJ/MMKv3+/j+eefB3D4cKCpbzqdpgcAJ7bV1dVKtBlw+HDTfUFqDouZBo4rIjgcDiuF5hTdB6Umo2gS5MOw2+0WKwhHSsUPNUIxRoXx+MFgUJnMCfvGMVhYWEjtcqz4vfX19TSepSrH0QypUZTaf83fB1QDNHgPOWmcPXs2LRa+9rWvpWth+y8msk/bj30cjUaZefa4wBvdG6X59oB5QUe2xf1NnU4nWxyZlxc28RljjKklVlD3KL/1W78FAPjDP/xDANXsz1zxa862GECxvr6eVvdUOjSfTSaTtJIvOeF5HF8XFhayVfpwOMz2TWkZDS1GCFTNbGxX995E9TAej4s59fhaWvHHcHcNdz4qmAFA2vvUarWS+S6O582bN9Pfeu5YOkRNcHE/VrfbzXIg6vjHciHnzp3Dgw8+CAB4+umnK+OjvFgFFXP8qZIuFbcsZaPge1qWI0Iz83Q6TQrKJr2XJ1ZQxhhjaokV1D3Oz/7szwIAPv7xj6e8bwxeoE9qa2srrXK5st3Z2clUjPqASptZuXqOCmo8Hme1llQRlRzrMSBiPB4nv0Usrqj+Fy09HtVdyb+jGdVZJysWamy321nGeO2rhtzzmuN4rq+vp/Z5bg0UiWOgIdwlX1FJfaqPEJjfQ6o2+iLpZ7t9+3bqW8w9WGq/FHKvqqoUlh79Zc1mM6v5xPpmBwcHaRwffvhhAPN7TgVlXp5YQRljjKklVlAvE1RRUEExYk8r6lKdDAaDFKIcfQ+l6rZa0TVmFh+PxxW/BTDfvMu/Y5byTqeT+Vhms1lWH0kj8KiENNO5hitr//WcmgOPCoeblTk+0+m0Unqex8d+NBqNtAk3ZlLv9XppPDW0PeY51DGLyk+zsMdXHWOec3t7Oyk6jeYE5r6uGKVZClUvoWH+pTEgpdRU8T2tV8b7xDHc39/HO9/5ziP7Ye59PEG9THj88cdT4AQfkHwQa246PlhHo1F6YEdzXqfTSQ8ymtTa7XZqQ8OugWoWBdLr9Y6coPThr6Yj9oew/VImiWazmR6CnFyItq+TRTTjaQJanov5DjudTgqR5n6xc+fOpQmBk+kDDzyQvseFAdvVfHtxMt3b2ytOUEeFhk8mkyxJ7O7ubvqbExQnwOvXrxcnkKNKoAB5OZW9vb3snNEsqWhRRU7+LKJ5+fLllJeP99mBEcYmPmOMMbXECuplBDfvvu1tbwNwmDFBM1Vz5T8YDJIJiKqAqHM8KgAAWRnzvb29rI3FxcWkWGLQgwZQaPtHbQDWzOJEs4dHNaClPqgO2+12Gg9VkcBcdVAVUgW12+10TVRSBwcH6Tt879FHHwUwD0WP5TY05DsqqIODg2MDFKLC1FyCDHu/dOlSUk7MKEJ1ogpTFXLMDKEZ8OPG6p2dnSxsvWTq076zjZjV/KGHHkrX/uY3vzn7rnl5YgVljDGmllhBvQz5oz/6IwDznH3A3GcU/UE7OztJTZU2xhJVKUelG9INqaQUUq5tlRROVG2qoKKiaLfbWY0ofn80GmV5ADudTlrVU/1oLa1S7kGqAR6/tbVV8f9wHPlZ3OSr/eYYq4rUa2cfqTbjRmn9myrv8uXLmYKiStS0TByD4XCYtUsFpf4jvQ8xGETvZcx+rkqUY0213Ww2M5VtjCeolzEf+tCHAMz3SsUAh9XV1UqpCKA6gURTjj6QYqG6Un42/Vwr3QLV6LZS5ob4/dlslh6QRM1RsdquRsjppBoj1/hw7vV6qY1SsUEGm9y8eTNNYOwPMzg89dRTKZiCZjYtLMl2dVKNkYbtdrsYUAJUI/Bo4nvFK16RCv3xHnDCXFlZSe3y3Pv7++nexX1rWgBSg0k0H6Jet+ZT1KS+nOg5MbHN9fV1vP3tb4cxik18xhhjaokVlKmUOqDpZTweJ5MLV9ilMPCSAz+u8jXMW5380eGve6WoBrQEA1f10Qylufg0H91R5Tx0PxGP39vbS6v5GLCgOfBoYjs4OEjtM/jh5s2bKRM3TWpUUE888URFffF6Y6Z4omOsqiSW+CCqatn+xsZGCt3mtfD1wQcfTMddv34dAHD16tUsI4QqOh6vx6jK1L52u92sHHyv18sUJsfE6smUsIIyxhhTS6ygDP70T/8UP/ETPwEAacU9nU4rpcmBal62qHBKYd26iZdKRTNWaB48HgfMV9pcwfN7Wo8oZvTWWk58HY/HmY9LX9l/Hr+5uZkUI8/JzzqdTvIbaaYNnp++nL29vfQ3r43f29zcrJRz17HTa9GNuDy/qiW2Gzcmq8+KBSmfe+65FCTB7/H1/vvvz0LJDw4OUt/YlgZtRF+ebm7W+wTMlbgGR/A1Brq8733vgzFHYQVljDGmllhBGQDAJz/5ycq/H3/88bQ65mZKRWsUAdX8fKXovBjJp5tlo6+l0+mkVbdGsFFJxJpL6gvh8fv7+9kGXaqD0WiUZTrX0PboF1L1ppWHY/7CpaWlpBqZpVvDqWOqJj1XHNdGo1EJwY7vxdpYGrLOsPcrV67gNa95DYBqlVoAuHDhQiXsHpirvOgnO45+v58UN8PXiWYu13vPPn7sYx/7H9s3xhOUKfKRj3wk5UJjaLCGbvOhrCHlcULQbBAxkexwOKw8XGP7Wp4dKIeq64Ob59ZAjmgmVBMVJwY+iJvN5rEmRE5MNLstLy+n9ngdy8vLqTzEc889B2CezYFjyIlD+13KORjPqQlcY+JeohOdmulKe8x4DNtlfsGHHnoojQEnWIalay5F9qHX66Uwdk5Uuqcqlrgfj8f4xCc+AWNeLDbxGWOMqSVWUOZIPvrRj1b+/bu/+7sA5qt8rrDpkG+1Wlm4eClXnpbPiCU4dHUfsxYo8Xu6sbe00o/lyBWu8tWMx6AQqoGFhYVkqtO+8jgWBaS6Ag5VFVXQ4uJiJWSexKAK/hs4DDLR8eR7MZhhNptl5sJer5eNn2Zq53gwTL7T6WRmxRs3bgCYB3vEEigLCwvJ/EulyH5xXAHg93//92HMN4IVlDHGmFpiBWVeNL/0S78EAHjve9+blXXXlX8p2/hR2a0BZKHHw+Gw4ufgsVERUfE0Go30XQ24iOXIVU3weKqfdrud/FFUKVRNnU4nS6U0nU6zc25ubmZ1jjScPWZLn06n6T0erzW0mBpJfXVxw7COdfQBqmojPP7g4CB9xlRNKysryV/Hc2r6Kf6tqjDmEmT/9vb2rJzM/xorKGOMMbXECsp83fzyL/8yHn/8cQCHK2dNZxSzmZcU1Gw2K6br4WdciZci9bQNvsbPSqpK+0OVxGP29/eTgqKK0LpWMVu3qhm2v729nSLizp07B+BQ5fX7/aSW6LuaTCZZXSQNI6e643lUtamyAarqkO/t7e3h1q1bAA7DzOM4cawIz09FR7XX7XYrEY/AXEFxHNlX1hwz5puBJyjzDfGRj3wEAPBDP/RDAKpFDfnw5INYTXZqdouhz/xeKWt3Kdu4lneP59bPS2UuNKceMA+r5ucMndbsFJy0tA3Nqce22BeaPHn86upqOp5joBNUzPTQarXS31rgMIbOa1h6nPDv3LmDa9euATgsPV/K/EE0OzlLdqh5lJMQr6nX66XJ0xOT+b/AJj5jjDG1xArK/K/4+7//ewDA//t//y/bRKpmKM2zB8xX/jGbOV+73W5miup0OlnGCa03Fd8DkGVF0P5RmVEB7O7uVkKw9XU8Hmeh7f1+P6kkDR64c+cOAODZZ58FcGgqO3PmTGpD+xo3QVO1DQaDSrl19pXnj59F9QTMM0pwOwCVItvXIpJq+tR7oMf3er30nt6HD3zgA9l5jflmYQVljDGmllhBmW8Kf/u3f4sf+IEfAHC4mtc6UlQNDBTQiqsxJ990Os02jGqYdwy4aLVaxXDqWLac6IZUqqbl5eWs/hV9P8vLy0nh6HWw5hMV2sLCQkp19MQTTwA49EVdvnw5C5MvhdPz+NlslimWwWBQzCHINtUfxVf2u+S/i5ubNf0UlSU3Ym9vbyel+OEPfxjGfCvwBGW+aXzmM58BgDRR8YGmpc35wOx2u5UHKVDN/BCzP+g+KFL6jO9pSY2YYLXT6VSS3ALziYEPZT6kGeSxt7eXghn4veXl5VRanfuVer1eMvFdvXoVwHxi4meM8NNsEDEHH8959erVZJ7TjBJxzPT7cTLv9/up33FS1/IcauZ8xzveAWPqgk18xhhjaokVlPmmQyWlvPGNbwRQzZXHlb467oGqGtB9UDEsPWaK0OMnk0kWiq2FEXlu9kfNfnxV0yCPY6i1lgthPzTMnMqFDAaD1C5Ng1pUkSpmc3MTAHDt2rWkoGKGCL1OHZMYgq4l1mMQhSqot771rTCmjlhBGWOMqSVWUOZbwuc///nKv7//+78/c+rrZthY30kzScRiia1WK/Pl9Hq9FMIdldrt27ezbOCtVitl9abCYY66breb+sGAiL29vSwnIDf/6ndVqbE/DBTRjBb8LoMsbt68mfxZ7I8GisR6WePxOCva2Ov1Krn3dDz39vZeVFFCY15KrKCMMcbUEiso85Lw2c9+Nv3NqD8qqKP8KVEJ8bNms5mlUtLcdzyOamlzc7OSQonH0G/END9UItPpNCkuKpyNjY1sk+3+/n5SLPxMK/dqe/qZ9pvK6/7778/8RzFUHDgMQZ/NZlmo+uLiYjoXQ+bZ1u7uLt71rndl7RlTJzxBmZccBlUwkAKoBjQA80kpTghakj1mqlheXk7H8z0+rK9cuZJlZOh2u8mUxge8muc4uenkogEWwNy8+OSTTwIAnnrqqSOvl9kXNB8hJyOWTu90Oqn/NP9xkmSfdAwajUYW3LG0tJQm+p//+Z8/sj/G1BWb+IwxxtSSRslskD5sNI7+0JhvIW984xuTyY6lIzQYgGpDzVv8Oyqi69evpzIUWmaeaPAFMFcpDChgmDnDwXkuAPiLv/iLr/u63v/+91f6yHMPh8MUZs6+bm1tJSWn2eNJ3Kz8qU996uvujzEvBbPZLK9oCisoY4wxNcUKyty1/OiP/mj6myqGfiQtsR59S+PxOPl1qEh2dnawvb0NIN8Y22g0KqXMgXluur/5m7/5P7qyo/nJn/xJAId+KfZ1MBjg05/+9Le8P8Z8MzhKQXmCMvcsv/iLvwgAKQce9zktLi5WKukC871RTIwaAxA0iu+Tn/zkt6j3xrx8sInPGGPMXYUVlDHGmJcUKyhjjDF3FZ6gjDHG1BJPUMYYY2qJJyhjjDG1xBOUMcaYWuIJyhhjTC3xBGWMMaaWeIIyxhhTSzxBGWOMqSWeoIwxxtQST1DGGGNqiScoY4wxtcQTlDHGmFriCcoYY0wt8QRljDGmlniCMsYYU0s8QRljjKklnqCMMcbUEk9QxhhjaoknKGOMMbXEE5Qxxpha4gnKGGNMLfEEZYwxppZ4gjLGGFNLPEEZY4ypJZ6gjDHG1BJPUMYYY2qJJyhjjDG1xBOUMcaYWuIJyhhjTC1pzGazl7oPxhhjTIYVlDHGmFriCcoYY0wt8QRljDGmlniCMsYYU0s8QRljjKklnqCMMcbUkv8PaV43ZSr3YhAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kN9xwg5kt13qw/1deeSV4meJ3vV4vCpjlda1U+MCq9mRZFlQwtwfvcWxk3d/Z2QnXGud97733Kst5wdEAVSBQSgMDE2diwD8juHTpUohxAZyHzLtij8fj4DDB+c/M0g4U2I/ZcgDEPjnTA47ZarVCG73prVqtBrMQtme3ZV9SoVKpRCamer0e9sflOLC9H6DK5XLY3scCjUaj3GK7mdmHPvQh+/znP29FhM2u3nkBk4C9vb0wEOPhPBwOowGKrwP6jDOX+1gnHjSwPYcfYIDCwx/XrdPphLYBdsbx5mOeQLGzhI+t4xIrMOfhd41GI+zX5/ozy2fAMHtjZ74/KMjEJ4QQopBIQRWEu+++OygouEVj9rexsZFbHDbLKx1v8mI3cDCfz8Ns2gdvlsvl6DPeB14xg+ZihqygoF68QuPZLi+YeyUEBcbmOczka7Va5F4OOE8fO4dg/1AWUFDVajUyJ3Y6HfuVX/kVMzP79V//dSsSnH3eu2nDAeXChQvhPoAzCAfGpgJd0Z9cM8yHJ7BZj82n+AyKDKDP19bWcg4u2L/Pu8j37H5u715BZVkW7imcd6PRiDKKsJr0uQQ7nY4KGhYcKSghhBCFRAqqIBw+fDjkjsPMkBeUMTPFom+v14ucI1h1YAbMqWvwGWaZbN9PzWj9dr4uFLex1WolA4axf+9S3m63w3u4p/OaAFdaNVuoJvSBd3vnNTFuIy/+cz9xu9E/m5ubwQ0Za1Ef+tCH7FrygQ98wMwsdy3Rj14hsOpE33G+OuwD6orTCLFigUryiprrQbHLOu5ZHAd9vrGxEZQKqzKfd9EH/5rlVV4qnx/O31cJHg6HUel5fDedTqO11Hq9bsePHzczKaiiogGqIBw+fDiYS3zGhMlkEh4s+Kfc3d0N/3B45cSdqTgTn1+No/j94DWZTJKFBPEdtseD4MUXXwyL4n6BmtuDB9Ha2lrIhoCBAQMVHxsP4m63uzI5Lnur8Wf4LdqNhxV77qE9R44csVtvvdWKxG233WZm+ZLmuBZ8H5gtBhB/DafTaS7ThNnSzInvPb6sO183X/JiOBxGJd95EMC+/GDHpAYmNkviXsW1BIPBIDomeybyQIzv/KStUqkEh6R3v/vdZmb2la98ZWVbxXcfmfiEEEIUEimogrC5uRlmu1Ag7KSAQoV43d7ezpmszPIxLtgHKJVKIVbFx/5kWRbNhIfDYeSMkMokwTFGviwHFyfE9tim1WqF9qCAIhQVKyjMsHnm79szmUzC/tkkiFk0YHXo3fD5nNiEeS2BosOMfzAY2KVLl8xseR9AWbA5jJWRP0/uM59P0WzZR9iezce4djCPvvTSS5GpDspuZ2cnbJcqLgjYfJzK/4f3PpM6H4sVI+5tHJvNkegXdjTC/4yySxQTKSghhBCFRArqGnPy5EkzW8zwTp06ZWb5Wa7ZYvYIRYSZ82AwiBaYsWDNThK8jc9dxusLUDuYMbMThl+ortVq0Yz24sWLuUziZsvZe6PRCNtzbSlfwj2lZqAQer1eVGae1xKwL1aC+K2ftY9Go2hthvvMO1dcC77whS8EF3J25eZsIcxgMMjlMjTbP7ce/81rnn6tEH8PBoPQLwgHuHz5cqRicB/t7e1F2Ul4O8ChC94FfTqdJpUftuHaVp7UehY7TPj2eHd5UQykoIQQQhQSKahrDGcu57xqZku7O+fdg5v5bDYLM1m8QkFxWiCecWM7zC6hMDjwFq+8LoHZNH5frVbDzJfdun3OPp6l+1REfH5oB/piMpmEmThm6N1uN1qX4jQ8aC8UVK/XC2tQ+B1Uk19bw2ecm9DM7JFHHjEzs1/7tV+Ltv+/hvsAa3Oz2SxanwSsWDhjuVdC7MHpwwdqtVpunc4s7xXpazL1+/3QHvQ7u/v71Eh+f/zK2+E+mM1mkWs454f0VaA5HZPPmr6qOq9XhaJYaIC6xrCp6dy5c2a2fDhwZgAum22Wz6yAfy5O2AnnBX4gcDkOs7wbOD7Dvtrtdi4TBH/HWSY4Aa3PVIHXwWAQJSvlOCs83Hhgw6CFAerKlSthe8SJ+cKL3D+j0Sgqy4EHPZdqQILbw4cPB9Mk2gEX5EcffdQ+8YlP2HcTNqlx7FDK+cVs0Yc4X/QP4x0o2HzGplNvPmXHF3zG1w2DqB9IeFDiQcWbHNlRA+3BfVwqlcL5pnL4+di3LMtyJmQ+Nx7QeRKGz1N9Jq49MvEJIYQoJFJQ1xiO9PduzrwI7AvOZVkWVACUDWeg4AzYZvmCdtgvOzp4BcV5zWBywfH6/X5SLXm3dxx7NBoFNYBttre3g7nPu6CXy+UoyLbVakWmQ7xWKpWkgwMUE0x9OLeNjY3wW6gmLlmP7N783XeLL3zhC6ENPnPDdDqNTHZcAsUr72azGfovlcPRmzTZqQIKhPPoebfxbrcbqV/cIykTMb/3Tg+c6ZxdxX3WfDbreScJNj3jXoLZm+8p3HecmQNB4igO+cILL5i49khBCSGEKCRSUNcYnqFiVplyEfflsNnejlcogFqtFhUb5HRDPjUSKzSosLW1taAkUPMHiuLVV18Npb2xr1qtFq0J8StmqphxnzlzJigTtBEOIFmWRa7t7FyBmbBXXmb5RXfs36vPkydPhoBXbLOxsRGtX6AvNjc37Utf+pKZmf3wD/+wvZ786Z/+aa6NvB6E2X8qG7hXLqygcE0OHToUBadywUN/v7Gi8Gs+qSDtnZ2dyPmC8+/hmDgPziiO68tKGe9ZwbLjj1k+q7m3BIzH4yjrP6jX6+H+4qzpuNa4D+QsUSw0QF1jOHreP5RBlmWRFxMvQrO3n9ninxemNC7SlxqYzPKF3vAPevjw4fCggLMAzB9ZloWHCY7DDzefvaBareaqquLVV/jFgy/LspA4Fg+aRqMRHn4+FojzDDL+YcWmUBwLgxD3AV65LAPa/4//+I9mthhMsT8M4Oxs8rWvfc3MzP71X//VzMzuuusue/jhh83M7E/+5E/MLG8qTRWM5AkH8Al7ObOC/6xcLof3PksDezKyedTnaeTt2AEF+/QmO0wkarVa6D/cP3B4QdvM8t58uA9w37VarTBAwQTH1wvnwh6fXHrDLD95w2cc3+cdRZQ0tljIxCeEEKKQSEFdY7CAPx6PcyXbzfKZGDATxvblcjnMOH35b87Fx+awVPyPWV7hwITU6XTCzB15yu65557wmzNnzpjZcrZbLpdzi8/+PHwp7t3d3TC79aU1hsNhtNjNBRfZVdpsMSPGsfE6Ho+jzAFcYgMmHSi1ZrMZmVF95g0+t9Si/nA4DN8jv+CxY8fMbKEivvzlL5vZIusGQNugClMlTdBnk8kknB8ywENRXLx4MZwfm9G8IwQol8tRqAArKB/TljIRc6wTzgPtY0cdKChWLLjfuNw8rhffu1BO3n09y7LI0jAej3P3F/fF3t5eFKZQq9VCv8NkLYqFFJQQQohCIgV1jeFcZr64HGf+xkwW9vZyuRwVKsTsdDgc5rJKA1+gjtWAzwLdbDZzLudmeTd2XxuIc9n5PGipwF6O7Pcu8QyvzXg3anZVxrngPDgQ2OeXq1arYX0H6rDZbEa5AVm9+SKMw+EwfMZOGOg/7B99ePr06XC9cA05mzauF75bX18P7+HQ0ev1wvlBAXJNJBzL5yXkdnOZd5+1net8eTdwVuCp+ks4JqtNDhEwW6wjoX9wvqdPnw77ZNd0s8W9e/bs2Vz70a9ra2uRKt/e3s4pMjPLOWrg2AjO3tjYCO2ARUAUCykoIYQQhUQK6hqDGdxoNIrs+exS61235/N55JXHtZPwGXvUeQ8t9uziMtg4JmarviLtYDCI1BjPvn2ONFZLrKDYRd0snwbJq6lKpRKtgfD6Cj7j/G/e7RprPy+88EI4N8y+L126FI4Pd2Qc7/z58+G3rDCwf3ianThxInj0cVCwmdnzzz8fFBGvp2A7HAvZ6judTvgMs/vRaBT6CiqA1x85Z5/ZUo3x/lk1+5RU0+k0tM0rXs536K+92fK+QR/2er0osHpzczOsKSGtF9R5v9/PeSuaLe5jrKtCKaK/1tfXo5ySo9EoqE2oR+x/MBiEFEqos9XpdMK9wR6GojhogLrGpFy9/SsnYmX3X//Q58wQ2A7/oCk39lSONM7BhoeOjzcZDodRufDZbBYtrO83OJbL5egBmUpkin0NBoNoEMIgc+nSpWSWCd8vKGeyvb0dfssmIwwu3nmj1+sFUxQ7M+CBCtNnp9MJ+8B+4czw7LPPBnMVHrJZlgVnCpwT9s8mSpitZrNZaBsGUe5Pn2GD3cxT5Tb8IMQDFODJjJ8I8bbeQWN3dzdyatnY2AjlZfz9ySVT+B73IQgYjIbDYWTK5PMF7PiC84RDxNbWVmjbE088YaJ4yMQnhBCikEhBXWM4a0GqrLlZPvM0mEwmkbMA577zTgNc1M27HLPaYDMdlIGfaddqtaAe2LHDZxln0x1mrZjhtlqtyCnEmza5rezmjFk3zEXdbjdyYuD+goKC+eell14KCgf9tL6+bnfeeaeZLV3E0dZXX33VXnzxRTNbztYrlUowqaEdnK8O1wLHKZVKUZHHer0e3KG92XU0GgWVxG7mPmCb+9BfJ1YNHlbUgPcB2IyXChb37eBwBewLCvDYsWOhf6A07777bjNbXFN2BjFbXEuv2thZyJelr9frUckRVmhoD45z+PDhsJ0oJlJQQgghCokU1DUGM89Op5Nb1Ga4HHYqNZJXP1wrCsxms/Bbv3bF5dHx2eHDh3Ozf/6u3W6HxXBep8Jn3ulha2sr/BZqgDNtQ/3wOpt3c+Zs71yzCr/D9pyGB9v7TOr9fj9sz04hvkgi9rW3txcFkWZZliusZ7aYrfsZOecQ9GEBtVotqCS/9sMKCgqE110AO9b4+4Hb5pUR3x+8noj2puoveWXMjhPeuaJer4c+g0PEiRMnwmdwLHnb294W2oN9wFGk1+tFQet8Tb2C4rVLv07J9aPQn6dPn7bjx4+bKC4aoK4xvIjNBQfNlv94nLeOTWuc687Mcp547NGH/acSf+Jvn4D1/PnzduLEidxneLg0m81cxgCzxQPV57zDQ+j48ePh4Q9HAfaC86bKWq2WjNHx8V4wj6WKJY7H4yifHOfmS3lF+kGaF9jRRgwa7XY78ipk06fPrDCdTsO1wGupVAqmT1xz7HNnZyd3fnhFm3y1Wr6mnFAW/e4dV5rNZrheMHnt7OyEzBrsrIH2+wGKkwDjmJx41nsmdrvdsF/c6/fff3/UP7jP2NkH14nPJ+Vk49vDWU18MuByuRz6WBQTmfiEEEIUEimoawyXz0ZsC2aNMI3s7OzkZqZm+WwOfjbd6XSivHI7OzuRGziXeGClZbaYVSPLgnfn5bgpXjD3maFBs9mMYlzYjJfKMuHjuDhThY/zYZd7VomrHCd8W9AnXrFwhveUWvI5+9jxA22EUjh+/Hhwc4dS6/f7dv78eTNbmqKg0AaDgV25ciXXfjbjeXMwZ3qAs8pgMAjbedW8vr4eXOBx/5w7dy7cgzg2qxmQKgPvs5qzwkcMGZtWAWeEv+OOO3LtOX36dFRSnktr+PuMTXzeeWM+n4dj4TMuyimKiRSUEEKIQiIFdY3hNYe3vOUtZrac/cF2z9uxU4JfK+EgW8zqeWaL2WvKgcLb8zk7uXdVTwUO+/0x9Xo92ge7QPsgXnaI4DUiH/jJta58Xr9UAUieXXvXfA7yTPWFrxFVrVbDe9TJWl9fj7ItYJuTJ0/aN77xDTNbrvkMBoOQKQHbQcVNJpPgkMFrdGi3D0kYDofht9z/XhljX61Wy2655ZbcZ1zkD2tF7MDi62uxow7OF+e/trYWrgU7nXiHG/y9sbGRqzeGNkNhchZ//N7fI5xh3mfnr1QqQaXiu3a7vdIxSRQDKSghhBCFRAqqIHCaGa5bZLaYscL2zjZ/H+CK71Il3HmNwtdr4vUgntn6kvKYna6y//vAz5R3FW/vt+PZsV834nx7UCA4D17b8GtXDK+bpTwgfS5B7h/OLI99QPUgwHdzczOZKd5soaCwvoOg3/F4HNZ6oBC4am0qd593reZ1RJ97cDabBQWFc+N1LayPcRVcbI+1MPzdarWic+Ms717dNhqNEMgMz83BYBApbvTx2oKzsPkAACAASURBVNpaaA8rL98Ov8bkSeWBNFuoJdTmAnt7e2E9UBQTDVDXGG9uM7NooKrVauFBwA8+b+LgGBxfwn06nQaTER4AvEDMZhL/GV7xUOS4LN7exzPBhfr5558PD00Mduy04Y/NLujsKs7H574YDAbRoMJZBfz58IOeTUHeCYPjtHAsjhNC38KZpNFoRAMj+pgL+Pn287G4rd6FvFwuh3NAX/M23vQ5nU6jAYTLsPh4tUqlEq4TBkcMaGbLsAGe4KQKG+I7joND+zEgoP9xnFTBTnYE8g4uHIrA137VJKnT6YQksbgmFy5cCPeUKCYy8QkhhCgkUlDXGDZVeKcHNr1w2QO8+uwJmF0OBoOcK7DZYsaNfWBmi6DM8XgcZpKp/WNWDEXE5q2UiYwzMKA9UBsc0OkdFVJqgE18PiMEZtyTySRytGA3Z58lmxfT2STkzUapjAy8TygKbofPSs4zdC6m6I/pzYusoNic6j/jfvL3w3A4DGrBF7w8f/58cHtnZwzOnM5wdnV2SPFu9azUDh8+bGYWnDFKpVLkys/HgUmQ8yR6kx36cDgcRuVmGK/ONzc3gxMGl+cQxUYKSgghRCGRgrrGwJW80WiERWKoDWTV3tzcDGsBCHrsdDphARmzYsxOR6NRmJnybNGnu8GMtVarhbUJdo/mIEezZQ6zVqsVZrlQeXt7e1FqIS5Zjtk0q5JVa1CcN43XdPz6Dq+DYXbPeeJ8Hjd/XD7fyWQSZuc+czbn+uPUO97JYD6fR0HTUH2z2SzK3ccBz7wd9u/XAEulUlRYktvlnVrG43G0VojtL168aF//+tdz/cGFLn2uQu5jdlXHdj7PYLfbDffUvffeG46D7bjWllm+/hiUqVk6TZXZQrV6Rxq+L2EduPHGG81sEQiMfeD/ZD6f51zrRfHQAFUQms1m+KfCAAUqlUoYHDBQ1ev1sB1MNHjIbW9vR04DbH7yHmk33HBD+A6DXqPRiJwpMOA0Go3wj50qiJhyQEiZyFZ5ZHHewJR5y++fByOOBUN/sHeg39d+AxQ/1P1gyslNuX9wffCKh/R8Pg8TDpSYuHDhQpQrjx+63oGmXC5H5l8e0LxzzWAwiGLAeLLx3HPP5b7b3d2Ntuc2cF+ZpeOmeLDDPYt9tNvt0B8YmHC/cV4/7J8zqHhHIJiYuR2HDx8Ogxs8JjFAYTLGbZ1MJvaZz3zGRHGRiU8IIUQhkYIqCI8//rj92I/9mJnly5CbLWagfnZfqVQiMw+bTaCOeBHaL2jzzJ8dGswWs0uoAF9oL8uyyKEjVUyP42W823i1Wo0UFJu+UuU2vLLh43nzJWfT9uqNnRP2c4TAbB1KzGw5c282m0H9oBx8qsggFySEmfOtb31r2P+ZM2dy27Ni9HnuOL4NbWOTo88oUq/Xo1AEvubIYgE43553XGHHEnaG8Y4KfC1x7lBShw4dijLR47w5tIAzT+A8vUWg2WyGfeH/5NixY6GP4fqPfINsjuS8fr/0S79kZmaf/OQnTRQPKSghhBCFRAqqIDz00EPRgrZXPGb5XHy8BmOWdvn29XTwW7O8O3LKLRoZG7AdlF2z2YwyGYzH42gBn2fhmLmnsiKk1EyqBD3wtaKq1eq+asOTcrwolUqRCuDA2tT6GlQnFNRwOAxrQ1BSXEMLxfHuuusuM1soXagLr4g4GNorTP6MHUt8v7Cqwm85U4W/b7AfM4scIvh+44wVPhCYVT36B/fRrbfemnOqMVuqq8lkklvjRJ/4YGu+Rrg+UFBHjx4NlgNfIBMhEmYWlONsNksGyoviIAUlhBCikGj6UBDG43GkJHiWjJkeZoi9Xi/nUm2WVlCpNQRvix+Px1E109lsFtYCvMtxr9eLFFGz2YzawS7LPhUOb7eqLDl/VqlUVs7u2V2Y9+kVFK9/7ZdLkNdwcBzffs6Vh4zbvPaHmTuU5vr6elgXwTabm5t28uRJM1tea1yHnZ2dSBGxyvMz//F4nFSdfjus/fD9xtfX3xscrM0BydiH346Vpq/EnArm5vsNv8V3vA9ca/RnKoj3hhtuCO+hkrCO2u/3IyvB+vp6uGehap9//nkTxUEDVEEYjUbRw4RNYHhYIvkrR/YjHgeuu1yKAfuYTCaRuQzbVyqVXOl5bOMzNuCB/Morr0SDULvdDu+9uzCX5+ABx+em83EtDDtm+IwG0+k0l3XDLJ85ww/87CTBZjT0MUyZHOvlC9tNJpNgxgPb29uRCQuvvV4vmPhuu+02M1s8ULl8OvrWbGEi9LnmODbK3yucLJavYSopLs7Jx7nxRMifb5ZlUcn0lMmR7wG8xz2bZVkowol7jwcon9lhPp9HDjroz0ajEcWrHT16NLx/6aWXzCxf9BPXC+267bbbwv8Ou62L4iATnxBCiEIiBVUQ9vb2wmzSO0ewgwACDzudTgjsBXBZ5qwOnIncR+VDEXGWAMZvz2YrmKmgGNjtmoNlzfJODSm36FTGBJ97kHPr+bay4vJmsRRs+mLXc5wTXjHzr1aruSBo9AFUgHeh5zZChfZ6vWAKRE64m266KSzw43zhJn3lypUoMJb37024bAJNKS5cC9wz3Acc0JxSm2aL6+vLwLBC8zkCcV+YLRV+u922b3/722a2zIjCbuZehZXL5SiDPQcEox1QVfx/AucLmPqGw2FUsuPq1avJwF9RHKSghBBCFBIpqILALse8zmSWd5lGCpfZbBZmnz4H3pUrVyJ7Pi+K+8VuJuXODTXAC+LsfmyWTmfEyigVjLuq/DeXZGfHC1ZTvC9Om5RyS08VyfMqr1QqhVk0uzmbLRQA14bCPlLu3/jeK8y1tbXIlbzT6YTP0Ldvf/vbzWxRQ+mb3/ymmS3VABep9A4l7DqfyueH88S9xU4z7Ezizwnta7VakRMMX0PAWcexPVRhuVy2l19+Obcdu6z71Fpc38y3j/eB/wNYEMyWOS45O7uvSdbtdkN/KCdfMdEAVRD6/X6I1fADQ5ZlUYR8rVYL8SXYnhPP+n2wl1SqlELqIb7K3DOdTqPyHOxV5c1zvPjOjg2pMhhm+QGKY6l8pgQu++A/43PyD+JqtRpMXRjwW61WeI8Ce3hgttvt3GBltphQ+MGl1+sFrzFUb0UOuE6nE7IacKFADGR+8Dp69GjOnIh2w6zoPfZSxSpTlYM5M4MfhBi0EQNs6vpyfBgnkMX5w8kE5z0ej8Nggv7HwNDv95OlRFbld+TP0Ceo3Gu2jL3C8Xi/OLd+vx+8GlN9IK49MvEJIYQoJFJQBYEL8mFGyO7UbJoxy6sYn7WbF8z3K+a236I7ZybwbsVsLkmZ4LyCYoeIVIyOd5Lg7OTsOOEzbADO68fn6/PJ4XVtbS2U/77jjjvMbKFMMauH6uHzQFthBuz3+2H2j1n4mTNngiszlC4cIjqdTi6jNtqNY2J7bLO1tWXPPPOMmS1jeSqVSuQ0kHKkSWUN8SZTVtRsasVnXFodpBS4L/mO/W9tbYXs7VBQ/X4/GXuFdnrzbCouLmXKhPPD2bNno3iy1P2Pc6rX60E1w2lDFAspKCGEEIVECqogcAl0X/xtOp1GmRvM4pkmz3r3m+2mshH4GTYXDfQu2Vx7iF9T9YvM8sUPed3GL7rjHFOZuVOu56yoUhnL/doTftfpdEKw7H333Wdm+aBNqFWc/2QyCdcE57G3txdm/1jnGI1GYaEe+8BaFAe68n69cuV1rxMnTpjZUkHt7Owkg2TN0nkMuc/4+9Tv/Wdoh1e+fvtVThvNZtNuuOGGcO5mC6WJfvEFJnlNDPAalFfZrPCxzfnz58P3nI0C2/gg50ajEcI2Tp06FZ2fuPZIQQkhhCgkUlAFgWfTPh+a2XKdCbNwLhfu1yE4UzjPoL3KAKyWOEjSKy7Od8cBumaLmbCfoaJ9XAcIn3EJ+pTy8u7RpVIp6dlntpihpzJ5+4zfoF6vh9k9FM7Ro0ejQFSeofuS46VSKUpTdMstt4RcbugfrHGkAmNZBfhqx+1222655RYzW+b6m06nkSu2L2eP/QJ/H+wXDM2em/DG46rBKY8674WI+4Gzk7/wwgtmtlCC+N7nxePrC1KVjFOVlvG7V199NXyPNSivtvmzWq0W0k89++yzUT+Ka48GqIJQLpeDqciXcJ/NZuFBwIME/gmxwIu8Y/1+PzLx8QCVenD7OJ8sy3LxLvy7er0eTDVwJd4vZoUHOx7EfGQ/YPMcYHOS3xcP7v43Zuliej5rBDuWpHLg+VLrtVotnDOXm0e/YDs4PwwGg6igIzuDeOeEdrsdBs+bb77ZzBbOM+xKjb7i3/Nn7GbuTXaceJb7B22E8wYPpqkBCgMOBnzcn1mWhcHnxRdfNDPLFUj0SWP5MzYzp0yR2NbfI7u7u1F8FSf+xbVBf3L+QlFMZOITQghRSKSgCkK5XA6BulhoZ8WABXzMbDudTlQQDoXzdnZ2otkxF8DzzgM8E2VVs0pBZVkWFALPmL0CAVxmIeXi7hUUB9lyHjpfloN/582XbLb0warz+TzM/KEA98vnV6lUchkVcDyvGuv1elh096YyDkz2Qbn+PNFGzPjh0LG3txeyS3i4z1LBzb6tnNEdlMvlsB2OnXK+YNMgrj+UIvqzXq8H93uovvPnz+esAv68UyU7vELke8ArUj4n/1273Q5u7wgx2N7ezpWcEcVDCkoIIUQhkYIqCKVSKcw4kbKI10KQ9RppeEqlUgjoxStnG/dpingNIeWC7lUGL6Kn8tsBntGm1o38+9S6V6qtgNWMb8+qku5m+fx8mOWzGzmUDecxRBt9XapUeXr+Hu2q1+shKDWlTrhtfh+pNTSoEcz4OYu8vxaTySRSDdVqNZw7FC/XV0o5UPgchamS6KyU0VdQ3ujD7e3toJag8K9evZrMPI5+SLXHB/amlPd+oQVof7vdDtcGziccjoH1MlEsNEAVhNFoFJkZUv+UeGD3er3on4ozM6QSsKZyqfHfZktT0H7ZCFIZKNiEBfbzIOQB05tl2OMtZRJMPTx5kDDLx15hYEKWhhtvvDE8sDmnoK/Uy95evl9Sjhy1Wi2YkbyjS6pibyrhLJ8v2shFEOEViKSrXJLD5x7Msiwa/Nk5IZUL0WcDSd1TqQEKHnuclxCfYQK1u7ubyw3J8P2WcvhIbe/Pl3+LPkMOy1tuuSU4R6AP9/b2QvzTk08+aaJ4yMQnhBCikEhBFYS9vb1kNgezxSzWz9ZTcVP8ul85BuB/x9uxWQvsl6GA1YA3NbFaSpWB9w4FvNjNrzhfmDuhaobDYVAqUEtHjhwJC/0wi2LmvL6+nsupZ7ZQPzA/+dgkVnSc+cD3QblcDsdAe7D/RqMRuVFzpoT9cifiOhw6dCjE7Tz33HNmZrky5tgO/dhsNqMy8Jzl3sdB8Xtv8uUS7mAymYT9+RyBbM7DZ8PhMJnxA6xSk/49tk2pKihoXAc4mNx5553hPVTV7u6uff3rXzczs3e9611mZvbVr37VRHGQghJCCFFIpKAKwt7eXhQgCnt+lmXRbJFLoOM7zNpTwYesiFJF5qAoOPjUOw2AVABlKps2rxH5wMzJZBK5i3NWCj+Dr1arYZYOV24ohW63G5QE3PCPHz8eZtEIIsUaFGfohsKpVCpRCXdeg4IDC+c79PkCeQaPc8JaFCsQVgr7Oa74/my1WiF4F0oxVe+IM6/jnFIKyt8PfM2923u9Xs/lSsR32A79w04H3qWczxf4e5E/Y5XqSQUOl8vlsPYEhwhkk7/jjjvCGhTus+3t7dBuKadiIgUlhBCikEhBFYThcBjN3PHabrfD7PWVV14xs0VeM8xQfeZmfs9rOH5tiGfrmHlytmm/35RHVeqYqYBUqB+eoXtFwUG/PkUPB/v6NEvj8ThXdRb74jUk9PGqY5dKpaBG/LoNe/Fx6XTvZccBvegDzNDX1tYihcMqILUe6Ps1y7KgoOAqjX1ub29HVY5Z6fpzSuVf5LU2fw2zLItSO3GqJr8G1e/3V3ql8jmlPPD475QX5379hGsBdc3Xxt//k8kkl2pJFA8NUAVhPB6Hf278c+GfZ21tLTwcEFNy7ty58M+L0uBsMkuZTjjxqlk+159fYB+NRsmEs9jeL2TzA88nseWYJH4Aroqvms/nSVdyX5KCzZJ+AOFBhWOdsH9vrjJblrVgMxj2nyo3j4cfBsrJZBL2B9MaZ+ZA+9FuM4visVIPbH5Iw439/vvvN7OlSfPs2bMhY0PKEYVLt2CfqVIZ3i2dS76jP3ki5fsK9xTO25/TqgS+q1jlqMP3bGrQRf/jf2NnZyeXZxK/0wBVbGTiE0IIUUikoArCaDQKMzyYsGDyarVaYSYLM9RLL70UBT2mym2A6XSazBoOOGeZWX5R35sSh8NhVK69Xq9HbuOp7AlsZtnPrdgXM+Rcgl6JsILi3HO+NDznXeMs3XiFowVm/xxk6/vp4sWLket5vV4P3yMbCPbf7XaDkwZUT7PZXJmfb1WxQezj3nvvze3r0KFDQc2gPAerA9wr+2Xm4ON7BxZ2CmGF5h1y2HSacsbBeXr1vMoZYpWC4vecuRznDOWE18FgEOVm5NAFUUykoIQQQhQSKaiCwGXF4RbNNnNfHG9V9mezvILy7sJm8eyVZ7tYE2G3bl5URru8mknlq0s5aLDySqU4wne+RDyn8kkVdPSpkbg2EPaF82anCuxjNpsF5QTHBrigj8fjaM2KFSO3AeeCNRCwvb0d3Jzh6LC+vh5UsleYDKsMKGnsi88Nx0S7J5NJ+N4H1PL9w8fxioKDxb0jx37B4v9TtnQfEsGB3rwOlnLoAf7+n0wmUYA0aLVaoW+x1nj27FnVgyo4GqAKQrlcDg9IxLjwIn0qF9x++0p97z3GvEnOzHIPTJ8olB/weBCw44IfJHjg9IPEbDYLn6Uebt5Djs1JfiE8ldOu1+tFXnMcL+YrunJeOZj6YB7q9/uRuY8zGaS8/fykgTM3cOwQ3iO7AcyWjUYjchThoo2cXcJsMejhoQxHmsuXL0d9jHPiNqZyJvp7hAcojtPzRSEBX3OeiOD8vHmRTZqAnXG8ww4fjwd3vz0mXOvr66Ef4Uzy3HPP2VNPPWWiuMjEJ4QQopBIQRWEq1evhhkwFBT+5gKB+ykjZr/tUk4MOBYW2GezWVAS3hV3NpuFmT87Hng3dlZ7vmR6qVQKisXPiqfTaRTPwm74gGNvvDmJs717E+JoNMo5fOCcUu3w37GiwDHZvR7HYnOo2eL6Ynt8tr29HVQzXjlfIO4DNnlhv+hr9M/Ro0eDekCG7n6/HxUq5DyAIHX/pNzTvaPFdDqNFAtfN6g7jq1LqTD83sdsca7CVKb8VAkUbO9NxKzQoCL/+7//OzpvUSykoIQQQhQSKagC4ZUKXIp5gZfXWlatF4zH432L+fm1gel0GtTGhQsXwnbekQDwTJ5rKK3Ks8Z1hng9wi9QY1+j0SiaAZfL5UhxpRbkU2rAL7CzImI16YsHQumwUuA1E69SWVXx2pNZvrw4nDA4+4PP9MDFBln1+Px2HEDsy9g3Go1I0fEa0H594Ptid3c3HBvnxP3inWA6nU4oAw+nn16vF7nyp5x+WLl61ezVML/n68qFN9FmtBv9D2cJUVykoIQQQhQSKagC8V//9V9mZvaDP/iDZrbMxFypVMLslQNXvVrALJlduAGvj3B+O7OFUuCcbiDljg68eku1x+fm489SiiUVQMnfrVJJ8/k8Sq+0X443bivP4P0+sJ7C61+ptEB8nhzYarZcI2K1iGvZ7XajcAAojHPnzoUgXKxFcZVgDuLG76EMOAO5XyeDgmL1w+ezyvNxd3c3t96I71Lee2YLFYe6XajHxRnR0W5WkJwJHfvar6Kuv8d5XSrlEs9rf2Zmf/d3f2ei2GiAKiD4Rzpx4oSZLf7JYI6A+YZdgn2cEjslgFRWBx4QvIkp5fYL+MHB5qGUezm+e62517C9f8CkijbuZ9ZLPdx4QPG/5Vgtn+uP3dgBP5z5IY2BA4MKCgz2+/3IhDUYDMJ1RYYQmFizLAv7wEB15MiR4ESBBzzMwOzUguNkWbbSxDedTqPyLnwNvds+m8h4sPDmVpju2HzG8Wi+HAZMuNvb21F79hug2JyacpP3plAuDcKTMFFsZOITQghRSKSgCojPTt5qtUJQKmac9Xo9mEJSJQn8Z+zYkMo/tkr9pFiVnXrVb16rgkq5C/MMOLVAju9S5wv8gnm1Wo1cytlk5AsolsvlnGnVbKEU8J7Nd7g++O3JkyfNbGG68zn+Tp06FZSTv5az2SyoDZjITpw4Ecps+GDucrkc7hsuc7EqKJuzk7MTjO8/Vn2vxVEEx97Z2YkU0dbWVrAAQAmiX8fjca74IkhZB/DqzZf8Pb5DH5otXP3N8pnWRbGRghJCCFFIpKAKyMWLF81suR5x++23R+sjfo2JSbngsg3eB3tyHj1er1mlplgRcfZwn58PpBbTZ7NZlH+O1xlSBQW9gkpl/uZZfspJA+ft3cBT6x1cYwrnBvXDBSb53PAefQv1wwqWVc2qgoLsdo0Z/6VLl8K5eOWVZVnYjtWYVz2soFi94JiptTa0z6+58bqdP39OD8Wu31ijSzmu+DZy+/19z9eLiypCWcK1HUptPB6HIPRPfvKTJg4GGqAKyN/8zd+YmdkP/MAPmNligOKBwCyfGy01IICU55331OJKsPtF5wPObIHF+larFR4+qRx+qTxrvgggP+hT2S5W5SHkhzmbqPwgmsr4kBqEfWVj3gcP6t7TjZ07fIXZ0WgUBhUeTL1HZWqAwoP+ypUr4TNkZ8B3zWYzGtA4+as3kXH7+dxXmWL5+vE9wk47OE+cNz6DefrixYuhvbhX0E/dbjfnveeP6+8tLg7JZlW0BwMVZ7HAACUODjLxCSGEKCRSUAUGRe+uXLkSZpAo1XDy5MkwI8eMmWeXqQKBq3LN8YJ5SoH4hfZarRZmqnAGaLVaUYYKwLNdMJ/PI1XIi/upfH4pdcfbchtTCjBVjoRd7n08VioTBpcL8Uox5ebMZlXEKXFmCF/4kc8J7eaMFugjn4Hi0KFDUa4/vuapbCM+M0eKlKJiZQqFkjJVsju92eI+Rh94N/ZU8UM+Fu4R7jtv9s6yLOoDHNts6SQhDg5SUEIIIQqJFFSBgYJ6+eWX7c477zSzZYDjXXfdFWzqL730kplZLihzvywOXNfJLK8GeIa6qlhcpVIJa0+8QL1qwZwLz6WCd1OZIbyyYEWXymztlUJKPXAbUlmy91NQmKWzSvSKbjweR33MzgzevZkVV+qYfv/z+Tys8SD7PLta+5LsnMncq+bhcBgpKO7jVVlB+D3fB369ibNv8DqY3y8rU69++T7wSo6zZPC6H/aB/40zZ86Y2WJNCupNHBykoIQQQhQSKagC82d/9mdmtkh1g5Q5UFB33nlnUE6nT582s7wiAikV5NcL6vV6pFhS9ZH2W9fh2bc/DqcKSrmipzzpvBfffm7jPCv3ay3+3HEcf0zODu9/N5lMgnKBCuLgVlYBWJOBFxlCBXZ2diLPPnY9T+UGTHktspecbyPUHSsiX/+J17B8lnp/LP+5/24+n4f9YS3yxhtvDMeBYuE2+/yOPqUV9wF7RfrrVavVIq9UdoVHv6J6brlctsceeyx5bqK4aIA6ALz66quhjDcn3sRDEKYc70rM7/3D15MqT7BqgZ0Hr5RJyLtMs5NEyukh5Tbuy3Pww3a/AYoHWp8dA7CDAJvFfP+h/aPRKDxs8TocDnOlQ8wWD00kSMW1QU66q1evhsGN3dhTSVB9H/B5cEkSs/xA5QtGok28PefT2++eSMW++f6cTqfhnOA0c/To0XActB99xiY47xCRGqA4lMJPTrIsi86JJzEAMYW4LuJgIROfEEKIQiIFdQB48skn7c1vfrOZLd3MOSofCsovnJvFphT+npUFZtq8TaqAHH7nTTOj0SgqoofZ9XQ6zeUQxPF8oC63ywewsmu4V2N8bqx+fPYKDib1amkymUSqCkwmk7D4j9fRaBSOz9cBTgOYsUP59vv9qMgjmxpTx+Rs6nxs9Cm2Q3tSplgfpMzKxSsodjZJZbxPhSlAxWB7FClkl/iUGY+PCVYp6hSciQTH5Aznvujko48++j/uUxQPKSghhBCFRArqgAC3WdT82dzcDOmGMEveL6s5u5JDzfBMGAv4PPuGivH55cyWKgCqLVX+GwqqVqtFM/JqtRq5bvNM27eVFZFf+0kpkdlsllMqvH8OymXXfB9ci9+x4vI58/C92UJJwa0czgJYk7l69WpSifKiPz7DcbCug2Pu7u7mFB/DefFYiXq1nLo3UmuLqVpLnvl8HvoM9wHWm7IsC3nwsB7X6/WCCvRB5uyWzkrNhwhw/+B8sf+NjY1cIDLvXxxMNEAdEP7oj/7IzJblG2azWTABITEmHg7j8TjKTFCv14MpBCYplGfo9Xrhtzww+AGKnRN4Ydps8YDyudS4SB5MX6BcLkcJQDkOyWcJ4BigVIyOX0SvVCrJkh34zg+K4/E4Sm7KWQl8zBAPUPhuMpmECQR+iwHq5ZdfDv3Dzg8+XyAPpuizVMYHH7PFMUap2Ddvfk0lA+b8f34wZQeElNMGzhtOCVtbW8Ghh03Qly9fzvUP4AkI9/Eqz0r+HPvf2toKv8WAif8bcTCRiU8IIUQhkYI6YJw6dcrMFmalw4cPm9lSQcEMyIvpmPXW6/Uwo4XpCOzu7uZMM2Z5E1wqu7eP3+n3++G43pmBy1t4F3EmFQOUyiSRMjulcvetyvLO6g2qaTQa5XLe8b5S5c7ZHMbuzniP3+LatNvt0D+s2rzpE2RZFhQX9sklU7w5L+VYwCrDX68sy5Ku5F4Zs3OFNyXzMaCgcP8cOnQolKPHfdrv96O4LD62V8jc7yk3cyhMmPi4jz/96U9H/SEOHlJQQgghCokU1AHj8ccfNzOzH//xH7f777/fzJYzVMwo2eWbVQyyspucUQAAFBRJREFUHKyvr5vZctbLGQ1YNaTWRbD/VCYG77zAGRY447QnlYE85Uru3ZC5DX77VLZxnrWjPVApw+EwUlC8NpZSaOgPrOnNZrPgXu7XXw4dOhRUKqsZr6D4umEdhVWEd4XnPkspTO8ajr+bzWakkFlReQXF2cO5jd7VH04J3W43KHrso9Fo5ALNzZb37u7ubjhfXIdutxucKbxybDabkUJbX19PZscQBxcpKCGEEIVECuqAcvXq1eCFB3dzuPWORqMoaLdarUYuzftlOudUPoDXTrxnX0pBsZeeV1D71RniTOGp46eyn/v1IHYl96XZeS0HM/7d3d2wfpEqL+5VYaVSCfvgdEmplD9mi3USXC/2mPRKiNUMlASve3H+xFX9yGtPKVdyHCflSp5Sp2hfKl8g8ApwZ2cn5MHDd7fddlvwJMUr7tPt7e2glvBZqVQK19NbBOr1erAEQJVtbm7aRz/60ag/xMFFA9QB5emnn7Zbb73VzMxuvvlmM1v+o+7s7ISHGy8u+xLZqcGFSxdg4PMPNy7nzQ9KPNjh/o7vUuXg2TyUKkSYyovn3a3ZXds7AbAJzg9s5XI5DFYYoPr9fhQzg37iB/d+peh5gIJzBNyum81m5CCQSsjL57GfSzVIOYzsV4CQCyqmMknsN0Bhe46H82ZXnMfu7m7YB+eMRL+gLzAYtVqt0HeYKLBJ1peKx71pZnbu3DkzM3v44YdXnrc4mMjEJ4QQopBIQR1g/uAP/sDMzD7xiU+Y2VJBXbp0KZiRMLNtNpu5LAv8mlIbrDJgZsHsvlar5Rb/zfIL/nAUwIy40WiE9+w4kcr3hn2xQwY+S6kktNlntuYCeKmChX7/nC3CB6syUA+tVisyZbbb7dDvKDaJBfzpdBrUAputvALy7uz+fKEgvEpi8x9IlRXB31Ak/N1+ZtfUvjh7hc8K0mw2w32Ae6RSqUQBxiDLsqC0WIFjH+gz3MPs1IK+FtcfUlBCCCEKiRTUdQAyNX/84x83s8UsE1nPoVzW19fDDBXu5ViUTqWU4QVq735dqVTCTBb75/Lc7PZrtlAbft2Ls5mvyv9mls6+7XP+Md6dmknVloIiabfbkXJid3PvJNFoNMJMH3Q6ndBXWHtCocnpdBq5mafyz/F6mVcsnKIppSa9e3yz2YyCfXndzucvZJXk+4/XMNnxBn3g1x3X1taC0w7uB76nfKBxvV6PHD84XRKUJbh8+XJYe/qd3/kdE9cnGqCuI37zN38zvH/ooYfMbFmBt9PphH985EO7evWqmeXzuLEpyA9QHPfD8SjYHg8bfIa4rFarlUxauqqsApdx4EHJO0mwWclnf2DzXGrhnwcatBlOEnio80CIfWCgZScJLtqHAoV49SVF0H9gvwEnVf5j1YBWKpVyA5PZImEtBkpMRnBNyuVy5IiyX/7CVLxVrVbLJWrlYx85ciTnXYc2w8yJPmDHHe/RyCVl4DiBydXHPvYxE9c/MvEJIYQoJFJQ1ym///u/b2Zmn//8581sMbPFjPxb3/qWmeVNd17hsMnPlx7nnHMpleFNZWxOSuGV1HQ6jcpbcEl2APXDWSNwHlxQ0JutOPME9tFoNKJYJO9cwfvg38IJwGxp1sR3MOttbGwEsyuXqPDFHRErxY4fq0yevo0+jGBzczN8D3MYmyp91gWOP/OvqevLfeNV6mQyCefO7YdJGG2E4mITYqpkPfbxkY98xMQbBykoIYQQhUQK6joHayG8RoFFaw6M9C7l7EiQKhvus15zxvKUYlnl7syfMdgvjsP5Bb2rdKVSWVk3yCyuPTSZTKKg3EqlEgXSYv/NZjPKVMGqDcUJ9/b2onU47KPT6YT1QC72iGNijYWzq3s1y+fp1Qw7qeC7drsdlBzy4nH/eKeTyWQSqV/uO18jajweh37Ed1gzGo/HQSVh3YsDdX3QL7uscyA2zuWDH/ygiTceUlBCCCEKiRTUdc7P/dzPmZnZH/7hH4aZLIIf8Xr58uXc2oHZYkbrPdZ4Gx+8u2qdBt959TOdTqN0TKyMuEottvczeK6v5FPtsILy++eZf8rtHZ/Bm28wGEQKivd35513ht/huFBQnMmbcyWaLRSFT9uUqrbLKnU/pQh4e6TBgsfmK6+8YmaLtTHfV6nA4VQKJQ5yhledz+ze7XbDueC+29jYCH0AcI9xoDGr5/e+973R+Yk3Dhqg3iD81E/9VCh/DbMKFvTb7XaUiYEf+qkBBw8iPEwGg0FU3oIHrVQeOu9azftKZXVIlT5Hm30C3FRsF5sxMUBhIOGEtjg3zjIBOKOBj5dqt9vBGQGmVbhhT6fTsF92dFhVSn48Hkcu82wK9c4SKSeUarUazIpwM7906ZKZLQYsPyBwTkaQGgC5rXAb94PdfD6PzrdUKoXBCucCR4q9vb1wTdDHP/mTPxkdW7yxkIlPCCFEIZGCegNx5swZM1vOcrGAfvTo0TATBrxI70trmMVZtYfDYdI12Sy/gM8BtKty/fX7/WR2Ca8aAKslzlXnM06wOc1nLeA8d1CW7ACQKo+OtsEUuLGxEcyWUCpwLZ/NZmH/2O98Po+ydHC28VS7vSs8Kx6fTT7LsvAe5T9g8ptMJkHN4Dh7e3uREwbgTA58fX2+Qla8rAaBV1BQmv1+P6ipX/iFXzAhzKSghBBCFBQpqDcQjzzyiJlZKOqGWeyxY8fCYjfX80kF4wJ2DzbLrwP5ANdUPaXxeBxUABQI53pLpS5KrYXheN5ler8F/0qlEhQgKwAoSp/jb3d3N1KFnC4J6zvHjx8PauHChQtmtnQb5+zhrBxx7n7Njdd+OB0Sl39n6vV6WG9C/j/OLwjlAoeOarUanExwnS9fvhxUDECfdbvd6Jpz+IBXgOxIA2azWWgHQCqm8Xgc7kEhgAaoNyCf+cxnzMzsp3/6p81s4c2HBwuyInB+Pu/MwAMCV9HFQxMPUbzW6/VokBsOh1GuP/Ya9I4BqeSpbN5KeQmC1ACVyoGHAQrtYFNcqsQHzo895LiYn5nZt7/9bTNbDGJoI/bb6/UixwCOQ8M54Jr0er1wTJ91Icuy4CEHs2Kr1QrtxjnddtttZrYYjDFA4bVer9vp06dz/ceTCO9pyO3wr9x+MJ/Pw2AOcL57e3uhbIwQQCY+IYQQhUQK6g3M448/bmZmDz74YBS/w67ePidcKjMEL+D7LBD8GedW47ITvC8uNshODKsK63H8EbtOYzuftXs0GkXmS8584OO+OAaL1RjMYVAU3/rWt0JsGfoReQ93d3cjt242g3F2CW4X9xlv701l7PqPNlSr1SgjOv8OygnHnM/nweQId3lWbN7EytfE50LkvuJ4LuQa9GEBXlkJYSYFJYQQoqBIQQl77LHHQlAkZtiDwSCsDfmM0jyb5sJzPrCX3cf9mkmpVIrKhLNq8Gpmv+zqvN7BqofLg+Mz7AvKgNUJFIjfP+eoY5UI5YHjXLhwwd7xjneY2bI+0te+9jUzy+c7xD64jpV/5XUe/p3vY1aOWAuDCqrVaqGNyL+I/bbb7ajGFe8DuftwDTmLBefRWxXMzduB0WgUapHBlR/9/xu/8RvR74WQghJCCFFIpKCEmZl99rOfNbNlkORgMAhrLJjlcsVWpPDBTHg4HEZeW7yu4gN1ec2EA3TN8oG9rGKwHWb8KQXFs3woFV8RmCv2QjGmsp+jDY1GI1JhHIgKms1m6DP8Fh54nJuOPRS98sC5cQl3XkPjVE7+nLCmBKrValBTnHMQ36UUFK6nd8Ov1+vRul25XI7uDVZ2+IzTYsH9HvtSuXaxHxqgRI5Pf/rT4T0SdeJBg4fR5uamHTlyxMyWJTu63W70gGQXZTz08bBqtVrRQMOZG/zDnB0b4IDA5r+Uicl/5gdQ/qxUKuXMWWbLPHqz2SzE6HARPvQLFwhEH+DYcFg4depUrhQF8I4fnAkDcAaNVUlxZ7NZGIx4IgGnBB8ywK72+K7VaoVYKrijY3suT8KDnb8W7PiCfoH7/mQysbNnz5qZ2RNPPGFC/E/IxCeEEKKQSEGJlTz99NO5vz/wgQ+Y2WLBHTndMDuez+dREUPOKwfYrJRynMDvU4XzfCFBPnbKccIHB7MDApeGx7HxHqoQ6oe/g0JiJw+onmazGRQCFAdMZpPJJGwPpYPzYv4npwP/PZcIwWfY/2g0ioKnOWehz0dYq9VCsO+tt96aO98LFy5EbuNZloVrgH3xuUFd4bXb7dpf//VfR+clxCqkoIQQQhQSKSjxmvmLv/gLM1vU6YFC4DLjXsWk8ujxmoZXUD7Ql/fFbs5wpuCM6t55gFWYD7zltuI8yuVyFDAMJZXKwM7nzr/D2hyA2ltbW8s5Xfh2+EBjTq/EaYTYrZ/Pm93SX3311fCZPwde/4Ky4cBnrLtBIWMNi5URaLVa4Vy8OhyPx1GG/C996UvRPoTYDykoIYQQhUQKSvx/89nPftZ+/ud/3szyQa1cvpu/4yzcnDbJu3OvSmVktpih+zUW9mDzazOTySQKjOXf+RQ9WZYFteFVQaVSidbXWOFwxvI77rgjt1981263o8St7J3H5ejRZt+PlUolSinEr9ge62CDwSAkjkXgMLbf3d0N+/L9b7Z0v0dmdE5TxJ6A+C36Foq03+/bv/3bv5kQ3wkaoMT/CsSvPPzww2a2ePDhwYuHMmf+9mUlyuVy5L6O7yaTSdieBxnvqp7KlceOGbw/s+VDtN/vh0EIGRZKpVJwivBF9di8yDFJPrfecDgM+8D+ccwsy8Lgw7FOvkAgZ7hIOYr4eCZ2psB2yAYxGo1CH3MJDrNF7ju0H8UMuT3o4xtvvNHMFoMRFxdEW32IwJe//GUT4vVCJj4hhBCFRApKfEf89m//tpmZffjDHw6zbl+obm9vL2ke8qY0ztLg3a+53pTfnnPlYf/D4TAqFohZfrfbDUoHbtW1Wi2oC6/QGo1GcCjgY/tM4YPBIDgobG1tmdmyNlOqAOR0Og2Bvz5z/Gw2y52LWT4XX8oMivZC4YxGo9BufIZz7Pf7IYM4HDvYlIlrg9+3Wq3QLyhn3+127VOf+lTUDiFeL6SghBBCFBIpKPG68MQTT9gHP/hBM1uqDMzye71eUFAI/KzVaiFPHRQIlz3njN949Wl12HHB56ZLlZnnffrqtvV6PbzHGhGO3Wg0ghKCwrl06VIuq7fZQoGgIu3tt99uZkt37W63G5QQr41hH1AznL7Jl4HPsixKdeTPjb+bz+e5irXcfq7mi3WyUqkUbYc2XLp0yT7+8Y+bEN9NNECJ140nn3zSzMx+9Ed/1MyW3mf9fj/n3WWWL0roF/xLpVIwJ6VKU2BgYu82b/YrlUqRl1rKqQLtaTQa4UENJwmOOYKzAAbY7e3t8PDmgQxlKmC6u++++8xs4biA33Jf+DZyYlWcZ6rMCWDvRe9A0Wg0wiQA54t2dbvdcL6cXxBt+9jHPmZCXGtk4hNCCFFIpKDE685TTz2V+/t973tfmMlzTBIUBWb+UA/1ej18BnMbly/nbAj4zpd9qFarkZt5KjM6TGvNZjMywXE5DagqZFqo1WpR5ovZbBb2y6oE7fElR7iIIcyXHEuG7bHPLMtCG31evFRcWbvdDs4gAC7oeDWzkKn9l3/5l02IIiEFJYQQopBIQYn/c774xS+G9z/0Qz9kZguVAvXiszpwEC+/Qjmxqzq2h1s0PuOgU84PZ7ZY++EM5GYLZQQXbBwTv+eAVCieWq2WWy8yW6gmHAPqkGtM+Uwbw+Ew7NevuXEePaidSqUSufCzivOqs9lshvMD+D27rEs5iaIiBSWEEKKQSEGJ7yp/9Vd/ZWZm73znO6NgU/bS82opy7KwzgTVwMGkyDXHa1YAayxYv9nZ2Qn7wBrNoUOHIjd2bo8PsuV6Sthue3s7yknHufi8SkpV5cU2jUYjSoM0HA6TQcTYpw8mzrIsCgDGsTc2Nux3f/d3TYgiowFKXBP+6Z/+Kby/9957zWw5GPX7/WCuShUlxAMYJrB2ux0GKDykG41G2B6DAMxuly9fDgMCBqhms5kr32GWz2zhHTNarVbYPxwidnd37cyZM2Zm9ud//ue510996lOhvXAYWVtbi8ybcMZoNBrhO/TL1atXIxMfts+yLOdkgn36HH+/9Vu/ZUIcFGTiE0IIUUikoMQ155lnnok++77v+z4zW6oNdruGQoAiaTabUe44VlD4DGppa2srKBHsyyzOwg4zGrub47tOp5ML2jWzkEUiRSrw9dFHH40UFGdD99kuJpNJrlwJ90Gr1YrMhaVSKWwn5SQOIlJQQgghCknJp07JfVkqrf5SiO8yP/IjP2JmS9WAoNlGoxGykmMtqtVqBSUBpYPXK1euhHUjzmGHtS3Aa0A+s3i1WrXHHnvs9Ty918T73/9+M4vTPXHgMFJOCXFQmM/ncXp+0wAlrjMeeeQRM0t75WHAGY1GofgevO6Gw2HkNcfbw2Hi8ccf/26chhBvKFYNUDLxCSGEKCRSUOINyUc/+lEzW8YHcVYHKKfPfe5z16ZxQrzBkIISQghxoJCCEkIIcU2RghJCCHGg0AAlhBCikGiAEkIIUUg0QAkhhCgkGqCEEEIUEg1QQgghCokGKCGEEIVEA5QQQohCogFKCCFEIdEAJYQQopBogBJCCFFINEAJIYQoJBqghBBCFBINUEIIIQqJBighhBCFRAOUEEKIQqIBSgghRCHRACWEEKKQaIASQghRSDRACSGEKCQaoIQQQhQSDVBCCCEKiQYoIYQQhUQDlBBCiEKiAUoIIUQh0QAlhBCikGiAEkIIUUg0QAkhhCgkpfl8fq3bIIQQQkRIQQkhhCgkGqCEEEIUEg1QQgghCokGKCGEEIVEA5QQQohCogFKCCFEIfl/L4BEgSO+RZIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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6tVqt3JIF9AVXSObfcSQpYL8grte5c+fMbO4TQ2g72litVkN1XfyOr4O/ruwT4xpROEecZyrdls+Gz/44XK+TJ0+Gc5KCKiYaoArCgw8+GOWy4xLb+Ifj0gX4Hp+x+QPb4yE7Ho+jdUfswE8FZgBvEjRbPARhLuFM2pwbDa8+CCM1QLFD3pf66PV6UfvxYG02m+HBjYHqypUrudyEfJxarRYeSHCcNxqN0B5fBiTLsih8fDKZhLahLzjs2q8Tq1Qq4Zg4j3a7Hb73pinO+oG+nc1m4fyQNw/tSq0L4tB8n/GhVqtFg+JwOAxt9Ca+LMty2e+xLzb3mZndd999Zja/bsiLiD7h9qId6Du+H3hy5SdHvFTCTwaGw2FUBoYnFDy4oQ+QvxDr0RDwIoqBTHxCCCEKiRRUQThz5kykVDhs2Du7h8NhzrxjFhf+M8vPJL3ZCfBMO1WA0OeQm81mQb1Abezt7QXVxfnPzOazaa8s2EnvQ9A5kzpmu5PJJAqjxnHW19fDTBgKgzNh8wwev4epCXAtIa9qxuNxeI9s3KlaSJVKJaq5hW329vZC6XMor83NzWhhrFdSZvkM81B82C+ufaoAJKtan7mhUqmE7Tnjh1fjrFj8/cMqEmoMZslqtWrf+ta3zGyRYZ7zNfp9scpm07L/jBWhz3RuZpGJku87v4C8Xq8HEzXuBymoYiEFJYQQopBIQR0zKOG+sbERZsq+Qm6qlhBXtfUzfzOLFAsvfk2FEHvVllJQPHtFMAJm9OwTwwwVCqrRaERO6HK5HM1o2Sflq/5WKpWc/8osXyLe+zam02lQDehXtOHw8DBXahznCxXgF9kOBoNwbjhfDs3HTD7LsvBb+NBwHoeHh2E7qI719fWggLAvvoa+/WYWKUu0f3NzM6g7Vlc+cIX9Nbxfs3wgzbIUQ7x/VmFQrlCyrVYrvL948WI4N6/eOQjCqySu9Oz9TZy7D33CflZvcahUKlGWfVbGDzzwgJmZPf300yaKgwaoYwYPmul0GpXNALzKnrMppIrCmc0HJ+wLcJ41v+5oOp1Gufv4WKnsCD6Qo9/vRwEWePhyW3lw9JFWGHC2trbCQ4cTfHrHOj+sMeDwwIPfYvDCdzzgoI1ra2shqs0Xx8uyLAqqqNfrUXaPfr8fzsFHyLXb7Wgt22g0igZpzrDg15+xiQ/7wjU9efJkGGDxu42NjXB+qQe3L9dSrVaj/IicrSGVMxHtRrAMBqoTJ06EwBW/honbmDLncbSmn0zhd1mWhfsG58HbexMfT3A4ryWOj+AOUSxk4hNCCFFIpKCOGZhIOE+ZN7fxKn7OQuDLunMeNcwSOW+aD9XlsHFvzmMVl8qHBkUBpzJn04ZZCcfjkOlUmLnP8dZqtUL7uby7n9XzK5zcvHYJx0Vb8V2WZVFeP86+zSYgs7m68f2SZVlUWuPw8DA43Tl8Gq+sls3mpS9glsP5ctl132e9Xi8Kv4dC6HQ6QcXAdLe+vh6ypHsFNRqNQrtx7TqdTqR2oAC5tAaOzcoe6vQb3/iGmc3vEZT2wDFZ9fignCzLIgXFqsdbEDgEnRWUNyGyOvf/V/V6PfTBgw8+aKJ4SEEJIYQoJFJQxwRmzvApcL43nwWCc56xkvI+Il48i/3DR3Dt2rVI2fDsPhUQscwHVSqVooWNXFsHx8FMnjM9cD0o7+jnnGpQP+zv8CHEaA/2zX02GAyijNmc5ZsXy5rNlYL3EfFMG9ux74QL/aEPoKB8ODXvF+e7t7eXu/7cj1mWReH6+/v7QSUBHJsXqXLQhvdTcvg73nOouM8Qjjb0+/1oOUOWZaEPcM2fffbZcK6+7P14PI4CaXhxtg+CSQU2cP/7rPmc7QL9zvWqOMQe5819ZWb27ne/28zM/u7v/s7E8SMFJYQQopBIQR0TmGkj2uv27dth9uoXS1YqlSgEl6Oe/Cyz3W6HukWYca+trdnVq1fNbOEvwPYcss4zaO/jYgXFvh6AWWjKhwYVwG32ygnbcEQaVE2z2cz5kPi706dPh37ENvv7+1EoOdq1v78fFA4UzNraWjLXnNl8tg+VwZFoPlchq1ofIXfr1q1cyiKzucqCyvSVZrnEOlTqCy+8EPYHnxva8PLLL4c+YN8YFAKuHUce+kjDnZ2dKP0Rzo37jMPAuaoxtzXLsrAwmf18Pl0VpzJCG3EdOLeeV0apZRDNZjOXgR79YpavQA3K5XKUr1EUCw1QxwRMcHjwXb9+Pfxz+bxvHP7LDvxUgldsA7MXkncOBoPgME8VpePwXbymCg9i/z5RbaqNPJj60uC1Wi0aOPCg3NrayhUexPZcasRsMbifPn067AsPyHK5bLdv3861A+3vdrthHReHgaONeLBi+3a7HbbHA56LPPK+0I6vfe1ruX29/PLLueAFs/k9gHPBd3ggdzqd8B7ndPHixZx50GxxbW7cuBFlEuEkt9gX2spmS0xidnZ2QukQnDsCTEajUS4zhdn8urJJ0ixf8t1f32q1GgXc8GTGmxzr9Xq0PoxDxf2A1ul0kgl5zebXy+cNLJfLof+43aI4yMQnhBCikEhBHROYyXJeM1YL+AzbeBMf58fzIdCc1YE/wwwYzm7MGtm8wU5rn0WAAwt8Ofh6vR5ltmBHuF84zOfns0yzuY1nu34GjHPc3d0N++KFpt6syM50KDSYWtfX10NY9H/+53+a2ULl3n///VGmhF6vFwVtdDod+/a3v21mCwWFv/f398N2p0+fNjPLBTygf9DmjY2NcG/ANHv16tXQLz4A4ejoKKg1NtP5+4WzdvjF2X6BuN/eL67tdrtBpfoAjdTCW1ZQnMUErzg3KChebuDD5DkknjNz4B6CsoPKPjg4iPqgXC4nM5yL4iAFJYQQopBIQR0TmM2xsuC0Pmb52a/3N3F2cp9VezQa5RzTOA6XSOdXLmzHigszVB8MwDNP9in5WXEqyINt/N7XxnnjoAIwO+aFsf710qVLUXDCeDyOyqlzP2P/UEaNRiPM/r/yla+Y2aJ8/NbWVpiJc/0obI9+6vf7YaEqwq2//OUvm9lcjfmghEajEfaHNnJQABQdpzPyBfn4PkJ7uN9TGbz9d5z/z++fF0z7QpRHR0eRgmIfpg+q4EKXXpVXKpXo/uFURICvpU81Va1Wo1RH6PONjY1ooXq1Wo22Q/tEMdAAdUz4NTH8GRy9HGTg8+dxAlm/ep6r28LJPRwOw7G8+Y/XYOEf/MSJE8EMycECZvN/4suXL5vZYlCpVCpRhBabePyxx+NxGHzwYMXg0u12g7MeJjXeh68gjP3xPsbjcWiv375er4eMDLy+Cduhz/CwOjo6CueJ13a7HUWA8doxOOfRfjZz4rptbW2FdiDikAsW+vuhWq2GwQ0ZJzjLBGfzQJ/5irSc1SNl9uPkwmb5iED0LZuGfRkPtKfZbIaHPrZptVqhT3G+bH71/TmZTKJEwpz70a9N43InXG3ZbD6x8Jla2MyJe10DVLGQiU8IIUQhkYI6Jtg5bJbOo8cZEDDzxcyw1WpFyoDzy7300ktmtpjt3rhxIwpsSJXWwP43NzeDMx+zVxSjm81mUflyngEDzhvoy9NXKpUoaANrVvb396O8b5yrELCphs2b2CdnGTdbqIe1tbUoGzuXdedcc2gPF2bENjgm1FKj0Qh9zOZT9KvP2r69vR1MfNge59RqtcKsHiqMv4eC5TIU6H8OqPEl0/kaof28pg3782bXGzduhHNHW1NlYFixQR2ij1utVuhb3gd+79XYdDoNv/VZR4bDYdieFRG286a+Wq0W9ssh9/5/aFmFAHE8SEEJIYQoJFJQxwRmpphB12q1MFv0zuVyuRxmnnDqDwaDYMf3M+fZbBYc7Fysj/0zZvmsCH5VPpdRx7Hf/OY3m9l8Rvy///u/oR1m+Rmtz5vGzu5UJgZf/puL0XHgBGbdrCJxbLTf13kyy2e7NpsrKByLfUvoMz8LR0i32SJEHK+8j8FgENroA0X4/aos8mjD3t5e6B8ov2q1Gs4dtZbQ/+vr6+GcuAii7xffF7z9aDQKKtYvYO12u5GCSoWNs18LCgr7aDabQRVCgWNfrOK5zX5ROasmv7Sg2+3mFmObLRTmaDQK/08IkNnc3IwyoqCtohhIQQkhhCgkUlDHBJQNKnnW6/WorDUolUph5gxVM5lMwnaY9eF1NptFoeT7+/vJMvDY3mff5nLemNFy+7wfi7fziogXbXLaIZ9VHYqoWq0G3wD6aTweh1lxKsoxNeP3oedoD/uDkNPu5s2bwW/n27W3txfOnVPp4DNE1FUqlaBqoR44lN4vML5582bYH5TH9evXzczsypUroT9YMWI7LPKFums0GqG9OGaz2QxqEMeEQuOF3hy96PM7csg3Ky18xz4e7rPpdBo+g5VgY2MjnBPC09HW0WgURZKmokv5PvLXnNvm72eOGkXf3XXXXUGl4tyeeuopE8VBA9QxgQcvZ4/gcGWzvKksFcLtMwDwWiNfkM8sHvjYKY1/Xl4TA9OSL8zX6XSS5io/CHHewFRxRW8S5HIXfoCaTqfBHIOHDz+gfFACJwIF+O7y5cthXzBb7e3thff4jk19fpDb3d0N++N24dzxUMbr0dFRdE2uX78eAk/QB8ga8Y1vfCPKXjEajaJ1Shx04B39vJYNcJ/wtcbfHNhiFpd+4bbyNfT3D6+tQ7aO7e3t8BkmBhhg+/1+VN6FCxx66vV6tC6LB7RUWD2XCcH26LNUoUhx/MjEJ4QQopBIQR0TbG4CfobNZjR8xmYWX+qAQ4n9yn7O4OBnxazOOGzYh7vjeK1WK3Jol8vlyNyD35fL5Si/ICvAlOkxVRoc54l28DlCxeAzXoTpF0VfvHgxtwjXbL5wFOY5/A7bsBqAerh48WIwl2H7Vqtl9957r5ktMhPA1DcejyOle/PmzSjQBcri8PAwLMqFOezg4CDKUYi+4LB6DpZJKVd8lzIlexXG1zkVzIL9+wW1/X4/9B+UIDJzmC1UFRTUdDqNMoovsxygfakF6sCHj/O5wYzaaDSifhfFQgpKCCFEIZGCOia8ypjNZlFIMNv6fZgw517jDN5m+bQ9POtl5za/sprBjPLw8DDMbjGT55x/3oHPM2yfS7DZbIZjcYlyH9yRCjMH1Wo1KCj0AZewx35TYd2+5PuLL74Y2sq5Cjk8m5nNZlG2bnbqI9Bhe3s7ZEBnPxBe4SfDd0dHR8H3gf3i736/H37Li5DhU8G14Mz0Xi3xfcC+GN9P/JnPcM5BCqmS7MAvFq9UKsF/yIoFKurChQu5fVy7di343xCCzvv113JV8UOz2DrAag/t2djYCNcan4lioQHqmPAmkVKpFBVbA5wlgKvKpv4JzeamJp8Es9/v25UrV3L7ZxMJ9sWF3rAmBkUPYa4yWzzw2AzI5TJ4X5yDjR3z+N7nSOOCiJzhwmdp4AJ6qQwAfn0YP+RSkYacmYJfeYDiEhv+fLe3t8P6KDwMOb+gHxS73W64JjD1YYA6OjoKv0WfHR0dhYmBj87LsiwyaXJf+T5hkyz6EcdL9WetVovMnFw00J9bpVIJAw3njMQABVMo1kXdddddkYk7FanKkyt/3/P23kxutrhnMaj3+/1o7ZgoFjLxCSGEKCRSUMeELxlRr9ft/PnzZpZ33JvNZ4Z+XVMqdJszYWNWj6zgWZaFgnY4JisEn8tuMpnkTCG8r1KpFBV4y7IszFB9eHq1Wo1y2bE5idfOYP9+HU6WZVFeOTaFptZZ+aCE1Eyb1dIyBcXmJOyzUqlEJcq3t7dD2LhXvBwGznkJ0cc+QINNmqDf74fj45heuXA/TqfToAx8nzWbzXCdWOUty62XKt3RbrdDH3kTaKlUCgqKzc1ve9vbzGxxLyGrQ7PZDPkFuQ1+OQMHdvj8kWtra1GZec72DrWP18FgEJYB+IARUQykoIQQQhQSKahjwi9+LZfL9qY3vcnMFioDM0pWDz58HL81W8wkuRAecraZmX396183s8VsndXGqtxxXs1wXjPAQR5e2VUqlbA9+4W86uHjeqc7h877Evfso+OFzz5QAYqBF3RyAT/vF/TnzZRKpeDfw3W7//777Z577smdE1RWu90O/c/KAu+hYthXlwq1B95Hx9+z6vBZwzmUG9tHojsAACAASURBVBkVsE23243yQKYyi6BfOBdfKizdZ4Hodrvh3vNh76VSKVo2kSrCCLj2FvpsfX09l5mC98/10HjxNIJa2L8qioMUlBBCiEIiBXVM+GzdZhZ8UJgRcjVc+BI4Is37SqAQOIqPc6RxVmzel1msEjjPmq8ymoqY4xmzV0blcjnKcM6KyM/WeRFmatFmaoFvKiwa+Ezb9Xo9WXIc/eNn95wVnNsKP9CDDz5oZnMFhUWpUBtQWZ1OJ0RFsl+Iw+7N8uqNqw+jral+QXu86uToQ+9D63a7Ubl2zvnoQ/M57dAq31xKQfESA7+4mUPVOWTeLJ/v0N8j5XI5vMf9ySm4/NILTn3FyyXQf7heolhogDom/IOGQ765aJ3Z/J8Z/4T8D80mPbOFuarT6UQDVK1Wi4oepvLo8d94APgH93g8jtZScdYCX0YjVQhvMpnkHPse3x4ecPA7Nv948xaHjXtTJT/cGF9mg3/n21oqlUJ/Y4C6cOFCruCj2eLB12q17Omnnw7HRxu9aYz3z9uZ5e8RwNv4YJNlRQDN5mY9mJI5CbAvrc7XFIMQ+imV85GP4485GAyiY3KuQJ9JgvvFTzKq1WrufjebZ6zg/sZ54vc+lLzZbEY5DUWxkIlPCCFEIZGCOib87LhSqeTyyJnlSzv4GSTnt8MMEr/rdDqRSaparQYlhBkwh+l6c1ulUgmOY7xiBnpwcBDlw+Py3H7xZrfbjRQIm58Az/xTgQk+CIMDBTgjB9rFYfTcLj5PNpH5DBLcPm/2q1QqUe47zmbucy0uy3PnrysrHl+2PFXUj4MUfP/wsfyxeWEvB5ikAlbwmrpeyxQO7wd599rtdvgeyoazlHDACvrOf4b91uv1cD/zQmm0EYoIJvRWqxUWRUPt8flKQRUTKSghhBCFRArqmEDJ9Le85S1mls8/5/0S7MPhWS8v+GS4BDpmi51OJ8xGsfCWQ4qhiHj2ijpECFX/5je/aWbzdDyYmXK7/GyaHe6rMrSnfCdesZjl1SZvzwtvOVDAF63jffkZOasBkMrkzcoUx0cwy2QyiQr3cYCJD/LgNvlz4mOygkqlgDKbXwe/fargX8rviDY2Go2oPayGvSrnIAnvH5tOp1FxxXvvvTdcc4SbQ12Vy+WophSrKn9ujUYjFxxhZnb69OmoX2CFaLfbuetkNldN+H6VP1QcHxqgjhn8E29ubobkmkjSiqivW7duhYgrduAvi1zj7/C7tbW1cCxEmnFeN5jv8A/ebrfDan/k4nv22WfNzOyll17KJVnFeXiTET8ofdQZkwpY8A9KNmH5bTivHL+mBq1lx+S/fYBGaoDiBzYc//1+PzzwOOOE2TwAIJUfbpmJjAMceIDyZstUJgw8nDmhrY+oW1YeJRWM4M+XA3zYXMb75z7DQHLhwoXcPY0+M5vfRxxlif37tWnY14kTJ8L9iwFqNBqF9vh1UPV6Pax/wmSs0+mEyRpH04riIBOfEEKIQiIFdcxwsTvM4lB2AK9HR0fBPMGqwBcSZHMPh9eazWeeUEIIgeasBd5Jz2upODuD2Tw8169/MUuHc6MN3nxpZpEJjpWFn8FnWZY01WHblIICPl8dr/FiRZHKxIBXv4/JZBLO6dvf/raZzRUCfuNLg1y6dCmoVD7OsqAHDqrg8/DqjtdNeQXFgQ0+Uwjn1uO+9qqNFZ03Ww4Gg2Tmffw+VaQSv4WJ74UXXjCzudUgpcZ8YA9U0IkTJ6Ky7r1eb2mG/FKpFH7Lv8Nn3kwuioEUlBBCiEIiBXXMsL8GCgpZxzn7OFQSz2x9WHdqhT+XXffl33n27sOLzeKy2RzW7rNX87n4MHP2X7CC8iXlV9Vr4rxvqf2vyg2Y8l35kGlejOvVBu+L60Jhlo6ciZcuXQqzeeyLlQKubyrLhVdQfD6sAry/kcPafbZxVkR+e849yG3A+fnfMRzMAB9nKpSfF/Siz3BM9Av67vbt25GCqlarwb8E3x78p+vr61HQyeHhYbgmnFUdbfWZV9jSkLr/xfGjqyKEEKKQSEEdM5zzzNfuYVIRaT5ajmeBfqbNCgEzVa6X5P0uXG/KR291Op0wU+XFrakwZ+BVDM/gfb64arUa5YRrNBpLKwjz/tlHlMpNh3b6Bay1Wi2qv4TvsiyLoueGw2GY6aMK7qVLl0J2bLQfvsMrV65Es3r0A47B37GKTLXJ58pjlbpK/bDPylfITSndlE+MU2b5vmW/k1fIrKBwryNi9fDwMKfGcWwcC9F2eC2Xy8G/xzW3lqVeqlarYf9cUw1AqSFt1f/8z/9EfSd+8GiAOmb4Ie7zn/EDNVWewA9kq8xD1Wo1Kj/BJRi8M71SqQTzzcWLF83MbHd318zmDxMfNl6v14PphxOS4hyXldbgc+K2+pxw7XY7fI8HDK+98WY5zk3n4TVM/BD3JTu4Xany4j7I49q1a/bSSy+Z2cK8hYfnaDSKSo5zhhBvruL7gtvhM2DwJMUPLqlAC75HUqU1/OSCTYI+UMQsH8RitjD/8Ta4D65cuRK2R2AJT5J8CRrOzIHAHmQ12d/fD4M/m8J9sA/fzzgWl3zHeSJRMwYqUQxk4hNCCFFIpKCOmVXF5VJh0Rwo4FUVZqDT6TQqEMgLRQGbq7zJqFwuhzD3r371q2Zm9uKLL5rZ3MGdWjCKWS4WHHPJ+lVlMHwOvFqtFs4TCopzpfHiYO5Dbg/P4L2S4hBoDrv22cxTOfBYMeA9csHdvHkz9BFm+qxWfRb58XgcmfjYROaDQfh9KmwccF/7jO4cVMHBCDimVxC8fxwb15dVmF8gm8qFeOPGjfAeZlEu4ZFSyOiP06dPm5nlFtbi/sK+uByJv16sgvn+8f87ULmiGEhBCSGEKCRSUMcMZotHR0fBYQybPS8e9DnParVa5F9I1dPhWaN3IPNM3iuu2WwWpaWBzX82m4WZLIexQzV4PwqnKeI2p8qK43OvDnlBqM/7xrPjlJLgz/A3js35AP3CUm6P/4wDS6A6rl+/bpcuXTKzxYyffSJ+OUC1Wg0LRRFGjXbB/4fzw3feR7QqYITxgRPNZjOqD9br9aLcdF6tmi38aqxAfKFA3i9+y6oH/kz8rtlsRv3faDQilcx+Wr+QvFQqhe19wAv/zeoT9ztefXFOcbxogDpmeDBCTjc8AHwCV7P8g8Y/rFKJW/mf0T90+OGWKmLoy1oAzhPHkWk4Fx8h59/7v30SUn7wAXaAp6L/cC6crNVHJqZy97EpyOeTS5XnwDqcLMuCaQ8P+nK5HK7h9evXzSyftQN9hgSpa2trId8hBi08uPf396OgBM4W4QcoPj8+Xz8QY/t2ux3MptwveED7B3etVouuOU8UfCQp52bEsfv9fph0+WvDAw6bIfE9zIpsMkX7MVniAoo+SGI4HEbXnKM5cY/LxFcsZOITQghRSKSgjhkOQ8YskcOQzeazVx9ezIEQIBUGnMrkncqCvkpl+FdWULyWBCZAn6WBw51Tue988Ebq2MPhMMzufYAD75fbn1q/ZTYPYPAZHxqNRjC34TiYrd+6dSuYvjj4AfvnnIYw08JxzwX30Dbso9lsRs5/VsH+ejYajXAufp3Ssr7wGTm4uCJnVMDrsrV1HPLNplkf6ILzrdfrUa7Iw8PDaK3fqtIgjDdLl0qlcE2wf14uwYEfODcfFMJmTm/uFMVACkoIIUQhkYI6ZlJZI1KZIcCqIn28zbLv+JgcROCd7eyz8sdO+aBms1lQg77sOb9P2f/9ol8OS/cBDrx/dqp7Zz37X7AdfD9bW1vBf8SZKuAPgsJBcMjLL78cfE9QYRy2z7WHoCKxYJczHwAOmUe/oKgf2ogikWYL/wtnIPcBBex/SdW9YpWHz72qzbIsUiApfxDga4P2cI0xAN/krVu3oqz2rFi8/4izmcB3hW263W4IuIAq6/V60SJ09sFyLkmz+XWGakZ/QwGLYiAFJYQQopBIQR0zmEmyHyZVTwmkKtOm8rOl0h4BPxPmBZEpn1UqGg77xWx0bW0t+AT8LJ/rALFqgvryOfZYAfrIK4aP42ffXOMKagB58nZ2dkJbQb1et/vvv9/MFioGC5Vns1n4DOfb6/VCe6EQ9vb2gnKCQsPMvFKphAg/rqUF1Qn/CGp2HR0dhf2iL3q9Xjgn+Ex8VJx/n6qM679jJQSFg/NMhf6zuk3VjcI2aBsUDi8IT1X69Z+Nx+OgHn39sV6vF/qHM5j7OlDcF6maUv46Pf/88yaKgwaoY4ZDxFMlEczS5phV5STq9Xou3NosX/7bFyDc2NjIldnG9sCb+vjhjwdlp9OJBiguy4D32O9oNAoPGB8UwqRKoPsMC2yi9AX9uP04383NzfBg4gc4PsODDA/pu+66K5jq8Bmb6fDdYDAIeQvxGYIgZrNZVHQSv+Fj3nPPPWY2fxAjxxwe9N1uN1r7gz7jQT1l4ktNVHygC4eGexPcsgTGft0Qzmc0GkUlWVL7SOUeBFmWBZMbXlO5+3hy4ku982CKa4cBqtls5gqG8vmKYiATnxBCiEIiBXXMsNLxGRK4IGHK1OVDqznLhA8rzrIsFxBgljd1QAlhhnp0dBQFQnA2CygPVhvYhzcvctkEPo9UkUG8ptSAD7Xn3/nFvvw7P6ve3NwMs2lemMkza/47y7LwHiqLzajcnv/+7/82s1hBjUajKNO52eKa4TMs7B0Oh1Fm8E6nE66FLxSYUk1sivX3ynQ6zakd7jucn9ni/mTzHAe8oK+wD6jiyWSSW6CLz1IBPTieD1kfj8chUCW1FMGHqvNv/ZKEtbW1cC1YfbIi8/sSx4+uhhBCiEIiBXXMcHlub/9m/0Eq+7bfjn0/mOVi9srlwrEd1ACrH9j12cbvw8Y53Jln5N4xzQ5w3q/ZXJX5wnGp7O0pVZWql+UVFPs0fDHAra2toKCgdMbjcaSquF3oK/jZeMbPKYwQ5ICADM5P6NsxmUxyi3D5dXt7O6g2KKmjo6NQRwmplHxfcB+k6kFx//ggA94e/ce+Q6+qUkqXc+X54Bfev18+kCqWyPtdpZr5voY6wvXC61133WXb29tmtvifODg4CEEq/v4RxUAD1DHDD3+/VihVSI6d5D5jQyqoAqSKHnIUl99/rVYLD1Qflcc54Xgg8ZkAeKDy0YfD4TAaoHj7VBSWjzTk80A72NmN7THgwMTT6XSidUE4B24P9t9ut6PAEq5QDE6ePGkPPPBA7phY31StVqPsFbwWDIMjBsBOpxPagwcrJ6j9yle+kmsrP7BT94GPxJzNZlF+vnK5HK2DSkXsgSzLohIx/jjYr2dVAc6UGXtVuRY+DgftmC1MpqdOnQrfYf1Uv98P5wtTov+fEseLpgtCCCEKiRTUMQOTyGw2i8qccz4xHyrdbDajdUSsZrxTnFXYKgXFYdfejMcBHak1NMsUVGqNS5ZlkZObVZnPpcbH9OqHZ73I+MDZImDGwzqnZrMZ9sHnmyraaDZXZT6PW2q7RqNhP/RDP5TbL0x89Xo9rKXiLAc+1JtNvj4LxGQyCet1sF+Y6ThEnPPz+SCKVDl43t6H8qdKfbCqwRKBlFkXvBKzGd8j/FkqJyD6JLVUwJtKcT43b97MZYo3myso7APrn7BWTRQDKSghhBCFRArqmGEF5WsycS0f70xnH5Sf9TKpzAGpkuYeDoSAeuDvvAJhNeDhIAn2M/j9s1JDX3g/mNlCPXDwALj77rvNzOz8+fPB/wAfDtRHo9GIZtgcROL7M1XbiH0mfE7wffiaXhwWzYEFy65FKmy8Wq0GhYggDBSVZIWcUlCAVYrfnnMgpgoiptrmA2lYQXkVvyyQA8dO1bOCYsI9gmu+tbUVricrX38Ncb329/eja1KtVoOqhbrCqygGUlBCCCEKiRTUMcOpanxF11RmcVYd3gfF/gzsFzNIrlgKeBGv3wdnf/a/q9VqkRrj36Yq0qIdHO3lFxhz+iQcm1MB4ZzgU4KS4uq5+Gx7ezsoKI6kw3l73w/3gW8/n0fKb8e+HO9HhI9ofX096d95JQqK/TA+6zn6aTQaRQukU6pn1f5TNaXQZo4yXVVenv1TqYXYPms+q71UOi+cn6/Hdd999wV/H3xKt2/fDioJr/CR7e7uhkg9HHtzczP8z0EJ/su//IuJ4qAB6pjBP+zR0VH4Z+FBxSxvLsE27XY7Kv7GpdxTphpvyuNByT+weV2WN8HV6/VkgtplYdo8gHDQw7JEoxwkwcEJPighVRwvVWDPZzTgByX2ycX6fKg1P4Q5iMFnK2CzKPbBA5QPIllVMoWPyw9umLgQ8IGQ6Rs3boSHMieZxW9x7jyIpYISfFg397mfSPB2fl+pAYonWn7ykwrC4O9xrWFC3d7eDmvO8B2X20BfINlsv9+PJgidTicyq4tiIROfEEKIQiIFdcxg5nZ0dJTL/WaWVj+cBQIzZV9aezabRQsOeYYK2Lzlncqz2SxSTjzbTeWA80EArBh8nkH+3reHw4tZnXgzGNrXaDQidcVqJtWfXi31er3ILIrjsDrkshWc+xDtQR+g5Dtm8jAvmS3MVbVaLQqLZhWRyluHY913331hOzOzy5cv24svvmhmi2KJHDjhFVSj0YiygacUFOfp84qR+28VfJ29GS+1OJu38RlIWL3h3GD2vHLlSq44Ip93v9+PQuAbjUZYvJtSsOL4kYISQghRSKSgjhkuRgf/gi9XnQpwaDQaYXvsw8/8Pd5HxCXL/Xep1DmsZrwTnf1eKd+Dd+CzHyi1L784mBWLX7SZKlg4Go2iVEp8jl4tdbvd3Gybv+O8e3xuPrch9wt8Q/CZ7O7uBuWEUPH19fUQ8JEq8pgqAojjI5weqrvT6YRzR9CAbxu3n1Wn7x+Gj+39iNwHqSUGqXRV/pxS9w8rcL+YGyquWq0m64PhuuIawqqQZdnKFFlSUMVEA9Qxw+UMgHe0f6d1Sp5UgUPGO8C5lEFqHUsqo0QqieeydVClUilZ4TeVcxDHg+mFc8L5hy2b7nBsBI7cuHEjV/qBz204HIb+xgNtMBiE7X0EWJZlySg7PARBKhgE53Ht2rWwduns2bNmNnf0p5L/ApgwU9/56DYOGkChw8lkEt1feGXzIgflrFojlxpwfHDNdwo28IEnKRMfHw/Hx2SMC0Zie/7f8dlDOHMJ+gIRkO12O/TVU089tbLd4niQiU8IIUQhkYI6ZuDYPn/+fKRYMLNNrWdJZT9nJ/MqBeXNeezoZjPdshDiVJZsdsj78PSUAuDZMc6TQ7gxE+acfD6rBGenwDlB1ezu7kbryrjUB9QR9pFlWVBQMM9BSXFxQg61hvmIlaUPleZr6JVct9sNYdBoD9ZutdvtyPzH2S78GrKTJ08GZYYAjYODg1zxP7N8EcxU/+Azr6CWKalUqRSwKj+fhwNv+NygmBAIgb852z6uW7VaDf3nlxb0+/3QF+jXzc1Nu3LlytI2ieNHCkoIIUQhkYIqCL1eL5mBwSyfyRsz5mazGVbV45UzS/sy7ZwtPbViP7WQ1vuZ+NWHjfOMHN9xEANnDMAxU9m0zebKyyuo8XicDHbg3/H7o6OjaDEoqwhf6ns6nUZh4z6jOh+bi0iyqvXqF4rl4OAg5+/CZ1BQ+AyK7tSpU1EIesoXiXNbX18PCgqq4MqVK1FZeoRfpzKdM141pxTOssAJbOP9Uxzs44tzppYusIJiZYnt0Z/os0ajEf4X0J8o7Mj3P/xZm5ub9s1vfjM6d1EcpKCEEEIUEimogsD1nTALBMPhMMwcEQnWbrfD7BIzyKtXr5rZPIrLh1hzJB1gHwHnBDTL+6C8H2I0GuVCzs3mqscrqFQ5e44g9IoO33EtJF54630arMB8G9lvl1pojPawX8i3OxV5CDjsnVUn+sAvnh6NRlGU4MHBQVC9nHIJv8M1gcri65eqT4XtsA/2U/pzGQwGkSJN+Tq5r1PfefXFKs9Hi7KCWpUNn/P/Qe3g/sf2/X4/9B3C6rMsC32G3yFf3/r6emgH+6l8JKYoFhqgCkKr1QoPMJQm5wSreNDAwbu2thZCmL1JajweR6aj1EOWzTN+gOIBwT/oUznkeO2SN0Xxwy1VQDEVXpwyMaX2gbamvvMDU6qMA/fLMhNftVqNzFvL+gAPUFwnXKNutxut6ZlMJiEgA2Dwun79ejDVYV+tViuYPrH+iU2hXIgPx/GDLdrKuQdXldTg7CCp0PDU4A/8NeT9+gwUXMKFwf/E7du3o+P4AXw4HIb9YxBCzsKtra1g7sP/13g8tr//+7+PjimKg0x8QgghCokUVEF47rnn7IEHHjCzhXkCs++Dg4MwU8VnrVYrvMfMEw7wZrMZBTGsKiCXZVk0Y15WoA5/p7JXA6+geF+8jQ+S4LIPqdB2/57NfymV5EOlffZ0s3wxxlR5CLN5/0LN8gJfH+rNJi9ki8A2165dCyYpDlyAYoLqwcJRs8V9ALW0sbERFV/EotNmsxkUFPY5m82ivuVr7kPDV13zVFAFb7PKJMjHXpbxvlarRap2OBwGdYTCjLAImFkUJDEajcJvYQo/f/586C8cG32o8u7FRwpKCCFEIZGCKhCY/WGmzSGzqaKBPHPHZ9jPMjWQIsuyKACBF6f6HHsphZNSVamABd4+pbT8b/k7H9iQSpvEM3gfFMKh+l4ppHxRnPnbB51wbjd29GN/uHYIZOGZP9o/GAyi/YLxeBzOFwrq5MmTUcoiKLt2ux0VsByPx7kgDd6ey6ODlIJK5eJLBUIAvuZetfE96LPPl8vlYBFAf3L6KfiPOK1RKks9+uzGjRtmtlCT7EfEvjhnoSgmGqAKxHPPPWdmZhcuXDCzhaN3Y2MjCnZgMx4eeDAJcdLSlBnGP/xTyT9X/Y4fPuyE99F4eCjydmxK9A83TgybMs+lAhs8fC4+MSmo1+vJrAV+4OOCiPgMD8xUsttKpRKVLUll02DTWiojB+DcgWbzh63/DMdZX1+PCjROJpNogEoNsNz+VHVdf76rAm74u9QAtWyiNJvNomwXPGj7+5/XWaVyA2IQwkAFk6jZYmB69NFHk20RxUEmPiGEEIVECqqAYLbIGZx5jZDZ3KSD2agPEU/NVDlM2GfartfrkblkNBpF5Qx49upLsnN29WWhxPwdz8i9qSxlnuNjvpLcbrw/X0iR98GBE6z4+Dtex8Xn7bMncGi+X9/E63y4X5aZwfga4tr0er1gEoTpCt+dOHEirBXia+nXV/Fao1UZy1N45Z0qu/KdrsmyHH/j8ThSgFwokotx+mPz/eDVOyso3A8IvBDFRwpKCCFEIZGCKiD/+q//amZm99xzj5nNZ8coUIewYra7Y0aIEOWjo6MojDeloDi7M2bmPNPm3HhmeZ+OD7Gu1+tRZgj2EazyGwFWUn5hKS+CTQVQpPxrr0QNpDJVeF9UtVoNfcCZ2n2BSN6HL3rIi6F5/14prsqLxwECPrfebDaL9s8qGO1JLZ59pXi1l1qUy9fL+7M4iCGloID3r/E+WIF5/12qsCf8TaPRKCzH+P3f//3v/uTFsSAFJYQQopBIQRUYKKOzZ8/aG9/4RjNb1MXhiDHMjrGYcW9vL1ntFWC2itn75uZmeI/UOxxV5X0/HJa+KvcdmEwmUVgxv0+FfKfC5JdFIaYW8fL7VVnAWZX52kasEn0131T6o0ajEfm9OP0QFEFqMXGqtleqH706RVSh2cLvwj5Arj2Fz3DsVHSmJ7WIl9WM9zum6kGtiuJL5X7kY3v/JKhUKlGfjcfjSP3ivAeDQZRBXRQfDVAF5m//9m/NzOytb31ryCmGwAleQ4N/SgwuvV4vClDgdSz+ITqbzYL5g8PGfUkKHkh8otFl+fZwnFSgQiqXHVgVouwHNjYn8QNw2Vow3obXFfky8NweXw6DszTglYsM4sGIbAX9fj+6JqVSKQq+SJngOLDBP7B5HRXaxrn+vMmRA19Soe2rMkn4Qb3RaITzRZ/hvEejUTRgLtsvPveBFjyA+2vJfcf3px+gcN263W4ua4i4M5CJTwghRCGRgroD2N3djTIxc/48T8qklQrr/k4KCvhZaWqRZCr3WiqEOOXk9gtwOeiBP/OKK7XAlJXUsu05PBzK4tatW7ns8XxuqeJ4XLSRS44gBxz2gevW7XYjM+dsNosWPPMxU6HbqYzifl8+A4jvR7x6E1wqmCVlcsQ2a2trIecg+oUDFlImu9S95M+R7yl/Ttwn/n7mQB1keYfFod/v20MPPWTizkIKSgghRCGRgroDuHnzpl27ds3MFrWBzNLpZUAqhY5XXFwPCDNNVlDL/CKz2SzMmLEgtVarJf1M2AYzYM7GjmNCvbEiWaWgvHrgsPTUIt7U73zo9u3bt6MwbS6cx6Hb2EeqACQ+Q/48hP6zKsT5njhxIpwf+oL7EH3LuRZTaYCAr+/EqsoHY7CCTS2e9rD/C/tYX18PijG1MNkH2fD+/ZKBarUa3c+pa8jfcdi92fzeQg5EXyL+937v95LnJYqNBqg7gC984QshSOLMmTNmNn9YLYtmY9MI4AEH/7xcWRTOfM55BjOJz4AwmUzCwwFO8VqtFq1fwWA3HA5D2/CALZVK4WHik4SmnN0cgcX55MzylWN5EFplAvUBE1mWRdkKGG8enE6nUaaNwWAQMjxgIoFksf1+P2eKMptHZPpryGt/sH+ukJtaS4X2pcx+fm1ayrzIJr5l+QtxfD63kydPhoHVZxZpt9vRBITvm9Tg6CcGfA39ubEJlPNTwuR47tw5MzNF7t3hyMQnhBCikEhB3SEg8/IjjzxiZnMnMGayqXBh74Su1WphdgvlhKzpu7u7wYSIoIFqtRqUDfaPstscoAEFxSUpEO7Ov/d5A2u1WlQmJDV7TwVV+PBuJlUcLxWe7vtsNpvl1Atvz/vg2b1fTzYajcK6JwSzQCXeunUrt4bKbK5AfLYFXq+UUsipUHk+j2V95kkFkazaP+8Xyqher+fWgJktTJtcUBNKPMuyFJMsXQAAFHNJREFUcH74HS9l8OZLNsX611KplFPQZnPV5kPJf+d3fid5/uLOQApKCCFEIZGCusP4yEc+El5XBQZ4BcUZueEXecMb3mBmcwc3slDw7B4OZoDMFpPJJBwLPoXBYBCFRaeUHa/69wuAOZR4VVh6qnQ7WJU9wm/D+zJbqLtU6PeqkG8wHo/DrB6qAX3N2Shw3vBX8bG5P/H9qgweqfNIheunsnCk/FKrFJTfx3Q6De2FWsL5NhqNoKpwH02n0xBM4TPeZ1kWKSj2q6X8oN4H2Gw2Q9t+93d/N2q/uPOQghJCCFFIpKDuUK5evRrs/exnwquf8Ver1TCj9eqKFzjiO67Fk/KF8KzebK4AluV0S4U0j0ajaOEq2sDH5Mi+Zbnj2Mf1ShQUk8qt5/0d7C+DjyOVn288HkdKgv01vt7R4eFhrvw79mE29wVCsWKfrBp8VvBUaH6lUonC0TkNEuBrs8y3xbkK4Uc6OjqK/GrsF4Jywn3XaDTCPev7mNVnKnWRr1Q8HA5XLiAXrw00QN2h/Nmf/Zn95m/+ppnFYeM3b96MTChcMsIHLNTr9SggIpX3jQcx7JdNNDzAMKl1WpzIFKwKkmAzG0iZDl9J9oVUBgcO20855Dn/HF5xvpwYFg9lBLBwUUg/OBwdHeVMegznWuQQ+lUlRPw159BtkMpt90rNor4Y49HRUbinsD826/mJULPZjO4Rzmri13FxKLlP5NvtdkOf8aD1+OOPLz0HcechE58QQohCIgV1B4MsBXDIY5HiiRMncrNKs3yQBMBstF6vB1MUh1r7XHNsbvMmu/F4HLb3v+PM02wCwzFTDn/vrOcw8FSmAa8eUiHWqWASKAAOmfZqrFwuh3NihYBzwna9Xi/KFsGLVAHOo9/vR0EArGZSJe5XhY0DViJecXkzIB9zVZAE5+7jzOVelXP+RbSfM8Bje69SWUGBRqMR7peUOXt3d9fMFssfoOzEawcpKCGEEIVECuoO5sknnzQzs9/6rd8ys8Uss9PphFkr1BU79TErxex+Z2fHfuRHfsTMLEpFY7ZYeMuk0uT4XG0cBo7t4aPZ2toK7fX7YvXDPiVfYj2V2omVyKpieoBrOWF27zO1j0ajaOZfKpVCIAS+Gw6HITQcx0Jf9/v9yJ8yGAxyioPbw+1PZSX3TCaTKOM3XxOvcFhR+0CEZXBaKJwT7iH0ARYqHxwcRNeJg3G43bxvtM1sfk1gFYBPj1U3yt0jmOQzn/nMyvaLOw8NUK8BPvGJT5iZ2Yc+9CEzm5s/Tp06ZWaLQahUKgVTCP7J8YAtlUqhYi9HYcGEiIcOO99Ta7B8dJ0PIkDbzOaDKY7vsylwxB6vdfEDGTv8U5VpVwUUeDh3nC9YOBqNkslWMcAiW0Sv14tyGnK5Bz9AZVkWrY0Cy7JALAtoWBaB5wM/cD+cO3cuDCo3btwI7fHXggdHf02yLAuBHBhI8He3243KlqTazfcG+gL3yNraWujHu+++O9f+wWAQ2qOB6bWLTHxCCCEKiRTUa4jHHnvMzMx+9Vd/1ba3t81sEXputpjVY4YKs0m5XI7UDCuWZ555xswsV8J7lZnNZ3qoVCphts7rd1LZt0EqA4I34/FxfPkGXjPk98m/xWetViuYHznDA847VQwQ5wQFBbXEbQSNRiMKd+d2ACi08XgcZUrgz15JpoxUEUD0/9mzZ8P5wqx7cHAQXcOU2S+1X+wLqmkwGCTLlyzLhFGpVJJlV/CZz/24t7dnH/vYx5b2gXhtIAUlhBCikEhBvQb59Kc/bb/9279tZpYLj8ZM3zvTeRbPpbvhT0gpEf8ZO+T9Ak1WUJgRcwBFSkGtCnDwhe2WlXxfpjY4/Jr3CxWAVygA3i8vFEU5d6iSfr8ffut9dJubm8EHyP3kgxe4hhauBV+vVRkzfP+zT8n3xc7OTrgf4Dc7ODhYmiuP9ws44zr2xRk08Fv0Y7/fDwrI+/k4rJ6XJCDIB32AexJtFq9tpKCEEEIUEimo1ygf//jHc38//PDDYZaLWStmoxw1xz4Enx+OlY4Pi+aZdqqKKz5D2PWq1EIM5/zz7eC/U76TZftNRZWNRqPQNvQTZvuc547TFCEDPPqg2+2GGb/PlXfixIlcNWH0k8/ozmHUCJ9OZScHy8LO/bmmfHpQO6gLZmZ2+fJlM7NI/XAbWV3h+DhvfvW5+27fvh32wXWvsG/0GS+GRqQk7h/0ieo8vT7QAPU64aMf/ag99NBDZrZ4OCB8vNFoROuORqNRZIYBXAaBy7WnTHvYPx5cqeSpqeABb2LiAoH4HdrHx2ZzmH84p3L3cXJcPCARWIKHYq/XC8dCAAUP4BzYgP7wxfROnDgRJgQ8WKRKXuBvbhvwA1Kq5HvKHOrzL45Go3Atzp8/H/aFNW945UHJmwu5RDwGOwTntFqtqHxJv9+P1pPxeWBgQh+aWSikiX7XwPT6QiY+IYQQhUQK6nUEZp8f+MAHzGyhNsrlci6rt1l+1b//bjAYhN9iFt5qtcIM2MMKikswLFsUmsorx6YmHIfLx/ugBDZb+tk6fwfK5XKUCSNlPmPFAyUBs1O1Wg3KA4ucT548GV4RgMDn5BVUKv8fflcul6Nwejaxrlpci88QeNHtdsP+oRgnk4k9//zzyXNPLQTm/HwIWkgVg+R94R7CfYO/K5VK1O/lctkeffRRE69fpKCEEEIUEimo1yGf+tSnzMzs/e9/v5nNZ72Y0e7s7JjZfIbLxfn8q0+dc+LEifA9fC3YplKpBB9FKgzZ59hjfwrXncIM3qslVgwpBZVKAeR9Plzk0Qdj8P45/N2Xbl9bWwvvkWkbKac2NzejEOterxcpFfi1WFGwCvLpgJhVOQexKPuBBx4ws3mqqVQ9LlwfXgYAvMLltkM5os2dTidanF0ul6NAFPZhsi/PLJ9ZX7w+0QD1OuaJJ54wM7Nf+qVfCg8mRE1tbW2FQcub+ur1eniY47tWqxUGGAxQKfghuiyoIlU918yichs8WPiEpxyAkEqU6iMIq9VqZGZLtZUL9PH6HnyH7bDmCa/dbjdsBzNbv99P5rdDu3zpjsFgEJX94ECWVIkSgOt73333mdl8wEwNUBjIfBQiF6nkSYC/5jBHttvt0Fb0Gd8jftLD5sKHH37YhDCTiU8IIURBkYIS9tnPftZ++Zd/2cwsynhutjDD4LPJZJIL8cbrsiwHqfDuVD6/VUEJpVJp5ZohX/hvMpmsDMn2ZR8424UPLEgFVRwcHASTHYeDnz59OteOb33rW2Y2VxbIGg6V0ev1IuXHyhTnyyU7WPHhM/4dt38ymQQlhOCUe+65x8zm4eB+aUGlUgkBE8hOjgCQlCqeTqfBJMkZ0c3yJevR/q2trRA2DpMgB+o88sgj0THE6xspKCGEEIVECkqYmdmf//mfm5nZr/3ar5lZ3u/CfiazdNBApVKJMlWzbykVtvxKYH/TqmJ3UBupzwAvEuWZu9lc/SwLCqnX69EiYfYfYbvBYBAUCJTLxYsXzWyulqBG8LvBYJALAkHbzOaKxyvFcrkcBZTgPIbDYeTT4z7H/jl7iFdQ5XI5+CDhq8L2ly9fjvIjjsfj8D0UFP7mjPD33nuvmc39XtjO94XUk0ghBSWEEKKQSEGJHI8//riZzUPQ4Yfg7NJm+UWbXMPHhwVzfj9ErnEkHmbkXGcKr16NVavVcCzvbxqPx7lqv3j1n7Fq8tFkvV4vUk4ctejT9tTr9UhBHR4e5iLWzBYLWLvdbuS34/35sG5WmJxSyadXguKBP8yfJ/aTUjap9ErwVSH9EXxFV65cSeY79NF72H5jYyO0jfGK0eeMFILRACWSPPHEE/bBD37QzOJSDZy7j3Pr8bons8VDaDgcRiHWbH7yZiszi/bFoeHYLx7WnEiWByhfMA8DXKlUCp/xeiI/aHGYOtrN7ffrscwWAxLW+bAZzecXbLVaUekQwAMUD47YzidWReJa3hefJwYQ5F9M5evjhK0wVZ49e9bM5pkwYJbjfsWAjFeEs6+trYX+QdvG43EoUfKXf/mXJsR3QiY+IYQQhUQKSizlk5/8ZO7v9773vWaWzzzNmQ18CDRnBPAKhBURFNSqhbocSu4X4E4mk8h0lFJQMIM1m82c8sOxfXAHzmMymURtrdVq4bdcWBAK4f7778+dE4eBc6mSVDFFtD8VxID9oR2c/zCVy9AHTqAPer1eyI/IYfU+SwTMvOfPnw+lOGAmnM1moR+hnKC8uMT91atXzWxu/vviF79oQrxSpKCEEEIUEiko8Yr5q7/6KzMze8973hPVKmIHO3wV8BFNJpOgMjgzt8915/1ODC8OTv3OpwqaTCa592aWW1ibOqYPAuAy7D6goF6vB/WAdnEQg89HyCoMcLCJX6jLBQXx2cHBQWgHVAyrMVZpOLY/F7Tv6OgolyMP7fHqEb60e+65JzpmqVQKgRBQTsjlWC6XQ0j5X/zFX5gQ/x+koIQQQhQSKSjxXfOFL3whvP+5n/s5M5vP1n09KI6og5qBskilRmJS1XZ9qiMwnU6j7OdZlkWKixPEphLVLku9VKvVQog9ZzD3vrBWqxVSHd26dcvMFoqF28Fh2j6yj6MLoaBwnIODg0gJpfoE+09lA8fvDg8Pg+JlxeoXQ+Oa7uzshDRYvHwA+CjKyWRin/70p6PjC/HdoAFKfE/8zd/8jZmZffCDHwwPLB+cwJmweR3PqrBuX8yQAyGwHZsNuZQ5tsexsC8UD1xbW4uCJMbjcTQorirNziXlcZ5ra2uh5Dke5py5Af2DgYHD0705sl6vhyAGDI4vvfRStB0PepzVY1kbEWa+u7sb+gPtYfxgur6+bmfOnMltc3BwENY9+QHzD/7gD6J9CvHdIhOfEEKIQiIFJb4vfPKTn7T3ve99ZrYIRmA1gPeYac9ms1xxPrN85gYfsMA1n6BsEIxxeHgYqTY+Fu/XbK5IoErwXb/fj1Qbmxf9sUejUVBwnFECqofLwJvlFZQPjMD3zHQ6DecEpbO9vR2ygacUFI7FSsrn+EO7rl27Fhbhcri5z+SOv9vtdlCHnJkDCvFzn/ucCfH9RgpKCCFEIZGCEt83PvOZz5iZ2Tve8Q4zy+eEw4wcYebD4TC3MNds4Wtpt9tRRVfOvo19wf9xcHAQ1AyoVCrRZ6zKfA68VColUCqVcr4qs7ny8jn7xuNx8D1BbUDF3bx5Mygo3n+qZhbOEQoK+z99+nRIpeSVEc6Bz5MzzEP1oP+vXr0ayr8jsGM8Hkf5AvF3qVSKciZWKhUpJ/GqogFKfN/553/+59zfP/uzPxuVe+CsBXg4s6mJMzyY5RO84qGLh/9wOAz7x+/a7XY0qGBAa7Va4Vhc4pwL9/FxKpVKCKrAvhqNRhhQ+cGNIIRz586Z2aLURJZlwfSZKjKIaDkeePwAe/r0aXvhhRfMLL+eDPBgi77wOftwTo1GI7e+ymwemYhz+djHPmZCHDcy8QkhhCgkUlDiVeepp56yn/qpnzIzi1QKfwbF0O/3gzmMHf/exJQKjMD2a2trUWg1AgTW19eDAoEy4vU/qYKL2A5tbDQaITybc9PhWPgtMivcvn07/JYzMqSKEmL/+C3y4U0mk7AdlBEHaEAxQi21Wq1ceRCzdFg62nPz5k37xCc+YUIUBSkoIYQQhUQKSvxA+Md//EczM3v7299uZvn8dl5Bccg0ByJgpg91he1T/qxGoxH2D+XEmbx9zrxmsxkFMbDag/KAahuPx7ls59gv2rS7u2tm8xx2ZmZnzpzJFTbEebBiMlsoqWazGfLbnTp1yszm2Sng9/KZLer1erSPEydOhO28P65UKoXtoSalnkTRkIISQghRSKSgxA+UL3/5y2Zm9s53vjMoCq+IuLIr1zbyNZ/we67wi+zbJ0+ejBbjsn8ICgph4RzFl6rEC7XBkYN+Ye/h4WE4FhQU0gNtb28HnxWi5rIsC34g7B9Rhc1mM2yPjOFcwwmfoc84MhHn3el0gnJifxqOjXyBjz32mAlRRDRAiWPhS1/6UngPsx8nTmVTnVl+0PIZE1qtVvgOD/idnZ3wgMdnyMIwGAzCIMTl5n3wBQaeVqsVHvr4LMuyaO3S4eFhKFj4zDPPmNmiRMljjz0WMkKgrZPJJCr1zoMujonjcD48X0CxWq2GvsL+OUjCB6dkWRYGSiGKikx8QgghCkmJTSjRl6XS8i+F+D7zYz/2Y2Y2VweY6cNkxwtL8R3MVxsbG6E0BVTK3XffHT6DSRAly69evRqZ8fj/wH9Wq9VC4AFAwIaZ2ZUrV8zM7J/+6Z9e0XmySQ2KCQEcMNltbm7ar//6r+d+96lPfSqoQCg1LnnhM66z6RPbKcu4KCKz2SyuuWNSUEIIIQqKFJQoJD/6oz9qZvkaTvD/+Bx4GxsbQWlBNZ06dSr4oKAiEBCxu7ubC1E3m6ssKCcfZj6bzXK+MLO54vl+lDL/0z/901zbPvShD5mZ2aOPPmof/vCHo+0ff/xxM1soKA6Xxzmh/U888cT33D4hfhAsU1AaoMQdw7ve9S4zW5iwMFB1Op2QbYEj33xUGwaj/f39XNkPs7kJDGYwfAcz4JNPPvkqnpUQQiY+IYQQdxRSUOI1wfvf/34zW6ilP/qjP1q5/UMPPZT7ezQa2SOPPPLqNE4IsRIpKCGEEHcUUlBCCCGOFSkoIYQQdxQaoIQQQhQSDVBCCCEKiQYoIYQQhUQDlBBCiEKiAUoIIUQh0QAlhBCikGiAEkIIUUg0QAkhhCgkGqCEEEIUEg1QQgghCokGKCGEEIVEA5QQQohCogFKCCFEIdEAJYQQopBogBJCCFFINEAJIYQoJBqghBBCFBINUEIIIQqJBighhBCFRAOUEEKIQqIBSgghRCHRACWEEKKQaIASQghRSDRACSGEKCQaoIQQQhQSDVBCCCEKiQYoIYQQhaQ0m82Ouw1CCCFEhBSUEEKIQqIBSgghRCHRACWEEKKQaIASQghRSDRACSGEKCQaoIQQQhSS/wMSFEE9hg1Q/QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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sf/g7tOVpA0Iholqtag4Y7h1Mp91uV82iuI7Lly+rBuILL7wgIpK7vCj0h0uDcIFGG2yC30jg/kSY+AKBQCCQSwSDug/Apiqwh8XFxUSrDeabQqGgpjTPJGVNZKVSSZkZzjUYDPRYnBPHv+51r9NtyDtqt9vaBhjUo48+KiJjHTgwJzCGXq+nLAlq4zierw0r/mKxqGHRMAkiGGBtbU0ZGr7r9XqZ4oX8ySY7ZjqWnTADszlMw+Ew+Y4LFlrdQD4/+tXv9xO2xveGGRzanKZU0e/3dYyhEFEsFjPjJ5I1A4IJM+sDg8J3MPl961vfkieffFJERL74xS+KyLhMPe4F1OFfLuA8UHGvVqv6/IBJ1ev1xHSLMen3+/dkVQjkC8GgAoFAIJBLBIPKIZjFiIxX0swu8IkVP5ziWF2ORiNdKYN1DIdDXWna9kejkYZwY+Xcbrd1O9rl/bFSxbZSqaR/g8nBF/L000+rvwMrWy7uB5XxixcvisjYQY/VMVhYp9NRXxVWxWBeS0tL6r+6evWqiIyZnR0DZiKW6bCSBMCsxoaIj0ajRDePx8UmxnJ7ABdatEnCxWIxM1YiYxbAibn2PPApQkmiUqnoPQF7w/GDwUDZr/U/cj/QfrPZVGV03IeNjQ3t2xvf+MakX7g2sKvnn39eXip+6Id+SEQmzzh+B9VqNVOcEtdrw+k5NQHFG+GXOjg40OCaQD4RDCoQCAQCuUQwqJwAK0ORrJK1yHhlCFYCBsXq3lbxu9VqJX6XYrGofzPrEckyNI6Msv0A8+r3+7pShm+g1WplyqGLTFbO7XY7UQqfn59X3xYizRCh9fDDD8uNGzdERGR1dVWvA0wIfhIubQ42gEjGra2tqcmvnmQQ980e52nseX6swWDg6u1hHxuV1+/3M2rk9pzYj6WdLDNjHxruKxhUo9FQFoux9vxfHPGG9re2tkRk4tPb3NzUtsBgL168mMhOsdK8jbp87LHHEhkpnO/q1avqN8X9vXjxoj4T6A9Yc7FY1GcWDKrRaOgziH7g+ez1esqcwJqGw6Gsr6+LiCjDD+QLMUGdMM6cOSMiWee4NfuUy+Xk5d/r9fQlizbwg71+/bq+vNlkhO8wkeH/SqWiLysugW5fht6LkvXxOAQb/cC+1kS2urqqznxswwtqZWVFrl27ljk3Xlo8Ppgwe71eYtLhF759mfO1sFPd6u3Z84lMJhcut8HmQjtB8ZjZvKZer5eYpHhfO6FxP/A37iWXz2BznhXARTh+v9/XlzNC+a9evZpMUMCNGzf0xY5znz59OrkmXhChLSyqeNLGOTFer3nNa7SPmNAuXLggr3vd60Rk8ixBbYTTDtCfubk5HQ+7yOAFGp6RxcVFPRfMf//1X/8lgfwgTHyBQCAQyCWCQZ0wsHKr1WpJeQde+VsHPptQwC7wubOzoytTTlSECciGazebTT0Xlzm3jnKAE1dZIRz7WaVtToxllgKTEcxIMN+wgx3bLly4kGjq4dxsKsO1caIxwEwH+/OKf9r4c/g4MyjP3DbNTMjtow1OJrbq51xwEePI6udgATCBLi0taag9m77wN8YawST9fl+DHRCQcv36dTW3wjwLRnLz5k0NQMH9ZTMzGBEzQfSbWa0N/GAWinbBuJaXl5NgFqDX6yVpAWiHz43gClaTx5gsLCxof/HbQV+/+tWvSuDkEQwqEAgEArlEMKgTAmzrWAHPz8/rihmsgSVxbHhxv9/PSOyITFaBCwsLuipmf5ZlYWzDx9/w65TLZf0O/eKwaqvkzds5lBn727Dofr+vq26scsGgjo6O1JmP7wqFQiIVBLbU6XR0JYxVfaPR0O/4mrC/ddJzUIJd3TMr4O+sUjiPC8YA56lUKol01NzcnK7qsQ3nKpVKGTYrMl7dM/sSmTw/a2trcvnyZRHJBkRgPzxTt27dEpHx8wAfFNq8ceOGMicwb4Su7+3taT/4vlofFDNNsBFObsb1YYxxvxYWFhJmvLS0pG14z49Ng+B7COB3wNJUPP4YH6Q44NzBoPKBYFCBQCAQyCWCQZ0A1tfXk3Dxubm5jBK3SDbqy4qPso/D1gFiRsRteQKmAFa0WFEyG7C+KOwrkq1HZEuss4yPPScnnWJ/JOx2u129FkRvbWxsJD4HrJy73a72GyxCRBKGhgjFdrudMBdmaMxi8Gllour1eqbc+rQxwz1lIVlmq7h2W+PKq/pbKBT0uUHS7KVLl0RkLG8EnyL7tTCmCKPG/3xP4Jfa2tpSxor7inFttVrJtXEkoyfZhOeEx4ITx0UmLHhtbU3PxSkMiBK1PlKOmOTfhPVTAhzFx/cZjAnP0qtf/WoREXn88cflK1/5igROFjFBnQAajYb+8NiMZl+ank4cwE5jvCjxUufJi0O/rQOfX2Q2BJdfkNZRzeZCLnbnFfDDp51c+AWDlzNenmwShEnqW9/6ll4T+oiXSr1e1xcdAgXYfIZJ7n/+53/03Gw+xXXYCQovWA4AwTVWq9XketlZb/N9SqWStsdFAwH8zc8A2uOwaJjcUA4DZUlOnTrlhnMj6AGTECbrbrer3yGkv9VqaTAF+opxPTw8TMrTc6qDN1GxAgauyV4vJiVWgcCkvbGxkSwyOF3BmlN5kQFwUIZ97svlsp4fY4znJxQm8oEw8QUCgUAglwgGdQKo1WrqyOZVIMxBXviyVWlmVoXjYMLqdDpubSPL0Dzl72lKCCJZVoCVKkwklUpFV8zWbMXXwooSOBf2x2q/2WzqNjjt2ckNUxZY6NmzZ5VJINn31KlTidkMq2IOvWe259VfwvGWRRaLxSRRl8PRMS4c/GALKDKjsOzEY7XLy8uqrPCa17xGRCaqEXNzc8p2+B7iHiNBF/8fHBzo3xiXwWCQhIZjrI6OjpKEbWZJtq7VaDRS9oNPvoeWQYmkoeFHR0dqcsSzwQE4njnVJj6jf/V63VUWYQYnIho4gqCJwMkiGFQgEAgEcolgUCcAZhtYwXEip5UM8nxQbGuH34DZmJXrEZn4N7ANjKtcLutqmvtjGQIfj/6DKdTr9SSsmAMirA/HY1C4jvn5+cQfcfPmTV2Jg+0BZ86cSZTaWasNfhuwq2KxqP4XTi72fH/Y3zIcj2F6CuQA19zCdXOyqdUqZB8UGOO5c+f0GvAdjjs6OtL7Cdazs7OjCuKsi4hP9IP7ZZOsObDES7K1gR9At9tN7mu5XE7OCT9isVjU/XF/b9++rewO3+GTGSbgVUVmtodzs98X34G1weeJ/wMni5igTgh4icDU12w29ceKHw0X3MMPhp3uNu+IzVWe4KmNxrM/WJHJi4/zoKx5q9frZSYC7A/Ych5sQuQIMPtS5vwXvBgxcR4eHuqLDu1j4uG+8QvTvuDxcq/X63rteGFzORK7GODr80q48yRjFSc8QV4vOMXqAPZ6PX0eYNZ79NFHVXcR44Lj2ByGYJOdnR2dmPCdHS++NlyDSDpBsSoFL0Q4aITbZZM1m3qtIgTuab/fz+TBiYyffy9qFe3gOxZGxrPhFeDEvcY2zodDXzEhoi+Bk0WY+AKBQCCQSwSDOkZAbbrf76taNL47e/ZsotjAjMEGIBSLxcQJjW3YzvDyoHhVipUw2qrVaonJi53Ss0KH0VfOU+KMfnxahoacsKWlJV35YyXbbreT62QlB09xHX3Eih+5QwsLC4mpbmtrSwMJuASHvTZmRGiXzalWOZ2DB7yQbGvOxTX2ej0dDzCoRx55RM/59NNPZ/bf2dmRF154QUQm5rw7d+4k4dlcjoJLvKCPltV6rJKv0SqccOi9NTOzCQ77o0xKoVBIrATMvLz8JowZB2qAMVkm1Wq1MjlpGDv7m0O+GAfSBE4OwaACgUAgkEsEgzpGMEuxodiLi4uJ1hxWcZ1OR1eX7DOx6tsem/EK7LE2Gj6xqrQBCLw/MyibiMrbreOc2QaHHAMcCozjMS5gka1WK/G5YXw2NzcTJfXRaKSrYaymoVXYaDQSRfenn3468XsBw+HQrclki0Jy0AP6weHOnPiLT1sokvXi0Dfo7S0uLmr7VoVjZ2dH2QjG5fDwMAmM4VQGy/aY0VmfEvub+N55Ccn437Jsj0EhfLzX6yXKHDzuaMurSeYplthnpdfrucwM44HnDPdmZWVFvvd7v1dERL7xjW9I4GQQDCoQCAQCuUQwqGMEVnrsK+IoKFZlFpmsRu/evZtIuPAK1dYv4hBl9iNZJgTwiph9Cjb5kpkX2gU7YTVqMBFOGLX+jna7nYQCwy/X6/U03Jcr/NoIM0SmVavVRENueXlZJY7QR5QqbzQacv78eRER/SwWi4lfh8ORPZ+eVwV3mmI8f89+lGlVi5eWljRKkSsUW71DDpO2PhzPb8T310bUcVVksD1mG9NqM/E5OVLRC9u3iuJon1Mj2M9nx897hpk9W0uDJyXG12NlwnDuBx98UBls4OQQE9QxAj96/qGyqKvNLQIajYY7QVkTB79crKrAYDBIJi1rFuO2WL3CbuNifTCbra+vq5mEFS1E/Befl6eFCWpra0vNVfxCxbHoLyYoLvmOfj3yyCMa9IAxhvpCuVxWFQqYz55//vmpOT28GPDynzjEnZU1+Dr7/b4rvmvNs+jDwsKCTqi43o2NDR1jfLIqiA0eYdgwdi9niE18mNR5UWLNfhzogsKbmFT7/b48++yzIjIx4xUKhcyEx22xOc+b1O09YZMjh7ZbpQq+fqukUq/XM0FHIpP7Nj8/r8924OQQJr5AIBAI5BLBoI4BWFWC1VSrVTVFYOV/eHioqzmsbGF+2N/fT1bFpVJJ22OTiMjYmY4QZZi+Op2OWy5BJGteYVblrUJxHFajSDS+ePGiMhaoY3tafGzStEwOx3e73aSEOCtPeKUywIgQaDE3N5dZzXNbIhOlADCFfr+flF3H/oPBQNmgV+Ke2Y9NYIbpqNVqJQUgWR8RwD7z8/OqTo77tL29naiNc5K2VfzghG2rWMEh5cziLdPlkhk2JJ6175AEDZNpr9dTJs1l121YunftzKSmKW0w27Mq/fwdH+9pXE4rsrm3t5eYHD1mGnh5EQwqEAgEArlEMKhjAFahYBsPP/ywMgQwnc3NzURvjB3iHF4uMl5BYoVvgyvW19eVUWAfVqO20kjlcjk5p7fCZcaA/XHOZrOp3+F62TluV+usPQhwSLBdOYukIc0s1cSFH0WyPgTLVkulUqL7xlp86D+v0L1rs6yT+2qL43H9K0/Pz7KA3d1dZSC4l7g2/o6VyNE3DpbwStsDtqglF7pE/63fSSQb2IDtYFAooNjr9eS5554TkQmjRp/4OgFmb2Ch8/PziY+OP70gIStT5TEuLyzdtsUMyvstBI4HMUEdA6z0/6OPPpoEPVy/fl2dyVwGA/BeyvYlwjkcMA+hreFwqJOcDaool8tJ0AaOEUnNc7wPTE4cZWfzgzjijSPBrAmRTWr2Je5pCXJEmK0Au7i4mJjI+Ho5hwrjZCdFfjnPqibLmoPoE0yN/ML0ClLaqDS8/Hd3dzVoBEoSi4uLmXssInLjxg0RyZpwcZ5Op5OYEFk81d4vnqC8gAU7EVerVV0EsKlaZGyWRhALm8ps5CbfZ1teZHFxMVmU8L33cuqmVY32imx6ZloOOrGRlZ7CSODlRZj4AoFAIJBLBIM6BljNtvPnz2uOBVbArVZLV5/45JW/F1JuV98cJm1ZDDMQrAQ5GMC25Wn3sYkEf7N2nC2ZzitPz+Rlw4Qtq0Q/uF9e+wsLC8qWsGq/cuWK7n/69GkRyRZXhIkP5Sg2NjaS0HeY1Lrdrhsibktw9Pt9ZUC2xD2Pv+fUt6v0drudMd+JjHOjrOOeC03C7MelR6xCAszMo9EoCejgQAurPMEBC1xsEAyKy36IjPUAEfTCQSH2WfVU1XGfms1mJiCD9+f+MAuz95AZrA1V51B71nVEWxhPm94QOD4EgwoEAoFALhEM6hhgixN6GmODwSBx8HrqA9axzduYkVg/ChfQs2zMKiLYdr1+4Viwvc3NzWRVzw5omxDJmf3WUV2pVJLVrqfdh+CQxcVFTbhFG1euXNHvHnroIRGZsIdqtartXb16VUREnnvuOWWD1lnP9wt95qAE9L/T6SQK2964e/qIAG8DG0HS8sLCgvbNKp955ucAACAASURBVG1Uq1W9Xqz89/f39ViMJ+pJdTodvT5WAMGzwAErIuNnxIbh12o1Za44Dvf+zp072jd73SJ+Iq39m9VMrE+Mfaqs9M8qLbZdi2m+ThyH5wvjhPsROD4EgwoEAoFALhEM6hhg1brb7XbCTjylZ49BeStNG+l0eHioq2iAtdc8VWebqCji10ASyTIuRB4+/fTTytbgB+LQeCtxMxgMEn8NUC6XE6kgHh/0B6v3ZrOpUjvAN77xDT329a9/ve6Hc2Mbaifdvn07qZnkrfw52svep1qtliR1zpId8rT72CeD8cN4Xrp0SccFzAjbzp49qwyKE59tBCP2abfbiR7e/v5+kuyLbeynZIAlwZfKbVnJLk8/z6vvBBSLxcRPxmrp1gfo1Snj83i/Oet74v7BB4nnIXD8iAnqGGDDzDudTlJagPXt7A+JdfG8oAG8FNjsx+HfIuOw2Wm5TqwN6Jlh7Ge5XM6E44qMTWrWxMfmLphe+JzTdNCq1WpiamItO2t+6na7qpjBuUII00Y+DvpXr9d1fGCi7HQ6yYSPe+SJxXoOfzZN2rEul8uu2KpVQ2AzJxcjxHXaMhUY/9OnTydO/F6vl5i8MKG0Wq0kEGJ3d1fHHe1iLKrVaqLmMBgMdIxtYM/+/n4mvwpjxuPH+3PIN7bV6/WMWZZxdHSU/IY4VN2bTL3yIlb/EouYlZWVzOQcOBmEiS8QCAQCuUQsDY4BtgAhJxmyMrQ1eXkZ8rzStuUn2MGLFS2bbNjBj+/wyQnAgGVOHIKLfmD1zSYjm+yJ/k6DNbMwm7QJyiITdojxHA6HavJCAutoNFJWBSUDrJZXVlYShsPsBP1h9mGvjZUP2MRnw8W9MGcvlN+a4phRgPWgpLuIJOXp9/b21MwGs9je3p4yLZwHTKHT6ej14fPo6EjPDwbF98QqhPAza9UWOJGZg0k86wBgWSRr/eGeM0NjnUO0zyyZr5eTuZl5cci8yMRsvLKyou0Hgzo5BIMKBAKBQC4RS4NjgGVQnU7H1Uaz4dmzajONRqOMw5iPGw6HCYNi1mMTRlmHjv0MNrSd+2X7w6Hnttx8t9vVc3qrUcuuPObF/hXLBgqFgrIlrguF8Ubpd04u9kKGbb89zTz2WXAdIsAmm3q6b3yeafWgeH8wqCtXruj5bYFG/C8iGQ1CLvgoMmEKXNwPY9HtdhMfGq7DC9f2WDH7Qb3Ag2k1xvj5BCPa2trS67XPVqvV0j5i/IvFovog4UuCD6tUKun+Xn8xLjju1KlTiQ8tcPyICeoYYCeodrudMQuJjF8E9iXgOXq9H7R3HE8+ti0bcMH5IPal4rXPEyZPgPYlwtGFXnCH1dTD/5xz412TNcX1ej01x7AZCpOFNZHxy5yDADwzp702VsSwptLRaJQ481kn0Tr1+fyeOK733CA3x5ZmYTFg9LHdbiciqGwO8xY93nfY3xZt5Dwur/LtLNOwd70AxunOnTuJWZQXIJ4J2ishIpLNR4MZbzQaJaLBPGlbZZTA8SNMfIFAIBDIJWJpcAx46qmnRGRcZkMkqzwNk8Ti4qKyKTZZAPeSG8Wsw+a4zMq54fLxntaZ3d+ea9p3XsluT8nbqrGzqjaXvmD1cj5ORBLNOS7ngUABMBHkPolMggG4XDvAK2er/M26b/zJCu4iExNTs9lM1BYqlUpS+sQrh8FK8NZMxWwVbADX65VRx/HT2NK0e14sFhOTnqejNyvM2wOH6tvcNzY5Asw4LYPi67W/iWazmeQ1dbtdvf/WvL67u6tMi9lX4HgRDCoQCAQCuUQwqGMEl5fGyo6Ls2GF561svVpMVq3AUyhgP5O153urV3YuY0UOHw73x0u+tKtvdjLblS3Xj7JteSHcnvMdY1coFLSvrEbAGnl8bmY/zMYwBlb5u1qtJomcOzs76ivhOlt2xQ8l9TNnzug5OawbbIfLoqMtr8CeTUVgTUdsYwVy2waPhZcOYNv1fIaz6i95DGeWn5J/B3j+MZ4c+m8/vT6yYrxVLqlWq8qIOJl7Wsn3nZ2dTIBF4GQQDCoQCAQCuUQwqGPAD/zAD4jIpHprp9PRFTP7YWxILa9Op0VXiaT+Jl498ip2mrZepVJRhoBV5tramvps8DlLBsnrtxcFxcnCno8Fn9YHVS6XE6bI/h4btej53ADe5jEzrLCh/L20tKR+C2xjuSovOs8mqa6uriZJsPv7+5lQfJFsKL/t/2g0SvxAXiQmq47b8vU8PvaZ4mRWLzrP3l9mRBaDwSB5zrgNC2ZQnKhrGRqPjxcZytciIhnJLJvQfnR05Iaqi4wjCG1F5sDxIyaoY4AV3tzf39fcHEwMOzs7idID58hYQViRNISW1RHYcSySfenblw+LsyKM+cyZM/o3ivp5uVuzHNS8/yxzj6emYF+elUolKXLnhRzbtriPHNps9RG73W6iQgBh1fX1dTUn4iV68+ZNnZgw7oVCQe8npw+IjE19eOFhwt/e3tbgDoS+4xng+8XXZMeWX9L2/vKYeTltXlCLfdnzfZs1tl4AjmdCtMfxZIr8LS9PzPu0Czr+nWB8cI/29vYS1YhWq5UpuMlt7e3t6T3x8qcCx4Mw8QUCgUAglwgGdQywZoRWq6XmPtYHg9nPJleyNh2bcexqnUOOrbI1r4498xZYAxzDi4uLSXIk9wv9wbkZXtj7NPMi78esybK1Wq2m4wPg+qext2kmPi7jgFU4awnaPi4tLSn74bIVjzzySKYf/X4/YWFgoUtLS1o4Eazpxo0bWtadE4Dt+PCYeGUk+Lq4jXq9nuznBRswy/bMeMAssy4Ha4hktfjwLHI6gz1PuVxWkyrGrlAoZAImRCSTWGuLcfb7/YRp4Xg2j+Ke9Ho9t8wMzmMDWALHj2BQgUAgEMglgkEdA6wzvd/vq32bFc7Zl8HgIABP6sjKFHGI76xy27wCRfj00tKSiIwZlGVJnMyIbVjt8jlnydl4Ycu2r3wsszguF8/XzePDWnjTigdy2Lsnw4N+gOk0Gg31R+F+1et1uXjxooiMA0rQhvVlsCbi+vp65pyNRkO+8Y1vZPZnVuvVB/MYEI63jLdareo984IrPAkr6/fiTy+s2z6rHIRhtSJnlVgvlUoakg+GwwntANcaY/8VPq12o/f8s2r6tACIac9s4HgRE9QxwL6IOTPdmzhmbfPMVnaCmmbysi8FrvRrxTUXFha039iGlzOfyzPV2Sg+rkiKl75nJuIJxSpPeBVUEQ3nnbPZbGbEYdEG+u69/G0kICaX+fl5OX/+vIhMcsIODw/Vqf/qV79a98N2LECeeeYZHTv0nyv2svmL4S1AvAmEx85OUOVyOSnuaI/nNrxnZFaem7fNE9j1RGVnBc2wqRWLI76vImMTq42s5KKWMAVyNJ81+3lVkQH+P7T4Tg5h4gsEAoFALhFLg2MEO/xtEANvt0zEy/nwVq/sJLfaaOVyWVeaNmR6NBrpShsM4NatW7ryBXvAeQ4ODpRpeQoOtvje/Px8RnWb++phMBgkmna9Xi8TVi4yYThcqI7NZ9bE5CkycFiyZW2sGM6OdZFxgAMYFOeQ4ZzoG/Y/ODhIyqLfvHlTWSn66AUneCXiLStnEyjnPnHgjB1jO2as7uExNYy/p9YxS90ex3FAjWXDo9FI7t69mxmz4XCYFB7EfeBUBM7xwvMFvUVmZWiXw8atWXdWLl7g+BEMKhAIBAK5RDCoY8As57WnCm79O6wywYXwrKOcV4bWpzQ3N6f7z8/PZ9p/4YUXlDlxjSacC22cPXtWrwOBAViptlqtJNGYlRlwLl7Z2iRSgH0JQKFQSFbTrMLAfi5ss2HXVg2dr7dcLk/1vxweHiaMDonW3B+MOR8LFnZwcKB/o187OzvqR/OSmz1/jmXG/L0Nk+dkXDsWfPyshGr27VnWzDWovCAPG4zTbDYThoa2RCZ+O75uMKZTp05lPovFYlKMsdvtapAPjsO1cdAM+zUBL2nZWhoCx49gUIFAIBDIJYJBHQOwkuQ6NFZtud/v64oOK06scpeWlnRlyKt0MCZ8YjVeKBQyKtoi2bBxMCEcd+3aNfWPcEg8znXu3DkRmShzD4dDbRer193d3akhu/V6Xa+dV7HTpJf4b5azwbhgLDhCzUaRtdvtjI6fiC+D5FXx9Vb5lgVfv35d+4MVdqPR0DG1SvCdTicTgo1+WObhJboC7AeyyuueFBQnxlp2xdfLGnX22oFisZh59kTGz9u0MWM2xv4jy5o5whKJsZwygPasijtH+DH7wXOJ2mvb29t6PJ4bViy3GohAoVAIBpUDxAR1jMADz0oPHASA79gUKDJ+ISPnBpNEoVBQBzsmJvwYB4OBmkKQv8MO/EuXLonIxKRSKBSSHCx+GeI8HKSAtmD2aTQaSfE9XFuj0ZCVlZXMNU3L7cJ5vFLdGD9MduhXq9VKnPXdblf7YScoLkHP5R7seTCGbB7FS/r8+fPJC7tQKKgyxDe/+c1MHxuNRiLcWq1W9VpwThZKtWUe+J54ARE2iIFNcF75Eu+lPK0kC/cR+7TbbT0Xnh88D5VKJXP/cb0AFkSsH2mfm1qtlkklEBF9jpaXl3XssBjodrs6mdixu379uqqBANx/z5xqS9AEjh9h4gsEAoFALhEM6hhgzTis0gywvp0Nea3VarqKw+dwOEySMLkUhGVh1Wo1UbRgh7s1f3U6ncxKnK+D1dLRn7m5uSS0mtUmYFZkRuSpo+O6rVN/NBplFANEJitnr3R6q9VKWIaX9IvParWqDAGmoAceeEBExqwVxyK0/M1vfrOrZIAxeO655zLXdPbsWV3Bs+kI9wyfuI7Dw8NEl48DPzyT2qzCevdSnJDH3aYKDIdD7SNYTLlc1nsA5ohrXFxc1G2cbMsMUST7rLCJGmNiFUKw//Lysj57rFgOkyr6DQZ77dq1JFH61KlTSRu4xqWlJf37n/7pn6aOa+DlRTCoQCAQCOQSwaCOAWAx7HeyK0KuUeRJvlgZHq59Yx34nOjKdYksy+B92D+DNm0hPpbEwbmZPdgQZrTZarWSgnB8TTbs1/MDVCqVpK4WJ9Ja5zuH3HNCMtr35J6w+offDgxqeXlZj4UP8C1veYv2A6vwWq2W8c+ITHT6zp07lxSWrNfrScAHBw9YhjMcDjPq3GiDx9yO37TEXv6O950Wkt/r9ZJ0g1qtlknsFpmkMJw/f16DHgCvLD1r5+E7ZoKeX01kXPwTzzbabLfbSeUA3PuzZ88myfGrq6v620S7aHNxcTFJXQgcP2KCOgZw9J5I9oXKEVTWAc4TiI3y4qg/ay7ktryqs3jJsVaeFwFmVSJ4n+vXr2vfRLKBCtbUtLW1lTivOc/HOvI98VeRSTAIm8HQH6syMRgMdD8b8cbjAwd+s9lU8x0+2ZyKc+N6V1dXdRzZ9IkJ7LWvfa2ITExehUJB7ty5kxmXQqGgL3S0xaoOOCcvRGzVZL4mfMfj75kJAVvcr1gsJs8BR/phPDDp9nq9ZMLEBNFut/X54YUFBzTwcZ6YK18fq5iIjCdELreC67HmYvT5wQcf1KAgTEarq6t6v/AdB/94OYqB40WY+AKBQCCQSwSDOgZ8/etfF5HxKk4ka+Lz8k5sXtBgMEhWnp1OJylXzUEKVnWBzUNgM2w+4SJxIuMVsFUBZzaztbWVaZ8ZlA1R3t3dTfTMmEFZUxOXQeBxwSrXrswbjYYyEYBLNdi8skqlomOAFfbi4qKyHeyP1To792GSK5fL2h4Hn2AckYeDNiuVimrNAazWASbHpl9PE9BqCHIeErNr/hTxA28so2Z1b8u4+D5wXy2DwjO4vb2t5j9mfdYEZ+89g9kQaxqiPxg7/g3ZQBrcj3q9ru2xWZHVTkSy+pE/8zM/M7VvgeNBMKhAIBAI5BLBoI4RWGXOz8+rHf/5558XkTEjAUMAsDrd2trK+KpEfGUCrLT7/X6SVHlwcKDtszqDyJjhYOXIjme7Eme/Fuz5no/LotPpJCoB7JC3jItLj7M2oK2dhH3m5+fVcc/XizGzASPNZjNT90pkzHRs+XqEKHPIPfq8uLiY1BdiPT8UJ4SyAQcUcPADzm9Z3rlz59RndePGDb0mq2EHNlOv15VdcL+tDwfn4QAAj2kB7AvE9eKclUpFrwngZxZsitMhrL/UU7WfVWeKA3e84or2OQZDrtfr+tyDLWFcRSah89jfMvLAySAYVCAQCARyiWBQxwiwpTe96U3y6KOPishkRbi/v5/xBYhMIqJu376tjMVuE5HEFzIcDnWVC2xtbenK2kbZeeW8Oazb+oo4WoqjvTxFaGyzUWqcWOolmFofSL/fTxKAcd3z8/OqF4jv2AcCYFV8+vRplTFiJoW+YWwxXnt7e0lI/P7+fqK3V61Wk0RU7FOtVpMk2Pn5+cQXybI6YJ1PPfWUiIwV1MEMwJawf6PRUL8gzslySTZSkn2CnDQ7zSdUqVS0XfjSOp1OIpHFckVedKlX0Vckq7zO996mP4CVtVqtJAKQzweWhPu8vLycJEU///zzyu4wrngewKgCJ4uYoE4AxWJRy4Sj/MS1a9eS3Ch25uLlwJOEzRHhMG+8OFhsE+3NckxznpJtl19CNrjDc7ADrHrBuV5eeQhss33k9m0ZkAsXLsjly5dFZPLiXVlZSUpZIMDh7Nmz+gJicxXat+Hdt2/f1pc/JqNCoaDjyUobdlw4HBwvRrTbbDa1H5g8OQjDLlhYa46DO3ActnHRPluWg815Xv6c/Q4oFouq9fjCCy/oWNhJhScJG+zjmfN4gWOfG57EWJQYx80KrrFBJ41GI6MFKDIeJ9wf3AeMP36XgZNFmPgCgUAgkEsEgzoB7O7uJjpuw+EwMWt5jIRXrNMK/rE6OZsEZyk387EiWV02ux8XFOQ+29BwW0Ld9t+aaGaVgReZmGaQSAuF99e//vUa1s0l1zk8WyRbeNEGJ3CiK9gSGMPR0VFS0JHHk02P1kmPFX+xWFQzJDNBmKBsoT0uL4LV/dzcnCaWIsgGTGppaUnHBdfx3HPPJWoIXObFK2Y46xnEtaBYo6dIz6x7GkNm8Hfe88bskeGZpQeDQXJPuBQNK06gDWzf3NwUkYmKiD1f4GQQDCoQCAQCuUQwqBPA3bt3dWUIBuVJvcBfwGzGk4GxvqLhcJhIt/CKfxozspjmj+B6Tdwvq8bu+SP409OC4za5rdFopOwCLAKs6fWvf30SZs5h6RgzsI3Tp08nJcG73W4myVRkstK+e/eufsf72+sVmdxPqzVXLpf1O7AlTgewaQHMTrgwIhgXwtfBkObn53X1j/N87WtfSxTdEbrO994r127ZeaFQ0GcKbXDouRfy7fmUpqUiTCs3byWX+PmxDJytEABY9NbWlvaV0ydwLK4J95l9dYGTQ0xQJ4CdnZ1EbJWdvp4pxP7wSqVS8lLwJgaAf7x2gvJeHPyCsS8rr3orBwjYYAyujOq9oDxTn22fgwxgnjt//ryIjIMkWDcPn9bMyWUfrCno4OBAX04QPsXn1tZWxlSHa7TjXSgUkiq+3AdMeOj3xYsX3crB2N+qP8zNzam5D6ok2J+VITCRrK2taSQixg4vYr7n/PL3Iu8A9IeDQqymHh/nPZfWrMgTjlckcVpkKLfvKZLYqL+jo6NkweIt/GwEZ+BkESa+QCAQCOQSwaBOAAcHB+qUZb07m1vkBSwAlUolWf1xGLhn/rCrVmsiZHimRD7esiVu1+u/p6btFSoUyTrrvYAOz7xo2/SUKtiEZZUJDg4ONDjCY1BWhYPZAPcRzMn2sdvtahsYs+XlZTX3cXFHkWwRSZgjV1dXlSna54GDZhAssb6+LteuXcu0a4s92jY8VoVPXCcfa8u0c1u2jAqb7ADP3Hwvz4rtmx0D+/x4AR3M2jA+ON6qugROBsGgAoFAIJBLBIM6ARSLRS2RzQzKc0xjf6u2wAzBOnQ53NZjULMczh68mj02ZH00GiX1qSyjsuf0NPjstdkic9jOn+wvY/+CTWTm67cF8O7cuaP3BBptYFQHBweZwpJ2LFidwdalwufh4aHea5yz0+lo+DoCPi5duiQi41B4rOrBoNbW1pRB2WeFrxc+urW1NVWjQKAFay3aApn2uvh6eRvfE49947qnMWTGrOfOY038LPLzgv3t/WF/qA324XNgfPDJSi2Bk0MwqEAgEAjkEsGgTgDlclnlYiBxwwzKrgJfTPHZsgdeXfI+HnPy2rOwDMoLKfeiED2dPl7tzmJQNhqOfT4Wnk7fYDBQpsKMBZ/4Dgzj9u3b6hdk5oT+W18JM1psm5+fz4T1i0wYMqvP45x3795VSR2wN/Z12WTcUqmU+Li4DxzRJzIOp0f0HoD/mQV5PhwPnl9z2j3xGBQzHAvv+SsWi67kFW/nT37GrW+Mlc75XFbpHozwH/7hH9x+Bo4XMUGdAOr1uoY0w4zDLxhr3vIcvJ4DeZZT2ZuMPHObZ84D+OVvzYovlrMC8AvK03vD/nZC47Bxm2N0cHCQmBP39/fVfIaxxufdu3c1bJwFYTEhYdw5GMAuHur1emJiWlpa0okV5+ZgDC42KTJWmUA/WFRWJDvZsa7ctIWEpwKxsLCgzxeuDf+z2CqPnTVRAjxJc1i3bYP39wInLPg+e6btaROgFyY/HA4T0zbgmSpHo0nhUCwCuJxH4OQRJr5AIBAI5BLBoE4AjUYjU1ROJJuVD3gZ8vcabut9Z1f8Xti1bfPFvuNt1uRii/DxNv7eY4fWvFksFhMtNYzd3t5ewt42NzfVVIegB5Q72djY0JIRYC6s5A3GwuNkTXzValW34zpOnTqlJltbuqNarSbKEO12W/sNs9+zzz4rImP2g/YfeOCB5DtPR88yinq9riY9LgkiMjZpWbOoF6bNofSzWNIsxu49xxgzMDpWvPeCdzxdSk9BhdVXeH9PnYS/R7g/WHYgHwgGFQgEAoFcIhjUCaDRaCQO/GKxmJQyZ3i+IfaHiEwcvZVKRVfKXhKpDQfv9Xqu7X1aUuW0xFvL0NAHj4Gw2rXnC/ECKGwRQPhVtre3k7Dgra0tTbRFAAKCIHZ2dpL9pyX7Ypw89gBgXFdWVlQTEOwEK3IuEMjMC9eAawLbq9VqSehzpVJRRmQZRaEwqU/FqQuADRqY5pPxAmKmbfPGw/MfMQuyBRNZosqT2/IU8QHL+jm9Au0zC7ZjNhqNdD8wXyi1B/KBmKBOAM1mMyP5LzKeZGx1TzaHWB0xzv2BSYrLM2DSwnkKhUn5BpgXoVPGDnygWCy62mXoj3VG88sEL2yOOJtlMvReZHYfBou4ioyL9lllhO3t7UQAlM2q9oU3LYqMP7lvvV4vUXpYXFyUCxcuZM519epVHQOrCVgoFPRaMNY47ubNm0lV5O3tbS1QaAvyzc/P6z2BOW9zc1Pb4yq7Itnifl45FGsy9caITclcLNNu8+4rJgZMuJxHx+fBuNjijTxhes+LfaZ4MsPvoN/vJ7+dv/7rv5ZAfhAmvkAgEAjkEsGgTgBf+MIX5E1vepOITFZ8zWZTV7u2NHWpVFKGw6HeWBViRY7VNat7o81yuayrVpi6WA3Cc77b1agXcOE5ye2qmlfTgBeGzNu8/Be0ARYAZtRsNjMrcWyzhQdhTut2u4k5kvtr2YOnoNFut3XcuT9YkeOcYC6tVisxSXFYt1XmODg4kOvXr2fauH79upbbsCXr5+fntZ+4zlu3bmkYO9gyGEmv13NZkv3OM60B0+4rts2CLX3BSu14dsvlciY1QEQyvwN7f/i59NibF2gE1Q1b2DGQDwSDCgQCgUAuEQzqhGAz9hcXF1VVwDqSeWXIvh98h1U0Pmu1mrIprJiPjo6SIANWWPCc0V4gxLTr8JJxZ+kAznK6ewyK98E1wdeytbWlK2Dst7Ozo9ut/4L76rEIrOptPSkRP+iEAxywwkeABtcjmrXit/e30+kkDLBcLqtSOVQmwDoWFhaS/uzs7Og9Rr+YqXl+uGn6edMCKCwr8RgLw9bQwr1sNpsaqIDCi9VqVffDOPL9msV07bmZrbLvFr8TT909cPIIBhUIBAKBXCIY1AnB+i9OnTqljMlGz3EEHkf/2VBd+GG4+iw+ObTahrizT4Yj1u6lNDyHZE+TY/KixGb5oKZF1NmkS6x679y5o2OBNlutlm63skwcAj3LT8ah2davxj4QjOvt27fV/4MIQvx/eHjo6txZCSX2zXjMwEpA8XWwUjn6ZcfY005kljSNEXl94P0sA5/GoHAsxpY1AcGC4Rcql8v6/IL9cKQoxgDX2+12pzJvL1H94sWLei74ZQP5QkxQJwT88PDjKpVK+oLBi9VTXeCXic2Dwo+N82W4fAC/LEWy+TKcp4P2AU95gnOc0IZVJpiVc8MBA14whqelZl+GHKJtRUj7/b5utyHx3P69mNtGo1RolCc0L7TavgwrlYqrfABY86OndiCSliTnc7PwsMj42ZoWbs0mPu+aLHjMvGAZT6fPawNAH9kcafPzms2mHoNnG89YpVLRhRmXoLfBJvyc2Xty/vx5bePb3/62e92Bk0WY+AKBQCCQSwSDOiH8/d//vYiI/NiP/ZiIjFe4rEsmkmVLWPVhn3q9rqtKgE07WI2yo92a+GYVG+TABq/UBBgUm9usadJLqgR4ZespSswKX7emHU/pgZUVPKbgFR6cBcsii8WitgH2WalU9P5YHcJKpeKGcFt2x2zJhqWXSqWk0KJXLJGDPOx99ZgF+sWpCKwiL+Kbz3gM7PhwGDvvb8/PCib4G5/Ly8vKcPCs4xkulUoa4IA+sxYf9uNilVbhZGlpSb/7/Oc/L4H8IRhUIBAIBHKJYFAnDHYaI4QYDnZe/WKlh5XkuXPnVPcNK0L4lnZ2dlRTDL6K/f19XdHaekrcD07kBOOAb4w15LBqZdXuaUmbs8J/+TtmSLMKBNrj2D/lhY0DXgCIl6TqtWFlnKZtw1hZhlkul5NgDb4u67vi2+ZkUAAAG01JREFUcUKbXlFI+HBwn7lv7XZb77X1D3pgZoz7y0EbnvSVTYlA+/1+3w2gsAzK25+DW1g9nseLw8xx7kajkchPoc+DwUDbQLJzsVjUVIRAPhET1AkDP8B2u60TFMxEeOlwtV1sW1tbk1e96lUiMplwnnnmGREZ67jhhwczGAcS2AlhmsnLTg54UdZqNf3b09uz5TC8LH4vb2pWJCF/501o3gRlgy94krNmRW6PI8umjQULn7JZb9p1lkqlRK1gMBhoYIPN0eE8Kxx3dHSUmGcxxgcHBxlzFq7D5nJ518sTDl72PCmKZEuDYH+OskMfeUKx48j6hXabZ9pEUA/aQz/QL/QH2xqNRhIVyWZtXBNKa1SrVVXaCOQTYeILBAKBQC4RDOqE8aUvfUlERH7iJ35CLl26JCIT6X/PbIMV7uLiopw+fVpERFeBbMKzK20vkx4oFArJ6rhUKun+XtkH6xRnNXasjr38Gj6nZRnscJ8Vwo1r8sLfgcFg4CpU2LbYbInr9UrLe+HTGA921lulBD6P7edgMFAGYoskcu4bAgW2trYSUx1r03EItv0OmKWZ6CnSA5VKJRmz5eVlOXPmTGYsgHa7rSZnVi6xjM6mB6AfaIPTMET8EiIY/6WlJR1HjAEzLow1xrNUKkWJ95wjGFQgEAgEcolgUDkB2/jBjGCDZ608rAIrlYqujm3iLdvneQXtrVZF/DLanl+KHfSWIbDD/F4Sb9nHYv0eHPTghXVbR3+5XE5UHbjmkxd4YEPEq9Vq4lfjIA8bnMD+Gvg0CoWC+v4sc2EGhX70+329n3Dcc3CC9UHt7++72ofArFpOXti+l8Rr97Oh2Tx2zWZTn1X0G6wGY8nfzQqh95Qner2ejqPnL0N7OFe73VYGhfHkZG74eLHP3bt35fd+7/ckkF8EgwoEAoFALhEMKid48skn5bHHHhORiUI1auDs7+8nkWi1Wi2Rl4G9vt/vu74QT40a2zjcF7ArcbTPYebsn/L6AVh/E7eBFbD1w4hko/gsA+QwePQRvjeuCOwxRxuZWK1WlanYCLDBYJCEWDO8ZFAbTVYsFpMQ9E6no/7G8+fPZ7YdHBzo+b0xsH477tu9KNJ74fWcjGufN5bCYjVw9N+GiHO7eA7Yl2fhKdizHJPHAFnSSWT8OwGbBbPjelwYY1zLL//yL7t9CeQHMUHlCDDVPfjggyIyMR155apHo1EmZ0lEMsoJVpmA1SIAfnl5LwKr38YTD+eXWNj+cD8ALwiDJyj7QuKXvw095wmKr9cWefRMWRx0YE2CXJrdCx9H+whSqVararKzuoqcI8UTIa4ZwQb4f3NzUxcoVm2C/+b+zBLA9UyC1mw5GAy0vzZloNVq6XcwlZ07dy7Rw8Okenh4mHzX6/US0zD3y1PasH30Jii0z4ol6COeraOjI1lfXxeRyXMcyD/CxBcIBAKBXCIYVI7wR3/0RyIi8qu/+qsiMjH1LS4uKnvACrvdbmshO6zgbWi5iJ/Fb7dhO8NzpnulJlhRYlZpB8t+WF/QBkuUSqXEsc6My9MIRH/ZbIixAtgkZMPGmWHiODCdUqnkmkDxN8a/VqvpPQOTwrZKpaKreU6CtdfEqQI2+OXw8DBhrl64NrPOaSVQvMAPZlD2eeDSHWAn6+vrOt5WnaTVaiUJ26zPN8tEyYxxllaiTVbm9AecB/dhNBrJ9evXRcRPSwjkE8GgAoFAIJBLBIPKIXZ2dkRE5MKFCyIy9kVZdeyNjQ0Nacb+8Fl4hepEUhu/p6DN7MQ6/PnT+lOq1WqijYbVOCfqeom32J/ZhE3G5UTaaeHs3Ea1Wk0YFKuf26TiwWCg57R+pGKxmJRM56RW1qtjmSF8h//ZVyIyZkbQXYRMFY7f3t7WRG2W67EMiu/lLDmpWVqFzJBtDS1mnbbu2OrqapJIy8EnGH/26XHYN/eHx9/r/6z6YDzWlumir4PBQG7cuCEiEqHl9xFigsohPvOZz4iIyCc+8QkREbl8+XIiznrr1q2kfAZMQi9WjXWWkKoXlGBNcbVaTaO3eOLEC8YqVrCpxstJ4nIV2GZNfDxB2fY56IFNZTYwwCuuyKYy/G0DBTiKj82kXMEY/UK/sXiwkWbcRqfT0XtoJ4ajo6Ok6iyLp06rHMv9uVd4wTJ2guJJHS/6Z555RidxnB/Rc4uLi0n5jIODA11M4RPPLN+ve+k/CwqzWRG/BXyHSXUwGMTEdB8iTHyBQCAQyCWCQeUYyNP4zGc+o45pOOFPnz4tN2/eFJHUXDItwGFajgszHN5mHc5skrMl5dnkZUtNMNh8Y1frbCLEypwDJyyj80Ks+Tye/p9INh/HC5O3xe44gAKfrJXHOUJYwYMhcJu2gGK329XvsD/+5/Hk+2Yd/N4Y8/2alUdkx4X3swEUrOt369YtERG5cuWKrK2ticgkJQL/l0qlROnk7t272n+opICVdbvdmaVVvOKH1jTcbDaTIoa4l7/927+dtBnIP4JBBQKBQCCXCAZ1H+DWrVu6qsQK8dSpU8qgeNWNz1lJj/eiJOEFQvCKFfuz38s6rb16Tbxax37wUfB5uPaUPc5TlLAsz1uFc3FIXCcrT9iEZPTLqy3F+3NgybQgBi/wg/vhqaV7rNBL0LX7e6Hnno9uWgi6N2acGI5gnI2NjUT7Ds9nrVbT/XEPB4OBMkUO4bf98dieHU9OfMZzubq6KhcvXhSRtER84P5EMKhAIBAI5BLBoO4D3Lp1S6Pm4IPixE/IzeB/LtfOK3KviqzIeKWKVShWtktLS1pSnkN1RbJRcAiFZh/CvSh5FwqFhLHgczQa6bVwouW0yDUvSrBYLLp+FNt/MIB+v59oCM5S+RbJJuhi7KwiOiICOdkX2zytuXv1Fc3axsxuWru8jZOnp/ms2KeH/TlZHPeJGT72wzPVaDSSEH7239lzs/ag9RlyUi6e/7W1NXnooYf0/CIijz/++NQxC+QfMUHdB/jDP/xDVZdgPbTV1VURmbxQkSnPpTvYdDRNaJRLX+DFsbKyouYS/Ni5vDjyd/BS55Lj1rw2bYKyBQhZeQAvMsDbn19k/KLDNlahEMmaKHGdmHy73a7ub9UUPJ2+4XCooeRcigLBLDgXly23L1lP1JUni3uZtOwY8f5sNvPgFVAE7PV6uXKtVku2trZEZDLpIsycc/cwFr1eTxdadiL3Ajq4aKJdZJRKJW0LvwN+ZmJiemUgTHyBQCAQyCWCQd0nQJjse9/7XhEZrzgfeOABEZmsaKGIffv27SR8ejAYJOW8mQ3YEPH5+XltD59gDK1Wy03k9IoYimTZAJufvERLkXHgBZveRLIK53Y1zUm8ljny9bJ+oDVvcdFDz9RnzYu8nccObBPmUe4P/uZifrawpNd/gIM1+DsRP1hiMBjMVDP3FDk88y9fI//NycQYYzBrmKJFJia+Wq2m4egofQE0m019vjjwxrJlNushpB3q/0dHR0l4f+D+RjCoQCAQCOQSwaDuM3zqU58SEZEPf/jD8sgjj4jIxO6PFeUzzzyjK/JZSY+emjlWwo1GQ/0zsO1jdbq/v58JjsDxXj0inMduY4ZgQ61rtZpb9ND2lc/j+VO8IokiYwbl6dZZeRxmVJbRjEajJAx/aWlJLl26lDkWODg4yPhP7LVbf5MnUcXXdC8YDAaZRGe+Xm7/XrTveLvHjOE/3NjY0HOfO3dORCbPJZeIR3/gR2o2m+pDZZ+kHR8OvACzf/jhh0VE5Jvf/Kb8wi/8wr0NTuC+QExQ9yl2dnZ0woBZCc7iZrOZKZQnkp2MbDCDZ8JivT0runpwcJAImfIL3LbvvfhGo1FiJgRYo44j+2xkIr9sbWCDV4EX4AgwfhFjwrGKD+12W1/AHFVmIw2bzaZcvnxZRLIacCIiN2/eTF62LM5qx4DVK2YFOgDeGM/Kg5oWFWknf4YNmOB+IZ8Mk8zu7q7eO0TZnTp1Sk18mFxgCiwWixoVicjAQqGQBLrgWVxeXs7kXImI/M7v/M6U0QncrwgTXyAQCARyiWBQ9ymeeOIJeeKJJ0RkEtoM88nKyopm+/PK2eYpsanJOqGr1WpS9hvO606nk+Q6MawpiJUnWKfPMigc1+12k2J3bK6yqunD4TBT2kNkzGAsg8L/Xu6NF+bMyuI2GIFLa4BBDYdDvT6E6IMVDIdDHT+Arwnt8vXakvWe5qAXBs6YldfkMdFZZlp7Xzn83irq7+/vK9tBQMSFCxd0fHAc2FWj0UjMtOVyOQlVh7nwkUce0XEHmw+88hAMKhAIBAK5RDCo+xjvec97Mv+jZPzKyora+IGDgwMN47UO/3K5rKtROLaXl5c1CRMsAP4FZhSeIrp1urOyNR/nKYSLjBmU1cPzwszZJ2WLAVYqlcRXwoyOmRDagN/I9r/f7ysz4P7jmrDK73Q6GmaNYpNgtZ1OR32GfB1gBlzqHee2DNMmIzM4EAXgNng/wAbGcMKxTSbmtr2S7Pbco9FIxwxjsru7m/gz8fzU63W9Pq4xhb/hb0JAxKOPPqrHvvOd7/SGJPAKQDCoQCAQCOQSwaBeQUCl00ajoeHOWBXv7u7KlStXRCRVeC6VSrofmNfa2pqqpT/99NMiMqkD1Ov1EtZTKpXcUGyR8aodTAj712o1V5oH7cOnwfJEHmsDbBQc6xF6jM6Wmx8MBtqu9ev0ej2NLEO/yuWyjiPGbjAYyObmpoiIasLBxzI/P69+Mh4nsDDW58Onjajj6/V8Tjbijb+zuoesVchRiLYirWWm3B8PfC89BoWIU+sPnJ+fT+SPSqWS9g3RfvBBra6uqkUg8MpFTFCvIHz4wx8WEZH3ve99amJCLtPe3p6amGCyw8uKw3lhSjl79qxOUHjp4rNSqSTOfQ5z9r5DP2DimZ+fT1QCuBQ6NOzwsmX1BRvCzaUgeFKx+U/8AmdTINqyeUrcFiYh9KtcLielNWq1mr6UMaFhzG7duqUmUw6EwP5oFxPEYDBISttzWXT76U2wXtl7nqCseW5ubk7HAJMpFhasNsITlFf6BPugDTx3t27dyuSM8WetVtM0CRb1xQRvc9Pu3r0bpr3vAoSJLxAIBAK5RDCoVyA++clPym/+5m+KSFadHAEQCMtlNsCl2/FpV8dsgsNqnRWnPUe5yHh1jxUwkn/n5+eTwAN89nq9hEFxf2ywwGAwSBgUJ7paBlWr1RJlcTAL3g9t9vv9pNw8BziALT300EO6/amnnhIRkatXr4rIeMVvk5v7/X6SkMzBJNbU2O123eRn9GdWyLkX0s9BKdgHzwFMcWC8HIgCluepsfP/OBcY+7PPPquM7NFHHxWRiQm0UqkkrH80GqmJzwZtBHv67kAwqEAgEAjkEsGgXqEAg/roRz8qIuOwcSRMwrnMauLs48E2ZgsiWYbDunYWlkn1+31lUOwAn3Yc6/phtc5JqtZJ79UNYn0+q2bOicNgBRxmbn1crATP5drxN5KiX/va1+o4/sd//IeITHxQvV5P2RF/WgV4gBmOx2o9VfNZwQvWH8eMCwzq8PAwkc3Cuff399WHxknR01ILMEYik+et0+koi8R5EPRQq9VUnZ/9ZGB0GOO3v/3tU68x8MpDTFCvcPzar/2aiIj8yZ/8iZr4bJDEwcFBRuEBn7ZAIDAcDhOBV5FUiJRfxPgOx+3v7+uLzh7PDnzOC7KTCqtG2Hyifr+fvJQ94VmYGQuFgipy2Jd/r9dLzIs8aeE62EyIlzkmWO9l7pniPK1C1he0EzvvbycoDgbhCEa06QWnYHLGYgZjt7m5qWbXadqK3D6XX8G4dDodDcLxJl/cV9yTbrerz9C73/3uZKwCr3yEiS8QCAQCuUQwqO8SvPOd75SPfexjIjJZkWO1XK1WNdwXQQyci2TDr4fDoa5ssTr2giW8kulgMVyW3lvl2zwcXpHb/KC5uTl1trPZyiolsH4gF93DPvjbmtG8sg98fuy3ubmpLBUKEjiO1Td4nOx3NvSeUSqVklBvj0ExG7asylM45+AXjBGuCeO6uLioARNon5mxZWNeActaraZ5dnjemKXDFIiw9Ha7Lb/xG7+RjEPguwfBoAKBQCCQSwSD+i7CBz/4wcz/P/3TPy0iWe0+ZOz3+331OVj1c1baZh+R9St4DnNmP1YRwlOl4JX5NAV19s2wD82Gks9iPyKTpFSr3cfKGdxX28adO3d0XOD8BytotVruNVn/Hp+HWSlgmQrgjf9wOJzJyCy63a76J20ww8LCgoZ/g3mzOrunemHrglWrVW0PDApjzMnZ73//+1+0r4HvDgSDCgQCgUAuEQzquxh/9Vd/JSIiH/jABxLfCbMGL1zb093jRFh8J5KNbnuxsuL2e68SsFfnCX4R9pNZPw1HwGEbR/+BQVnGyFGLs1iY5yfjmk6WzXAknb3eQqGg14Rzd7vd5NqZ7dkk3sFg4Fbq5fPwd/1+Xxkf2BHGZ2lpSVkPq75bHxT7K23k49zcnD4b2A/n2d3dlfe9730SCDBiggrIxz/+cf3705/+tIiMX0K2ECIUE0T8kheYwPASYlUEL09mmvIEa8h5k4QNKeccJi6IZ018AGsPckl5O7kA3sTDQFunT5/W/W7fvi0iE7WObrc7VXvQa4vzuHDd0xQ8sL+nLmEXGWyi5HuHbTDZYqLCPa/X6xpAg3ylSqWi12cnd26fAy1wfrSPc9vSMYGASJj4AoFAIJBTBIMKZPCud71LRER+//d/X8OK4dhmZWsvrNhTCMf+XoLpLBOfLRPBLMwryQ6lATCpbreb0bzj46rVapJky+U8rClxWoi7DUdfWlrSNqzqQr/fT8xh/X7fZUL49K7XK72B/uA6vQTgeyndwQUOwZy+/e1vi8i4DAsCaB588EERGev0QfEe48/PCJ4DHLe8vKzXhCAMJJIHAh6CQQUCgUAglwgGFXDx7ne/W37rt35LRCSpycPOel61c3E+kay/w0veterbzB4sgxJJi/qx9BFW8KzKDv+SlWVqNBq6H5z0jUYjkWji83n+I4/92KRmjFmr1UqSYFlOCmA1duvn4zL2ni/MMkBmrZ6/i7UJAYwVGBTGp9Vqaeg8AmrYp2TPyTW0wMRrtZrek2BOgXtBMKhAIBAI5BLBoAJTYWVmHn/8cREZr+Q5Wk4km8hpFc7v3r3rhljbsGhPRJV9JWjXhk73+31d6cMH4iXqsvSRTezlv2exFA61R39Rs+ju3bvKmFDbCH2+efNmJtyer9cDs07sx74zT0j2XhKlZ103t2urBbN6O0drgh3h3nPirX1G/viP/3jq9QYCHmKCCtwzvvKVr+jfP/IjPyIik5fgmTNnNCzd4saNG+oU90x3XqE9G1DAf9uJjNXP+aXs5UuhHZwfL1EOkuD9bB84t4dNhiJjcxiUGC5fvpzpz507dxJtOm8S4j7YbZVKxdXgE/HLwXuBHF5gCm+z4f2YYFkxHiiXy8kEheNarZb8zd/8TXKuQOClIEx8gUAgEMglgkEFviN8+ctfzvz/9re/PTEfQd9vbW0tCTzodDoJQ/DUGhjWtOfVj/LgMQsuiodtlp14LI/NbegPF9W7c+eOiIh8z/d8j4hMQqxXVlaSUG9mJHabF5jBDMdjRrNMpJYVsvnSS961BSlrtZpeJ1AqlTQw5iMf+YgEAv/XCAYVCAQCgVwiGFTg/wSf+9zn9G9oqsEvsb6+rsyCWRYSaQEOB/fYgBdogTYtQ2DMSlzlQI1pYe+VSkXlmxAQUSgUtG4R/E6tVkuDNBCmDR/N2tqaBlDgusvlcuKTw/HtdjtTjh6wbNCTjuL+2+9mlbEvl8vKmMCW8FkoFFSeCOwztPMCLzcKL2IaeXGN/kDgRfCBD3xA/v3f/11EsuYzvNi5rIVIVoeOJxA7abEILL7jnB4bNQdwQUQ2adk8KBa/xWQLwdTBYCC3bt0SkYmuHAvsvuENbxARkde+9rUiMp68ECiCz1KplES6Ydve3p4WUITeHatRTBOB5TErlUqJyY4nO5unxHlWNlhieXlZFUU+9alPpYMaCPx/YDQauSGtYeILBAKBQC4RDCpwLHjrW98qIlnlCVvSwTM18Yrfy+Gx/zODQvvWJFitVtWUxm1bBgU0m00NdkDgR6/Xk6tXr4qIyJUrV/Q8OBZ5UG95y1tEZBymbXO1arWamv1gegOD2t3dVQbFJTC49AZfG/+OMQac72VVL4rFojInfJbL5Uyel0i2XPuf/umfSiDwciAYVCAQCATuKwSDCpwI3vrWtyoLAItgzT8bUCAyYQGeAgUYCDMAW7Ie7GN+fl7bxTYv5BvMrF6vJzqDe3t78uyzz4qIyD//8z/f0zW/973vzfR/ZWVF20Xf4Jfb3d1VpoXvdnZ2tN/Y5tWp4hBxZlN8TeVyWa8FgR+s3YfzoKhlIPByIhhUIBAIBO4rBIMKnDje9ra3ichYHVtkzKTgF0E9pUKhoCzHfhaLxUQ3r9/vaxg42AYY1+nTp9XHgn3m5uaUQXgySGAgaOMTn/jEd3y9v/RLvyQiYzkkW2sL4el7e3vK7sCgtra29Dtb66pYLCZh41xXi8PFsc0y0uFwGPJEgRPBNAYVE1Qgl3jnO98pItkigzD7wSTF4dEA9m+1Wlp2HcEJOH59fV1f2C+88IKIjE13aBeTAHKfisViIpz7f4XPf/7zIpItHYI+Y/LBJHrnzp1MOQuRSbAE51RhEjo6OtL9YErE+LTbbfnLv/zLl+WaAoGXijDxBQKBQOC+QjCowH2Bd73rXfLpT3/6Ozr2He94h4hMkmwvXLigjAKh4nNzc/KhD33o/6Cn3xnApMAGOemXGRRYI8CqFL/+678uIiIf//jHdf/f/d3fFRGRD37wgyIi8rGPfezlvIxA4DtCMKhAIBAI3FcIBhUIBAKBE0UwqEAgEAjcV4gJKhAIBAK5RExQgUAgEMglYoIKBAKBQC4RE1QgEAgEcomYoAKBQCCQS8QEFQgEAoFcIiaoQCAQCOQSMUEFAoFAIJeICSoQCAQCuURMUIFAIBDIJWKCCgQCgUAuERNUIBAIBHKJmKACgUAgkEvEBBUIBAKBXCImqEAgEAjkEjFBBQKBQCCXiAkqEAgEArlETFCBQCAQyCViggoEAoFALhETVCAQCARyiZigAoFAIJBLxAQVCAQCgVwiJqhAIBAI5BIxQQUCgUAgl4gJKhAIBAK5RExQgUAgEMglYoIKBAKBQC4RE1QgEAgEcomYoAKBQCCQS8QEFQgEAoFcIiaoQCAQCOQSMUEFAoFAIJcojEajk+5DIBAIBAIJgkEFAoFAIJeICSoQCAQCuURMUIFAIBDIJWKCCgQCgUAuERNUIBAIBHKJmKACgUAgkEv8PwnqWpsX9fU/AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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cLvvDOQYg8MMfD7ROp+MP11RBwTihce64aDpiEx+3AQ4LljCbPlCZuEdqY2PDk78igGJxcTEZpo2/OSGs2cR8hkkL7e7t7Xm/j5qgOOgkTiqcySEuDDgjRwyS4Ek9tmU2HVseR/yN/vD5Yv5Cvk5eeGDsYx7Gc+fOaYISOWTiE0IIUUikoIStr6/7ihlmqEql4goqbsKsVqu+UoapptfrZbJim01X5Lu7u/7dVOABZ9jG91OqByv3mN2bj+cw55Qy4zZxLTh3VBvo8+7urodAwyTF+QW53DkUEYIkOEQ/ZvzudDq5UG8Ol48mPv77sBx73Fa1Ws2dk9VnVLWc7zC2lRozLvmOgBfkFhwOh7nAiVar5YoS44Pfz1NPPeVtCAGkoIQQQhQSKSiRqUsEpcD1fLCyjTWgzCzjQ4nBBRykELNet9vtnNOdj48qjBVUVEYM+6KiykhlRocC4I2rsV+dTsdX+hzqjuOhpFi1xTpMrNBSqiTl30mpJO5vvLbYf1Y4MW9gKhVUKjUSK6o4Zik/GZeKx3tQ27VazdvHezx2V69eNSEYTVAPMaj2uru76w8flNa4cuVK7iGF136/7w8amGyq1ao/BKNpp9/v59richsI0OBJKWXii+YnDiyImSRS+3BSx6cSzqYi39BH9LnVauWyOXCkGzJKYFJfX19PTnLRZMeRkDFQgSsTx4mEg0jwWaPRyAU0IJiBy4twNGQ8jifreE/4OmKwR6lU8muB6ZcnLUSLIrdhtVrVBCVyyMQnhBCikEhBPYRwBmmzrDpBmPmNGzd8FY0s3Fhdc142KKhGo5FTUOyEh0mH9x+lMiuYTcw+0bzIpSagRHhPT9wHxZktUkEYUY1xCHTMSjEajVxtIIcc5xLk/kclhM/29/dz2dhZEaX2PEWzH5vsomktdb2soHAvkNtwMBhkymbENqBwcN8ODg5yuQFZGeM4DsZg057ZRKljzxgUJn5btVpNCkrkkIISQghRSKSgHkKwEk5tzMRG1OvXr/sqF6t1zrPGfg58xpkX+HunT5/24wA79dEWztdut/27CFuuVCp29+5dMzN/xXVUKpVMlnS+Hu4HGAwGuc3E/X4/58OBKmO1AUXEGdpZ/cRABRyzubmZCcnH8VFBsZ8Mn7FCixnj2fcWr52ze0DpwOczGAzs5s2buf7guwhewPhvbm7mFBpvwEYbcTuB2fR3xjkQcU247p2dHW8DyitmrxcPH1JQQgghCokU1EMEMkenMn9jZYs8cVeuXMll5ob/otFo5PLudbvdXHg5106CrwEqYmtry1fbWN3D33Ty5Mlcnrt2u+3njL6cSqXi5+aIw6iIeCUfN8aWSqWc+uHP8B777XA8zs1ji/bR14ODg2R6Iq6IG9vCe1w9N+a8w2fsE+Nx4Y3RZll1AnUEtTQcDnP3lbcW4Hicc29vz7cl4L5ubGyY2eRexk3CnAU/Kuqtra1DU1+JhxdNUA8RXP4i9b7Z9IF67do1f6ihcCEmuMcff9wfarzPJpY5Zwc6slLgAdbr9XIZIWD2qdfruQf2YDDwAA42NeJ6ooms3+9n9iCZWcbJz5MzSO0LwmssQ3FwcOD950kJf+MVE9poNPJzof1ms5kzdXE2i1RWhzjJcaFAPPxTGShwHvR/MBj4PcFnOzs7uf1nWJxUKhVfoKBUxv7+vl8fCi9yzj9MdmwqPWyCWl9fz5T2EMJMJj4hhBAFRQrqISI61gE737GK3djYyBXMw8r85MmTrqCwEl5YWMiZn1hBxWwO9XrdQ5mxgoeJj/vHJTkQwAFzUlQYZtMV/GAwyClGXNtgMMipJN4YmzLxpfoDUhkh4kZa7g+uc25uLqf8MNb9fj9zLTgmKhyGFSj6Ha+J7ynMrjCj3rt3zxUWTHds3oWJ7/z582Y2+Y1cvnw5038OfEltrMZG8G9961uZceKChfH3KR5e9EsQQghRSKSgHiLiBlr2e6RyvMUNrvA3bG5uevoaKKmFhYVcZmvOVYdVMfrAmbahuLAJNqXo9vf3fYWNVT3Ow8ED0b/G18RBBDFnXqPRyKkfMBgMcnkAh8OhKw+ugYTPobSwwXc4HOY2wc7NzSUDLcyyQRucoT2eh/19MRv4eDzOhdjzBuioENnXxiH/ZlmfGG+GxrhAXeEeLi0t5VRep9PxLQLwa+I61tfXc1sFhNAv4SEiVpgF/DBMRa7FAn7b29s+SWBfzcrKipuwYoYCLu7HD0B8jgcTB0TgOLTV7XZzCVjBYVFfMI1hAsFDt9vt+mc8eXE1XowB2klVh8WEcFRBQc4CgXbRD86+ESdHzmyRMpulIhRT0Yowh2Ki54KRGMe4h8lsOtFg/Hd2dnwMuDBlnKCOHTtmZpNFCe4rB6egXAmCKmKCYbPppCiETHxCCCEKiRTUQ0QMgeZ8blGF1Ov1nKOf860hYAEFDqvVak49YIXOufIQotxutz3kHKt8tNXv9zMZKnDOGLTB1xUd8sPh0Ffu6DcUT6lUyikKM8spHM4oEc2iqfIZrDpjto5arebn50zhUVlyxvBU2HsseZHK0M5h3THLOJtw4/HD4dDVCxQUTLi7u7veV1ZQ/LfZVEm1Wq1cVvtOp+OqCvecFWnsjxBSUEIIIQqJFNRDBDZaAqxwOfcdVrQcqICVLVbTzWbTfVDIPMHF6+Lm0/F47EoCK/MzZ8745/BH4PX+/fuuYpgY2BCDCMym6or9WOgPh8bHvHj9ft//jv3nTbCsQqEG+PgYJMHjCeUE1cHqJwZLlMvlXEl2DniIKpKVIG94jcUgeQsAAjg4h1/M9ceBLug32h+NRq644hYG9qHx5uaj1FGqzpR4uJGCEkIIUUikoB4iYi41bJpst9uZ0ttmllEwMQx8MBjY9evXzWwaRl0qlTJRe2bZcucxDVKlUslsWDWbKgv2j7BfIka1xfpN3Far1XLFgXBwroUE/xd8aZ1OJ1fPCtc9GAxcNUAZsUJj/xH7W3g8G41GbqNur9fLlZcH1WrVx4+zmkdFxBF+UTFyZCKnOML34gZmVoA4jmt0YTzZf4TfDYjRoHzuTqeTu07APtDUJmTxcKIJ6iECEwce2HhwNJvNTOlts8lDNDrW8YDtdru5kuD9fj9n1sJDqtVq+UMTE8JgMMgFUyBEeX9/P5ME1WwSis6mJbNsuXM8+GByYpMUrhcTNF8TT5yxdAQ/rPFeKosFZ6PAd2IWi1qt5pMKzKL9ft8ngGjOW1hY8MmWg02wF4wnShwTw8Dn5uZyQQwYfzbBYVyr1Wou5By/Gc4UAtPmcDjM7Q/jEiS8RQBgco77s3q9Xm7cy+Vybn+YeLiQiU8IIUQhkYJ6SPjBH/zBXDZtVktxc2Sz2cyFKLPzGqqElQhUAMx+YGFhwRUFFMj29rav7mE6hMLZ2tryPqJflUrFzXLRBMRqgFVbVA/8vVgWI1VgL25U5uM4lyCfhwMrzNLZzzEGZvmQdrS/srLiY4z7tre3lyt3z4EdsXTHwsJCLrAhlcU9ml/NpgoQ47O1tZUz+3EZe86YYTbZ2MtqGd9jFcvt7+7uurLkjO7IuI7ME+LhQgpKCCFEIZGCekhgf0QM4+UQaHzGm0Jj3aNarWarq6tmNvVHcNAAVtNY3a+srLjvAaHka2tr7mB/9NFHzWzqn+CQb1YW8FFFJcgbdeFLa7fb3gbUA2+exWqdC/KBqNDYsc8KJPqIODAglccwbk6t1+v+dwwYmZ+fd4XG/rh4LRhrDpI4qiQ72lxaWsrVcOJ6U/itcK485NHjIpUxuzsr2RiaX61W/Vpw73E8Z1JHX7mmlHg4kYISQghRSKSgHnBe//rXm9lkRYxVK9QD+6Kin6bf7+dCmjmrdtxsyqv16NNg/wUrFqzEocKwgr5//36ufPzi4qIrKESWcVVZKBDUKmo2m5mNv2bmEXB7e3v+N/twYnQgZwyPmbzb7bb3g/01MS0UK4CooGq1Wib1EH/W7Xb9eCi0lZWVXGok+Gb6/X4u3ROnOsLYItT+zJkzrog4GjJmTkd/1tfX3QeYUmgxia1ZdgMw/o1rgd8RY9dut/0eQhXyfcW9x2/lueeeM/HgownqAeXNb36zmZk7mVdXVzPF8MymD7mDg4NcOfXhcJjL3ccTQirvW5zIcL7d3d1MsUCzyQM8BhTg4bOxsZGbHIfDoV8LCu3xhIYH7yOPPGJmk0kslp9AW5zJm01S0UTGD99omjp37pznFcSk0el0fALGtcOkxmZCzoUYCwmySS6O48rKSi6YBefD5MH9Z1MujkOf8WqW3QeF4zC2nBk9lS8Qn3OoPfoQJ3U+Dq+YqFZWVty8id/iwcGBT5BoCwuKc+fO+e/gS1/6kokHE5n4hBBCFBIpqAeQt771rXb69GkzM3vDG95gZhNFceXKFTPLZtg2m6y0kVuPM5Jj9cphv/h3NOexOSlm/u52u66OOMggrvS5dlFso9/vZ0K2cRw+41W3mdnZs2fd3Ic2cO5qteqrdZiTWOGkMpJjrBAm/cgjj3hABj7b3Nz0jOxROe3u7uaye3MG76hAKpVKLnt4tVp1hYPj2ZSY2haAMY2BMXNzc34tL774oreB46HIWGnG+lGc0R3wWMcimKkaV1Cmq6urfi0wnfZ6Pf9d4pwwT+/v7/t7P/MzP2NmZp/+9KdNPFhIQQkhhCgkUlAPAJcuXTKzqSO5Uqn4Js+nnnrKzCYrfwQLAKzyDw4OXHlwNdlY+pz9JeybwGvMNg56vV6m9pTZJKw6bt5FHzjcmQMXoGg4tB3nxnu8ORR+qVght1KpuOJCH3Z3dw+tN9Xv93PpmM6ePet/Y+XfaDR8PHBu+MFarZYHNHCqoLhxlsPM40Zj3szKY4VXqCvAKZpiyD1vFfj2t7/t1xnTSeHci4uL3p+UgopKsFqt5jKcc77GmFJpc3PT1Szu17lz51z53blzx8ymAS/lcjlX7+vDH/6w3+NPfvKTJmYfTVAzDMx4AJPA/Py8P3zwwOt0OrkifTFqzSxd8j1OOJVKJRO9hzbi8WzCw8MKn3H2CpQBx6QxHA6TfcNDDQ94Ls+Ah/Pa2pqZTfbVxPyCmDS63a6PC97joAScB31tt9ve1oULF8xsEnyCgAm00W63/ZpjCfQLFy7Y1atXzcw8eo4nbkyUHKXHEZVmk4kcYxT3Q3U6HX/Asyk2ml05E8XJkyfNbPqA73Q6ObMrfg+cE4/NepzI1mw6IaciQ3lCQ7+xoDg4OPD7irE+efKkB1FgnDBR8Z4wXjjhvQ996ENmZvZXf/VXJmYXmfiEEEIUEimoGeX8+fOZUghm09Xr6dOnPSQbK+EbN264eSSa5zhrBJv1opObgytigT0mKig+hkOPoRpg5mHTF0B/Go2Gt4P9TWiL1SEHb0BFwumO8WITKAc68L4ts6kq6Pf7HnCBrBc8/lBJy8vLPi5QUAiFbjabftzly5d9XKICwTVubGy4IuLgEC5dgeMwdrFEfK1WyxVfxPk6nY5fO0LOr1+/7vck3lcud8Kvsf8c0BGDbDiQJmaeqFar/h5+z7Vazc6dO2dmU+X3/PPPm9nEMhAVNZsoUwUvxewhBSWEEKKQSEHNKIPBwFereMUq9syZM77iB7dv33YFFTNbc3n3FHEzqVne98BZBVJEv87u7m5mNW+WVXasdswm6hD9QCg3Z13A6hvqZ2Njw31cUC5QM6dOnXLVAHW1urrq6gGqBIp0e3vbxxOvp06dyvmbut2uBzHETAm1Ws37gzE7ODjI+YjgY3rxxRe9H+w3ilnSOWAk5gQsl8s53xDnXMQYQG3fuXMn1x9WPPH+lkqlnDJj1R39iOwTA1x4MW6G3trasmvXrpmZ5crTLy8v+72GTw/3EuMtZh8pKCGEEIVECmrGePLJJ81sEm6L1WrMz7a4uOirUE69E6P3+N+xPhL7pXhDLNrCOdlnETf0sirDd9Hn7e3tXIoj9mvFjOXNZtNXz9i8yWl54gbQ27dv+7m4zhSOiRV1S6VSruw9FNfy8nKujH2pVPIx4IjGqGYBlzvniDquiGs2VW/Xrl1zpQgFxTkB46ZfrqiLcapWq66cYjQcp6vCdbbb7UzaI7Oswolh+OVyOVcrDH3lz/i6o58MjMdjH0+M9WAw8NB8KEZO+4RzYlb1PzwAACAASURBVJwGg4H7nvC7fN/73mdmZp/5zGdMzB6aoGaEd73rXWY2fQCwox+mIzyMOEsDlz3H33jAc0lzPJA4eSo+jyY4TnKKhxwX4UtNULF8xu7urn8H7bMpMeam4/x5nJ8Px6eSluLBCLMb79HBZxizu3fvelAFJiqM6/Lyci75K2eB4MkRD8h4/O7ubi7AYXt728cFx8PEt7a2ljPJxvPza6lUymWZ4L1CuF48uO/cueOTFsZgeXnZH/ZxDxzfE07+GpP6shmQTcKHtZH6DP2p1WoeVh7N0gsLC/77we8ZY2c2vYcKlphtZOITQghRSKSgZgSYp7Dqbbfb7uSGmsFqkUt94/XEiRP+eWqjbjTHcN60mMcttZE2rpb5PXamszKKqgeUSqXcube2tlw9pEqUoz9s5oqlJrAar1Qq/l0oikaj4QoKG1ixKffcuXO53Hqpc3N7AKv7O3fueHg5Xu/cuePXifuK663X67nsDCkTWSrcn1UkxgPH4TdQrVZ9PLDReHl5OZOfkceTrxFwbsAYNp7a/F2pVA7NTtJqtXLZzHd2dnKFJVNBFej/1taWjzfuZcwKImYLKSghhBCFRMuLGQG+AawyT5486eHBUAjsU4i1eHglGYvLlUol9+9gVVqv13NpaVg1cD42s3Q2cP53fI+zpQMO0Ijt7u3t5RzyvEqPK3cOCol1qqBGMVYYJ/g08MoZ2FFnCuPIgRYcLIE+4p4gBPrKlSv27LPP+t/oB9rjGlE4Z7xPrD6iYuWy9/xZHHe0v7+/72mh+D6gP4f5isyyvr/YR/5eys8U02axTwm/X74PuAfs48R1YNyhlra3t11BxWz4YjbRBDUDIOGr2TTaazQaZSqPmk0nl52dHZ/QOFIuTgj8wMODiScoPDTRPial8Xicc4qz+SlF6kHGE9JhxwPOlZcKiIgPotFolEvEylGGsTxHrVbLJVbFRMbRc3gYcqJX3nMT9zNdv37dzCYZEL7+9a+bmdnNmzf92JiDjyfAaOJLwRNzTPDKkXepisZ4j/dZxZIdKdMeT1CxyCPfU1wL369oMsT35ufnPegH476+vp6boLiiMUetmk2CYRD1h/8bn//85w8dO1F8ZOITQghRSKSgZoByuewrR5j42CQVd/3v7Oz4ypz33MQVdjyH2VRtVKvV3L6XVKnyo8w9gP/NDvPD9nH1er2cWavf72cc5NxuSkGlsqvzZzETAzv8Y9aLTqfj444+LCwsuLJksxj6hv1MMPHdvHnTw8b5vsVQeM60kQrXj6a3lGrlcYn58Nhci2uH2sC1crup9jlAJhZa5JIrMRvIaDTK3RPOSMK5Fc2y2SuiUuO/8dljjz3m9xXjL2YbKSghhBCFRApqRuBaT2YTGzxWvnFT6/b2dm41ur6+ntssyxtMY443DsUGWO222+1cpgEODU/5JeLKmYMAeIMx+hDD2DnfHuAVdPTXsO8kFaARay3x8WgD/drf3/eiflBBc3Nz7vvAuNRqNQ/rh1KBMuKCfFBNg8HArw/HoS1WD9z/GE6fUlep647h6KPRyH8bXFeJNwUzhynk+B6rVd7Qa5b15eE43HMuWY/f4EspqPjexYsXvbYYsp6/5z3vMTOzz33uc8nrEsVGCkoIIUQhkYKaAarVqm/KRbhzs9n0aCeE1mL1u7297atj+AG2traOVFCxFDdv1AVY7S4tLXkb6EOqAi9vJo3ZrvnvmGnbzHIrZ1YbHMmIY+PG1VQYe0pVpfw1MWLMbFr1FyHi5XLZN+/i2ubm5jyvHatBs4mfBwqK/Xa4ppitm6895WuLG1DL5XKuflelUsnlKIw+qZeCx/XlKCg+PipqVs3oIxRno9HIpLUymygoqKroz2IfF8Z6dXXV8y7G3IBiNtEENQMMh0MvGXHp0iUzm/yHhbnpxo0bZjZ9iHLpbk4uetjeEM5lx6HY0USDB8HCwkImr51ZtkR55LAghlgynZPRxn1ZnU7HJ09+D32NTv2jMlXwtaVMRzGsvlar+UQMU9/BwUFmD5XZpKwHB1HgXDg+lppIBTEcFXI/Ho89WAPjg0AHDjrhPXAcZJK6NnwX7ady/MXP2Ix62D4oXiDwZ4dNlHt7exnTJ74XTYEY1/n5+Vy2lFKp5GbXVI5IMXvIxCeEEKKQSEHNABzm/Nhjj5nZRGVAScA8hE2hvGmWV+0xgIBVRFRXtVotZ5bjzbwcGBBJhbNHFdPv933lC3XIm4txbWz+ixuS8e9UNnO8H6/zsP5wCXooM7C3t+cqD3n6vv71r/v5ufRIzBnHG2RT2RliMAgrkqhYWEHBvAiFwL8HtMn3KW6Q7ff7ObVWrVZzWe0P2zoQ+5+6nljChf/GcVCAa2true0SKQUFE97x48f9t8GKEfcJYyEFNdtIQQkhhCgkUlAzwHPPPWfvfOc7zWwajjw3N+erxNOnT5vZNFhif3/fV47wU3GgwmGObbNs4ALaj/4jDqfmwnxHbe5MbbzF30hxw3WqOIM3gP8BKgYBCYPBwFML4TVVe4j7FzcaNxqNXNADVvmbm5sepHLu3DkzM3v22WdzOQp7vZ6v/tEPKKq9vb2kguKACf6MM3+zb+n48eNmNk3vg9Q+/X4/mVoo+gU5ezvGG32em5vzfnBaq9hnHsfYf1ZIMW1S6rrxHvvoWJXHnJK47pMnT/pvkDc+4/piuL+YTTRBzQCvfe1r/W82P2FywMOTo/iQCBQ76rvd7qEObY4AQ5vtdtuDGFKFC1+OGS8VJciZKvCAjPubOOsFm6TwcL548aKZTSesbrdrL7zwQqatlFOfA0HiGLRarVzVWTz4dnd3/T1MUI1Gw02r6GO1WvW/Y8Reo9HwhyvvBUOUH/rDTn70GxPneDz2vIwYx//93//1vkbz2XA4zJn48ADn6rkws9VqtWSRQe4fv/dSQRWpfH6HmQoHg0EyQ0j87cEMXK/X3cSHMUQ7ZlPTMIJb3vWud9l//Md/JM8tiotMfEIIIQqJFNQM0O12cyvUXq/nZo9o+qrX65kcc2ZZp3WqnHdUUGxChJLgHf44jk1Bhyk0DvnGuRuNhvcxlirf29vz1T0XzoODHAoKamZvb8/bQhE+Dj2Pjn9e0bOawfHRnNRut129ceh9VBvHjh3zfuMVbbAplINO2KxpNlXD3B+0USqV7E1velOmH//8z/9sZhOlEE1qZlkFh3OaTX4zMBdD7XFQAl5jaDzDCidl3j0qu33sH4elc5AEwL2DRWA0GuXyI47HYx9nmPju3buXOUbMFlJQQgghCokU1AwwGo18pQ2n+HA49JU+ggxYwaRy36VWpiA65BuNRm4VDQXFq2r2iR3mg2KfFWg2m8kVPNrE3zhXo9HI9YMVEsYn1ce4WZV9UFAU7KPjnINmEzUJdYr2WUFhnJaXlzOBKmbTQI6lpSX3i/AmZ1w7FAL7uHANUANmU98KjsdnXOKefT9ReaP/Ozs7yTFIFWHksY6kNuge9lmqflQq80fqd4q/EXzS6/X82nn7BKwJMcCH/VRidpCCEkIIUUikoGYE+DSgoFi5oMor+y9ilF25XM6FDgP2QaUi0nBurEI5bVKq4mrksLBq9C3WQkr1fzAYuD/h8uXLZjZVD61Wy9uAL4pz98XVOr/Hm0OhsNAuVuMrKys+tlA8tVotsyHWbOIrwuex2uvKyopvSAZc94pTFplN635xX3d3d71sfKxZNTc3l9uUyqmIYm66SqWSy4zOqgQKin8zKRXF9wfnRJ9jzsdUKfrU7+eoumWc3T5ViyrmoIRPSht2ZxNNUDMAP2hQAA8Pa7Op2YPLtcfEsNVqNfcwAbxXhp3ReBjgPzebe1IZEA57ILHJkb8H0xL6z+aflLkQIcaYoHC9jz76aK40OIctR8d/vV7PlbivVqs5kxTGotPp+OTMkyI+R/YCDpLABIM9aktLS76QQB/X19dzhQTx2dzcnD9c+b4hFyAmQp5U4wKEy8anAig45D+OWRz/w8LDUxkwIqmyKPF4nox4goqTEK6X99Hxd2OgC15l4ptNZOITQghRSKSgZoBms5kzhaTyuUGJVKtVX01jldxqtXLlJNjchs9gIoHJjN9LBT3wijgGI7zUJk8uqc7fSznHzaaKBuoBIeXVatVXyJyhgMtgmGWLPeI9DvnGNSHQAZ91u10fszNnznib6C+CKU6cOJHLaYjyKO12202G165d8+uAKkT4NI8ZzIPo63g89r5BMbIS4WKHh8H3MJVdHe9FE25K1XI2dnBUwchKpXJoIA0fx+9FBcXbD3gLBR9rNg0mwdgho4qYLaSghBBCFBIpqBmg2Wzmwn+5JDtWzOyLwmqS0xVFlcTZprlukdlkpRpXqLz6TmUKT62eU/+O76f8GCmfVQRK6tatWzknOKdvwmoaPqDjx4+7muFQ8ZgfjrODQ7FAkc7Pz+eCJBYWFjJh6GZTdcXF9KCazKaKAPcEqXkGg4FfE743Ho9dVcHvhb7evn07lzORiWPMofb4TfHm4FSdqlT7h/mgUpuhuSBlKlN7PHe9Xs+kZjKbBp1sb297u3zfcH74CjFOUlCziSaoGYCrh+I/LEflxYfb4uKimzbwH5XNPtGMw/C+lLgXKZWDLQYg8HExUi4SH0js9D4sCSn/jYf73bt3M9FpOHcMhMDDanV11R94XFYCYxRLiHS7Xbt586aZmZ09e9bMJuOKSQ6T1trampvq4sN/aWnJo/hgJrx//74Hu8TMHHt7e27Ow/1lMyEyW4D79+9nihDGMYtjzIle+TcVOSxoIp4jFVGHv3Hd7Xbbf0sYa/S53+/nzIr1ej0TlGI2XXBxG7xvCt+NewRfTlYLUTxk4hNCCFFIpKBmAF7R8yofCiLuV9rf38/tsm82m94Ol2nHK1ayMFF1Op3civaocvBm+VUqZ6JI5WyLyiqaFM2yjvOo6DhrBNrCNbbb7UxeQWZvby9X4p6zNWBcMCaDwcADMqCQGo2Gr+bx3c3NTTffoa/ow2g08tU8m2Sxrw3nghLc3t7OZTrv9Xq5Qo5okwNpWKVEpcsmuGiO4xLxMRzc7GizHGCzG77LCiqaNPkV48LbA2KxTCjIXq/nZlfuK+4nFHIsaihmCykoIYQQhUQKqsA8+eSTZpYtxY0VZ2pli1X4cDj0lSZW+awisOLnPG5xs+x4PM4ptFR+O/ZbpMqum01Wwim/12GFEzn7ecrHFQsFcpAHFMby8rKrF85QYZZdrXN29VjsDit0s6ly4kAUDls3m4Snx6wYuA+DwSDnK9zZ2cn4YHCc2cRnhfahCkulkgeGwHfF9azide7t7eVC9znQhf1FILaR8kulwsGjuuJtBwjyqNfrOdXG2eqjv6tcLvs9gVJEkARnw8d4lstl/20gdyIUqRTUbCIFJYQQopBIQRUY9htAAWEl3+/3c6tR9j0gyot9EIeV4OY0P1j11uv1XIg315OKK2su8R3h8F9WPYcpKFZE8D3wRtpY14mPR7+WlpZy9ay4Oiv+5ki/qCiwGi+VSt4GVuvz8/N2/vx5M5sqnJ2dHf8O+gE/0v7+vkcCfvOb3zSzScom+Kzi5unV1VWPGOTKvvj79u3bZjb1sdRqNb8WHuvUFgH+N7/Hqipmw3+pKLh4fLVazeXDS6UkSv0eWL3hu1BQeDWb3h/OvI7xQVZ4KM2XkzNSFA9NUAWGAxDiHqPUXiQOSoD5AyapUqmUC0tnZ3QMWOBkqHGySO2X4bLuqTxrqbLrcV8Nh2ZzqDHOHcPd8RmHlKcK7cEshgdayqQ1GAx8rBDeje/xd5ELcXl52S5cuJDpB4e743rR5v7+vi8url69amZmL7zwgk9QuDd42C4vL9tjjz1mZuYT297eXq5wH+C9cjBRNhoN709MpssmNYwHh3qn7mWc7A7LFoExiWH+lUolF4zDpsHYLk9ynO8Q4xQXTlz2HuZRXPdRhRdFcZGJTwghRCGRgiowqdVrDPk2yzuouRAetwWHdCxJsLi4mHN812q1XKmGVPFDVjWxrDubi6L5hgvURYf86upqsmAeVv8xzyArQBzT7XZd9UAR8TWyKRPXgTY41BugLaiZ+fl5V1BQM5ydHOoBJsGNjQ03xyGrwfb2trcbV/hc9p7zynE2BrNsoEs0xy0uLuZMh1Auqc3QvV4vZ8pLBcHwbzH12zOb3BP8zZnF2SqANiK8nYHNymbTgJS9vT2/P6wOcb0w7UGhysQ3m0hBCSGEKCRSUDNCXB2zAonqp1QquUriFX0MpsBqmp3vUCDVajXn3OZVaHRy82o6HlOpVHL+C1Zh8XuLi4teKp0DI7Aq5j6aZcOX2ceBv6FiQKlUyim0crnsYxaVGvcfY1Gr1Vy9sOM+gjZv3Ljhf2NV3+12c/cE/97a2vJ7An/K8vJybhw5z128X+Px2MPcoaih3jiUn/sQFSDg+8VEZc+BJWgLAR21Ws37EdM4MTgPZ+XH/UXIerfbzSmo3d1dPz4qqHg9YjbQXSswPAngIQVzT2pPEj90owO8Wq3mTDR4OKytrfl/bDw42OkeJyjOQsBO9VSmAfw7TqJcNTc+dGu1mu9j4TILsbgfO8lj+wcHB0mzIsYi9pGJQR4cUMAmLExQvMcsXgvG+Pbt2/6wRKAFRxPGa9vY2PB7gYjMpaWlXCRjLCbJ506ZUVORkpynMY5LqlRGasxiv9isiywcvE8Jx+HffO7UBIXxwWJgf3/fxxbjtLOz4+fE5IVXzhQiZgeZ+IQQQhQSKagCw85r7KCHiaPT6eTMFrxKxIqTzVRx3xRWoLu7u5lQXZwHDulUgEZcTaeyCqRW3EdlIcBKfmdnx82PuN5ms+lmm5gRm9UDlwSPOQfj3if+LodYp0pIxLEej8euZjlYI5ot8e/Nzc1cwUguyR7Hotvt2o0bN8xsep+63W6uXVYs6A+3hd9EKit5HHfOxRdVUq1Wy+QmfKm2eF/T2tpa7rj4bw4p5wAWjC1+D1Cfa2trbtpjlQXFjffwGoNLxGwgBSWEEKKQSEEVGHb8Y6MiVtP37t3zFXPM4Fwul3PqggMDYkn2Xq+XCxvn1WgsOFev13O+E95oGX1R7AsBvMIGHOaN1THOefz48Zyi4/LfMT8fO+lTPrGUcz+WSufM4RhrZI/ga0JAx+rqqquF6F9jHxpgVRY3GPf7fW8LfpTDfH8Aaon9RvjdxLHgvnEm+LihOlXynf1ase4VK5XYBvctttVqtVwts78P/j2MC7K/37hxwwM+OKs9+yDNpr8RKDExW0hBCSGEKCRSUAXmq1/9qpmZPfHEE77Cxmr9ueee8xV4TEtTr9eT2cOxuo11lzjvHoezx5pP+H6j0Uj6f44q057yPURlw+HvMTx4bm7OFRRUAafLSZ0zhm6D0Wjk14nrGA6HuUi9VDXcRx991MwmYeD47okTJ8zM7PTp0x7SHvMFskLjzbVxfPDeYDDwDcB8TehT9JOZTdU1+3DQXtzgzb+LVJXdqPZ4DFMl1qFQEG2aCtsvlUq5yFC0Va/XXUGxn5LTJJlNfVBXr171v/E74PGMWeJjlWQxG2iCmgFGo5HvH0G5cA4Dj4EH9Xo9maGASz8wpVIpN6GlErDygztOihyEEdviUtwc+h3NVWzSxN4ZXEe32/XQ89OnT5vZNLx4MBjk8vpx/+MExcensijEMh3z8/O2urpqZtMkpJyZA5+dPXvWrly5khzjfr+fm6CYaPpKjUsqGwLf+5h1YTgc+rXEkixczJDbSOXZS10PjomLGJjkms2m3x8ueREDV/D9ZrPpEz3GfWNjw8+LttCv3d3dZOYS/MZjwIgmqNlEJj4hhBCFRApqRoCj/IknnjCzSfg151Uzy5bD4DIVZhMFElfBrJaiCW4wGLi5Kpbn7vf7fk6sVDm3G45LmRk5lDiu1nnlDxMfr6ChPGBu4ywJ0VyYKjXB15263sNUA5v/QKPR8EAOOO739/dzx3GewZRijH08yizK2TriJmTuI78HE1ncCMybm1Ml3KPiTZkEU/3GZ81mM7dZmc26Mby+3W67+Rr3+eDgwAMhYlj99vZ2LkfkeDx2MzB+G6mtBWJ2kIISQghRSLSsmAGq1aqv0qGaarWar+CxKsZnZvnM071ez1VYzMU3Ho8zG1zxfSgorMI5ZxuUEHwOqbQ0vFrnQnZmWUURV9VceA7fW19fdx8FVsmAa1Hxij4GTqT8X+y0PywVVKfTyWRJN8vmlUMqn93d3VyoOl9vqlZVKoADfYjqhI+NPhwOe09tXE6FjadIlXiP/Ultto7n5pB1DhiJKh7jw2HmuM/37t3zzdn47eI+7Ozs+LVx0A82tENB4br/53/+J3ldothogpoBvvnNb9ojjzxiZtMoptFo5BNMzGvGST85o0TMBIB/pyLfeB8R2mUzCZzvXEohRgKCVMYENm/xcfw596ff7/vDCiYgPLQ6nY4/rFK55iI8WfBEFSco3ksTix42Gg133MMceXBwkDM7sXOeI/Rwnjj5pPLcMamJFa8pM2Hc38ZjkIoEjEEPqRx/PMYxgOOoYoODwSAX7MCTCxYlWBCdPXvW94Jh/HGPUkEbrVbLJ7fUHiwxe8jEJ4QQopBIQc0IcBajYF6v18tkUjCbrvg50zPUBpvx4ip0PB77SjYV0hxXx6w2OLN4VFCplflhgQvcLz6eV8owOaJ9mDgPDg5y+eHYZJcyJWKVzjnkMAYYM6zaS6VSznyZOn5hYSGXuYH3i6VMjjEI4TATG74XrwVjwQEUfO9iv/n7R2VyT93DVABIPCd+d7g3cQxi9nV8NhgM7PnnnzezqXludXXVM3dASUGB8Vjg2hqNhgdawCQe93OJ2UIKSgghRCGRgpoRoI7g71hZWck53XmzZ9yYyD6fGJTA2clTmzZTqidmS08pFnBY6HRUVawwUkUY4xhgNc452EClUknm4DOb+M+gdDBOrVbLj4O6wrg2Gg3/DGO+u7vrfji0NTc3l8uZCKd+v9/PqJ1IfC8VxJBSPHwvo1rgzbtH+ZuQ/cEsez+5X6nQfK7phfNwUcb4eyiVSn7PYj5FLlyIMXzrW9/qmTugrhCQwn5Nvk/wQWHDtJhtpKCEEEIUEimoGQGrRUSunT9/3n0fWH2mFFQqCuuwfGjcBh+fUlDRh8B+qRgNx7Dai9F+3P+oerhfURXwSp7TMsUINpyvXq97qDrCklutVi6CjVfmMU3R9evX/ThUvG00Gh4qjfsEhXCUT49JKR0en6g2jxrrl0qNhL8xBpVKxX1HMT9iqi32l8VN2t1u16+dtxjEEu7R52U2jVTt9Xq+jQG/Z96MHrc6nDlzxiM94YNSJd3ZRhPUjABzEpzE1WrVH7IwefFDDQ9PdlDHhxgHRuBvnKder3t7MRsBh1PjgcQmoBgMwA+yVHjwUeanVNBAfCjzMTxBxWS6HPqN60QmDM4XCDgnH+9/wvF4GOK4hYUFD+RAP3icYlg/myZTQSSp/VtxEXBUnj4OXDls35PZ9AG/uLiYK/SH15dqg8+J/sVyHjzGMcPDaDTKBEzge9HUyKVi8F2YBE+fPu33BJPcf//3f79kn0VxkYlPCCFEIZGCmhG+/OUvm5nZO97xDjObqBiYlhCCyyHfqVDyuNqGouDMDFhNnzhxIrPL32wa5n39+vVcGDWHXcdVMgcscKaFw4IY2JSVyvJ91KbWVBBGDEfe39/3lTYXOoz9YBNVDNFvtVpekh3Hr6ys+HYAjCMUSK1Wy4VYp/LhpbLJc8BLLHNylInvMDOh2cT0BWWMUG4zs2vXriW/W6lUcqZefi8V5HFYEAyPC99z3pRtlg2ciGHvbCJeWVkxs4mJD/9POMxdzC5SUEIIIQqJFNSMgVXoxsaGXbp0ycym2b2xakxt2jzKId9sNjNlv80mmyS55Dlz8+bNXJg5E5UL5757OUqIgx64zaPSAKXy1kVFhDa5ICLCwPk4+JRYNcX25+bm3M+Bazp27JirUahJbPbl77JCOGwjKSteHoNUyii8pnx5ccxYQcF3AwW1v79/qE+Mg2BAKj0Ufz+GgadSMPEG5RiY0el0ckEUCHoYDoe+oRdh8ltbW+6jjQE4YjbRBDVjYALZ2Njw6KuzZ8+amdnly5dfVhvRtNZoNHJF+trttr+HiQoRanNzc/7gPSrzQSoRK5t04iTED7lUIESM1Et9l82Y8Zw8QWFixURSqVQye6L4e4PBwMeATXEonIg9N5cvX86Vh8CiYTAY5MqQpHLxxeuJf6dy5MXx4fdSe6PMsnvBUAQTD3c+LhW4wsEzuMdxocITbGpxEu8Jv8f3MAbV8O8U/cektbOz49fwzDPPmJh9ZOITQghRSKSgZgys5Le2ttzpjmAJrCT39/dzznfOBRf3QTWbTVcDyNawvLzs58LxbGZJFbtLmaTwvVTJ98PKYaC/qbb4+NT+rFQxvbgnLJU5g4+P+6a63a6rR7TV7XbdNPbtb3/bzMy+8Y1vuPkO+6A4q3bMIn9Y/jz05Siz2VE5DZm4twu/kWq16p9xlvjXvva1ZjZR6DwGrK5Ao9FwMxsCSqCsORgmlZ0kFVaP93hvHYf1c38WFxdz92RnZ8fHXTwYSEEJIYQoJFJQM8a//uu/mpnZj/7oj3peMpSBh4N+d3c3l508tUmSgwJOnjxpZtNQ8tOnT7uNP6oCrgvFfgMoLnzOtaLQBtRDv9/PhBFzv8zyYcUpZcR+qphfcDwe52oysUJKZagAMQMFb2Tmzb+rq6tmNs1a8K1vfcvvwe3bt81smpmbFQuPf1SzL5VFHsS22NeU8uvg3qA/+LfZVEGdPHnSHnvsMTOb+no4p2D06dVqNVcxUR1CUXF/Un6y1LYA3sIQ+wsFuLS0lMscv7GxoezlDxhSUEIIIQqJFNSMMhqNvDbUU089ZWbTDYu3b9/OKQ/eOImVOJdrxwoV/qzjx497e9evXzczy1Q3xUoViqLdbnsmaax6uWYRwrmhwjY3NzO+GCYVUCNvKQAAF3pJREFUpZdSUCmlwMfEMvOgWq3mfDn8d/RFzc3N+fhwZGMMtR+NRv43jkcINMaa2+10Ou7zi5nOU3kPy+XyoVGTnBaIVVVMYYXIz2q1msnMbja5b1DSrErMpsrabKpIm82m/0ZwvexrjGrqqOq2o9EokyvRbKLaEFEZFeDy8nLm9242UYL//u//fug5xOyhCWpG+cIXvuD/WfEfFMXadnd3/aGDhyHnn8PDEv/BOVMCSsufOnXKH3TY74Mw9oODg9y+qfn5eX+4nTt3zsyyAQLYd4Tz7Ozs+AMpTgyc6BWkksvyg++ooIeYt46zNDBxHxTOt7S0lEkqazaZkGNRyHK5nMuQgAfr0tJSrsTEaDTKJfoFfE1s/oumSR67lPkstVAxm0yqsZih2XQyx28E93I0GnnIPO754uKi33OMD4fQY3Ljifyo0HP8jXP3+30/Jz7jCQom1qtXr5rZtBSHeHCQiU8IIUQhkYKaYbAC/ta3vmVm5sXdXvOa13joM5TUcDj0lS8c+XAys4KCmW55edlXpmjrueeeM7PsRlowPz/vK1r0g0sv4NysZrBah7riHHX4mzfSwlwGNcAmpFgCnUOaYzZzfo/NYlH1oA8LCwuuELC6X1hYcIWAayuXy26yw3usWnF+HNPpdA7NAI8x4tf4OX/GmRjYlBvfg3rb39/3McBvpNPpuBpEsAQUFGcPx3UsLCz47wX3HlsfhsNh5lyRGNSC75hNVdj29rabhqPa499fDLYRDw5SUEIIIQqJFNQM8/nPf97MphnO4YN6zWtekyuLzg52+FG41DfX2TGbrLixSoVqwCq53+/7cVAWZ86c8dU0/BKsoODvwjlXVlZ8VY9NoByKngozx3ehTricegwA4Y2xKbV0WHl6M8uF6FerVVdCeI9rObGiQN/gK8FYrKys5Gp6bW9v50KrUwoqFSCSOiaq2mq1mttSgGP29vZcyeG97e1tV9ePP/64mU3zPHa7Xf8t4T6Vy+Xc9gEoMHzPbPq74c3lUG1QWf1+3/9G2DurftwT/n1CdaJN5d978NAE9QCAiQDRdo8//rgHO6SyLGCC4ocPHhh4OBwcHPjDBg9ZTHpbW1u5YnFnzpzx4xAJyElR4/GLi4seGYYSD7xHKk4ctVot810+fjgc5vYM8QSVKucB+KGO4/HgxoTC5jBw//79nBlybm7OxxYPZeS5W1hYyD1kK5VKboJiUtk64mfg5ebi45IW+BsTQ6lU8lyCzz//vJlN8y+ur6/7/cfvrVqt+t/IBwnzaLvd9gUT2r99+7a3j8Ae/Ab6/b7fT0R6clAFxhW/rVar5cdjgvrCF75g4sFCJj4hhBCFRArqAeCLX/yimU3Vyf379+3ChQtmZpkw5mguwQp3c3PTQ3S5kB/MPVi1QnH1+31XV1AKp06d8r+hcLhAIM6JVS878FN7e6BeoMrOnz/v1wRzIUyPc3Nz3m+s8geDQc7EF8PacRzGB3/zviCziTkM6gTXfevWLTc5cpYDfI6xRZBBrVbz9tFHDgNPFWhMFX7k7BxmljOxMbz3jVUPiHuver2eh3VjSwEUVK/X86AQLiECRYQ2oNzn5ubsDW94Q2aMFxYW/J5BpeIzVqlcliTujcKY9/t93/4QtySIBwcpKCGEEIVECuoBAkETr3/96+3JJ580M/Ms5aPRyBUWVtvwj1QqFfvGN75hZtPV/fb2tqsBHM955bASxwp7aWnJj08VqItlvDc2Ntz/kMrMDYWAwIsf+IEf8OzhuA6sxlutlh+PNjudTkYdHdYvvMf+mpgN4uDgwAMb4AsZj8dJFYC/oehS2SygUjhfHRQC9zH61er1uo8x1C0HLqQCKHDtMdS7XC5nSsnj3LhOXBvuebPZ9KAU3roA9YvjoG7r9XrGt4U2cBwUJudJxLjj2ur1eu54jP/GxoYruk9/+tMmHkykoIQQQhQSKagHkGvXrtkLL7xgZlOb/eLioq8+sbKFEhmNRr5Sxap0bW3NfUlY8WNle/r06Vyuufn5eW8DcJg2VsdY5e/s7Hi7MdKMc8jB//XEE0+44uNM3GYT9YCVP6rb7u7uHlk3KpWdPPqBoPr6/b5nLMcxp06d8uhDqBNO38TfNZsolrgBmM8FJZFSUOyDgmqEPxAKZm9vL1ODCd+LG3TR5tzcnH+XxyBuN2CVd5SvB+oK97Rer9uNGzfMbOqTLJfL3v94L8fjsbfB+fdgAYD/EQr5xRdftE984hOH9kc8GGiCegD5h3/4Bw8ueNOb3mRmk2ADmJHw0MGEUqvVPHMAskWsra35AwwPfzj8n3jiCX+wsMkL78XJiHPrcUABm+j4+Eql4pMhByLEcueceSAW5mOOKvyH4/v9fm6i5EkGDnmYt86ePWvf/OY3zWxqtjw4OPBz4D28lstlH29OpntYAT8uqogxOHfunAeiwJSGtkajkQcspAoipsYgTo7j8ThnFuW28BlPnHEvEptCEUqOtur1eu6+4jc5HA79u/iMk9diksN90OT0cCATnxBCiEIiBfWAgo2Wr3nNa8xsEg4egx6gXObm5rzoIUwoBwcHmdW/mWU2psZS3IPBwAMs4GBnM13MA3ju3Dk3m+E8UDDNZtOPg8pqNBq+2gacRTyWlGdivrtUwcXUplYoKM4agWs0y4fTcyh/DHAwm6oMLreBexFLjwyHQ79eBIo8+eSTrqBixoq9vb1MHjy0FfuR2rjNWTs4aIT72uv1MmU/0FY0BWKTbaVS8fdwbbVaLRfIwVkgYM6DWXdxcdHvMcx/UIni4UAKSgghRCGRgnpAQcg5ws2vXbtmly5dMrPpChjKZW5uzsN44Yu6e/euq6m4yZb9Iwz8M1hFQwEcO3bM28CK+Ny5c745GM50+CDa7barOxxfr9dz/iVWVNG5nyruB6XQbDZdDUDtpQoE8vng1MeY3b171y5evGhm00KOZlMfW8wvOB6Pc2HXg8Egk96Jzz0ajVwlIY3Q6173Ovc9oX2Mwd27d90/g7aGw2EmtVFsH7CKjDkQD0sLhWuKCgpBErzpF6qzVqvlsphjjE+ePOk+TvwW5+bm/JxQTn/yJ39i4uFBE9QDzp//+Z/76zPPPGNmUzMbF9zjpK9mkygpTDSI9uOHXHz4s3kIx+Fhx0k/MeGMx2OPRMMDCQ/bpaUl31+F19FolEmyajad2G7fvp15MAKcH31lMyP6yBMUBwvw90qlkjvrwb179+zNb36zmZlXNu73+34NsQQEB3LE/mGMGA5iwDXdv3/fJwIsHjAmw+HQx5MDJ/A5Jgl8fzgc5jJscG7A1P2Nuf44oTA+QxQoJ8LlyQjjg4mJS7RgguJ7jv1kH/3oR008fMjEJ4QQopBIQT1EvOUtb8n8++mnnzazbME/DqTA6hvOa3w2HA4Pde6bTcOEEeDApiAwGo1cyWGPC1TK8vJyrsSH2dShDpMaCilevXrV34NySe15glJA22bZvHj4PO73qVQqbrrjsHQcBwV46tQpV6JQEpx9IxWwgHNC2aDNSqXifyNcu9Fo5AIzcEytVvP7xEEhGJeY9WIwGOTMbNVqNafkODAilTcwBqDw8dGcx0UqYapE7r7z58/7WKGvt27dsl/4hV8w8fAiBSWEEKKQSEE9xLz97W/PvffZz37WzLIOc/gEoDwqlYqvlDkUm4MQ+HheaTNYMSPHHlTK4uKi+yq49hPUEfwvCLK4e/eu+6BwDPvJYhZ3ziGH83AWhljcz2zq/Oes5lAn6P/FixddoaDf8N+12+2c6uE+si8JY4Y+wde2t7fnijKG4Z86dcpVCd8TgPY5KAOfxwKNZvnCiBzmz6Hn8Tj8BjjPH66x0Wh4v2NQztmzZ/1aEBAh9SSkoIQQQhQSKSiR4b3vfa+Zmf3O7/yOr6yhBhAlxnncjorUY8WSqg6L76J9Tn8TFdr+/r5HdEG5QEl1u91chBmfC/3gfHe8qjfL+tBSvij4lNCfdrvt/UHdo0uXLnmod0xFdOLECfczQeX1+333t6TCu6GmcEy5XHYVwymRcB24Play2PTK6ZgwnrH+UqoGFW8PgMKJIeVM3E6AfptNNoZDjSNiDwpqdXXV+5NqVzycaIISSX77t3/bfvd3f9fMpg8r7E0ym+7sx4O72+1mHpZmUzNUu932v/EAHo1G/rDHQxffK5fLuUJ83W43Z9qDKWhnZyeXKJXPFUtejMfjTNYKPg8fh2PK5XKuHDmXh8D41Gq1THJVs+neMDbZcSHFuA+L8w3GvUjD4dADRWLOP05Gi0lgYWHBJ32MASbVu3fvvqwJikuuI6MF+szXivY51x7awBgvLi66aQ8BMZy/Eff3l37pl0wIM5n4hBBCFBQpKHEoCFuOG0xHo5Gvdjm8GytqKCKYl+r1erINwBnOAZvBzCaqA6oN54Q5De9zX2u1Ws7kyGU6oilqaWnJzxkLG7ZaLVciMD+tra0ly65zMT++Ds5lxyol5s9DvwaDQS733XA49GvFWLPJFCY4mExbrZZfA1QVTI/NZtMVIIeqQwnF7OcHBwd+behXrVbLZVxH1ouFhQXvKwJFjh075mZiBHvgervdrv2///f/TAhGCkoIIUQhkYIShxLTy3zpS1/yvzl4Aa9YMUOpYEU/HA591Y1V++7urn83BkSMx+NMVnWzie8HBQJjyfR+v58LG282m7lwd1ZQ+Bsr+VKp5D4tKAXuP1QA+nPt2jXfYMwZyOOGWCgoLrnOda9wfMz/V61Wk6qT8yHy9Xa73UymdfQV4wLfEFTt8vKyXydvDo5BGFzvKY5xrVbzMYZvCdnzFxYWPFs9fFfnzp1zPyZe0WZqy4MQmqDEywa5577yla/kcvd1u12fMGIpiGq1mivHcOfOHd+bE6vbcnVVPEQ3Njbs6tWrZjZ19OPh3u/3c8UMOftDjCo0m05QHJkYJ0qYw9bX1/2acB1ra2v+kMVkmkpey+a8aDrkchh4jycLPLw5GCNOHDhmd3fXv4txXVtb82tHtBzMtseOHfMJhPc14Z5hcsTEure35+ONYxYXF33ihmkPr81m08cK5sV6ve4T9k/91E+ZEC+FTHxCCCEKiRSUeMUMBgM3GUFZdDodVw2p8utYpUMRra2tuUpiR79Z1lQGNXD37l178cUX/bvcJud4Q38ajUYufx7v2WJTI74HVcgKBP9GG1BNvV7Ps5hD2Z08edLPGct/DIdDVxScLT2Gx+Oa2BzJwRWcaYI5ODjIlLUwm6gYhHM/+uijmXY5cIVz7MHkievENWKcuP9m04CMWJq9Vqtl1JTZdI+dEC8XKSghhBCFRApKvGJ+6Id+yL7yla+Y2TSQoFar5fwunDk7bixdX1/PbGKNx6eypUPFxNLvZtMwZwQBLCws5GoPQan1+33vK1TcwsKCq0Ks+BGUcXBw4P1gBYX+P/fcc2Y2UREYj5jlfTAY5Dblcpn5mP+P8x0yUZ1CFY5Go1xoOK6LXxEIsrW15e2zGsP4QRFhfIbDYU4hl8tlbxfKCwqqWq36Z+94xzty1yHEy0EKSgghRCGRghLfEW984xvNzOyLX/yimU1W01wrySwbwRbTB21tbXmaJKz48b1+v58sLx5z63F4N9QSIu9WVlYyUYF8PKc14j7CPwNVwlV6EX0I/87BwYFHuF2+fNnMzJ544olcbj+oppWVFe8j2uKy7jFXIdeD4uq2MYcgp0GK1zQajXKbd6EKNzY2chV1h8OhR9whXBy1qHq9nl8L+txqtbxdfA8Kczwe29ve9jYT4rtBE5T4roAJqN1u5xLIclYEzrNnNgk8QCYIPCi5FAQesrznJprDuGQ6Hpp4YB4/fjwTwMGvpVLJ24AZqtls+oSEXH8IahiNRv5wRh/6/b63h3Dt559/Plc0EJPR2bNnPSSbs0vE0uqpYoAxkazZdCJIlb7gCSpO6rhfe3t7mZB8nBvXh4n+0qVLZja5vzGx7erqqm8zQH/Q5g//8A+bEN8tMvEJIYQoJFJQ4rvine98p//95S9/2cyyJb4jHAIdS4izcz9umh2NRrlS7Bw0gSAJqJTV1VVXbQhmwIbaSqXi54ZSqNfrbs5CuDbOXa1Wvbx8CpgqT5065YoM14K2yuWyBx4gfD2lcDj0G3/HzO5m03FklZXKPIHzI0Sfs7FHqtWqKyy0f/HiRTObmPBg0sR5jh075goKgSUy64lXEykoIYQQhUQKSrxqvOlNbzIzs7/7u78zM8vkbsPfUDoXL170VTwUDnwcnU7HV/KsoGLYNXwhjUYjFwxw4sQJPxc23kIV7O/v+98Ijz44OPDj8Ir+fe1rX3tZ1//000/b008/bWbT0Gr0eWdnx8PYEYCwvb2d23iLcRoMBpk0Q3wMH8dpolL+LCgohMJz/sOoojglFfr1yCOPmNlkPKMfbn5+3n7yJ3/yZY2NEN8JmqDEq87P//zP5977zGc+Y2bTpKUXLlzwhzeCEzhBLCYQvNfpdHJ56/BAbjabPhlhoqrX6252woOdc9qlHvAxK8IzzzzzHY/BF77wBTOb5sDjSRGBB+vr6z75xD1J3W43F63IJk4uK4LrxQQCxuOxT7Yx6KTZbObKkczPz3tuwhiIUi6X/fwf+MAHvoMREeKVIxOfEEKIQiIFJb4vvO997zMzs3/6p38ys0l4N5RKLIvR7XY92ACKa2try9UGVvJQGIuLi5lwcbNs9nAAxcAl3Dm7AwIsPvvZz75KV2125coVM5uEmUOVQEG1Wi3P7MABEOgXTGlcmiJm08A1bW9vZ7JKmE1UVix9gvHktvDZ8vKynT9/PtMuTKzvfve7v6txEOI7QQpKCCFEIZGCEt9Xfvqnf9r//uQnP2lm08AJ3uwJZQO/0NraWq5QIfwwi4uL3gYUAgdmAC79Hsu7l0ol/+73gqefftoDCqBKms1mbvMuh43H+lHlctmvIWaTv3//vl8vjw/GNAaRtNttHzO8t7Ky4rn4cB7eRiDE9xspKCGEEIWklNqw5x+WSod/KMT3iM985jOuHrAJ9tatW56CKJaKn5+f95Ljjz/+uJlNfFxxIzD8PBsbG16VlyP8fvM3f/N7e2H/P5/4xCfMbKLyYpZ3qCsu4Y7rbTQa7muD8oKP6c6dO74ZF0qzUqn4cVBS+PfS0pK3hc8ajYb93M/93Kt/wUK8BOPxOL+r3zRBiYLy13/912Y2DTPf3Nz0yQoPc0xQc3NzuRL0c3NzuX0+vO8KwQkIvPj4xz/+PbuWw/jUpz7lprpYXqTX6/lEg+ttNBp+fAwK2dra8uKCGLNarebHx4KLrVbLgyo+8pGPfK8uUYiXxWETlEx8QgghCokUlJgZPvaxj5mZ5TJKtFotVxJQFpz9PB7f7/ddnfze7/3e97TPL5dPfepTZpYtrQHlxFncYdKDEoJCGgwGrjCxObder3s4eiyt8aEPfeh7dzFCvEKkoIQQQswUUlDigeT3f//3PdCC6zoB+J7+9E//9PvfOSFEBikoIYQQM4UUlHjg+ehHP2pm0025CPMWQhQDhZkLIYQoJDLxCSGEmCk0QQkhhCgkmqCEEEIUEk1QQgghCokmKCGEEIVEE5QQQohCoglKCCFEIdEEJYQQopBoghJCCFFINEEJIYQoJJqghBBCFBJNUEIIIQqJJighhBCFRBOUEEKIQqIJSgghRCHRBCWEEKKQaIISQghRSDRBCSGEKCSaoIQQQhQSTVBCCCEKiSYoIYQQhUQTlBBCiEKiCUoIIUQh0QQlhBCikGiCEkIIUUg0QQkhhCgkmqCEEEIUEk1QQgghCokmKCGEEIVEE5QQQohCoglKCCFEIdEEJYQQopBoghJCCFFINEEJIYQoJJqghBBCFBJNUEIIIQqJJighhBCFRBOUEEKIQqIJSgghRCHRBCWEEKKQaIISQghRSDRBCSGEKCSaoIQQQhQSTVBCCCEKiSYoIYQQhUQTlBBCiEKiCUoIIUQh0QQlhBCikGiCEkIIUUhK4/H4/7oPQgghRA4pKCGEEIVEE5QQQohCoglKCCFEIdEEJYQQopBoghJCCFFINEEJIYQoJP8fIyUwj/4Lez4AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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IAkmLNW3vJJ/PH6hOut1uIizH49ketoPK6fbt2/Zdmh42Njasbcw7t729ncieAUzDf7VaLWFGACYhO/6b5+J9LCwsmPph//gQog+V8nvh/dbrdbuXMGS6u7ubUKfAJBRH5cff9Z133gEAXL582dQvf/vxeByV+AiVtb8n9okQ7xUpKCGEEJlECkr8RJ5//nkA07WK5eVlm2F7+Dln676kOGfmnEU3Gg1TU2Het+FwaGqACsQbJ3gc1cPS0pIdl5atm2qMx7RaraiA32g0stk/1QDV1dbWln3X59qjmeLKlSsAJus0zzzzjN0fMF3H8qYHtqderyfWhICpOtzf37fzUzn6VES0pfus6TzOqzYaLKh6aGq4du0a7t27l/jswYMHZm3nK9ebbty4YbWw0nL+hRt8vYLyhRCFeD9ogBI/ET8wAZMHJh/iflDhw4kPXT5sm82mPRg5MPR6PXvg+ewMwOThRnMBF/IXFhaicg++2i4f1Dx/t9uNiu5xwKpWq9aetHIVYfE9n3WB7apWq1EV3FKpZIPym2++CWC6Z2hxcdEe2gwD1mo1C9kxHOpzFvIz3tP8/Lz1AcN+PjME20P33IkTJ+xzOuk48PT7/Wi/2s2bNy2Mx8kD29BoNKz9PGexWIwGJr9/Kkzqy3MJ8V5RiE8IIUQmkYISqZw/f97UAs0P3Bf04MGDKEuDL3bHz6hw9vb2TElwtu4VDtUM6ff7NlunuvLlIdJKQfjjeI4w+7YvLe+L9PlzAki9NrNG+DLwVBleUVCB8LxUKdVq1ZQZ8/QtLi7i5s2bAKb2eyopf36qH1+q3is53iPvwSs6X/49vF/2H1XV1taWtYO/Ce+3UChY+31m91BBEb9XzhdtfPXVVyHEe0UKSgghRCaRghIJfMlyzs5pE+YalF9v4jpDsViMNtdSUTWbzcgaXiwWE+snwFQRLS4u2iydC/ndbtfaExbOK5fL9h5n/H6RnuqB5/SZxcMS5x7e72AwiLKC7+3t4erVqwCSRRi5zkLF6HPT0dTxqU99CsBEUYRZxr29nqot7V6oRLmOB0zVlM+Lx+/S1MI2NJvNyP7daDSsvfwtmTcwn8/bd70dPzSW+Ffei9+Ife7cOQBT+7oQhyEFJYQQIpNIQQkAU2eZLyXONQ3vvONntDKTwWBgs/VQsbRaLTsvlUupVDLV4DenApO1Fl7z2rVrACbrJJyJ+7LowER1UD3Q3dbtdu14QrXkaz951ReqASqYRqNhKoOK5erVq9Y2rtvcu3fPjmN7/Job1RIznvt1Nebn8+ty7B/awP1mYioirhV556PPe8jj/DnY/97Cz/7h/bEv6KKsVCp2b37dMXRuett+qA79+c6ePQtgatEXIg0NUALnz5+3hwkfkD45q9+bA0weUD4rAzB5WHEA8xkegMkAx39zMKpUKpF1mwlZNzc37UF56dIlABOLMh90fFDy2vl83h62PGe73Y4MBd4WHiZF5T0A07AiB1wfymIxxosXL1qIL22/V2jC2N/ft5AhjRG1Wi0azP2gEdrkW62W9S3DeL4II38T/g7NZtP6ivfC8x8/ftz6hczNzdkAH2aeGI1GUW69XC6X+Hthu3l8WLqjUCjYb8J70gAlDkMhPiGEEJlECkpgYWEhys7gs4dz9u2zh4eWb795N1RQacXxfNHBMPvA/v6+fU6lUywW7XParv3GWobSGPYbDAZWJJElL6geVlZWEtkcgGTIkWEzr9CoEGiCuHjxIi5fvpxot1csYXHFXq8XFfWrVquR6cFnV2c7fDiP1/IqCZgonjDbu7fahyXul5aWTM3yXAsLC4m8f76PfS5Eby0/qMDhaDSKjCdeQfHan/nMZwAAr7zyCoQIkYISQgiRSaSgjiC0+lJtzM3NRWXRR6NR9B5n8r5cO9ener1etBnUr69w5k4lNRqN7HOewy/Qh7buQqFg7QhLxbdarSivXz6fN6s3VQ0t08vLy1GevlqtZgv4nPnz+5VKxRQO1c/W1patVfEco9HI2hiqjVqtZu+xPTs7O9FmXN5Tt9u1fvE1pkJzB5VOv9+P1oi8USFcY6xUKqZifE5DKiiqZX+usKaUN0kQr67Cvwev6EITxtNPP4033ngDQnikoIQQQmQSKagjCGetnEEXi0Wb2XpCBUXlMhqN7N++rHq4DsHXXC6XWEsCJjN0XpPn8mXYOZP3DjDO4EOHWa/XS6xpARPF4K8PTJXLeDzG448/DmCq2trttrkImW6INvJSqWTH+QzgfoMu8RuRfR/Ozc2ZimG72u22bVjl+hQ/6/V6qSop3Azt14jCVEf5fN6u6e3lPJ6q0Kslv/Ha/7dfY/T979cg/Wc+WSzxx4euRTochfBogDpCsGQ7ByjuExqPx1FIxz90wwfTgwcPovx5uVwuKvnurcfhw2owGEThKj7c/Z4e/7Dl+XwY7yD8IMqwnA8hMq8gP3v33XctBMiBjANULpdLPRf7jINvpVKxtrHP2Cf1ej3KhDEYDGwwZIiP9+T3ZfmQadhX7JNisWgTDl8Ykf9mu2hSyOfz1h+8316vF+Um5L2xTcB0QPMZNsJ9UGnhPz+I+uKUwGSgYml7mk+EUIhPCCFEJpGCOkJwdk51wtlxv99PWKqBycw8DCOF4SUgmVWA3/Xn4KtXRzyXD115RqORfcYZtldL4fnH43GqBTpUhQzJ5fN5/NzP/RyA6Wz9lVdewebmJoCpymA4D5iqBtrMm81mZIVfXl62f1NxUaXW63X7jPfW6XSijbReLYVK1H8e5hCsVqtRDa3l5WV7j+1nKK1er5uC4muz2YzqfFGVjcdj6z8f1jvIFOJDxv6zcEsB7z+XyyUMEwBkmhBSUEIIIbKJFNQR4ZOf/GS0RkTV5Ge7Xp2kpbsh4eL4eDw+cG0ol8tFM//BYBApKD+75nu0wnNR3V/TExo0CoVCZFTgf49Go6iCbafTMVt5qCYrlYqtEfG12+3aealSTp8+bYqD5/c2dl7fr9/5jdG8d/ZTeJ++ZlW4PlUsFqPs4fV63fqP/ek3TPM9n2sxVERp2d79+lT4u3obebgGlfZ3wGvn83lTUOH6pji6aIA6IjzyyCNRKC3MFgAkH0Rh2Qz/8PI514D0EB/xDys/2IUPNb6Wy2X7N/de9fv96By+5EeYC65UKkVGC+9MY8JWX86D4SaG55iJYnl5OVFIkO3hw55OtEcffTTKUehdcWwvHXuFQiEqqkhyuVxUqn40GtlvEh7f7/cT4TJg8nvxYc97YlaN4XBog23aXjbvDmQbwn4vlUqJkK3/XpqLz7fZh4mBSSiRgzv/Lh577DEZJo44CvEJIYTIJFJQM85XvvIVAJOwj9/zAyT30oRZqb3qCV/z+Xxkp/bhJ+LLjYczZh/+CUNBfrbOmb/f55S2Z8t/l/dLZRPuwcrlcqaIvIIKF+5pllhcXEwNNVLhrKysAABOnTpl7aRF3atEKlaf9SK8dx8m9RZ1YPK7UZmFv9dgMLDflQyHw0gl+yKUvE+++u+HCtn/hv43TzOs+P/2/87n85EK9rkKw1Ds6uqqHaes50cTKSghhBCZRApqxvFF+9KUEJDMi5dm3Q5nyWnrVGlqwBsXQht12iK6/x5n1lQMw+EwUk5pZgk/C+dMPDRLDAYDOy/7xy/4s93MtHD79m2cPn0awLT+0quvvmrXZ9aL06dP27pOmIXD9xVVW5pN2ytRKjRawwuFgrUp7AOvltKMK1ROYYZ6j//NiV+LCtcMff6/UEH78/i1yTDjh19TC5XuysqKmShUKv5oIgUlhBAik0hBzSjPP/88gKmDrd1up9p+SbiWlJZayH8/zQKdtv7A74UOsDSFRobDoSkcusNyuVykhEiv10usd/F7B7kEvZ3aK6gw3RDXZm7cuIHPfvazACZ2fWCyiZTXZNqkkydP4u23305to1cPvI6vp5Rm0Q9dl8ViMZFLLyRc1/FWfioonyE9XMdKW0f0yjdcg/JOvbQ0VKE65Hc8XlFRQfEeFxcXE9ndxdFDA9SMEoZ2fJ61cCA5bHAB4ge836PjQ0xpyUF5TLifxhstiN8LFA5QAKLEpz4MGO6v6Xa7kT3eP+zYbpof5ufno+SvfLhvbW3ZNZ944gk7fnV1FQBw/vx5axcHtbBoo8cPpuHEgNf0x7FdPmQXmhJ4Pn/tfr9v3+XfAUNm4/E4dftAOGnwv0NocEjbG5VmjvDnDMt+cIKQz+fN1MJB+9ixY7Y3igYfcbRQiE8IIUQmkYKaQbjBFEiWBA9n616RcObvQ2QHbdTldzw+dxzxqolKyFu9w/BQeD0AiYV/hoAYtvSW6zDE1+12E+FBAAmFxNk6reQLCwvWV8wowfb1+3377MKFCwAmfcyccczrt7OzY9/lvYQZLsI+CxWrv19+xpBgrVY7MIO7L4fhw3K+tIc/ly8A6TOQH2SS8AYVbyYJNxN7401oiPD3lKag+Ft48wl/pzfffBMA8MwzzwAALl68mNoPYraQghJCCJFJpKBmkGq1airDl0cPreRhfSIgWYAwXLtJU1Bp+eFCNeO/m7Ygn2aWCGfaafg0QuFx3iAQ5n1bXFy0zbXHjh0DMNm4yhREXlHwXFRQXHdaX1/Hs88+CwB46qmnAAD/9E//ZDZ0qjf2bZpRxP87LRs7+53XHg6HB6Y6SrN1+/NRQd28eRPAxJAQpifyx4fKaTQapaYuonIKS8t723taG3kdby2nnZ6fHTt2zIpIcrMy+/fLX/4yXnzxRYjZRgPUDFIoFCyvGR8w7XY7ShjKh6dPHOoTt4aL7j6040N15LDca+8FPyiFA2Ba+In46rmk1+vZAzI0IMzPz9veJT4Aq9WqPbzTEp9y/5FfwGcole9duXLFcvWFD3jfvrQwHe8tLADo252WQeOwAd9fl4Pz7du37ToctPx5w9IqPgyYZsxIM0LwmMNMFWE4sl6vmyGCg9Ejjzxif8f8W03bXyZmF4X4hBBCZBIpqBmCi/bD4TDK5N3v9+3fnKlyUdpnwvZhsbTic8Bk9s2Zflom9DAjg/+3N0aEocC0EvFUJ2nWdn/u8Bw+n1+oxnK5nN1nmorgvTE8WigULPsDQ0zLy8t2LfZds9k8tERJWj+Fn/N+vUrxKuawopBpWeTDc/CefF68w0KO/ncI7f2+0GWouMbjcfSe/135GduzsLBg/U5Ve+rUqchsEn5fzDZSUEIIITKJFNQM4fPQcQOq30jLz2kQ4DpMo9GwNRZviAiL6PlaS2FmAn/9tBpHaernIEXk1y+4iD4/P2+Kj+qHa0Zp5dF9/aVQ0XU6HbNbU1VWKhW7T94bj6lWq7ZRlCXfFxcXE+t7bMdh9xQqueFwGK13+WPSssmnKRtg8puE6zNecfk8hP6cYRsP28ydZn4JjRD+tw8LYvq1S+LrSbHdVP+rq6umTrkWxftpt9v43d/9XQDA3/3d30X3ImYDKSghhBCZRApqhvCzU1p2vW2caoGbI7kJstlsRm4zP/sOLcS1Ws1URpoN+TCHlZ9hH5Reydce4sx5fX0dJ06cAIBIzaQpKJ9eKUyDtL+/b+3w9aPYV+wnP/PnZ1yLqlQqUe2nTqcTXfOwEuj+vbDP0rLDe0L3XrVatX/7DczhWiHPmbaGk7YWlbZmSPzfSKia/cbhtAz2oSNwf38f169fBzDt/5WVFYsEnD17FgAs1+HOzo5lOBeziwaoGeL//u//AEx22/N/bJb45oMVmD6cmPVgb2/PHmq+RAUfPuF+Kb/Pyj9g+W+eyz+MwtBRWh46PrR8Fgu+t7KyglOnTiWO9wNy2j6ig2zyPlksz9FqtezztNIRYbn2lZUVayNLQDx48MBCXgflJQz7JS1RLjCZDKQVATyowGGlUkmUhidpvxOPSbPAhxxmoEhrjx/UD9t2EN5bu922Qo787NixY5a5gwl5yfb2tg2+YnZRiE8IIUQmkYKaQTqdjs1eOQNdWloyZRPmi/OL9T5PH2fkoYLyOdiIz30XWqx9uOqwkJcPJ4UFC5vNpqlAtpt2eX9tXxLioPIio9HIjvcbcENjif8ez0vjhN8czM2vu7u7kTJLs+rzvWKxeGh28hCfj5AhXCrker1ulm1a4e/cuWPnpfHAh2bTlG7YV2lW9LSNwKFCS0rXlAIAACAASURBVCvFkfY9nzuRm4mpQpeXl83QE5Yj6XQ6dr9idpGCEkIIkUmkoGaQTqdj9lwuJK+trdl7t27dAjBdT9nb20vYs4GJWvIWbCA5q05TLOFCf1ram7TPiW9DqKB2d3fN3ME20nbe6XQS+er8qz+vn9GH5dHz+XyUHsori3Cja7lcTqyZsa3h+phfk6Hio1Lza1Zpqi3NZMA+2NzcBDDNA1ir1XD16lUAU9u7r+FExUX6/X5kEfd9RA7LZu7bHK73peVHTFNh3mTBc/Dv9Nq1a1F+PirAfD5vJhkxu2iAmkGGw6GFeRja8QXhQifX3NycPVj5Wi6XbWDiQyQty0SaQysk7bO00gt+gAoHwGazaQMqH1p84DebTXso+1BQaHrwbsQwBDcYDMwdyEHRD2h8eDIM1Ww2bQDngAOkZ47gNZm7j27ES5cu2TXDPvDlMPy5w2wLLKA4NzdngzTNBmkJgtP657BilWlhucNyLIY59ngtfi/8TXyoLzSzbG1t2aDLpL4+V+F3vvOdA9shZgOF+IQQQmQSKagZpFAoJBbz+eoXpIHpPiJv1/Y5z6igwgzXvvihX/APF759SPAwBRV+r1gsmjrxed8YXmM7OAvvdDp2Dm/kOEg9+KwRPiQYmjzCDNrAVEXu7OxY31IZ+VBgmH2jUqngkUceATA1rty/f99UT5qlPGx3sVg0Fcy28Xfe2dkx5URV5rcKUPl5hZO2Xy3MaJGmoN4LPmRHDlNtaQqq2WzaPTG0GWYrEbONFJQQQohMIgU1g5TLZbNPczZ98uTJ1Fm0/29P2gK4NwOk1f/x61d8Dzi4ltBBmzz9OXyuNtZaCtcxBoNBtKl4PB6nGiaAZC5BKqK0LAc8plgsmlqikWJ3d9feo9V7c3Mz2qjrFRSPO3PmDICpHRyIS7IPh0NTtrzPWq1m+RP5GS3ujUbDchPyt8/n81F2Ca/w3ovSTSt+mGZHD/+GDlrPStuwHX7Ht4eqmVsj2OdU92K2kYISQgiRSaSgZpBKpWIzebqg8vm8bXRlah7mPtve3k6toBquyYRrBEBypszZra/hBCQzXnt3Fwln8qPRyGbIXiXRfsx2eaXDNQqqHr8eFFqlfWZ0r/L4OWftvJ7fIHv+/HkAwGuvvWbXZxqeRx991O7Jqy+eg6maePyZM2fsWnQosq8ePHiQSC0FTNQbv8v3uI547do13LhxA0DShfheFJRfYztI4aTl4jvMNn7Q8WnuT76GCspvJqZ6Zn9656SYXTRAzShhIlP/7ytXrgBIz8XnLei+/LvnIIs4H6h89eGzwwa5tGwEaWXCw4emL4THBzbfK5fLUZJbnmt1dTWxn4bwfrkwz/7p9/s2AHKQuXTpUmSmWFpashDg6uoqgKklvtVqmUmCNvNGo4Gtra1Euxni29vbS4QHgaT9nm3jpKPRaEQJYH1ILTRv+LBnWraIwzJIpG0tSMvTF3LYVoS074zHY2svQ6A0ifD3ELONQnxCCCEyiRTUDNLpdMwQwRBQr9fDpUuXAExDezzG28YZ7un1epGqSrNd+xl0aEpICw8dtiDvZ/tUX1Q/PvO3z0oOpNuXC4WCbVJmOIiz7o2NDZuJsz2lUsnO58OEwMTuzJCgPxct4gytUdUA00wPVFzb29vWHz6DBxWCN0IAE9WUVvaepgjeJ00w7XY7VemGatMXLExTRAfl4Mvn86kKJ63MBl/Tft/DNnMfptDS8juK2UcKSgghRCaRgppBvMGBVuZer2f2YyqFtPLuxNt/w7Lhfmbuj6PiImnrF2lrFGkFC0MjhF/wD79Xq9Vs7cenbOLaDRURX32tJfZBt9s1RcQFea57+LL2NJj0+32zdbOPL1++bNm3aWbwi/lUO1w36nQ6CQUHTG3s1Wo1scYGJBUUDRzedJK2yTb8ndJy6h1kegmPD7+X9huGufwOus5hqbLSFF2oysXRQAPUDOJDanSJDQaDaADx4Z+wwqwvVxHm6fNZAtIyAaQ5unzb/Gfh58BPXqwPTQ+1Wi3K7dbr9eze2S4ONKPRyEJ8vI9Go2EDDQcSGhba7bZ9l+dvtVpmpuDrzZs37Rw0RPDeVldXLdzKUOBwOLR78VkueI9hPsJer2eDKNsThgH9PfkQXPhgP8jgcFCePV891x+f9huH/+3bc9Bv7duXVvQwHMjfT1YL8bOLQnxCCCEyiRTUDJLL5Wyxnephb2/PQnthqMwXLPQzes5kOavna7vdTs0cwPMylMZs4/v7+5HhYjQaHRhOSjNV+H+HGRbG47Gd37eLCoRKiu0fDAZRSfkbN25YGRKqFK9gvHLiuRgypUmi1WqZ8YRWflr75+bmzJzCEOJoNDLDBNvI7/sCfj4c6a37/jPfT17JpikUkpYD8aASKIPBIMoa4RVOWFAwLTOHV1Dh9yqVin3G37JUKpkxh39LzMbBvhSzjRSUEEKITCIFNYPUajWzRftF5tByzNlpLpczVcKNpX7zbmjJ9tnDqURKpZLNinle1vDx2dW9lTxc0/BZyg9TUOEsv9PppJYv53u8N58RO7Q0P3jwwBSLz9DO6/E99itVom9XqVQyRUCV9PrrrwOYKKjLly8DQGJtjP3ia20BE5XK9/w6UrgZl/js7eFaoL8nT9ifPudguMHXZ+YghULB+pR/N96aH2YiOSirPa/tzSDA5O+I71FB0bZ/8eLF1H4Qs4UUlBBCiEwiBTWDLC0t2UZRzkC9VTrc7OjLnTNbdi6Xs/UWKqjQ9gwkN8t6xQHALNfj8djO5VMd8fpppeIPqi3F74avaetZ4XnZ1v39/cghl7Zp1reP16JtfGFhIXI5FotF6wOqsbfffts+47oU+6LX6x1Y8v2g9FBhf/C3eeSRRyJXYbFYTHXvhX3GNlcqFft3uEbHPvXv+RRTtNVTPd+5c8eUoldNPG+YSb9QKEQZ4H3ZeP4t0R2pbOZHAw1QM0g+n8fp06cBTB+UvrRDuHhdKpVsgGIIy4eSwiSw/sFBvOmB5+fDs9frRQNCv98/MEuA379D0hb8D8vX5wcVn3AWmCzCh2FFn9CWYSs+bEejkX2X/bS4uGh9623vYWE9X/qCIUdOFnwZEn8ttjW8Xx8i4z1zQvHEE0/YPfhsE2w3fzv/u4blUSqVyoF7zTz+d+J5+VszFNdsNhN9yuPDIpjsQ39PPGZubs7+zdAe+9p/T8wuCvEJIYTIJFJQM0iv17My5JxBv/3229Fs2m+CDGevtVotMh54E0QYHkrbaMlZtX8vrWx8eIwP8XlVFobsDjMD+AwLoRnDW+jTNpGG5dq9EvHZN8KQp8//5y35PN7fO88VluXw/XRQaQp/zwx9Pf7442Z3T+sznt+fi+9RlVSr1VTDCu8xLdsI/0Zol+f3vJGGlMtlU6DsH36v1WpZO0i9XjdFxlImoRVdzDZSUEIIITKJFNQM0u12bWbts2SHxQLTrNxUAN1uNzH798d5BcVZr5/R8jo8F2fN/rN+vx8pEL+24fPmAZMZdtqaDNt3mNpIm/mHqjDNhs91jkKhEGVqHw6HUX96swnXopg2yW+U9krK13ryn6UZIvxxNGtQKa+trZna4JqS35Ds01TxnOH619zcXMJM47/nbexeofH8XGtjn7VarUghVyoVWzPjFgT+vtevX4/6Ym5uzu6P5gjmP0wrfClmDw1QM0ixWLTwmi8T4SutAumlL/wA5XPGAcmHW1oxwPAB4/cOcZ8MH2RpC/jeIBCWyvBZFMJEsj6UdViBw9DEEfZFGB7k90qlUmrZCh7vF/XDJLFpZgAPBwe2w4f/eC0/SHDg3tjYADDNrLCysmLX5G/iz+HLbBD2B9u/uLgYZeTwCYLDPvP9Tsce9395Q4QPDfPvgO3n/TKBrqfZbEYVh5nPUEljjwYK8QkhhMgkUlAzSC6XM6XC0uOcqQPpBf8483333XcBTBb3GZ4KQ2q9Xs/O5xfYw7IWZGFhwUI6zE2XlhHdKx7OvqlIGo1GIjM7283X0AzgQ1JpWRRCC3paeXSvyqgsvEmCaoB9sb29jXPnzgGY9rtf1Gcf8zqdTicyfngVGWaN8AqKoS/ar9fW1kw1ewUbhvhIsViM+mBubi41Rx6QDMmSNNXp25oWRg0LMzLkt7q6an9vbH+v1zPlSYVFBfU///M/ELOPFJQQQohMIgU1gwyHQ5tpcqYNIMqEzdlpsVi0GTAVjs8TR6gG+v1+an47PxP3x9frdVsrefXVVwEkFVRa1gJCJdLr9UytcSGfqqbf70e2Y29sSNvgm5blO3zPKymqGb7X6/XMlECVVyqVTEHxPaq+e/fupWZPSLO7+1dg2sfz8/P2e/KViqrVakUKczgcRlsKfP8Qv04VKidfcJF/L347QJjh3PdluIbmcyaGNvm1tTX7e/OmGfY710O3trYgjg5SUEIIITKJFNQMMhwOLbURZ6DFYtGUB2fdoSsOgNVE4nmAOAVNpVKxmTVVRJqK4ZrC9evXLf9c2ow+nH3n83lrE9dVLly4kEijA0xzzjUajWhdzSuEUJV49RbWMfL37ddvQlXVarWsP6gC7t+/H1X75frU8vJyYm2F9xa219fx4vFelXHNhgqKfX79+nVTFz4Lenh/aRnheZ+dTidKf0QFm8/n7W/KK95QQaU5K32Gdv5N8Fy8X1/TyztEfQ0vYKpIxdFAA9QMMhqNbFGZD/pKpRKFvLy1OS1RZ5jrjgPEysqKmR4Yzrt7966FgPgw4UPIP5jCRKxAbGPP5/P2kOVD+vTp02ZKoOXYDyQ8ng85n3w0TIDabretD/gw9A/b8HvVatVs0WxDs9m0kJRfyL969SoAROXm19fX7WHP9+7du2f3Epb6GA6HtkXg8ccftz7ge3xw875v3bplA7afcBw0MPnsIaFV3B/vQ33sD/axL5niLfl89QUl2S6G6thP/PvZ3t62SQzfG4/Hdn7+dpyciKOBQnxCCCEyiRTUDJLL5UxBcWbubeahMvKZGLx6CFUGw3onT540ezNDNP1+P1JtnC3fvXs3MlwcZEMmnKXze9Vq1UqIUMn5jA9hBgSfCZuqh8dsb28fWsoiLB5YqVTsfqlgWq1WVGzw/v37ZjJh+9ln/D4wVQPlctn6gH1FcrkcTpw4AQB47LHHAACbm5vWRipSbie4efOmvUdCY4THh//I/v5+ZPlnW6vVahQu9NnYiS/2GCqowWBgfRaq+b29PVNwvg3hb0KrvjgaSEEJIYTIJFJQM8jrr79uaoOqoVQqHZr6J9zQ6WffVFBULseOHTPbOA0XW1tbiU2dABLrQn7dIjx/Wh49Kj9m6D5//rwpCZoSeI6dnR2bWbMNaZmwvVGDbeR7nU4nyk3oM3r7nHfApOZSmIan2WzaOlBo/AgzdfO8NIGEufJ8TS++5vN5K4B4/fp1uyYwWc/yaYZ4zrRNymH7+O/9/f1ooy5/w7W1NVuDCrO+s21AUkGF60fD4TCywvPV147i30itVrPfmn8PqgN1tNAANaPwwcUHWaFQsMEkzGXn86Z5FxkfMGGIb21tLcqiUK/XbXGb1/YF+vhgSVvAD0NN/X7fHlwsvnfr1i08/fTTAKZ53Jivb2trK3Kwzc/PWziO5gTe//b2duQ4TEvIyvteWlqyZKV+cGefeWMDBwke58OKvtgh7599yoHKZ+Y4e/YsgOkAdevWLcv0cenSJQDTvt7d3bVreSPEYUlVec8cELrdbuQ+5IDiE/76DBRsb5pTMgzxpVU59vBcPGZxcdF+6x/96EcAEIVyxWyjEJ8QQohMIgU1o3BmzZDQ2bNnTXGEC/KlUsnUBRVUq9Wy2TQ/o2o6fvy4qRJf/oHf5SyXr81m00JpPpNAGFLjDLrX60W24uvXr9u/qSh4vXw+Hx3fbrft+mEmb28G8GU9QuMEVc3GxoaFNH3fpRUZpGmBr1R2CwsLFiakOllYWDBlwnvnNev1Os6cOWPXByYKitfn+X3oNC0LBQmVUbVatfaTQqEQmR68IgzVT7FYjMK63hARhjVHo1Gk6HwuxFBxHT9+3EKqoQFHHA2koIQQQmQSKagZ5bXXXgMwnX2vra1FRfQ4Uy2XyzYT9utUnAGHn1UqlSiDQKlUss27PJ7rF0tLS7Zp128mDWf6fi0qVD1379617z711FOJ7/X7fVNoVBZezdDa7Dfssi+oYBYWFuxaVF6+dhEt32lrKF5BpZWh5zHsP7+BmbBtNAWsrKyYmvLrd2EGD167Xq/bel248RmY9i2vs7S0ZKoqVJoeX+cpLd8h+4/H+WKMVGteKYcZ4/25+B6/V6vVrK+o5H74wx9GbRSzixSUEEKITCIFNeMwdr+/v2+KgIqCs16/aZazaR/r57oOy23X63V7z9cg4mZUzsT9RlaqMVqye71elO3ap+MJq//u7OxECsGnauIMm9fc29uLlB9n5nzfn6NYLNr1qcbYLr85NFwv8+fwNajCmljD4TDqR2/9D9VGpVI5VEHxtySDwcDWp0Irt28v72lpaSmykvu/g9Dh5xWgv/dww61/35+X5ww3D6cpTr/VgX+//E3E0UID1IzDh1Wr1bL9QP49EiZITQtX8cGaz+ftocmyEnNzcxbi40OI4ZlOp2MPq7feegtAesHCMIErMH3w+RL0fl8NMBlUw5Id5XI5yj/nw4ZhXjlvCuFAwkF6cXHR2uRDUz6PH9sd5qRLy6LA+/APZQ6aNAXMzc1ZGJKhzXa7be32+erY1nCfku/jMHvIiRMnbDLiS6yQMB+hz63ncxqGJTj8wMbf3PdFGPr0A2BaIluGo8PwojgaKMQnhBAik0hBzTg+p50v/gdMFVGv14tUhjcx+PdIOBN+9NFHLfwUhrf29vZMDVApeLVBvAoKNxX77A+h2tvb24vUng+fEV/+geqB79FQ4c9LHjx4YIqFbeh2u4lijWyjV3Cefr9vasOHvqhQ+ErzQ71et3YwLHr//v0ok4LfBHtYKY2wIOKjjz5q4TP+jfhzhKaKWq0WWcoHg0EUeuPxvshjaGf352c/FYtF+835d9rv9011HpQRQ8w2UlBCCCEyiRTUjMPUOOfOnTO1wA2gNB3s7OwkynIDkxkuZ99hSiI/s/Uzf6YD4kyYisovsHsFdVBJdp9GyGfT5mw7XGjf3d21dlMB+HpWPjXPQYxGoyi1E1VTtVpNpCACJqqDJgZuwO10OnYtHsdrttvthPLgfYQ57Nhn9Xrd+sevXVHthIrCq5/DigaGfwO+Pd4GTti+ubk5s8D7fHt+PSq8t3BtcTweRyYMqqVCoWCK1BdjpLL97//+b4ijhwaoI8L+/r4NVp/5zGcAAM8++yyASfE4Pvh8wlGf9QFIJhDlQr8vyOcHE/89/54foMLSDnyQFYvFRKiInzE0xpCXz+QQ7psaDAbRwMoHbKVSsc94zvF4HCVsZS6/+fl5O56DUq/Xs3viHqm7d+9GgxwHVT8g8/xp2RZ8KDQsrbG9vR0VZuQxrVYrGpBzuVyU7YLn96YD3tNgMIiMKj7DBScg3jjBgYnn4yCcNkCNRqMo24XP6chr0Wxz9erVKOuJOFooxCeEECKTSEEdEXq9Hq5cuQIA+Pmf/3kAwCc+8QkAk9k6c8Zxxj8ej82OHs7MvYXY27R5fFjosFarmX363LlzACbhsFu3bgFIzrpJWNKh2WxaZnZa1Xkuv/+Ir91u19Qa32P4bHV1NXEcr8P2sj1UUMvLy9Yevtftdk1JUFlcuXIl2m+UZp33hg5fvNAf5w0Id+7cATAxSbC9YVFFb+X3odKDFFqz2UxkDQeSKizc77W0tBQVqWSbgGnOQZ7TG0bC38b/m/khqZqA6d+BrOVCCkoIIUQmkYI6Irz66qs2S6U54vHHHwcwsRxTNXBNoVqtRmsmXkFRPXg7ONeGfA4+HsPF8AsXLgCYLPhzA2poxvBrV7x2s9m0NTQqKF+4ME1BsY08LxXVyspKVLDQW+1DfCZvrtH1ej3Lc0hltrOzY0qIpg32tTcf+LW2MP8c792XsfdmFt9ef66DFFRo8ebv1el0orL0fnN2+DoYDKxt7Pd+v2+bmvmbU+35ml5exYVZQ/jfZ86csfZQjf3t3/4txNFGCkoIIUQmkYI6Qrz88ssAgOeeew4A8OlPfxrAxNZLKzMdY5VKJZpFh2sK/r1ut2vrEVRSnGmXSiVTUFQK169fx8WLFxPnSMNvIKblmGtRTLPkHXtpaz7hZ/1+P6pf5O/TH8d7ozrh7L7T6ZiC4r15Zcnj2Be+XpNXpGFqJN+f/E2oSlqtlqmqNAXFe/ZpmcK+pdJ55513TLH4GlrhJmi/qXtzcxMA8NhjjwGYrL2FlYN5/L179+zfXh2GVn/219mzZ02dXr16FUIAGqCOJDQn8PX06dNWkI8Pw93d3SgLgR+g+PDha6PRsBAaQ3e0X/vEpz5DQbgnxl/Hh8GAZGYGDoRvvvkmgMlD15fS4PHh/idvvEgLh4X7snwGDR5P23OhULCQKfft+HAaz0EDwsLCgp0vbfGfg8Tly5etPbymt8lzUOYA6MtchPvE+v1+tDeKg8Dly5ft3vleu92293htn1uPoUbuD5ufnzfDhB+YgMneLYYj/e/ANvIcDAPPzc3ZPf3Zn/1Z1D/iaKIQnxBCiEwiBXUE+Yd/+AcAU5v2xsaG2X1pmfaL6GH5hl6vF2VuaLVaNtOnwuGM+8SJEzZjDjeyeryiCtVPuVy22T1n6b40SJiRoVwuR/Z1rwb4mS/z7ovteba3ty3jN2f8a2tr1gdUCjdv3rSwJs0IDIft7u6ayYP92Gq1omwRP/7xjwFMlFqYjWJtbc3CirxPr7J4XFgw0t87lVqz2Yz62Gd6YB/we7VazdSS34rA73rrOfvT9y2/x/7h3x6t67dv3zZFLASRghJCCJFJpKCOMH/6p38KYKJmmP6IC+GdTidRnh1AIh0SZ+J+jYMzd5oZuDHY53HzKXdC1eMJ6xf5VEFhWp1CoWCKzFvFw4J8NIAAcUn5Xq9n50vbhPz2228DAM6fPw9gsu7kCwkCE6XFNSem8KHi2t7eTqiX8Jqhgrpy5YqtN7GO19LSkv0+XCukSs3n85GZxRcIDNNKecOC/4yfh/WgNjY2bFsC+7rZbFofheYHnw2fr7Vaze6J2w24fvfOO+/gT/7kTyCERwOUwH/8x39YOOnzn/88gMlDkQ9lPgx9yI8Pe++Q40OZn/HBdPLkSQvl8OF2+vRpe/D+6Ec/ApB0n4VVc/0Dlefwe5/Yfp+0NMxDx4HT54Tj+f0+Ih+C4zHsC2bfOH78eJS41YdFOTDR4be5uRkZG/b3922Q4/2yDf5eaMwol8tReNMXb+R9cqLgy3lwEPKhu9BA4c0pYSaJ48eP4+zZs4n3fMHCsDyH3zfls1EwhEwDDa/H0i9CeBTiE0IIkUmkoARu376N119/HcA0u8S5c+fw5JNPApjOpn2WAFqTfViJ7zE0yJl8q9UyNUIzxtmzZ21GzsVxX4Y9tFgXi8WoyJ1XPFRQ/GwwGERl2n0pd5+lm+c/qCxHtVq192jN99klvIpgqM5nuQAmBgcqRvbFvXv3TNWlheJ4nM/eTrMJVZjfu0X15g0LPvM4MFVeHh9GDUN77J9jx45FWwXK5bL9BvyMv+nu7q61jZkqNjc3LURJJUflJGu5SEMKSgghRCaRghJ47bXXbLGaSur48eM4ffp04jiqlN3dXVtP8WsaVFBUGbREdzods57zHKdOncITTzwBAPjud7+buE4+n4828fqsC6GpotfrRRkZfI2oMB/deDyOiuOVy+VoIy3PWa1WTRFxxr+7u5taxyr8LllbW7P+pCKam5tLXQfi9/0mXLaR7aa68puLQyNEPp+P+sBvVqbC5e+0vLwclbun4l1fX482VNdqNVOPVK78TX2Je6qrkydP2uZmrlN+/etfhxAHIQUlhBAik0hBCQDASy+9BGDqrrpw4YLl7OPsmLPwW7duJdZigImKoXrguoq3GdN95kuiUw0888wzie95NxzVw+7urq13cB3FrwHxPe8q5OdUAb6tbAfXdNbW1g5cp8nn81bPipnUr127FuX98yqMbaXSqdVqph7Yx5ubm1EW+bSNw2xru902Rx/Vic8E79NBsV1ptbZ4/jAdU1oZeP5G6+vrkXuyVCpFlYOpoMrlsrWVSs3XfPriF78IIX4SGqBEgn/8x38EMLGB86HDBzz/+8knn7SHFPfh3L592x6yfGjxtVqt2oOar7lczh6eNGZwEPMDCEOJjUbDBpzQYt3tdi28yBAiEGeE8KYJPrB5TysrK9FeLW8f5/E0Wty8eRPvvPMOgGlWhHK5bOE72tI56B47dswGQw4ErVbLrs/v+cStDPHxfn2RQV82nnAC4cOjoX3dh+n4XfbZ8ePHU3MaAhOjQ2hVb7Vadn+8DsN5tVotyut369YtfOUrX4EQ7xWF+IQQQmQSKSiRyp//+Z/bv//qr/4KwDSjwZkzZ0wNMFvEaDQytcOwEI9ZWFiwRXFa1ff39212TuuxL6bn8+YBMLUCIMqkPhgMLORFBeCNEWH+v3q9bmE2GgTW1taiPHpUEXt7e2byYNjq3r17lvXhl37plwBMQllUQrTaUzEuLy/bRmbarvP5vLWN5gu+5vN5UypUUq1Wy/4dZi6vVCr2nleAYakR/ne9XrfNxLzv+fl5C8cRntMXsGS/379/3+6TKo/3uLKyYmqKyljqSbxfpKCEEEJkEiko8RP5wz/8QwDAN7/5TQATJcX6UVQDjUbDZvycOXM2XiqV7D2uFbVarSg1D40IjUYjSqHjs5+HRfVGo1GUidybBvxGVGCi7DjT5zXX19ctLREVBdtw//59UwFUDI1GwzYYUzkWi0X7DteSaEDI5/PRWt7x48dNcYVrSl6R8n6B2GLvs4nzPr3V3Rd89H3h+8C/hhnU/QboMPP67du3TRHzvnkfq6ur9rv+1m/9FoT4adAAJd4z8qAT2QAACB5JREFUX/va1+zf3//+9wFMQ2Sf+MQnohIWPrzEBzUflO1228JCfGDzmEqlYqE0PiC9+YGkGQX4cC4Wi9HD1ueGYxiSA+fCwoINtgxNcjC9c+eOhTI5QHW7Xfs3y2g89dRTln2D98YBsFqtppbz4GAYFof0iVh9yI73ECbaLRQK0T6l0WiU+h4w6WMOmOz3lZWVRB4/Hsf/DpPo+v1noYHil3/5lyHEB0UhPiGEEJlECkr8VHCP1A9+8AMAk8J8PiQGTJVLv9+3PTAM1e3u7prK8CUdgMkCfmiB9ov3YcjO28ZJuVw2dcRrUimsra0lQm/ARA2EZTlogvj+97+PixcvJu5tMBjYcVRQ58+ft9AnlQVVSqVSifZI5fP5KGcfuXHjRpTVAZgqFd6735MUhhD7/b71G5WN72v2N80S3rTBcB5ffUFEnr9cLtvv80d/9EdRW4X4oEhBCSGEyCRSUOID8alPfQrARGXQuu2tzEAyEznXd5aXlxObdoHpLP/evXu4evUqgGQtqjBfnTdBUBl4SzmvxeOo4jY3Ny0HH9voayHR4EAF9corr9gaFDem+uPY1t3dXVNQVG1e6YQKajQamcLxlnxgkrfu6aefTvRBWv4/39cspkjVs7u7G63d8XvHjx+3tvJ3q1ar1p6wEGGpVLI+5vpdpVKJ8hwK8TCRghJCCJFJNP0RD4XnnnsO3/rWtwBMZ/WcaZdKpUTGb2CioLgGxVm6r2TLFErcuLq/vx9lOPdl3qmSfP0oqgG2w1e3pbuOysVn3/YbUYHJehBTF3no4qOCunr1qlm2w0229Xrdyp37MvNsI/uFa2Nnz56N0hMNBoNEGXoguUbHqsW831u3blm/sK/4/fX1dTuer75EfJiN3ZeDJ7/5m78Z9YkQDxMNUOKh8dWvfvUnHkNDweLioj3Ew/xyuVwuKtbX7XajLBF86OZyORto/CvDeAyb0Qzgk6hykLl7964NYBxk/EByGEy0+9JLL+Hb3/52om3+fn0GCd5TmLeQ115aWrLjuAer0WhYiJHhRT8I8/w0XnS73cQ+KX8vi4uLdk32vy/aGO6farfb9l0f5hTiw0QhPiGEEJlECkp8pLBo3+XLl80GHtrNV1dXLe8fFVSj0YiMAVQAxWLRQmNUIPPz85Ei4vnn5uZMKfD8b731lh1Hc8Jf/uVfvu/7YxmJf/7nfwYwNVosLy9bzkEqnV6vFxUU9HZzvkcjx8bGhqnA8NUXFPT94+/Zv9ZqtcQ2ABIWPeRng8HAfqcXXnjhffeLED8NUlBCCCEyiRSU+Fh47LHHTF2EBorFxUXbREoLdKVSiRbufb44rrvQSr60tGTvUUlRDdRqNUulxPWUa9euWe67b3zjGx/4/n77t38bwNRIsL6+jqeeeipxn+Px2NZ/qHp8uih+xvUjX/CPZoe0Wk6+wCRVps+LyP9+L7n7qJparRZ+5Vd+5YN0iRDvGw1Q4mOD1VcJ9xrl83kLt3Gg8gXwiB+gQiNEvV6Piu95NxwrAt+4cQPAZKB68cUXH97N/X/+9V//FQDwq7/6q3ZNhuzy+XzkHOR/D4dDazePLxQKNtCEe8KWlpYSpTGASZ/xPQ5y/G+fmcP3iy9GCACf+9znPngnCPFTohCfEEKITCIFJTLD2bNnAQDf+973bKbPEN/KyoqFn8Jy7T6jgd8bFRY99HnpuM/qL/7iLz7UeyLf+c538Iu/+IsApupkbm7OFEuYTQOI92+1Wi1TjWE281KpZOcgS0tLiSKNwLQPKpVKdM12u43nn3/+4dywEA8BKSghhBCZJBfuDk98mMsd/KEQHzH//u//DmCqnKgKfL45rlN1u11bz+HfOI+7d+8evvSlL300jT6E7373u6aIDrN8M2v63t5etA5HSqWSqSOaQwqFQuq6FDDpQ1r+hfi4GY/HubT3paCEEEJkEiko8TPLq6++CmCiHqg8nn32WQDAyy+/bOmA6JDLYulxViamwuH/j+Px2Fx8zAm4vb1tlnB+9nu/93sfaXuF+DA4SEFpgBIiA/znf/4ngGQOPJopOEDt7OxY2JID1B//8R9/1E0V4qGjEJ8QQoifKaSghBBCfKxIQQkhhPiZQgOUEEKITKIBSgghRCbRACWEECKTaIASQgiRSTRACSGEyCQaoIQQQmQSDVBCCCEyiQYoIYQQmUQDlBBCiEyiAUoIIUQm0QAlhBAik2iAEkIIkUk0QAkhhMgkGqCEEEJkEg1QQgghMokGKCGEEJlEA5QQQohMogFKCCFEJtEAJYQQIpNogBJCCJFJNEAJIYTIJBqghBBCZBINUEIIITKJBighhBCZRAOUEEKITKIBSgghRCbRACWEECKTaIASQgiRSTRACSGEyCQaoIQQQmQSDVBCCCEyiQYoIYQQmUQDlBBCiEyiAUoIIUQm0QAlhBAik2iAEkIIkUk0QAkhhMgkGqCEEEJkEg1QQgghMokGKCGEEJlEA5QQQohMogFKCCFEJtEAJYQQIpNogBJCCJFJNEAJIYTIJBqghBBCZBINUEIIITKJBighhBCZRAOUEEKITKIBSgghRCbRACWEECKTaIASQgiRSTRACSGEyCQaoIQQQmQSDVBCCCEyiQYoIYQQmUQDlBBCiEyiAUoIIUQm0QAlhBAik2iAEkIIkUk0QAkhhMgkGqCEEEJkEg1QQgghMokGKCGEEJlEA5QQQohMkhuPxx93G4QQQogIKSghhBCZRAOUEEKITKIBSgghRCbRACWEECKTaIASQgiRSTRACSGEyCT/DxunSuh8CrANAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5n95NGLYe6XQ6qZUgwhYfPP/x8bEtJPxvHp6D46pWq2ZYeQ7OnRBPilx8QgghMokUlIjxiU98wv4OFZRXKaG7yq/Ww8+48gYmq+nDw0Nb1VOp+KoFJK16QUiaKyuXyyUSJ3gOv0GWm3ejKLJEiLCKRa/XM8XlKzfw/I8fPwYwbljI9+gWZV2/7e1tU0mc10KhEBuTn5+lpSVTYT5N3m/CBRBTfRyj/9189Xg/n7lcLjWZhfdMd+GFCxdsTsM0+V6vlzgH/12tVm38/P0vX76MjY0NCPGkSEEJIYTIJFJQIgZXzJ1OJ9F7yCuScOXv4xH8nm9fzlU0YxTAZNUdxoj8337FT9XgY1s8Z9ii3CuocFyj0cjiRuzvVCqVbBMuz+v7VFHl+TJIPB8V1PHxsX2HyoavpVIpoTZ9DIpzQIV2fHycUI/dbtfGxgQEntPHyThPo9EoUbfQz0FYu8/fM8+1srJiYwgV6XA4TGw38CnxYQp/WONQiLdCCkoIIUQmkYISAICPfvSjABCr6B12YfV4ZQPEV+Fh1fFyuZzobVQulxMreB9nCrvgFgqFxDV9/MMXdgXGKsUrMn8dH6/xMROqvDAFvVAoJNqvt9vtWGFafo/3FyqpSqWSSGP3GYccG1Oyi8VionBrPp+3v1kyinEer/K80uF4qJx8insYP/LHcS68iuTf/ncI1WBaZXTG1Wq1mn2uTbziSZCBErhy5YoF4r3BCZMLSFrK92g0ShiOcL8SMDE81Wo15oriNTkGPsR9ynpa5YO08fGcYdo7x1MsFm0cfIBXKhV7AIfp1LVazfYFeSPGPUL+M9+yHZgYzMXFRbsnHpNmoLjXaDgcmjHkWNPS73lMt9u1e/FJKaFbLi3F3f/Nz/nKxJFms5naxJDXP+k3ACYJI74aBV2r3KMmRBpy8QkhhMgkUlAC5XLZ3FVc8fsgOvErbX7mjw+P86tqqhemL+dyuUSDQN8jyqdiA2M1E543rSGfHx/dg2mN/OgO4+vi4qJ9znHw+6VSydSST4ygm41q4MGDB7F2635c58+fNyUZJhT493xiCr/rU8SpWPjeG2+8AWDsGgzb2Ps5SatHGCYteLccv8tkicPDw0RiTKFQMOVNfL8q3hMTOmq1mikmfsaknAcPHkCIECkoIYQQmUQKaorhptxOp2MrbB9f8DEbIJ4eHSZQpG069ZtKGUdhEoBffYd1/aIoSr1mqKD8qw/+85o8R9i+3MfXqBB8mnyYDOCTLbix99y5c1hbWwMwiUFtbm4mYjEcf7vdTiRt+Lgd8d8P54Xz5rl37x6A8byGySm+Ajx/X69aw/p5PsbFcTHtvdVqJUovVSoVS4BIS1nne7wPr0QvXbpk4xbiJGSgphjftI8PJD7cKpVKYj8TyeVyiYebf8CnBcz5kGLQ3Rca5Stda71e79Q9Q2HGWFpBWZ/IwVe6t/hQ9efw7q4weWMwGNiDmi6ps2fPWptz32gxrRU7MN6n5F2YPH9asgnHH7ae978D/+YD/vDw0O7LuzJDV2mYGejP5cfis/dCeJ1Go5FwQ/prh3u78vm8te+4ePEigInL99y5c1ZLUAgiF58QQohMIgU1xdD9c/XqVXN1+XpuJwX1vSvIr7DT9tXweJ6DKiKfzyfcir46edhy3J/DH8cxhEokvL7/XrlcTqi8brebSFv3aobzQrfk4uKiqQDug4qiyM4Rusq8i8+7KsOx+c/CceTzeUu+2N7etnvnXPB4n7gSqshQHfK8fgzA5Df0vy+P494uKl8/Z746CL/rFRTdoRzP7du3AUz+3wnhkYISQgiRSaSgphiudufn5xNVDgaDga2QuXLmv4fDocUOfH8hrsqpbLwiCRXLYDAwNRCqjrSVfz6fTyRt+BX/SbEcP36vFMJ42fHxcUKhkWKxaCrAV57gcaxXt7KyYtW6wxR9P+60du5hjCitSoPf6Lq5uQlgEisqFAonjt/j6wz6Oop+fH78PqYWKld/vvDVV/fwsczwnhgHbbVapsy2trZOHL+YLqSghBBCZBIpqCnGlxaiOvKlc8KuqtyYmhaX8Knn4abTwWCQiO8MBgOLR4UZb14N+M9CFRamlnv88eGqfTgc2t8sLeRVG0vz8Hv1et2Ui68RSPXCjbpra2uWpRhWD8/lcgll6XsypamYtOy6UEExJubrHfpzkLDck0/NT5vj8DcBkIg7Hh4eJlLh+Zv6jbr+nDyOc8y0/b29PaWciwQyUFMIH6h8uPhiqHSzALCUYL4ywN3tdmON+4Dxg4x/p1UyCBMn/AMsDOB7d5J/cHNsYdq7d2n5hILQzeYNGq/Jyg/eiNIw0+05NzdnD17et6/dx709165dw61btwBMavH5xAhfxSFtToD0dh7eoIWGwxujNCMU1iP01+R30ypaEO8eDQ1ss9lMJH74VPqwkLB3UfK3PH/+PABgZ2fHDNSVK1cAAHfu3EnMj5gu5OITQgiRSaSgppAw/bfX65mC8hW8GcCmG8mvnKk8wvYSHh9UD6sopDXr8666NPcWXY1h+rVPKEhroBi60Twcd6fTMYXDRAWfUs574ZzQlefH76tX+HnkK1tjhJtb/d9UXp1Ox1L/01L5iXejhS5PrxRPU1D8nk9sIF5BhVXkO52OzV/aloFQ5fmtAhwP5/jq1auWeKOUc0GkoIQQQmQSKagphDElrmbv37+fSAJYWFiw47gqZkv0nZ0dW+X6GI5PEwfiCiqtwvlJDQv96ttvLA1jJn61H6alp6kqH7/h316VUQX4xAbO14c+9CEAkxpyX/nKV0xx+c2zYWNG36yP6ovxF7/BmMdzDIeHhza3PvYTxut8rygex1ef3p+mJsN4U1pqvH8vjC36mFg4n6VSKfGZV9H87TiHzz77LO7evQtg8v9MCBmoKeK5554DMHlAsgLC/v6+uVf83h5+TnfW/fv3AaS3lej1evZwCg2DN1BphG6rtLp7vrJFmvEKXYxpDQt9AoUfG6/De+e5fFbc888/D2DsigKAL33pS4l2Ibdu3TLDzexAzuHi4qJdi/M/HA5tjKGLbGZmxgwl57rX65nbL6wvWK1W7Vw0dr4obtrchu42/zuEhtDXGUzbf+Z/J44nTOjw90sDxTlZW1vDK6+8EptPIeTiE0IIkUmkoKYIrny58udelOFwaKtu7kuZnZ1NtCFnGvDx8bGt7vm9wWCQqNgQ7osC0lfpafuYwsSGQqFgCi1sRDgYDBJVt4fDYczVFZ4zPN7X/wvddJ1Ox5IdmFJeKpXsOFbhvnfvnr1H1xsVxd7eno2HrtNisZi4J/4maS3iW61WQkHxe/V6PaF6er3eiS1Q0mr9+bR0ktZ0kqQlnYSKyp8/fN/fG+8BmKjCl19+Gd/85jcT1xDTgxSUEEKITCIFNUX4lGdgslItl8u2emUSQLVatdU6lRPjK77ZHeMFvpJ3mNJ8UvA9rBmX1grdKwWqDZ8WnXZevjLWw+9x/NVq1Y7zc0FFwON5j7u7uzYHXPFXKhWLzb3++usAxrE5xpx8zTtg3Pco7I9UrVZt3qmcqNBmZ2etcgfHWKlUEptXOWbfm4nXZuwqnFOSpqBCZebVsN8AzNewOrpXtWlJGGFckPM5GAxsLtIq5YvpRApKCCFEJpGCmiK4KqZCYCykVquZmmKPo1wuZwqB6oEr8n6/nyhr5OuspcWWTquwfVosgwwGg1jrcGCioPr9fqpaY6yNcTU/Fp7fq6xwfny787B0UblctszHhw8fAhjH6sLMPo7r6OjI1AJjW3Nzc4n4m4+bUcHyeN92na9MXV9fXzfFQaWYVkWenBSDCqur+8zG0xRUeC5fOor4LD4ez1jdYDCw3yLMphTTiwzUFMGHBx/wrK03MzOTaFq3u7trwX8+KP0DJ60Qa1o7Bn4W4t9L268UfieKokQLeu9m5N/eQNE1xvukQfF7tvxr2IjP7z8K3U6lUsmSRzg/vhFi+LCNoiiRZj47OxtLOQcmi4HHjx/j8ePHdn98DdO5aaCuXbtmhunNN9+0uTjJQKUlrviCuRy3r38YVgPxC4u0PW1pBX/Tagjy+3SPcv7D64npQy4+IYQQmUQKaoqgy4qrYwbkgYn7jqppZ2fHdvTzszBVGUhXUFzdp+FdceHqPq2Rn7/WSXXo/CbSNLgiZ+Xsvb09C8h7NyeP4/h9qjibEnqFECooKjb/d5hyD8TVCRUK3X/8jY6Pj2OKj/cbtnWnglpdXbXfy6u2tN/sNMIaiFQ65XI5NTnlpCSJ0WiUUOyFQsHOEVZ2BybtXMKkFjG9SEEJIYTIJFJQUwRXpD5ID8Q3gFI1bG1t2Wo+7EvkU7J98gNX21wxn1ZCJy1G8VYbd0+KQfn0ZY+PFwGT1uyj0cgqizOBolqtWqo3j+c81et1U1++jTnnjAkUpVLJxh4qhLTxl0olm7OwrFGz2YyVLCKhIuMY7ty5E9sG4OfTj8PPdVqJqVBp+bgZ78mrSI6bCtArqFDt5fP51Nb2PBf/P/I6ikEJGagpgg8PGh4+ALvdbqLVwcHBQaz5HIDYA4cPGL5WKpVEcVm/Fygtwy/toclxhoVhoyhKdG/1D8O0c/B4PtRpZJrNphkjnyhCFx/PwYd/pVKxa3rD7Pfw8DWsV8dz9ft9m5/19XUAY5cWjVvYhTjtnjw+OxCIF6r1BiStGSRfT3P/hUkwlUrFXG8+cy/M7DutPmIURfZe2E15e3vbDFPoahXTi1x8QgghMokU1BTBFSrdSA8ePAAwXsWGlQ/SUoh9hYiwqsPs7Ky5y/y+HZKWlk5C95xPgfbuvNB1FVbL9kRRZEqR+5QuXLgAYOzapPJgKvf29nZixc7xV6tVO9e1a9cAxGvxkbTkAT9+zv/a2hqAsXuRVSio1jiGYrGYSDzgffF8wMS1tre3Z8f56h4hafN+2vnp8vVqzFdSZ2p42AJlOBwm6gaORqPE3iheb3d31xJLQnUuphcpKCGEEJlECmqKCNOnGXeqVCqxquRAvKlfmOzgN676qhRhO3QfmwkTBNIC8sTHR05r1058Iz9/HBXQxsYGAODKlSsAxrEfpohzDrja5/n8PFWrVTue91goFE5UA/4cxCcNMEHj3LlzNraw9t1JcxCmf1PF7e7uJlRVWqWHtIQV32iSn1OF8Vz9fj/xW9TrdYur8Z58LC1U5V5BhfUaOb9AvEbkZz7zGQDAF7/4RYjpQwpKCCFEJpGCmiIY72AcxXeM9atcIN4ynZtJfeq075zKV2ZfMeZDVebTwJ9kA26aejgtZdrXePPZc7y/ra2t2Lheeukle48q6/Dw0BRT2FG3Uqlge3sbAKyzbi6Xs0xAcnR0ZPPC83rlyHH7DbjsUkwFwdiYV538TXwNwbB77qNHjxK9qPx3QzXsf19PeO9eZYXqZzQa2YbnsPcWlbWfi263a2MLszQrlYpt1OX8bG9vmxoX04kM1BTCBx8fIjQyQLoLiA8hVp5ot9uJunL1et3cPGEh0DROM1D+Yc4HrG8bn1agNGzh7s/BhziN0urqqqV3M0mi2WwmWoj4pow0HEwsGY1G5jLkccfHx2agvGuM4+J4eO3Dw0MzUOGeKp8kkVajkO/5fVPhfjVfzSEs1lsul21B4e8zrKnnkz3CRIhOp2O1A8OkmcXFRdt3xnva398/MQ2/XC7j3LlzACZGOpfL4a/+6q8gphe5+IQQQmQSKagphCtauqjq9fqpbdfp2qNCyufztrKmgpqbm4t9DiDWHoMpxGEaM5BURKeNxR+f5voKA//+ONaqu3Pnjrn7qKB86/G0qt3e7QSMlctLL70Uu5fd3V27d7qmeF5fvZtqqdfrJa5PtZdWlzBtPtJUpD8mPI7z4n8vptCnJTH413AcvV4vlmgDxP+vcNuB/+3Dzd++sgS3AXA8archpKCEEEJkEimoKYQKiqtexpiA+ObXsG6ar5IdBrv39vZMkYW9hObm5iweQcVw+/btWBo6EC/RE6Y0p6kBH3cKA/6+95Bvuw6M084ZS2JywmAwSNS586qHKozxkWazaTE5X6MwjOvxmn7ONjc3bZ78xtbwftNS509TmSStnBTxMSKmzJO0hoj+XOF7PpGDc0y11Gq1EnE4XwoqvN9er2f/L0+7NzFdyEBNITQkfttj5YAAAB2FSURBVO8P8a4gn6EHxGvsMTjvs8R8cztg8rBaXl7GjRs3AEya6TFhwV/Tu/rSWmukVVbw4wrHEzYZ5IOy2WyasfBuwtDI+f1BYZ0+f5/ePUdjT0PljRzHQSNdKBQSBWHTMuvSjHTobktLoEibR9/wMC1RgeMO90P5e+Fv32q1Ei5b39WXhpj4ArjhAqTdbttigS7W07owi+lALj4hhBCZRApqCqHS8em8aS01GPAO25cPh8NE5Yler2erb76yTtvFixfxzDPPAJi0NM/n84mWC2QwGCTSnL1CCNPNfdWGtJYd4R6dVquV2voiHIevVUc1yDnI5/N2XSqoTqeTcJv61iNhBXLOm+etWo6kJUf4cfnPfGp4OGfNZjPh0qzVaqau+Zmvth62EOl2u4n/Nz4Fnc0v/b1yrkJX4tHRkV0rrHwvphcpKCGEEJlECmoK4crUtzQPV8KFQsGUB9/jat+nNHulw9gEv8eNlwsLC7aaZvq1r2TAVTtX1+12+9SNosTXfUurcB42zPP9sMI4h2/CmNY7iQqKCslX2vYVM3yLdP/a7XYT8Zq0ag5p8aM0NRXG406KXZ1UKf7g4CAxZ7VazRInfOwMGMeiOAc+zhT+Tv7/URhvyuVyiVgbj/fqjTG6MNYopg8pKCGEEJlECmoKYUaar8XHlGmqIB9jYWzAd2xNyxjz1b+BSWmk+fl5U05Mu/Yre66cfZZgGGM5LR7ha/GlZfSF2WqDwSA1dhNmK/qW8dzUShVRq9VMHfEc/j2ei4rL39Npm1/fSkGFsaQ0NeZjUCcpqHa7bSrQ92Fi3JD4TEhfNw8Y/78Ja/b5uGBYS9CXewrLJvnxp7W6F9OJDNQUEqZAV6vVhGun2+1aijGNli8oGz5gRqORPVhoqGgIZ2dncffuXQCT1PbTUqDT8MempR+njSetQCpfwweqT4TgHPA+CoWCGVEeU61WE2n4jUYj9rc//ujo6NQGgmnFccP9Z+Vy2d4LFw/9fj9xLl9hI8QnbXg3IQ2UNyrA2MDyPV81gv83wusMh8NETUPvdvXH8Rj+HboGxfQiF58QQohMIgU1hYQbaf3Knyvhx48f2wqYK1qfFp7W4puwid3y8jKA8Uo+rNbdbrftHHwvdAn5sQLJzZ1edYQJDiclToTn9YkLdM9xXnxdP86Pb8ketpZYXFy0e+dnrFixs7OTUDjejRqqvHK5bOdiynqj0bAxMlWdv5GvHO/v9ySFFkVRYr7z+XyiGgirrfvzcwyVSiUxx/564bz7zda8tk9Z5zV8soyYbqSghBBCZBIpqCmEK2DfdNBvmATitfjC9u5p8Q6voLgKZzXrXC4X64EEjFfkYTKCjwuF1bd9+/KwPXpaksRptfvSNrAOh8NEPMXHoDgvPlGEqfM8rlwu2zUYf0srkeRjK2EyCO+jUqlYXHBpaQnAONmEvwFTsbnx+fHjx4lzpPXQIsViMaHQoigypctz8N5YYdzfS6/XSySgeNXE/2c+zhcqKP/7+nR9YFyvUUw3MlBTyCuvvAIA+NjHPgZg/GClC4sPVJ8BxgcNDUNaAsJwOLS/6SKjgTo4OLAHHx903gXHh5U/f5pR8XuPAMRaN4TZfmn7pkhawsVoNDIjxM99lqM3rMDYSLN9h0828PvIgIlR9y1K/L2F+5l4j3Nzc7h8+TKAyX6ySqVi16dxTHv4e5da6IL17TbYHZjzvrOzYy5JHu8bOobj7/V6JxaXTZv/TqeT2iqF/+a9KXtPELn4hBBCZBIpqCnGr6p9+jQQXwGHFSVGo1Gshh0wdhMtLi4CmLikePzOzk6i/bs/R6jGvDvKVx7gGKls0poY+mSDk/YApSmoKIrMxcfzU9mVy+WE26/b7dreLq8oGNhPqxoRpk376hKhglpdXcWHP/xhAJOahu12G/fu3QMwcZX6lOy0ygs+jRuY/Ja1Ws3Oz3vb3983Vcj9aqww3u/3UxNiwkaFaQ0j+Xe32020cOF45ubmYscJAUhBCSGEyChSUFOM7wfFVTHTlofDYSIW4HsoUZ1QcZ05c8ZiTufPnwcwWU1vbW3FNujyHCRM+fYxKK8seK2winmhUEhVUCStdxJJS1hIS/0O2493Oh1TMTxfq9WKJZIAiCmq8Pz+nOEm2KtXryYUzubmZqynFccRzpm/n5MqclQqFVy6dCl2fLlctvOHm2x9jMsnsHC8TIzhMV5x+ThV2NCRLCwsmAoLK7yL6UUKSgghRCaRgppimKEFTGICXL32er2EgvKljnwsAxgrKG7M5cqcx9y9e9diGWmliELS1EAulzOFxtX6zZs3AYxTrdPiFifV4ktTUKPRKBaP8t/P5XKxSu7AOE4SZs3t7++bCqCySSvt5LvPhnPA+oVra2u4ePEigMnvdHh4aDGicKOuH4e/N/4GvDfOnU9Z90onzD70leBDBeUzKxl35L3t7e0ltgoUi8XE/xvO08LCgr0XqlUxvchATTGsEgBMHlxplQn8A4b/5t4ZpqUvLi7a33wwMaX86OgoUbUgLYkhrWqEf4BzX9Bzzz0XG+Ph4WFq/bbTWlG8VWPA8DV0ffmAP987PDy0BzsTLsKkCWBiEIrFohk0GqYbN24AGLv4+B3+Tjdv3rQ26uG+LL9o8HMW/nb8nc+cOWMGwRt3XjPcWpBW7DaXy9nn/P9wWisOYGL4+H+Fn83Pz9t5/+Ef/gFCAHLxCSGEyChSUFMMV/fNZjORHjwcDmM114BJYLter5s7jytnvyLnKpruLb/J0xNWJfdp5+HG0iiKLN36+vXrAICHDx8CAN54443Yhk8S1u5La8URvqYd3+v1bC6Yfg0g0cb+0aNHMVUHxN2ioVorlUqmJFZWVgBMFNTq6qqpJFaCf/311y3NnArN17RLU4q+Erp/LRaL9vtQQQ0GA3PZ8fel4tre3jb3Io/v9/uJ+/Uqm+PxLrtwPNya0Gg0Ykk7QgBSUEIIITKKFNQUw9WsL0Xke0SFq10qqKWlJayurgKYrIBnZ2cTCoGJEXwNrx2mjfM6aUHy0WhkG2Oprp599lkA44rhd+7cATBpKe8VUVr/qDCNejgcnphU0el0TB1SQQ2HQytFxO/NzMzEYjb+/GlNB4vFoqlCzufa2hqAsTKlcmJNuo2NDVMqaeozLUkijBtRed25c8fUG8fcbrdNMbEMko9FhpuDB4NBIhnE1x4M6wD6mJXf4A2M///wtxOCyEBNMa+//jqA8YOHDxo+MJaWluwB4zO/gLFRCgPsvV4v0V2VhskH2H0xVGblEY7BFyElURSZS4/JF1evXgUwznILWzV0u127lu8K68cHxNtzhMfzIdrpdOwz3mOpVLL9XrzPubm5RBafzwgMO9LWajVcu3YNwMTY8t5effVVvPbaawDG+8h4zjB5xNcv9MVzee1w7xXHtbW1lWgs2el07DfhHix+/9GjR9jY2IiNsdPp2O/P99IyJYlPCuH/M/6farVa2N7eTnxHTDdy8QkhhMgkUlAC9+7dsxU8V/QXLlwwN5ivFgGMV8eses0U6F6vF3P9AJNUaF9zjiv+mZkZ2zvDVTVX0MfHx4n6f1EUmVKhO+nll18GMF59cxxUWd6dxPNzfOVy2c7LlX+r1Uq4Fr3q8zXjCM/LBIfd3V1TI1RJ3k1ItUZFOjMzY660K1euxMZz69YtU1C+wnioULw7Mq05YZgEQgXYbrftWlQxs7OzMZUczkHYgNCrJP7mVLC5XC6hWCuViv1f4nWoxH0ldSGIFJQQQohMIgUl8PjxY4tzMPbw/PPPJ1bAVFDtdttWu/ze3t6erZ4Z2+D3/UZQrvjr9bolCFBR+BgU4z9UOrlczt7jdfjZ0tKSpZ4TH3Cn0mGCgK9OzhTx3d1dU2hpKdwcNzfUdjodU0lUnQcHB6YIGGOh2jg8PDSFxnPMzc3ZpmPGs/77v/8bwHhTLpMkqHR8PUIqNc7BwcFBot7eSXEgYKxmOJ++1T1/k7CyuP8NfTJG2NMrTMrgtXidUEFx/A8ePMBXvvKVxHjFdCMFJYQQIpNIQQl8/etftxU8V+vr6+u2wmbMh6veo6MjW4nzs4ODg0Q5IN8/KK20UFhWhwqtVCol0rT56s/v67gxhsbV+sOHD2MxJ2CiAorFoqkAbnzN5XJ2PsbO0vpfUWH4GBcV0ezsbGKDMRXDYDAwVcVNsNVq1WJanEfG4fb39228vKd6vW5/c658S3b+7WNFaZ2Jec6wl1OtVjM1G2YEpsW//N8+XZ/v87w+C5T3zhgXFbivCykEkYESACYtxPnA7vV69jDmw5OGoVQqJdKpfVo38SnOYUsNX4svfOjOz88nWlJ0Oh0znnRl8drLy8vmZqPrq1qtmvsuTBH3hU9phGdmZizFmkbFV6dgQgfHzzEDsD1Y29vbMTclME42AcZGgHuc+JAeDodm9Fn4lskee3t7du+81vz8vBk0LihoTDc2Nsw16evvhYkfviYfDQfvt1armVGk4eActlqtRPsMvxUgbEBYqVTMcHujxP1evI//+7//AwB8+ctfhhAhcvEJIYTIJFJQAgDwta99DQDwiU98AsB4Y6ZPKwcmasZXTGB1gVarZS6s0J3n23Z4BRUex3/7NHDiK09w9e2/z5U/XWSbm5u2+qfaI75qBBMuKpWKpYtT/fgW835DKTBWjJwD1qjzCopj8+48JnJwXh89emQqg2Pl+DudTkyN8L557xwbx5PmzvMbdXkOtvC4fPmyjYNKaH9/35JfqJo5rr29vUQjwVKplNgwzHHNzc3Ztagiz549a/UL+Xup/p44DSkoIYQQmUQKSsT44z/+YwDAJz/5SYu7cIXtYxtcKXNlHkVRIi39tAaBnU7HVudcTfsEA8Y5fL8hrvh9MgXPye9S0W1vb9v5qex8pXaOw8d5uOInjMEdHx/bOW7dumXnDxscHh0dJRSUH4PfRMzx8/7OnTsHAHjhhRfsXFRHPGe1WrV75me837Rq8V4phlXKr1+/bsqGn7322msWE2Jcjeqw2Wza7+R/m1BBUeUuLCzYtRgvW15ets8Z6/z85z+fGLcQRAZKpPLpT38af//3fw9gUieOhgGYZPSxe67f5xM2zvOFTH3RUiZmhI3/8vl8zFUEjA0Ir0nDyYcdvwNM3HOPHz8248D3fAfZsLLCYDCwB3CYbRdFke2rYqLGw4cPLUHBV10Iq2nwQVyr1fDtb3/brg+MawnSOPAhznYbrVbLCtPS7TccDm1ueW2+prUZGQwG9j6/x99wbW0tlsDBOfuv//ov+xuY7CfzHYQ9/I19th8w/k2ZhMHfa3Z21s778z//84lzCREiF58QQohMIgUlTuQb3/gGgPg+HGCcJEHVwMSC27dvJ9QD8XXc+Nnx8XGiTbtvhU73GpVRqVSyFTnHQfVRKpXsHDznwcGBKRC6yLw7ksdTQZXLZbvW+vo6gImC2t/fNyXBoP6jR4+s8gTdc8PhMFZ/kPcJjBUFx0tFcf36dVM2VKK8x+PjY0v1ZiLHwcGBjdfXEATiCsqrJiomKjTv7gzr+RWLxVj1dc4VMP7dwsoUfk9bWPOvUCgkVHahUDAVKcSTIAUlhBAik0hBiRP53d/9XQDAF77wBQCTFOXFxUVbHbNp38bGhsUyuLr3aclhM8O0Bn5cyefzeVuJe0XiqyYA8crojEdRuezv71sCQVhFwSs6n0TA8bKyOO/3zp07Fs/yTRj5HjcJFwoFGyPjaVQ/vp8V4zDNZtOuyTFSZeXzeTuOqd9eQVE5cS58Wj7/rlarptYYb2JMr1QqxZSTf/Xn8P2ywtii/w191XnOBVUw53F3dxebm5sQ4kmRghJCCJFJpKDEW/LZz34WAPDVr34VwDimwFgJ4zW7u7u2Imfmms/sOm0TaRqMVVEx9Pt9UxRULtzkev78eYsX8Xv7+/sWLworbVerVYtHUXk1Gg0rdcR4jR+D37AKjONaVFOMxy0vL+PNN98EMFEjPtZFRcfsxb29vUQczo+L98v5PDg4SKTkU2H2+/3UOBBjUFRQVL5AvDYhXxmj4tyG8UfeC7/P35zq2afehxl+9+/ft3sR4kmQgRJPDN0z169fTxioZrNpD28+WPnw9EkTfm9UWNPNt1oPDZRv90C4J6nRaJgriw9/b/x8Uz8gXqSVD+wLFy5YwgcNFd1n/X7fjAvddN1u1+6TKfHPPPMM/uM//gPAxEj49Hombfg6d7wvjpHnajQa5i7ktX1LExoVn5pPI8H3RqORfZeGwbtAOQe8336/b3PAeeHvcHBwYL8n5yCKosRv6JsZcg44Tzdv3lRbd/G2kItPCCFEJpGCEk/Mz/7szwIA/vVf/9Uqc1NJXbhwwYLhVB50nx0eHiaa6ZVKJas8zleqh9FoZCtt30I8rP5ARTcajczNxiZ/g8EgUeOPCQiVSsXGTdfg5cuXrU4cx0PF0Ov1Eu0wut2uVR6nKllfX7eUc6oMKsB8Pm9qhErzjTfesHHwe3wtFos2x1Q/nU4nUQ+PSsonlnDORqORqTbOAf99//79RBLD/Py8XZ/vcQ739vZMnfJ+e73eic0RS6WS/U4bGxsAgF/+5V+GEG8HKSghhBCZRApKvG0+/vGP42/+5m8ATFKya7WapVszoE61sb29HQvmA+OYBVWPb/gHjFfmjL8wfpHP5xOpz1Qpe3t7MbUGjFf5YRKGj0WFca9CoWDnpVqiugGQ2Njb6/Xw+uuvA4BtPl1dXcX3fu/3AhirTGCiZnyFdiZXvPbaa3b+j3zkIwAm6m1+ft5S+NlDaXNz0xRQmJZeLpcTSRI+MSOMXeXzeYtB8bdZWVmxZAr+Fr5XVFgHsNFoxPpiAfHeVf73EeKdIAMl3hF8ANOQeBcZs+D4gNrY2DB3GB+GuVzOgvN0K9EgHBwc2IM63K8EJCtPlMtlO54GhA9kfw7vIgz3VDWbTTsHj/MGitf3XYO5P+nf//3fAQDPP/88XnrpJQBj9x0wMbDeADIj0I+Dxppz12g0Eu62+fl5mz+OkWOu1+t2LhrddrudqAzhkyp473Td5XK5WFNHYLIAOXv2rBkofi+KIpujsD1Kq9Uyd+vv//7vQ4h3glx8QgghMokUlHhHfO5zn4v9+6//+q8tqB+2wxgMBrZyZ/qyT/WmevB15hiI50ret40n/Pfc3Jylmfu06NDF5/fl8DiqDt/SnJ/5ygl8zysoutteeeUVAMDP/MzPmOKg+qFaGgwGNl4qkKOjI1NYVJhUZZVKJbEH6eLFi7GK7P6zubk5c6nyvovFYqIFvd8TFlZ/GA6HpjypjFjJ/uzZs+b2owt0dnbWfmuel99/9dVXTUUK8U6RghJCCJFJpKDEu8KnP/1p/OM//iOASWCdamllZSXRf6nRaNjqnytzqolOp2OBeF+NIuwpRYXjq0D41u9UD2EcBkhWXB8MBqZeGNfh9W7evGlqyVf5phLy7dqp5KgO2ebdt1Pn8b76ORUUX2dnZ+1cPpWf5+U4ONbFxcVE/cJcLmfzFyqo0WhkatCrQ/7NZAne48WLFxPVyev1usW7qN6YEv+bv/mbEOK7RQpKCCFEJpGCEu8aP/IjPwJg0keK8ZhGo2GbcLm6n5mZsdU/FZdXNaHC8f2UqLy4kr969ar9TTY3N2PxIv9aKpVMafmuvIwlUZkxK/F///d/E+3pPV//+tcBjFWE7yIMAB/60IcAjGNLjN3w/KPRyBRKGINaXl62OaNKmZmZsb85P5wTv5HZV29n+aNQQXl8liPvj2qWGX6rq6umdKmu8vm8pZCzNfwv/dIvJc4vxDtFBkq863z0ox8FAPzbv/0bgHHSBB+kNErFYtHe4wPbH0N3Eh+AxWIx0UL8hRdeADA2UDyeD+fvfOc7FrAP90+NRiNz//nx/Od//ieAyV4eGo9vfetb9qA+DRoZYJJiT8O5vr5ue5K4D2pvby9W3BaYVMIoFApmJDj+Bw8eJBIbaFzK5XKivUihUDAjF36v1+sljJV3+/kxAmPDxnnhnB0fH1tijBDvBXLxCSGEyCRSUOI942Mf+xgA4C//8i+tygTTksvlsrnX6Ibiq08QoIro9Xr2XVbc/vCHPwxg3DAwrFh+7tw5S2wIXXy+YSGVV7lcjiUoAJM6fVQ1b8Vv/dZv4Y/+6I8ATDbq8h5/+Id/GC+++CIAxKo7hI0HWV+w0+mYaqO78OjoKNZ0EZgoo0KhkHD7+fkgPvU+bORYqVQS9RGpmgaDgbkoqT6fe+65J5oXId4pUlBCCCEyiRSUeM/56Z/+afubdevq9bqtzn09OX5GBeV7FVHRsBwQkyVqtZqpAX7v+vXrlhjA/ktM0KhWq6ZsuEm4UqmcmJL9dvjt3/5tABP1yDH+6I/+qMXMqIxu375t16IqoYp79OiRqTtf9imcM47Z99fySQ9hO3fG8Rib8uefn59PNG2kWm2321YvUIinhQyUeKrcuHHD/n711VcBTB6avkadbwLI92h8+Orr9PHhzO+tr6/bQ5/QMNRqNbsmDVShULDz8Xv/8i//8o7vkwkidG0Wi0UzsGzyuLq6aoYmLAKbz+ftbxpK37IjLAzrXXe8j0KhkGiESPdlsVg0Y0fX6dmzZy2pg2OlYXuSJBEh3m3k4hNCCJFJpKDE+wYrf5O/+7u/AzB2sXHlztX9cDi0thxUA9yz4yuR83urq6uJ5Agqi5mZGVNQ/N5gMHjbSRFPwp//+Z8DAH7nd37H3IpUKS+88IK5NenaY9KEb6fu0+TDxAZfq9CnlwPxFhmsQEEFNTMzY/NJd978/LzNN8/BShhCvB9IQQkhhMgkUlAiM/zYj/2Y/f0nf/InACZKwfdTonJiPGYwGMQqQgBjJUV1FLanpzoAJorl8PDwXVVOIS+++KJdi5UYbty4kehtxbT60WiUiDfl83kbu288CMQVFxXm/Py8qUIqIyZtlMtlO873wWLqvhBZQApKCCFEJsmFPXNiH+ZyJ38oxFOAfafy+byt+Bm3oWIoFouJFu5nz561uAvhRlNfRfwXfuEX3uM7SMK0962tLdy5cwfAZIMuSwv5yuI+tsSYUqikoiiyGBvV5NzcnGUp+g3JQLyyO/nUpz71rt2jEG+HKIpyae/LQIkPDGzhEBoo795i6vS1a9dw9epVABO3FtPHP/7xjz+1Mb8V//RP/wRg0ujPv/oqEXzlvYf7mzx8z6fTc15omFqtFn7wB3/w3b8hId4BJxkoufiEEEJkEiko8YHn137t10whMI16ZWUFn/3sZ9/PYb0jvvnNbwIYq72wMSOARLUIvg4Gg0QFjOFwaC1QhMgyUlBCCCE+UEhBCZFR/uzP/gxAPBkkrd4eMK53+MUvfhEA8JnPfObpDlSI7xIlSQghhMgkcvEJIYT4QCEDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkMlBCCCEyiQyUEEKITCIDJYQQIpPIQAkhhMgkuSiK3u8xCCGEEAmkoIQQQmQSGSghhBCZRAZKCCFEJpGBEkIIkUlkoIQQQmQSGSghhBCZ5P8By+JWP+nZAhIAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Wk3hjRpJnUDMzM6lNcbUFn5MzuXyrdWmcgcRCiriKg1/zycpxFQtnNvE9ebm+j7Wzs1PZs2owGKR1Aq9cuSJpsqze5+vvabfblXEv4CiRQQEAisRjD45Eq9VKT9bOSjz+srq6mrIYP2nv7u6m9+eZSMygYun0YRVsMbvyE3+n00l/j0v5SKNxJK8a7rGodrudqv3y6rx+v18pne/1epX3xQnDPs84RpOvRB4rGfPV0rvdbhoH8jHjiuvT+Bo7M4pl8LFyUJLu3LmTjhW/0xmUd8j1mFic2BszQF/TfJIzcBQIUDgS/X4/da95YN2FAhcvXkyl0r6Jxu3Ip63Tl29pHm/m+fyj2NUX5zcddvOfn5+fKF+XJgPOtK01HJgcfPf29iqrRsTAmgeSOEcqFlXkBSLTNm30d8b1//Ky7lqtVvndtOvp38XtT+JDgwOYHy7cRdloNNLx3Z7BYKDr169LUqXgAjgKdPEBAIpEBoUj0ev1UheZu6b8pH369Om06rWzrLj2XT7wHzORyCXezsz8tN/v9yurWMSMJS8emJ+fT+/z37rdbmpPXuIet+Lw3w7LoPJuv7gFRp6hxfb63OJ555Nma7VaZWJvbEMsmIjvie2I3anTul29bYYzJxeTxBJ3F78MBoO03iEZFI4DGRQAoEhkUDgS165dS6t0nz17VpLSpM/BYJDGm/wax0fyCaaDwWBqBuVxoHxr+VarlTKcmOnkGyHG4+Tbx3c6ncpmg7EowNlDXFcwNzMzk7I7X4PTp0+n47vM3eM/s7OzExsUut3+7rzoIa7ynpeqT9uSfdp+WTGDyrOwbrerN998U5LSMkt+3dzcTN/h/ana7XZau8//7YGjRIDCkXHXnm9WvpEdHBykG5lv0tNuntO65+LcJ3dFuYvJN9g8AEmjm7mDkI8fu6H8GbcnrlQR2+F/+/0+x8P4Ju5dc719xo0bN9I5O/DMzs6mtfr8PgfAdrs90R0qTW6f4e9xsItdffm1m/a7eCzb39/XW2+9NfGdsejE/z3d7dfpdKauRwgcFbr4AABFIoPCkfnXv/4lafyE7bXkYtdU7MaLP+fybqp+vz9RGu3jSqOn/HwtvmazmQb6nW24iCOWTDtjicfOCyJmZ2dT9uVMcNo8qMFgkAobnEFdunQptStfiWF2djYVknilirile170EK+f2xjfnxdtxCxpWtl+nkH1er2UIeabTvZ6vdQN6derV6+SQeFYkUEBAIpEBoUj56dwj6FcvHgxZRR+4u50OhMl3tLkeFNeKl2v1yfKyqXJp/t8nbvl5eU0VhU3MYz/lsYrT3S73UqhRRyvycdkYuYQV7ZwkYQzIo8tLSwspPXt3I5YBv5OY2LT1uybtqp5nhEd9jupOtlZmpxs7f82LuJYWFhIxSk+x93dXVaQwLEigwIAFIkMCkfOWYknfV6+fLlSpRYr9eK+S9Lk2Enc0TXf5dVP9/V6PWVh8XN5xaCzn1g2HjOhaeXZPn4+hhN/jkst5ftdudz8woUL6f2e3Hr37t10Ts46PaE57iAcx6LyDCruJ+VjxTUND1saKWaF08rYcydPnkzjZR6Hu379elqzDzgOBCgcOZeZ+6Z7586dFKA8r2Zvby8FmnzTvsFgkLqgYiCJi5pKo5u+NLp55qXmnU4nrf+Xz2E6ODiobE44bV28uK5eXuQRu8/i6g75Z10wcv78+RSwHcS2t7crQTRuqjgtUOarabhgIX7W1z2WiOfHioUifl+j0ZhY+SKe2+nTp9N3v/7665Kk//znPwKOE118AIAikUHh2DhjuXnzZsqgvM3F3bt3U2FDvnFhp9NJXWRxFW4/zTuDciHC6upq6jaLq5Q7g8rX5IsTb+PK4ubviRlUXOEhF7cEycu/3dZut6u3335bknT79u30u7w03Nckls7H0nJ3szkzc1tjtuQuuGmrdeSTovNrkK8s7/NZX19Pmd+1a9cmzgM4LmRQAIAikUHh2Pz973+XNFqTzxmF16Zrt9tp/MXyrdal6XsyOftx9uAJudI4G+j1ehMZU3x/v9+vFEnU6/V0fBc2xHXr8r2uolgsEScP+zyl0fiQx2yceQwGg8qK7vkK5vEazM/Pp6WR3EZnOHEvJ2eW9Xp9YrmmeL4xu4qryJtL9J35njx5Mp27r0We/QFHjQCFY7e1tZVuyr7hra2tpe4q3/BiV1Pe9dbv99MNMQ9srubz+3ws3+R9E88XiI3fGd/nbkh/fmtrK31nvDm/0w06X6lid3c3VejFAHvYJoOHVRf6s+7G89yktbW1ymaJw+EwdRnmrxsbG5W5VJGvqdffW1hYSF2mvhavvfbaoecPHAW6+AAARSKDwrHb29tL3Vvve9/7JI2e2t3tFDcBlKavPTdt3pT/vby8PHXtvjw7cRfe/v5+5f3D4TC1x91btr29nTKhd1orb3Z2Nv3d27U70zl37lwqsXf3XLvdTsfNV3yYlkHFbeDdVmc46+vrqd3OiOL8MLfD33fr1q107rEgxd/lY/m1VqtNzNEC7gUyKABAkcigcOxmZ2fTJFVPIj19+nQa8/GTfBxbimvMWSyAkMZP/nHSacygzEUDntQaV2mIKyc4e3CBQyzKcAYSJ+LmGVQcO/OkWb/W6/VUIOJ29Pv9yjqEsS1xhQe322N5Pndfw4sXL1YmKzcajZQx5aX8a2trlSKThYWFdM4x05VGpeXeK8rnBBw3MigAQJHIoHDsXnjhBX3qU5+SNJ7k2Ww2U0bhfaO8fM/+/v5E9Z40erp3ibUrzFwRuLGxUVm6aDgcpgzBlW5eGinuihsztTyL8ed3d3dTBmVxnbvImUo+UbfRaKTqQLen3W6ndvv9zmCkcSbnDHBxcTFVPjrr8b+bzWa6Lv5cbGMsbZdG+1Q5C4trGvr7Pfbk837rrbf073//W5L03HPPVc4bOA4EKNwTDhwuljh58mQKTE8++aSk8YaCm5ubqbvP3VZ7e3tp9YSHHnpI0rgcfGNjo1IQETmwXb58WZL0yiuvVBZbjUUYcU1AaVQkkW+WOK3EPC7A6hu7X+fm5lK3mdcqrNfrKXD43B2o9vf303c6CC0sLKTA5GvhQDI3N5fO00Gm2+2mAJVvo7G+vp6KNvxg0O/30/Hdbrf1ypUr+s1vflM5Z+A40cUHACgSGRTuib/85S+SNNHV5yf4Rx99VNJ4YP7atWtpUqgzi06nkzImZ0LuKms2mymjcCl0nNjrLMkl2XFtPU/e7ff7qWvMpdzOhra3tytFBjMzM5UVGGZmZtL7nLH4WLVaLXUxOmuq1+sTk4x9nv5uZzvOcGKW5EILZzxLS0vpGsRtMVwk4W7CuLKEj+XPxQ0LXRDh6/+LX/xCwL1GBgUAKBIZFO6pP/3pT+nVRQ4PP/ywpPE6fd1ud2IVcGk08O+f/VTv8ZHl5WU99thjkqSXX35Z0jiTkiZXG5dGGcm0EnH/7KzHx7hz587ExFl/zkUGcYKxj+tMyMcaDAZp23uP73Q6nZTJuQzfWVzctDF+p+Vl5nEydJyU62vk4ztDajabqT3OuPr9fiqEePXVVyfaD9wPBCjcN95+wjdWd9ktLy+nwX/f6LvdbrqZO3D4pttsNvXII49IUuoabLValQ0F3WW3tLRU2SQxdtn5Bu+Kw1arVSmgmDYPqt/vV4JKXIvP84e8Ncjbb7+dzsFFIYetE+jviRV6brc/52DiKsVWq6Xr169LUnqNi936s+5C7HQ6Kfi/+eabE98D3A908QEAikQGhfvm5z//uaTx/CSXj6+traWBexcKdDqdlIHE9eSkUVm1Cyhcut7pdFKW5LlOV65ckTQqLHCBhjOW2MWXdy/GLCJmXHlp+2AwqGxvEbMxFza43RsbG+lnZ1DTtmmPW9Hn872s2+2mbMzdeq1Wq7KChz937ty5iflPvmbuAvS5//rXvxZwv5BBAQCKRAaF++573/ueJOn8+fOSRmMiLouOE0edTeWTYRcWFtL7XSwR15VzdvLCCy9Ikp544omUrXkcTBpnZnFysOVr983MzFTGZwaDQRo3cnt8rDfeeCNlhc5mbt26lcaN8swrFoXEPaJ8Lh7HcjHD/Px8Gj+KY1DOiPzqdp04cSKVmfu7t7a20jV9p4nPwL1CBgUAKBIZFIrhEvHl5eWU4cS15/Kxobi7rCvRXM136tSpNAb15z//WZL04osvSpKeeuqpNCnYmYhU3QXX4z2xMi9mFnGZJPN4jjMVf7bdbqcKQ1cttlqtlB15PMifu3nzZmUX3MFgkDI4T6T1NajX65XddlutVrpWbrfH3paWllJ26vZfv35d3/72twWUggCFYri7bXl5OQUHl5vPzs5WVkPwzX1vby/dgN1t9cADD6RgkZdM7+/vpzlYfk+8+TuoOOjt7e1N3aTPXY5xRYl8e3n/rdfrpfc7UMUFaN0d6VL7ra2t9J1xywyfp7sGfc1i92LccsRdhi7QcDHJiRMnUnehy/Z9nYBS0MUHACgSGRSK8bvf/U7SqLvLGYVXO2g2m5X15+Imhe4Gc/fZ6dOnUwbkrMHdf/v7+xMrhPt3+YRed7t5dYXDOHMZDAYpI3P7Y4m4sxlnLq1WK2WFbo/bfHBwkM4vvsaMTJpcJcPtj92MLsxw+f0HP/hBSaNMzRORX3vtNUnSN7/5zXc8T+BeI4MCABSJDArF+dWvfqWvfOUrE7978MEHJ5ZCksbZSafTSWNWHtdZXFxMmY2zpA984AOSRtmSx4PiuJazl1deeeV/ane9Xk9jUB47c7tarVbKcFwKPzc3l77fGY7Hg3Z3d6fuT5WPM8X3+PjO3k6dOqVLly5JGmeP/p7Z2dmUGX7961//n84XOG4EKBTp2WeflSR9+ctfljS6oTrQ+KYe19NzIYFv3LGCzd1/3m6j0+mkLS98U//pT3/6rtvc7Xb10ksvSZI+/elPSxoHqL29vUqAOnHiROr2c3Xd888/L2kUaPMtPvr9fjq/vIsvLi7rAH7+/PkUmLwgr6/hxsaGvva1r73rcwaOE118AIAikUGhaF5XLq595zX5XFLeaDRS9uBsaXNzM2UgcX07adRVlm9vcdSc3TlD6vV6aTUHr5ixurqauuOc2fzhD3+QNCqkyFevGA6H6Rrkq5kvLCykLlAf/+GHH07rHLr70uXpX/rSl474jIGjRwYFACgSGRSK9txzz0mSPvvZz6bsyFmAy85XV1dTpuKMYm9vL2VHHvuJK1G4GOHHP/7xsbT7+9///sS/v/GNb6Q9mbwxYyyF9+Rdn+PCwkLKoJxd5ftDSePMaHV1NR3XGdTly5fTzy4KYQNCvJeQQQEAikQGhfeEVquVJrh6gqmr+c6dO5cm7zpb2t/fT9nItOzqZz/72b1rvKQf/vCHaZ07jwudO3culaN7TMyazeZEhZ40uWOvz8nnfebMGZ09e3bi+CsrKylz8pqDX/3qV4/h7IDjQYDCe0KtVksl1r5Ju8vu5s2bKXjF7Spcep7f1H/729/eu4YH3/nOdyRJP/jBDySNihgcUN02FzpcuHChsmV9rVarFFU4wK2srKSAbVevXk3XyN2LwHsJXXwAgCLV8k3XJv5Yqx3+R+A+e/rppyWNso+8rLvf76ftJ5yJ/PGPf7wPrTzcs88+qw996EOSxhNv//nPf0oarVLujNFdfPPz82kSrs/T2ZU0LoRwNrmzs5MmJH/3u9891nMB3o3hcFib9nsyKABAkcig8J711FNPSRplGPlK3oPBIGUU/p2XESrJL3/5S0nj0nNnUu12O03GdfubzWYac3LJubPE27dvp+KRq1evShplYT/5yU/uxWkA78phGRQBCv9feOaZZyRNVryV1qX3Trz2oLcXWVpaSkHXr3Nzc6lrz8UPt27dkjQKSt5w8MqVK5KkH/3oR/em8cC7RBcfAOA9hQwKKIiznrNnz6a1Bt3FNxwO9bnPfW7i/V6F/erVq/rWt751D1sKHB0yKADAewoZFADgviKDAgC8pxCgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJGfya0QAAAHiSURBVAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAilQbDof3uw0AAFSQQQEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECR/h9+coJyO7d7vwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AWhJQALQkoABoSUAB0JKAAqAlAQVASwIKgJYEFAAtCSgAWhJQALQkoABoSUAB0JKAAqAlAQVASwIKgJYEFAAtCSgAWhJQALQkoABoSUAB0JKAAqAlAQVASwIKgJYEFAAtCSgAWhJQALQkoABoSUAB0JKAAqAlAQVASwIKgJYEFAAtCSgAWhJQALQkoABoSUAB0JKAAqAlAQVASwIKgJYEFAAtCSgAWhJQALQkoABoSUAB0JKAAqAlAQVASwIKgJYEFAAtTWaz2WlfAwDcRQUFQEsCCoCWBBQALQkoAFoSUAC0JKAAaOl/ALQNL5Wd7GhZAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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iE3gCWA9cDtwTEZefcNp7wLrM/BXg34G/nK7+BpQktbEWtaCuBbZn5ieZOQpsBjacUI/XM3NkYvcdYM10hToGJUltrEVjUKuBnU37u4Drpjj/fuCl6Qo1oCSpjc1hQPVFxNam/Scz88nZFhIRvwGsA26a7lwDSpLa1BxfqDuUmetO8dxu4OKm/TUTxyaJiFuAPwZuysxj072hASVJbaxFXXyDwNqIuJR6MN0N3Nt8QkRcBfw90J+Ze2dSqAElSW2sFQGVmbWI2AS8AnQCT2fmhxHxKLA1MweAvwKWAv8WEQCfZeadU5VrQElSG2vVhbqZuQXYcsKxh5u2b5ltmQaUJLWxhbyShAElSW3K1cwlScUyoCRJRTKgJElFmm4dvZIZUJLUphyDkiQVy4CSJBXJgJIkFcmAkiQVyYCSJBXHSRKSpGIZUJKkIhlQkqQiGVCSpCIZUJKk4jhJQpJULNfikyQVyRaUJKlIBpQkqTiOQUmSimVASZKKZEBJkopkQEmSimRASZKK4yQJSVKxDChJUpEMKElSkQwoSVJxMtO1+CRJZbIFJUkqkgElSSqSASVJKpIBJUkqjhfqSpKKZUBJkopkQEmSimRASZKKZEBJkorjJAlJUrEMKElSkVyLT5JUpLZtQWVmtKoikqQ59wrQN0dlDc1ROTMWCzldJUntq2O+KyBJ0skYUJKkIhlQkqQiGVCSpCIZUJKkIv0/9OhxmThmGwYAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
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          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
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          "output_type": "stream",
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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          "metadata": {
            "tags": [],
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bmF2kUxsHw4X"
      },
      "source": [
        "# Saving the Visualizations of Sagittal overlapped segmented regions\n",
        "\n",
        "* Use the following code line for saving the overlapped ground truth region on the Sagittal brain MRI Sequence\n",
        "```\n",
        "# brainMRI = all_modalitiesall_modalities[:, :, i, 0]\n",
        "# GroundTruth = gtall_modalities[:, :, i, 0]\n",
        "```\n",
        "* Use the following code line for saving the overlapped predicted region on the Sagittal brain MRI Sequence\n",
        "```\n",
        "# brainMRI = all_modalitiesall_modalities[:, :, i, 0]\n",
        "# Predicted = predictionall_modalities[:, :, i, 0]\n",
        "```\n",
        "\n",
        "  \n",
        "\n",
        "  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h6NgcqXrp5d_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "ea036ada-5aa6-4f2c-872f-fd8134d83364"
      },
      "source": [
        "root_path = '/content/drive/MyDrive/Training_115_Segmentation/T2/Sagittal/'\n",
        "#path = os.path.join(os.path.join(root_path), 'Ground_Truth_Overlap')\n",
        "path = os.path.join(os.path.join(root_path), 'Brain_MRI')\n",
        "#path = os.path.join(os.path.join(root_path), 'Prediction_Overlap')\n",
        "\n",
        "for i in range(240):\n",
        "  brainMRI = all_modalities[:, :, i, 0]\n",
        "  #GroundTruth = gt[:,:,i,0]\n",
        "  Predicted = prediction[:,:,i,0]\n",
        "  print(brainMRI.shape)\n",
        "  print(Predicted.shape)\n",
        "  visualization=show_segmented_image(brainMRI,Predicted)\n",
        "  i=str(i)\n",
        "  j = \"brain_name\" + i + \".jpg\"\n",
        "  path1 = os.path.join(os.path.join(path), j)\n",
        "  #io.imshow(visualization)\n",
        "  #For visualizing Segmented regions use below line of code\n",
        "  io.imshow(visualization,cmap=\"gray\")\n",
        "  fig1 = plt.gcf()\n",
        "  plt.show()\n",
        "  plt.draw()\n",
        "  plt.axis('off')\n",
        "  fig1.savefig(path1, bbox_inches='tight', pad_inches = 0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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nvjCTtmmR47eY7cCtVfWjqvoGMMfgv/OJVFXHq+qB7vr3gSPABnz9LWnccdoAPDl0+2i3pp+vgC8mOZhkd7e2vqqOd9efAtaPZ7QzxmLHy9fk6XtXd+rpxqHTyB6/RSTZDLweuA9ff0sad5w0mt+vqgsYnALYk+QNwxtr8PcB/o3AafJ4jeR64FXA+cBx4J/HO07bkrwc+Azwnqr63vA2X38LG3ecjgGbhm5v7Nb0c1TVse7yBPA5BqdNnn7u7X93eWJ8E54RFjteviZPQ1U9XVU/qaqfAp/gZ6fuPH6nSPIiBmG6uao+2y37+lvCuON0P7A1yZYkZzH4IHX/mGdqWpKXJfmV564DbwIeYXDcdna77QTuGM+EZ4zFjtd+4B3dt6YuAp4dOv2izimfg/wJg9cgDI7fjiQvTrKFwQf7X36h52tFkgA3AEeq6iNDm3z9LWFqnE9eVSeTvAv4ArAGuLGqDo1zpjPAeuBzg9c8U8C/V9Xnk9wP3JZkF/AEcOUYZ2xKkluAS4B1SY4C1wIfYuHjdSdwOYMP8n8IvPMFH7gxixy/S5Kcz+B01DeBvwCoqkNJbgMOM/im2p6q+sk45m7ExcDbgYeTPNitfRBff0vy54skSc0Z92k9SZKexzhJkppjnCRJzTFOkqTmGCdJUnOMkySpOcZJktSc/wOa+RNB1Ig9FwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "tags": [],
            "needs_background": "light"
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        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/skimage/io/_plugins/matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n",
            "  lo, hi, cmap = _get_display_range(image)\n"
          ],
          "name": "stderr"
        },
        {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
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          "data": {
            "image/png": 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kAQVASQIKgJIEFAAlCSgAShJQAJT0f4ccgBXk0XEeAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2RP+kvnX5sutxmNBi37o8gxoMBuk5ZyBxoUDv06XbnU4nZS/5kvV7e3uVJeIHg0HKmHyszoJWV1cr5zY7O5vuLfP2471Szo4uXbokaZgt5UOT/jzZ09FABgUAKBIZFI40/zKfnZ1NGZHF9ZKcQbmreaPRSF0gXDzQ7/fTEu7+rOd8rl69qsuXL0sa9Zrrdrspg8uLDTqdTspsYuaSl3XHG13z5dfj6/l/DwaDNE8Wiw1it3NpNBfV6XQq81/9fr9yw23MoOLS89JwbinP2pw1NRqN1IfQiyzG8/A2fK193TDdyKAAAEUig8KR5LkZ/+JvtVpjK91Ko6xgfn6+UqXWarXG5nP8mueo/Iv/1KlTkoZduJ0JOava2tqqtA+ybreb9hXbG8X5n7hvqVoJGN+Xz/lsb29X1o+SRlWKzpx8fXZ2dtJxxNVt847uMaOLndal8Zt+87L0brebVjD2Ksezs7OV3oext6HPzet40fpo+hCgcCT5y9lfwHGSPl9Gvdlspi/ZuDyE3xeHCT18l3duiKXqvqfn9u3blSUp4v1Q/jKOTWv9pf+33nfk4/D5ehjzueeeS3/7iz2WqufBpdVqpdfi0FsemPwYg1EsIsm7P0zqVBELRvJSde8vdua4U5DH/z6G+AAARSKDwpHkbMYl5fV6PWUqLsn2hHy73U6/4GNGkRdCLC4upmKKvyWD8n6jSUN38cbYSf3wpPGuDvE9zi68vevXr6dtOmP0c/1+PxUq5F3N19bW0nClh+IajUYqS8+XuO90OulcfAxxyZFcvPE2XhNfb18zb39nZyft24+YPmRQAIAikUHhyFlbW6v8+q7Vailjcmbhx7iQn+edVldXdebMmfRZaZiB+DPmrKbT6aTsyplXXrYdxcUA4+OdevdNmhfK9y8Ny939mK9B1Ww2U4FCnFeThsUenl/ztZibm0sZTt66aHt7u1ISH9sl5dlS7EsYr0veesnvn52dTf8WcY0uTBcCFI6cWOAQCyL8RZ1/sUqjL1R/YS8sLKQvYwe5y5cvp3ujYrWZNKxMc4Wctz87O6v19fWx901aPmNSIJsUvPJChdj8NV9IcdI2er1e6p7h4Ug/nj17Nt3j5ca5sWFuvsRHp9Op9B7s9Xpjq+tK40N4cVkRP/pvX3fvr9VqVSoIMX0Y4gMAFIkMCkeGh9hi37pY3p1nFPH+pjzjWlxcTBmFf+W/+eabqYDA2Zgzo9u3b6dsxK+dO3cuHdOtW7fSNqRhkUKe0cXeeh76cnZyeHhYySRiBvXXhgLje6RRYUMsGMmHOZvNZjrGvOdfLJOfdP9TXvywuLios2fPShrd17S6upq268zSQ5RxSflJXdwxHcigAABFIoPC1HO2YY1Go9JZId4UOmlZ8ryTgVRdA6nT6aQFEF1O7QxqMBhUSs8feuihNAf12muvjX0udo2IGZ0zrtXV1bF97+zspEzF5fIbGxtpzsbnGbOZfMG/SUvX+/OHh4cpi4lZkK+RtxWv3aSih/z9zqDW1tb04IMPSpIuXLggadg53vv3zcTO4hqNRiUDvHjxop5//nlhepBBAQCKRAaFqecsJa7Y6nmU2L4nb5kT2xA5U4kZV15FFlsR5S2M/Lo0ykCWlpbSza/OepwhbW5uVjKQubm5ND/jVX99Tjdu3Ej79nxWt9utbCO2Dsrn2ia1TYpzSnkJfaPRqNxYHK9hPgcVKw3zLDVmh/73Wl9fT9fF2ZvPN2ZvPsZ4AzSmAwEKU++BBx6QpFTU0G6305dt7GyQ38sTS6fzooooNk/9W0rD86XT4zZi94W8sKHVaqUS7/Pnz4+d05tvvpm2+8Ybb0gaDov5i93nFsvAHSw8VBmH/PIS8djsNvbTy4ch4+OkAJX3HPTjzMxM6urhQNVqtdJn/e/kfR8cHEy8PpguDPEBAIpEBoWp9eijj0pSmnz/v//7P0nDLMjLr/vG2p2dnVTQEDtmS8OSb/9yj33unJW4+0LsnjApk8pLz/v9fho6dPYSy7vzooqDg4PKMToLOnbsWGXBxbiIYZ65HBwcVPY9MzNTyfx8PFeuXKkcz+HhYcpsJvUB9N/OPn0jbnx/vAHahR8ux4/9+WLmFD8XrwE37E4fMigAQJHIoDCVlpeX0y9qZwqe45ibm0u/4G/evClpWJTgbMCfc4bU6XQqr9Xr9dTx+9VXX5U0vInU7/NnY6m6M5D4nrx8PZanexvOcGKHcB+HH1utVtp+3Lezl7xV0KQ1rmZmZsYyk/j+N954I73PBSb7+/uV+bpY9OBzcounM2fOpAzQhRy2ublZyY62trZSd3W3YMrXw4rXDtOHAIWpFIeY8i/uWAwQq/jyHnyxas1fgvGzHtp75ZVXJEnXrl1LVWf+Io2BxEHC79na2krbc6D00hfS6Es/rjobzy++Frs6xEKFvPrQw4Cxl50f2+12ZfmPeB75MF4stPC+J1UtesjuvvvuS0OrDlB+z61bt9Iwno/x5s2bunHjhqRRgNre3k77879n/mMA04MhPgBAkcigMLXye3n8ODMzM7HEOi62J41+3bdarUrniVqtNvZLXxpmRnFYUBq/P8jl0x62euedd1KG4szJ24wZXexzlxcL+PNvvfVW6uPnbha7u7vpPPNuGs1ms9LLbnZ2dmw4Mb4WMyv/Hbs55EOPcdgtDvE5A8rvYYrXztnStWvX0rn4uXj+Psa8ZB3TgwwKAFAkMihMlbvvvlvSMBvwL3f/4vcEfaPRmLiEe55BWbPZTBmUH+v1etqeCxsmdZeIc1Z5VhJ79/nRWUS9Xq/MY+3s7KQMxMfh97z22mt6/fXX0/uk4XyNMyefr/+71WqlOTFfs7W1tZSh+Ny8rUlLsscu4nmhQq1WG+uY4ff7/GJHC2k4T+XnnC3t7Oyk/fsxLib5bl07MB3IoAAARSKDwlTx2kwrKyspg8rXFOp2uxPnipyV5C2J5ufnK210Go1GypxiuyTvK3+MN/b6GPv9fsqc8r54saQ8Zgqeo4rbkKTnn38+VcbFTuR5ZuOsqdlspj6ADz/8sKRhpuP1rDxPFm+8zed64pxPvp96vZ725QyqVqulDCjvlh735extUm/A2CYqr3J85plnhOlCgMJU8T06x48fT50L/AU2aXjIj41GI33WHCzW19dTDzx/Eb/55pv685//PLbdwWBQKTyIHSLyffZ6vcqQVyw6yO8tisOK3qeDQLzPKi+giNclLhDoHoWPPPJIOp44pJdfn7xcPwatfHitVqulxq4uMx8MBpX7xGLRg6/ZpPua8h8U3W437dPBGtOHIT4AQJHIoDBVnn32WUnDCf98yfTYYy/+EpeGGYJ/8edFACdPnkwZlDOGF198MRUlxMwo31fk7cXyd2cQzlzisJW36yysVqul4/ZwnvvXxSHIOASXD43F7M3n6Qyn2+2mDGvSMGfeZzAuu57f4BtvTPb2+/1+yoRyg8EgZYdxAci8f6EfO51Oup7PPffcxG3ifx8ZFACgSGRQmEp7e3spO/Ev+VgWnf/yr9fr6W9nCJ7biPNZnkP505/+pKtXr0qqrokUtxvnVfKbWre2tvTyyy9LUtpW3k5IGmVQ7XY7ZSN5QUEUO4Xn5dyxW7pL1mPm4uP2NfNjnF+L28pvYLY4B+Xsc3d3d2I3ch+Db3iO/w4u1nDfQ//33t5eZcl6TB/+hTGVdnd3U4Dyl3rsppAHqNjc9N26TMTAkX/pTyqSmDTx77+vXLmShvbypTLil7+/6NfX11PF3dmzZyWNAub6+noa9vN512q1SvCMQ2auIPRzc3NzlQa7fjw8PEzXJZ5LHpji8GJ+n1IMSvnn9vf3U5B21V+n0xlr5iuNevF1u1397ne/E6YbQ3wAgCKRQWEqPfvss/rYxz4mabzXnDR+P86kkuY8+4m9+OKQoDOCWA7ujCPvFD6pE8PGxkbKDPIig9iJ3D38zp07p4ceekiSdNddd0kaDXmdOXMmLfUe++/lXTEmLSnvruzNZrMyNBmHRSf1uvP7/Zq3OalX4fLyss6cOSNpVBTi7S8vL6dtuZBia2sr9Sj0eXo4kuG9o4EMCgBQJH6GYGr94he/kCR96UtfkjTKOubn59Ove89pHB4eVm4G9c2t7Xa7MicjVZcf7/f7lY4Tca4r73wQO4rn8zv1ej1lCZ6DOnXqVFq23oUHzgrPnj1b6QPYaDQqWV4sq3c24nL5hYWFSs9BzwcdHh5WFkmcNKcUbzj2tfXc0vr6uk6fPi1JaZ0nZ1ArKyvpPP3vsLGxMdYpPvJ7Md3IoAAARSKDwtT7/ve/L0n63ve+J2mYfXjux7/E322F1vn5+Uo13szMTOW5WMWXP06ag6rX63d8f6PRqCyxvrCwkI43X6dp0vpO8Rzy1YIbjUaa33H/vUceeaTSnsjl9devX08ZXVyxN1+zyhnmYDBI+3a2ure3lzKytbU1SeOZms/T1//WrVupMtHZqkv/n376aWH6EaBwZHg4bGVlJX2RxmGlvGuBg1hcCt3vWVhYSF/eHoaSRl+k+Zd5/ML2Ywxyfi4unf5uASofZou96fwYuzbkJfS1Wq2ylMXS0lIaonMg8b673e5Yybm36e3GZUvy83WQuXTpUhpmPX/+vKRRmXytVkvBxwUR169fT/8G3s+vfvUr4ehgiA8AUCQyKBwZnpifn5+vdEyIxQ9537fYydu/+BcXF8eyC2n4Kz8vnMjLsKVRlrG4uJiWBHHWkxcKSEql2Wtra5UbhvPMK+p0OmMZXH5ceSf1VqtVySz933daDPBO3dvjchheir7RaKQy+ZWVFUmjLPXg4CDdYOznNjY20vU7ceLExP1jupFBAQCKRAaFI+MrX/mKJOm73/1uylycKbTb7fTr31mDJ/f39/dTZhRbAXkOytnD4eFhZV2nScuiO4M6ceKE1tfXx97v5ddrtVp6v+dtTp8+nTKgl156SdLoJttLly6lsm6LRRt5BhW378xlMBikeSA/xnmteBOuNF7kEffpR7/fc1DLy8upRZPP+/Lly+la+31x4UVnWj/72c+Eo4cAhSPn2rVrlft2YgFCfs/TwcFBGq7ysN78/Hzq8ODn9vf3J3ZbkMaH+DxstbS0lL6ova2LFy9KGg6VeZ+uqFtcXEz98/74xz9Kkt566y1Jw75+bqgaO0nkAcpBuNlsjhVfSMPA4KDroU8fQ7/fr5xbbLCbn2etVqssPTJpEUYH/o2NjVRV6EA7MzOjn/70p5MuJ44IhvgAAEUig8KR8+1vfzv9/fWvf13SsADBRQPOHvzrvtFopEzBGUbsfBBLt/P7jeIQWN7nLi4972zNry0tLaXnYiHHa6+9Jkn6/e9/L2k0xLe/v58KOJwRtdvtsX3l+3Epuc/plVdeSefkghIXLDSbzTRkF4ctJ/UQ9Hu8Tw9pttvt9JyLOpwtXbt2LWVQ/nfwMCyOLjIoAECRyKBwpLkP3d7eXvpVny9OuLy8nH75xxtxvdy6S6B7vV7KOPL5mnjjbVybKZ8bih3U887ofl6qzhEdHBxUihjiHFQ+h9Zut8fWXZKkF154IfX487n7fGdnZysFIN1ut7LIY15oIo0yupMnT6b3uzDDc2rXrl1LN+h6+z/4wQ+Eo40MCgBQJDIoHGnuQxfnjjz34V/73W53Ygn3/fffL2mUEV26dEnXrl2TNMoQJq226311Op2x7uLSKDOKZe+xHZKzO5eBx+P29uMaV3mGFvn9cel3Z1N+9DWIx+MsbHt7u7JEvY9/YWEhvc9l8u9973vTvr3Uvdewun79erox+oc//GHlWHE0EaBwpP3yl7+UJH3iE59IgSD225OGw2rut+chr+XlZT3wwAOSRsNZ/X4/fem7eMF97mKJtR+3trbSF3QeFCctiNjr9dKXvsvS431H+ZIdsUAjD46Hh4fpXGIp+buVjed9AyVVlpR3gDpx4kQa+rz33nslDRdc9D1Ovo/LPxC2trYITKhgiA8AUCQyKEDSz3/+c33qU5+SNMqgnP3s7u6m55zp9Pv9NMzm506ePJmGy9yFIvbUc+GBh7LefvvttI9z585JGmUg8bPed6/XS9vwchXO4jY2NirDirE/Xz4Ut7+/X+mz1+12K8t4WOwMkR+XNMro3Dfw3nvvTUN7XmSx1cD3axoAAAW9SURBVGrpxRdflDQcDpVGneB//OMfC8iRQQEAikQGBfx/7vf28Y9/XNIo49nd3U3zNc5Ser1eJcuo1WrpRlf3kItl2HmJ9c2bN1MG4azKut1u2r8zljindOrUqfQ+aVim7ZJtP25ubqbXc71eL2033nhrLoiINyF77imuB+XzPXnypKRRRvfggw+mDNOZ2tbWVirDzxc6BCYhQAGZp556SpL0kY98RNKwWs3Bwo+dTifdk+RiisFgUClisH6/n4bv/KV/+/bt9JyH7CY1W42LAjog3HPPPWP7np2dTcfjYLq5uTlW0SeNV/p5iM77nJ2dTa/7+OM2HUR9/K1WK+3fQ3sXLlyQJN13330pOPr+plu3bqVje/LJJwX8NQzxAQCKRAYF3MGvf/1rSdKjjz6aMgkbDAZjS8hL40UDHt6KCwb6HqZ4b5E/68dYpBA7Qvj9fi7verG0tFRZqv769euVbuaxWCK/16nRaKTz9PHEpes9tOchxMFgkLpR5F3Zb9++nQpG3NfviSeeyC8x8K7IoAAARSKDAv6K3/zmN+nvxx57TNJwLufq1auSRp0Yut1uZb2j2MnB2UjMpDz35OfiHJH/9uc8/ySNL0fv19wb0KXr29vbY4spervS+E2/fpyZmUmZn0vEnSHFJeK97lSj0agUQrgA5OrVqymT++IXv3iHKwu8OzIoAECRyKCAv8PTTz/9rq9//vOflzTKbJz9tFqtSqugmZmZ9LqzMLc+ir3znF3Nzc2lOaK8T9/i4mLKhJzpbG5upozO1Yex7Dzv67e4uJi6mXt+zVlbu91O2/L72+12Oh5nbZ/85Cff9foAfw8CFPAvlHdE+MxnPiNpGKAcVPzl32g0UqGCl253AIll4x5m297eTs/FjhD+bxc7OKgsLy+nYOUhuLgMuztgePtzc3MpaDnwxSFHb8uPe3t7aXsOzMC/EkN8AIAikUEB/0ZxiXNnP3HhQhcceIjPy54fP358LBOSxofx8owodid3H8BWq5U6ijtL8nuk0c3BLg2v1+uVYUgXVcQl5T/3uc/9M5cE+JuRQQEAilTLl6Yee7FWu/OLAP5lHn/8cUmj+aljx45V2ibFOSI/2t7eXirxtlhU4bktZ2rNZjPdjBtv/vX3gT/nY+j1evrCF77wLzlXIDcYDGqTnidAAYX78pe/LGk4rOdhPwcyB5f9/f1UMOEqu/X19bHlQaRRF4jZ2dn0Pge2nZ2dtA2/30N+X/3qV/9dpwfcMUAxxAcAKBIZFDClvvWtb+kb3/iGJOk73/mOpNFQ38LCQhq+87Df5uamvvnNb/7nDxRHHhkUAOB/ChkUAOC/igwKAPA/hQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQJAIUAKBIBCgAQJEIUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFAkAhQAoEgEKABAkQhQAIAiEaAAAEUiQAEAikSAAgAUiQAFACgSAQoAUCQCFACgSAQoAECRCFAAgCIRoAAARSJAAQCKRIACABSJAAUAKBIBCgBQpNpgMPhvHwMAABVkUACAIhGgAABFIkABAIpEgAIAFIkABQAoEgEKAFCk/wf6VG6BfbQCGwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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kNbb10A1eQaDdbvt40zVPMQDq2L1er5BSi1UgRKyxl5o1YiDR2K677jozM7vjjju8AkY0ZpgNi/yq6oauyerqqjdkTFOOsDvhMQMAALIEBQX7Bj1Vr6yseLovqiapo2jFNhs+5aeGiFi3LqqCVDlFG3ja3qLb7RZUkrZ1Op2CfT0uBE4rOKytrRVUT1Q4qZJaWFhwM0KsSK73acuRqOLK6vmlxIW6Ukllabc4PikoLVquVqv+b5LWNlxeXvYlAtrHa6+95sdMK7XD7gQFBQAAWYKCgn2DlMihQ4d84a2oVqv+JC67tp7WNzc3x+Z1zMYVRbRO68ldT/5xnipVSWVt2sso68mUqqtut+sGgTh3liooff/AgQP+vbJ5OKmd2CCwbH5K71Mbe6xmnhoj4njiddT3NTfW6XTc1q9jxzlALQOI11rHopr53oAABXseVUzQJP/KyspY9QSz4U1UbjZ9XzfMZrNZuuYpTfH1ej2v46ebZrpWx2z8Bl+WJhRp+qys+kLctlOdu7gvfUfnaDaqVDEYDPw8Yw1Bs6HTL3U5djodf58Wzp2ZmfFAL7a3twtpyJi+1HsV0G21Wn4903Nqt9tjzRfT84S9ASk+AADIEhQU7HnS1hqNRsM/i2009CSuOn1SV2+++aarKymAer3uaTaph2az6U/8OpZUxPT0tJsS9OR/5coV32/aMr2sNUWZgop27TIFtZOtezAYeIpMLCwsuK07bRTYbDYL6ctWqzW2LslsdD2XlpZcpcVagnFs6Xh0zDNnzpjZUHHpWqVGi2az6fvVddVvYO+AggIAgCxBQcGeJ1VLZsWFqO12u1AVIRoMUgt6tKVLQa2trbmZQlZpKYsjR474Z7FaupSTlML7mQfiPFNaGSJauOMYd7J4dzodH6vmmdrttn9PqkTzQZubm4X6fFHlpYaIhYUFr/Wn893a2iptA5+e71tvveXjidXjzUbXemNjY6xSvD5L7fewu0FBAQBAlqCgYM8TnXpm463N9cS9vb1dKNOTljIyG9muY+VyzdOo1JDZaO5JT/nHjx+3AwcOjO332rVrPmeVqrayWnZmIyUUywfpNR137GCbutsuX77sv9W4Ysv0tNNvrKMXVVy633geUoWqL9jtdnecVxsMBq7opKAqlcpY9XWz8kXFUnvb29t+7sePHzcz8zk12J0QoGDPokoDaWB47733Cje8TqdTsEUreMWbqm6GjUbDb8ZatxObGMY26tqW1t2bmJgotEyPacbUil2tVgupPRFTeGVrsLRd53v+/Hm/BhqrWn2YjQJxJG2VEa9LWZUMBV8FnhgwNbbYyj2tYhGvi4jtN2SI0PWvVCp+ngqOsLshxQcAAFmCgoI9yW233WaHDx82s1EKTk/3Fy9edIuyTAy9Xs+fxPVkrtcLFy74E7mUxezsrO8vGiLS1Fu0uJcpqLSVeVmzwbI0niirAxgNIKkKk+ng3Llzfl10DVZXV32/uj5KW9brda8eLqXZbrcLLeJ1jrH1RbR+p0oxtvBIq8nXarWCiSKaMaLpReerc9F+T5w4YWZm77zzjsHuAwUFAABZgoKCPcnc3JzbnPVULVZXV10txMWjUgbnz583s/FmfZpPke36pptusgceeMDMRmpge3vbn+qlHuJcUTp/FMslybQRF66WKahUgejcYp2+sjbq2r8U1Pb2tp+f5qKi1V6GCV2TlZUVfx9r5UnRpCWPer1eQSX1+/1ClfQ4J5XWFyzrH1WmoGL9PylcjbWsDiDsHghQsCcpWzMU1zwp7RS71qbpJN10dUM2G6X4jhw54u9VmPTatWt+TBkOZLQ4efKkmxEU7CqVigfR2NgwjstsfK1TOkZti6nBeFNO13bFABcdcboGMlikqbubb77ZO93GTrypEULXOnYtLgs46fqsyclJT5UeOXLEx6pAmRbprdVqHgzjeqh0bdT71S+E/CHFBwAAWYKCgj2FUnDRcpymxWIjv7Iq4mnNuatXr7r5QSm16667ztNIzz333NjvzEYpPimi7e1tr9igY584ccIn8bVu5+9//7uZDevRxdSV2dCooN9KIcSUWll9u52qY8RKGGXGjLJrILu+zqPX67mKjE0S49/p+7K2HGZDZapW73fddZeZDVXYq6++amajahQaj7anlF0XM7OHHnrI/vCHPxS+D3mDggIAgCxBQcGeQPMieqJvNBo7LoKNE/hxTiRVIHFhqp70pR5iU8BoZtATfqqg3nvvPZ9vkr374MGDbrRQxQMphdXV1cL4Y/UKHV/7qtfrBYv72tqaj0NobqnVahXqEcZroPOIfbBiryezoapKW7FHZZRW4oi1B8tq9912221mNlQ7Zmbr6+v27rvvmpl55fX3a5ZYr9fH/v3j+MuqgkD+oKAAACBLUFCwJ9AcjhaTHjlyxJ+i9fQdF7Km8xdxziraotNtcuJNTk4W6tzF74moglLVUK/XfV5HLjUpgOnp6bEyQPpM56S5MDnfFhcXXd1p2zvvvOMqQ/s9efKkmQ0XH6ft3WMpJZ2TxtXr9Qo9rur1+o5V1csUqVnRTh9/r/1LFW5ubhbm0KISSs9tamrK36d1FbGb704IULAnuPHGG83M7O677zazoTX8woULZjaydevmGANUnMDXZ+lNMdbRU4CIdfuiQaDsxhv/jsS1TmW1+P6VYrG6mV9//fVuA1cQjbXvNG7Zti9evFhYpxTTlmkgabfbnoZUmvDy5ctuh9dY4z7SahrxuqcBo1KpjAUaHUfr1RQo9RrTr2UBtqxqB+w+SPEBAECWoKBg16Kn5UOHDnl7CE20T01NeWovraYQTRLxVU/nZRZ0PYHrKT+2fFeabnl52dVaWYpJ+4129HRB6ftZv7vdrpsetH/93Wq1fLFsbNqnFGCqkmLLkdhCpCyVZjZMk6qendTL1taWm0DShcP1et2Ppf2XLd4tq+Sh71++fNlNI6ntvYzYoFHXNbXlw+4CBQUAAFmCgoJdS7RVxz5BZuMKoWwxbqqqOp3Ojmqg0Wj4E7jmR9rttj+dq2r68vKyq7b3a92uYw4GAz+Gxi0FFpVFVDPpHE6svK7x61psbW25gkrnmyYnJ12NlC0ETs0Fa2trbvkum1dLDRHRsKB5sq2tLd8emzaaDS3rmtvSv2u32/VzSn/X6/UKc3TRtLFTK3rYXRCgYNehdF5s46Abt254MY2XGhfijTgGktgqIt2mdJVunr1ez9/HNVixYZ/ZeDFUHV8puHa77dvPnDljZubGjmq16ucXb87pOKKJQYYFXYNms1nogqtAG2/m8bqkRWgV4AaDwVgwF2lKMK4rUzBXLcPYxTemIc2GKUQFKAXrWq1WqKMYx6xzUQCcnp4urB0rcxLC7oF/NQAAyBIUFOwaZCGXQtDT8eLiYqEp4fb2duHpOTbHS2vB9ft9fyJPDQIxXRhrzUlJSA1EG3WqKHq9nisKKYStrS3/3unTp8fObWJiwlNwccJfa53i+ieh9OL6+rpfAx0rNSXEyuJpNYj4Xvtvt9u+/2jRL6tYbjZUNUePHjWzUVo0plhjmlNjjcpP21IFFdOLUpNSsLFhZDquaH+H3QMKCgAAsgQFBVkj23is0iBTQuzNdPvtt5vZaL5jY2OjsFgz9k56vxbiae+h2CcpPpnrMymLqNpEVC6pUaHT6bjxYG1tzT9Lvx9VmJSAzlPXoNVquXJSL6pOp2OnTp0aG7e+MxgMXHVqTu/w4cOFJolSUBcvXiz0Voo9tFJFOj8/79XJ45zVTjXxGo2Gz3tFlZrOC2pcjUbDlZlqHNbr9TFFln4fdh8oKAAAyBIUFGTJxz72MTMze/vtt/0zqYWVlRUzGz05nzhxwhWU1E+ZgtLTdKfT8SfytKyR2fhcjJBainMasoTrNVrPRdyv5l00nm6362onnWOJZYqiokgXomqsGxsbBTUWfxvLDelaaD5Lc0Uf+chH/LOyebvz58+PnVusZ5iOZ2lpyf99dI6VSqXUfq9tqUMxquZ0vmxubs7n4fTaarXGbPdmI6X5ox/9yGD3QYCCLEnXsfR6PQ8S6Vqgubk5bxOuWnO1Wq0wcR8t0ekkfTyWbpTx5qgbq27g09PTXptOgaHVahVSXjEA6n00UsgYkAbAfr9fKEY7GAwKxgylOxcWFsaqROg4qmWndJhu/o1Gw9N3qmN4//33e1DRcWRdP3nyZCE91+l0Cmk/7b9er/u5KVjEtUhlFSUU5BRUIunaq4WFBTdHxDqDGq94+eWXC/uC3QMpPgAAyBIUFGRJ+mTe7XZdZciGHO3aqjgQW7Onaae4WDNNMcXt6dN6rFogBdXpdDz9KJXSbrfHmgumx0yVXLfb9XSc0oQiGgTiZ1IjUjiqX9fv991kENVbWjEjKpe04d+BAwe8Bb0Ums4t2t5j25JoPEmvXaqgylJ2cXxSP1LBzWbT/+3S67m8vOzmDrG+vj62yBd2PygoAADIEhQUZMnzzz9f+EyT7W+99ZaZmT3xxBNmNnzS1lN6bOin93qNT/dlT/KpxTrOj8igoc/OnTvn1b2jSSKdx5JKiQ0L9bq5uWlvvPGGmY3s37EEU7qAdnFx0eddNH+kv2OpprIaeWn19nq97mpDyqXf7/uxpH6k8AaDgc9jxRJTKfHaaR9RqZVZ1fV68eJFMzN7/fXX/TiaY5M61BgOHTrk/yb67+Ls2bOupLGV7w0IULBrkTPrqaeeKjTym5yc9JuaXmOKLTVQmBXTTjFg6Waom/Pa2lrh+9E0sFN33rjt3LlzflMuq3MntF7plltusRtuuMHMRuvD1Ek4OveiCzGtSacAVeZCLGveqPp4vV7P02xxDVla60/7aDabhcK5U1NT/m8Rg6Jez549a2Zmf/3rX32fchgqIMeOxkpDqgrH6dOnPQ355z//uXAdYfdBig8AALIEBQW7nuPHj/sTtp7yDxw44E/6emqX+llfXy9txZGuO4pKIbaAMBumwNKUXVmLj7Q2X9yv1Ekcd/yelJYaIt5+++126623mpnZHXfcYWYjhRbTi1G17WRiKNu2vr7uSkzqRymzaHuPyjFNK+p8r1y54spM/zZLS0ueytRrRClBqcqlpSVXUMeOHRu7Ts1m07+nahn6G/YOKCgAAMgSFBTser7yla/Y7373OzMbt4br6V6LT/X0vb6+7gohVlaIFQzMxit/pxbxuPBWxAXAqYKKdeviQuOdqnVHdaKFq8eOHfM5KNnBdR6bm5ul1u3Ybj1en06n48pS1+DMmTOFfWieZ3Z21pWQ1E+cgxLa19ramo9bCnBpacnHk6q3wWAwNr9nNl5vT8fWNV9dXfV28Foo3Ww23XYPewMUFAAAZAkKCvYEjz76qJmZvfLKK2Y2fELXolopBSmo119/3RWLFIK+YzbuLDMbuuKkruQ+29racrWgp/yoJtK5p8FgUHDSxe+nFveooKQK5ufnXYGk3XAHg0GhXFIs95Qep9fr+Xikwk6dOuUqRvUO9fulpSWveRdbrIu0fXxs165rNjExUehjpe/0ej1/H48pFaZFuVrEu7q66spJii66LWFvQICCPUUsYKqgo5uWbnYKKGY21hRwp6oLtVrNb7y62cbWF7HluH6rG320eaeW72hUSG3yMUWp/S8sLHiwSltxzM3NFT6L5yRisdY0SG9ubvo+FNz1OjEx4dcxFqBN6wvqmsQGh0rFHThwwE0eSruePHnSzIZpvbSY7uzsrH9P5619nj9/3i5cuDA2/qmpKfvVr35lsHcgxQcAAFmCgoI9xf33329mZi+99FKp2cFs+GQuVaK0UqwkkbbMiAoq1vyTIotP/qnpIU3rxfexgrdeNeajR496lYhDhw6Z2XiKL63JF1NbMQUXK1lE4vnGxcFSlHrVdVpfX3elEhchlzV3NBuqGtnMNZ6DBw/avffeO3Yd43nouij9d/311/s1UKuPv/3tb2Y2rCYiNaVr98ILLxjsLVBQAACQJSgo2JM8+OCD9tJLL5nZ6Olec0/z8/OFWm3tdrugYmJdvVTpTE9PF+Z8qtVq6TyT2VA1pYtZp6amXPloPPr7gQcecOUU55mk5FRJXa+nTp1yNROt7ju1oO92u6W19fT9VJlduHDBF9LG8lAirRs4GAx8PKr51+v1vA28vrGBmCwAAAs3SURBVP+Pf/zDzMYbTKr+nvpUxe+pDNK7775bqDAPew8CFOxZHnzwQTMz+9Of/mRmo+CytLRUWC+zvb1dKAgbu9fqt7qpz83NjbWRMBve3NOglb6ajVeo0P70qvVNjzzyiKfXtC5ocXHRj/nqq6+a2eiGfe7cuUKAKhtPPCcdU+dd1oJEQePatWu+/7JzSmsPttvtsVSm2TBNKBeezBLXX3+9mQ0DlPah6hELCwteCFapPRWS7XQ6vr7qpz/9aWHcsDcgxQcAAFmCgoI9j1JTsTHfPffcY2Yj5XL27NnC2qWoCvRe319YWCiokjjRnxLTf3ENU3qsuKYqtXVPTk66onjttdfGXmMdwJheTA0i8ThSkbHxn8wRMiBIsZw8ebKwTik2IEybQsbKEGJtbc0t53fffbeZjdTSpUuX/PpIGZkNlaHZqM6ersXU1BTKaR+AggIAgCxBQcGeR1UmnnvuOTMbPqF/9KMfNbPRk3+tVnMrc6zPZzZUIlqgKwUTjRNSIPPz867WyuzlIvZQSud94sLdtGJDNDzEvkhmwzm0tA5g3J/QvmZnZ90mH+3yUlBpVfOzZ88W5txqtZqbO9KW7FFdaVztdtvPQepQFStWVlYKi4RbrZb/m2g8Gv+vf/1rg70PCgoAALIEBQX7hscee8zMzH7729+6hVlP7bF/UTqX0+l0fO5E6mF2dtZuuukmM7OxTrN6+pf9W2osKqlYMVyf63tSPJOTk6Vt6eXsK6v/F9u5a5u+l55Tt9stqLyooHS++nt9fd2/H5VdqtBErVbz66JzazQarpjS/lQHDx4sXINLly55l11Z1am1t78gQMG+Y2Njw1NjSlGtrKx43TcFBt2cu92uBy/dzI8dO+Y3W900Z2Zm/MarG2sMLqk9u9vtFioxqJjqzMyMBwmlDev1eqEJY2xbkaYLYzHXtGZeu932lF1MZep7GpeuQavVGmuNIdKW9jF46Xsa//T0tK/tEjqPpaUlN2Gsrq6a2TDIyyShff3iF78w2D+Q4gMAgCxBQcG+49Of/rRblKWglpeXvYJBqqA6nY6/lzV7YWHB02cySfT7fW8/XtYOPjUSbG9v+2dSD1Jlk5OTniaUAjl//rynwaQy4uLidPFxr9crKLRoANF+YwX4VAlpW7fbLaQjB4NBwb4eDRTal44zPz/vCipVgnNzc25Eia3c9VmsQA/7BxQUAABkCQoK9iWf+cxnzGxUJmdpacmf7qUU9Nput8fq55kN1UBaky62htf8T6xNl9bpu3btWsFIoDmozc1NV2NSS7FHlEwDMmUsLS25etG+1tfXC4tl9Z1er+fbooJKyxPFhb6pChsMBoUFuvFaRDVlNjSWxP5ScV9XrlzxBoSnT582s6GlX8f/8Y9/bLD/IEDBvubNN980s+GNWzdnrQuKaa7UITczM+PpwVgoNe3eW9bxNjYl1H7lzpMx4uDBg75N9euazabvX+k8taNYXFwsNFXc2try4JMaKHq9no8nrq9KA5OIwVdjqFQqhVSmjlOv130fcczR8RjHeuHCBQ9MSvF1Oh0C0z6HFB8AAGQJCgr2NV/96lfNzOzrX/+6P93riV/pvHq97gpB2xYXFwsqaWJiwpWQvhfNA9F0IdLqDzJL9Ho937+USByH9qHXSqXi6bOYXkyVUPy7rJlhbAmvc9KrFKOuy8zMzNi6qvg6MzPjik6/u+GGGwrXQOrwzJkzdubMGTMz++53v2sAZigoAADIFBQUgJl985vftC9/+ctmNrJ6SylMTEy4IpKte2JioqAezEbtyu+77z4zG7Vrf+ONN7yOX1l9PikL0Wg0CsaDsqoRsUJE2vywrEV8Wj3dzMYW4KZjk4KamZlxhabrs7S05PvVq67JoUOHvDmh5suOHTvmtfU0z6RGhF/60pcK1wQABQUAAFmCggL4P77zne+YmbmSilXBpUriIl5ZvcVgMHDFJLURS/tIzahCeKvV8v1pkbBceZubm65s9FmtVvM5qrRq+sTEhKu3WBVc404t7tVqdaxyural1vDowFOfJnXBXV5e9muQtoO/7bbb7K677hq7Pmtra+6a/OQnP2kA/wwCFECCAtUXv/hFMxum7WSHjrXylF5TAJmenvaqEjfffPPYthhwZCVvtVoetFS8VgHl0qVLbri48847zWyYclSKTIaCuO4qrSSxuLjolnml1GKR1rJCr+k6LgWo2dlZr1UYW7KrUoVSfLGmoH6rIPbwww8XjgfwfpDiAwCALEFBAeyAKmk3m01PYUlJzc7O+mdSCPPz864k0u9HdRUt4jIc3HrrrWY2UiJXr1719KAUi9SV2ahxolJ2jUbD04pSQcePH/djScnpd51Ox7fpmO12e2yhrdl4i3uNR+nI+fl5N3fofJWC7Ha7duHCBTMze+ihh3a6xADvCwoKAACyBAUFsAM/+9nPCp99/vOfN7PhHFRqWFhcXPTPNH8USwHFBa5mQxWT1qbT92dmZnz+SMql0Wi4KtE+dOzZ2Vk3MWhf7XbbjRMyNkgVbmxsuFlDY9YxzEbKSb9fWVnxcejYk5OT/n29Sk1euXLFPvGJTxQvKsAHgAAF8AH4/ve/v+O2p59+2hsb6gav1Fq1WvXAEStU6LOU2FFXZoxqteqB78SJE2Y2ClBHjhwpBLsDBw7YkSNHzGyUCpSL7t133/UqDtpHo9Hw4KNXHW96etqDkNKWm5ub9vjjj+94PQD+XUjxAQBAlqCgAP5DPPvss++7/ZlnnjEzs2984xtmZva1r33NlY3MBlI/9XrdlVNszS5Fc+zYsbFty8vLhXp+MXUXK0KYDdVVqtDm5ubcRq/0oqzo3W7X237IaPGFL3zhn14TgH8HFBQAAGRJJe0TM7axUtl5IwD8x/n2t79tZsN5KqkZzSOtrKwUqj9IJS0uLrq60mcXL15027gUkapMbG1t+XxZbMaoeSbZzLWt1Wq5QUONBZ966qn/5KnDPmYwGFTKPkdBAQBAlqCgAHYRP/zhD81sNDekeaf5+Xl3B2peam1tzRWRVJiUUavVGltUq22aE1MJI1nRr1696jUKAf7T7KSgCFAAu5hvfetbZjZMzyn4yHCxvb3tQUtVLPS3mdmTTz5pZmY/+MEPzGzcmPG5z33ufzB6gCGk+AAAYFeBggIAgA8VFBQAAOwqCFAAAJAlBCgAAMgSAhQAAGQJAQoAALKEAAUAAFlCgAIAgCwhQAEAQJYQoAAAIEsIUAAAkCUEKAAAyBICFAAAZAkBCgAAsoQABQAAWUKAAgCALCFAAQBAlhCgAAAgSwhQAACQJQQoAADIEgIUAABkCQEKAACyhAAFAABZQoACAIAsIUABAECWEKAAACBLCFAAAJAlBCgAAMgSAhQAAGQJAQoAALKEAAUAAFlCgAIAgCwhQAEAQJYQoAAAIEsIUAAAkCUEKAAAyBICFAAAZAkBCgAAsoQABQAAWUKAAgCALCFAAQBAlhCgAAAgSwhQAACQJQQoAADIEgIUAABkCQEKAACyhAAFAABZQoACAIAsIUABAECWEKAAACBLCFAAAJAlBCgAAMgSAhQAAGQJAQoAALKEAAUAAFlCgAIAgCwhQAEAQJYQoAAAIEsIUAAAkCUEKAAAyBICFAAAZAkBCgAAsoQABQAAWUKAAgCALCFAAQBAlhCgAAAgSwhQAACQJQQoAADIEgIUAABkCQEKAACyhAAFAABZQoACAIAsIUABAECWEKAAACBLCFAAAJAlBCgAAMgSAhQAAGQJAQoAALKEAAUAAFlSGQwGH/YYAAAACqCgAAAgSwhQAACQJQQoAADIEgIUAABkCQEKAACyhAAFAABZ8v8AYkuK1YcuJPkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DcxtyrMhOeL5er5eJWjY2NjLzrAYGcxzJSDXYl598RrScCq97bW0tjTf7zzZnZ2fTudiHjY2N7DrJnk+dOhUs6nlAMKhAIBAIlBLBoALPG7gyn5mZSatjFShY5qSMxUqUh8NhxnC8drw0OTbFTb/fT4zI+kQ8DAaDtL/Nkg2MRQO6n/WrtVqt5K/hJzAWXZCpUIhA5/2NBse10+kUfHjsP8/L66AoYHV1NRUs5KfKtG2QbavVyjKF1+v1Qq5E3ba9vZ3YFMfi+vXr6V7bVETVajX5oJh+qN1uZ88ImY5mY+d5Njc3C6mxgKLv0GZX39nZyaT26jd75StfCWD8bHzzm9+0wx94logJKnDDwZx6fPl0u91M9DAcDrOXuCq7+HLTbA6EzbOmbT0TE6IKF3ieaej1elm71Wo1vcxo8lJlolW3LSwspImAYoNut5smKI4V95+fn8dTTz31ffv2/fDyl78cAFKOQPZ/Y2MjveztJAnkmRh6vV6muux0Oqk9W1iw1WplsWwLCwuFyUrPs7OzkyZHxh/pBML99ThuoxmPkweAbKLa3t5O94kTW7/fL5iH9TiNm+K4VKvVTAnI/9vtdiFpLQC87W1vuy2TB5cJYeILBAKBQCkRDCpww/DAAw8AGMeNcDW6tbWVya61lILHpGx2CQ9qzrOr+93d3WwFr8dZ81O1Ws3in9T8Z8s9VKvVdE6uzFWqzpU1negLCwuF4nnsq2UBmtvunnvuATCKyXkm4LGaef3EiRMAkD7Z562tLZel2oKCHB9lgGqWs5kk9NNmG6/X64kh8nppKltfX0+FEGkyXVlZyUxwKrjg3yrGsPn2eE/X1tYKpj32iwzKyt6VDfN+zczMpOujaU9z/RGaLeMd73gHgHG+w69//esIPHMEgwoEAoFAKREMKnBDcOzYMRw4cADA2NHPFWun08lKpms5b4/p2O88RuT5oJSpefJ17m/9QUDud/EYlNYb8mpQ2XpEdO7TkQ+gUFeJ29kfihO2trbSqp4S9EqlkhgHmQj7dfny5TTeRKPRSAyBrIGBqXNzc4mB0Hej5d6tXHt+ft7N+GELRWp2eC9UwIoj+KxokK0yU62/pccrU+I+WrPKhhHs7OxkbXjCGxXLqN+TY8AxsgzKPmsEv+dz9vrXvx7//u//7u4byBEMKhAIBAKlRDCowA3B/Px8QUUFFFeq1t80GAwKPiT7aVeveqyyMGC0SrZZsofDYZaRW31dKhPnOe0qWuXsNndcvV7PFF1aCZj7a+CqquTYhh0DlXxzm7ZB5mTT8Gg2cPWXsW9nzpwBMMqqDoyYnSoGeW5+p34mtmnHQANjtYw6UKyoq4o3buc5qdxbXV1NqkX2cWFhIfn32A8yzm63m9rlc7C2tpYUgGST2gcbUqCsx3tG7PPW6/UKVgGgqAK1z6A+Z+x3pVLBG97wBgBjX9u3vvUtBHzEBBV4Tjh06BCAkbNb43uAYrG7SaW7PejkQkyLa9LCc1qywUrU9cXNvzUXn53Q+NJtNpuZzFknKE4StVotmXLYFsek0WgUslDY72yRRE18aoUL3vi12+3sBawmOE5QNE01Go3UVy4s5ufn0/1kdgZKsnd2djKhQr/fT32yBf/05axFCflS5qTLNq9fv54yMXASOHz4cErKao/rdrtZgtrV1dVk4uPEphMor1fNuoT3XNrFg0rhuZBgfzY2NqaWjdHv+IzyubzvvvsAAI8++mjWrzsdYeILBAKBQCkRDCrwnKAR/lzxq0mEn9bEp6IHC91mSzZMgmeWs8xJszpYk069Xk/9taa+drudrlOzL3B1zmwL29vbWT45z+SojMiyPM88pMIL229t056zUqkkhkYmpEUedTyAEQu2cn0ed/369dSWyuTJJDg+ajq197fVaqXtHCeViJ8+fbrQfrPZTKIOG9Cs7TMT+bVr1xKbsnkYdX/7XOh46nNmx3pjYyOxx5MnTxba955PvV88Tk3JlvW/4hWvCHOfQTCoQCAQCJQSwaACzwn0X9RqteQv4Kr4rrvuAjBa/dpM2NNEEMo2PEkwoU57MhuvKKENstXt6neytX64Op6bm0vXyW2a2obHbWxsZCt9/q/CD2WWk5ihl1Znd3d34v46NsqgtD6T9rVSqWT+MhWz0JdDxrW+vl6QwAOje6gFAYFi0Ufrc2s2m+ma+KywD71eLwkciMuXLyefjwZ983y8PxRVVKvVArvTa5s2drqfSum90AJbVNGKJmybKnMHRs+nV6yR1/T2t78dAPDP//zPE/t6JyEYVCAQCARKiWBQgecEDRjlSpYpelhtdHt7G2fPngVQrLhqfSwq6/VSyHjyYB5vGZQGcloGpW1qxmrL2rh/s9nMaj8tLCyk7WQb586dy5LFaqZz259ut5udS31p1melwcd2m1bIVTalbEc/m81mdr3ab678tUKwVWJqiXtbDVcT4ao/aFL282q1ms7F7y5fvpza1cTD7Cf/1tAF9s1LAjzNbzfN16mpr5iiid9pomCbZV/HTNu30nyysX379qVA7MAIMUEFnhP4Y+t0OskcxEnrxS9+MYDRC5wvH+Zb02NtCQYVLOh3tuAcj9MIf51wvAmJ2wgVdlgnuk5QKjnnNXKyVfOOzePHtjqdTmai1GwLNgOFOtgJPd7mL9Tx8V6GNjuGJyYBxmPK8WcGik6nkxVhVOm/ffl75svBYJDa5eSl188+6cRjY5HUFMc2tEy9joe9TttHbxuhcVAqamFuRT7PXIBou95CyzsPnyXNasLv3vzmNwMAvvKVr+BORpj4AoFAIFBKBIMKPCdw1bi1tZVl5uZqXOXIhAaies56gqtplWRzRctsBEtLS1lmiEajka3IrQwbKDr1raNcA0xt9vN2u51W8DRDDYfDjGlpn61IQgOMuZ9movBMmZPMkBrEq3J5u0pXtmRNq71eLzEmXhMZQr/fz3LlaQZ4a0L0gq31Oi3URKZ5G22WcWU9NnP5YDBI12vNbTr+7LN9ZgDfNKgiD57TFle0/eC1eqZDDV8AxvdGa4yx/3ffffcNqQt2uyIYVCAQCARKiWBQgeeEr33tawCAl770pUlIQAal1VCtf0fzuFlmpIIFTwTAVS7Ps7S0lPmber1eOr8tw67n1OMoJbdijM3NzcIqmtdBlqHtT2KFujpWhmYrAVsWof3xgnFtCia9Ti2xrsIM9l8FDcCINTEwln3ltWn9Li/Xn2VQk2TdXs5EtmXZxmAwyO6FimGspFz9WJ5gxAYh22sBivfXbqvVaolh2lx/yobVp8Rx1DRUltVqJngb6mAr/t5piAkqcEPQ6XSSA9lOUKoYU5PdpJfJYDDIhAr6NydCijE0D52a6VQhpufWHHVaDoEvDGvqW1lZSaYujQVijA5VfDqxWrOiFjjk5+zsrBsPpn3QNmx7+r+aq/gCbDQa2TUROuGrIILXZyd8FSxoG95+7Nc0UYI9Tic0a4oD8om4Xq+nBYL2h7ACB+2HzVmo/VGzp90fGN9rmnf1ePZNk/ByPHUBopOgtqkxUpoP8t577wUA/N///R/uNISJLxAIBAKlRDCowA3B6dOnUwZsxjxp9gWbI40sCMjLbag8V1fdXKHyWH5qpmrNTs7vlOFwm13BN5vNTGLN1a+WNteMGDTz8Nrq9Xq6PmsCmpmZybINKOPySkF4mTO8nIP8326r1+tpDNgP9qHZbGbmxK2trYz5EV55lHq97pYt0WP0O80vyHvpZRFXdmiZkJ7P5i+s1+tu2Qy2b3Pg6Zh58nt7TWrWtedWBkULwvLycvbs6bHcxjabzWYmCtGMGXcigkEFAoFAoJQIBhW4YaCf5rHHHgMwXpUeOnQo2expn5+ZmcmyP6jdnc5h9UdokCzbAEYrT0p2dTVqfVDqkPeKJHLVSpahsmqbWWFjYyOrUaRFCelMV78K21Npu/V92FU+UGQPVlzgMQ/N0GEzzGtwNP/WelZWhKECBCsyUAZix1P3U5ZoM0l4WTKUMVgmrT4+K9rQwGEvpMAba+sfm8ager1eJm3Xml18DvjsKoMlNEchnxF+aqAu7+/CwkI656te9SoAwCOPPJL18YWKYFCBQCAQKCWCQQVuGOifYU0bTz6r9YPIhLjy5Ip4aWkpMSLa6Wu1Gg4fPgxgzKDUx2Rr62iuPKt4079VsadpiYBiICj3V9UdV8I8587OTubrUdbm5YmzjEJ9J5Mk5doPL7iZ8PL5ccza7XZqT5V7ls0SGiht5f76nTIoGwisZdftvfEUe164gaf6I1R556U6suf0lJI6nvacmlvP3pNGo5F8rnyeveDvnZ2d9Ex7Qb7Wd7a4uJisApcuXcr2f6EjJqjADcF9992XTF780ap8WeXlwGiiojOZCTL50m2320lwwSj65eXlZOIgaDb83ve+lyaE/fv3AwCOHDmSXoacOCneGA6HWYl1LTXhxdcQNpZJ+721tZVNZPqS8wQFnkmJ2+zLvNFoZGY2NZFNSjwLjO+JZsIg+Pfi4mIhr52ep9VquaIEG8fliTxUSGCFGWoGtC9znaSnFRv0JmkrOtHMJV5pDXsdk2BNkxpKYRdOGxsbqT0+UxsbG8mkZ8+lJlP2R/NMsv07CWHiCwQCgUApEQwq8Kxx8uTJtPrjqk5XqHaV2el0slLou7u7aTXP/bmy3bNnD44ePQpgbOJ7yUtegte85jUAxqt7sqvz58+nY/fu3QtgVPLDFrTTYolke1oSYpLDvNFoZHnodPWr5bxVAAEUzWDWtKSswctlZ5mQmrVs4O1gMHCl55Y5qaCD56JTX81aNPupQMNmnfcK8inD9AKxLdvxsjp4zNVjUF62iEliB5W4e1k6vMzxnnnUBoRr//gc8Dnb2NjIzMZaNt5em/aZY724uJgYl5cn8IWOYFCBQCAQKCXuvCk58IzBek6WEe3s7BSCQYGij8X6Wrrdrht4S98H29fidNxPJeVceXLVrqt3rsjpzzp+/HgSZDz66KMAxkxBs3azzcFgUMgdCIx9CfV6PSuw58mctQChXWFrrjbP0W/T/EzzTel2r4ijyqmtNJ9+v3q9XihHz+slA+LYecIMFQ2orB8o5u6zvjzNt+cF1Fp2NY1BeVCflcUk9jmtYKEVQszOzqbngM+NMmo+U/xOczgqQ7Z99O41n7O5ubmsMOOdhJigAgVQiKAmGq/onS3zoPvTjKQxONaEoiU4JlUYBcY/1GazWajGC4xNKVevXs1MNVpxlZ+ao47QScZeE69Dk7ryPFtbW5mjH8hLQOj4WBOWCiHsi3tmZsY1YdnMB15xQt2H94CLAc2TyHHWsiFeQlvCTqI7OzvppWxfsqpQ0+KTdsymJZT1ksV64giFFWbocV5FXXuc7u/FldlJlJ/dbjc9l1rEU581YlohTU+F6OUmvFMQJr5AIBAIlBLBoAJ48MEH0wpSV8ST8qx5GQF0X7IeQhmUrqbPnDkDIM9UvbOzk3LZ6WrXOuLJoC5evFiIPeFxNDdxNU/GsLOzk5VvqNfrmVlLV7H2OpUxsj/dbjdb1fM4FWFMK8mu+1hpvmYUt4xrMBhksT+1Wi0dS/MmGZQyUo3jsqt1tqnsgftsb28nEQvb4PVsbm5mfdTnwBNJWGYxGAyeUR46T8ZuoQxKWZbHzPi/zW2oJevVNMxrs3n0NA5K7+EkM2WlUsnERK1W64428QWDCgQCgUApEQzqDsZ9990HoLia9gIVdRXNfSzLUHu+zfGmWabJalTYwBWqZoGmDJxtXbx4ERcvXgQwZkJXrlwBMGJSbEv9U2RYXMXSD6P+I/XRcLv1Y+i1KVvyJOWeXwQosgdlIjZwVZ3qmjePx03y4ahEnCy4UqmkY237rVYrjSNX9+12O7v/PN4riLi1tZUYFLMokKldv349bePnxsZGxmqVTXhCCCtV12fQig28XIUqJvHujcec+Gkl691utyACYT9sX1UUoplTgNFzaTPGq8/Q1uOam5tLz3QwqEAgEAgESoJgUHcgjh8/DqCotqOSy6vPQ/Wbxyh0pTpJcaUrfz0PK9JaxrW0tITl5eVCH8+cOZMYEbfxeK3Tw+BdYMwkyLSITqeTpaqZmZlJq1zrL9NM3pqnz8tNN0kp5mVQ11W9Hfder+fWg7Kpc7wgT1UvWhOBnrEAACAASURBVObBFbpWNOb9bTabmYKRsn1NucNr3N7eTr5CfmqtLrarLMbLgUh40nzvWeKnF4xr29B9vJRIk2TpnuxdM9JbH5pXsr5er2f5JtfW1iaes1arFTL68ziO7Te/+U33uBcyYoK6g/CKV7wCwPjHwqwLjUajUHQPGL2IrdTYk+dOK2GhueT4glcZ8yTJro20B0YTz5NPPgkAKcuEviQ4GXGCWllZyXLrsT/68lcznTXb8H8tmaCydCti0IKF0yTQOi722nWM7f67u+OSIPZFWalU0uSjRRg5ltz29NNPp/7QfMcJv91up+9oblUTmw0f0BewFRR4JeX1Bc/nTScQWxIEyE3OnklQn8dJ2UC8XH/2XHb/SYl/vf09865m36AJtNlsFuLIbFs2qe/W1lZ6tu9EhIkvEAgEAqVEMKgXOF72spcBGK2Wl5aWAIxXxyrNtiYvTe1vV3pailszXFsToAYparkBwgbG0qGseeiUJXHlrvnz+MnV6+XLlwGM8u/xWM04DYxWu3bFr0Gk1nxWqVQKQgL21SvuZ1fZuuK341Kr1TJ2pwzAMigdD48hWBamGTN4HrKBTqeTVvd33XVX6hdFDgcOHMja18zm/M4yFg0/sAUpVQZuS78rO1QhhG3fM496sJk2VPLtsVTCsw4oo7ft6nVbIYoyZJaKqVaruHr1KoCRuQ8Yi0gGg0EaW/4WVlZW0vN+JyIYVCAQCARKiWBQL0A88MADadXF1dzc3FxaKdug1l6vV0gvBACrq6tZUKKyDcug+v1+FryrclrrD1IWY1MdKQtRn5UNatV0OjaQ1ktVo2zMy2Vng1SVpVhZvRbw03Q3dsWvmc5tX5UFeOlvLCvxMq4re7OiAQ029Vb8HNvV1dW0jc+Nlw9P0zDxOmwqHz2fZSfK1NmGlji3Mm2PFXoMyhOKWN+SJ0v38iMSWmDSY7X22dJx0D5yjE+dOgUA2LdvH77zne8UzqkhHjYd14ULFxLDuhMRE9RtjFe/+tWF//lwd7vd7AWm5Qa8EgOq5AKK5iedVICiucd7kfFFzx+Wvsy18i3bo/mDznotzOeVn7CTo/bNyyrAl6Gae6zIQBV4nomS39HENzc3lzm79aVJU40Wp/OyIthJRdvkOTUnIP/mPVHRgb2/0xKT6qKB90nHwCudwnNp0UOOh1Vi6mSqL3pr9mP/NPmuxgJZ1Z+XP28adBFhzaL6jHiqS2+CUnMlUKxQ7BUi5DjyGTxw4EAynzPWj6a+7e3tdH+Jixcv3tETVJj4AoFAIFBKBIO6zUDRg0b925gMNe3oytDLjcZ9bEG+er2emVwIdTiracTKirlCbLfbGbPQEtk0PdIx3+/3U8wTY0A2NzdT37QUATBajXsybVsiQ8uFePFeNpO0MkZv7DyzEJmEjanyskYAuVhAy8dzf4YD7Nu3L40tY7s0Z6GVyeu1eaYyK1n3WKSyDe5H1jAzM5PlL9SMIWQGyiwsM1NG55VpJzzJ/TQpv1eeflqZC8ug9Pei51ahDccAGD2L1vSsJVwuXLiQ+mXHkaKlVquV5OjE5cuXC4KlOw3BoAKBQCBQSgSDug3wmte8JtnldZXp5c0jvHxyXmS83V8L5nklsrmvLepXqVQyx7eucDUHHDBaQZMZMPCWK8krV65kZdq1aCD7xeO2trZSZnRiMBhkjEJ9UFYIoStyT3Bh88SpBFpX5mzPZqz2Vuv1er3ARmz77Ad9dPfee2/m59DaTNNk19anp6IKZYcaBqDXVq1W3bpa1qnPMdOM9Cq8sPsp0/dEDHaMVfAyKY+eXpMVmuh+07JM6L1Rn5vNGE8W3263s5x52kfmkdRQBLLsffv2pX4wFITPPbOl3KkIBhUIBAKBUiIYVInx4IMPAvBr/XgsgFB7vgap2oq0mm7GlrJWCa5VBALjFan6d6hAstJjTYOk2bEtC+NqdG1tLdnsqWDau3dvFnB78uRJAKP0PadPny70URmMlXpr4LGu6K1PSYNorSLNky0rPJ+Y9Q2pn88L1KU/ggzq+PHjaUVNhqkKPMvavPQ+XvZtL9DYKuquXr2a5dvT3H2WSfX7/eSD1BRGk0IKJo2lZVDqQ7PHeH4pZVBeyXd7Ho6P5hIks5+bm5vIjHu9Xro2tSCwXfoMK5VKao9B0cx3ODs7m5j0uXPnAOCOTnMExARVKvzgD/4ggPGDq4IFNVFw26SYGC07oHJeTkh88WqsFNvgPl6Zdj2f/THW6/UsVxuh5jY17dj+8/iZmZlMhqzgRMYXuL7oVaY9zQRkS1nU6/VsfDixNZvNbBGg90Rf8J4pUMdB99e8bHbMarVakt0fOnQIwOi54Euf46OmKZvXT+OOvDgie02DwSCbyDhBaTYDzStnhSh8HjSBr4YWeGIEC72mZzJB6Xee+U6vx57HtqFhE3zOaIpWMx4XOXpuzclowYWEZizhudj+/v3707PHjCg0Dd6pCBNfIBAIBEqJYFAlwd69e93CgISV8QJ5PjZdlVrn8HA4TKs/MgOuinu9nhswOqk0tZddQE0oKrSYdB2aDdw6nJvNZnIgc+WpmSHIMDU4VIOU2X9PDMLxsQyq1Wplmb+1LS+DgC0noQHAlkmpvFiFFJZVqUydsvuDBw+m6/ZYGz+9MvBWjGCfGe2r3ld+xzEhc9Nr0mBrmqY4nhwPPZeyeEJDEnguDc62zE/Hy7If7zrVhGjNqJ5JkPt45ek12Nf7Pdrfr/7mlEHx+bKBz9vb20lSzuwedzqCQQUCgUCglAgGdYtBe76XDVzt815NpmmBjYQnhbYrbS3g52WSJlSo4QXq2vRB6kC2K2HdT4NxgdHqVVMu8Tj2kQxK/WZchWrAsSfWYFvq3wNG7M365qZlalcfGvuqMm3rD/J8ehsbG6lPvHZd+fM7Zr8eDodpZW1X4dq+sjatPWXHwrIwL5hVr9He806nU8iVqOeu1WpT2ZplS5ubm4WcdLqvnlMFJpYt2evT9tknbUOZMaEiG14bx9orrqi+Xj6DlIrPz88nRkQGtbOzkxXQPHLkSNqH9brudHEEERPULcbrXvc6AKN4BzV/KTzVkU4SXukF71j70iT0ZaJmE/tC1X08h7x1IOuPXU0/bIvtM+MAFWrr6+uZmVCdy3yR0ZG8vr6eTExa8ZYmQzs+mqNOC8pxgrLmFR1DbcuamAaDQVaqQ0UbdmEwHA6zTBKcVHu9XlIyctvs7GyaPDlmvMY9e/ak8aN59Nq1a1muRF1k2Pur4hq7TfMpemNjJyi9Nr2HNsODVipWkyqhsWt6Pm3X67+XI3Ja/y16vV5m3vTESioO4TNI1WWz2UwLUPbn6tWrWSFM3vNr166lZ/pb3/qW2687DWHiCwQCgUApEQzqFuF973sfAODuu+8GAHz729/OTAnKTrwVqjXLacE/KwzwJMRqnpgm2SXUpGJFAGrGmybBJXZ3d9MKleYMsoK1tbWsdHq/308rbEpvNV8fV62U7CrL8zJK2Jx5CwsLafynjYWKFCzr1JIjllmoaINQs5w1eV27di2ZhcjoZmdnU3/JpI4dO5bOQ1MpMxPs7OwkVqs56YBibJcXT2dNms1mM7sn+nzY59Nj+JqBxDId/W6aJWASm7XfWRbvCSm8UAfNhuKFS3hydLbPe6PPIlkS70232033hKZA/jauXr16R2cu9xAMKhAIBAKlRDCoWwQWMDt+/DgA4OzZs2kFb1eqXl45lV1rRmXuY7OTKwvwmJGX/XxSdH+tVkv9UOm0dULr/oS2bx3NXFmur69n/QfGzuonn3wSAAq50iicYGZ0YMw86ENQibMWyuM+7AdXwpolw5ZmVx+U+kcm+RGV1aq4xcvSzf15Ts0KrgwRGEvQr1+/nu4/MxOcP38+3SfLNrwS5brdYwrWP+WJH5QxegzKsk6vQKNt04MXDKvjOek6JrVrQx1arZab2d0yS71uy5Dn5uZSqACFECoGIdPlmF26dKlQhDMQDCoQCAQCJUUwqFuAe++9N5PB6urSrtyUQekqjbZrpgjip8qLuVrz2tWVv10dT7LZ66fur8GyFp5vQ30UGkwMjFaZniLQsiquNmdnZxODYoZzZZha5ZVtcezUR8PxI0vRarVeih7NO8drsgxK/VMeW7IrfmW8Xhoe3k+qw7j/7OxsunZN32RZsw0m1W3aD8t+tC1tY9pz41WrncTidX+FHUf221PsaftW9ac+W4+1sV3NM8hnwwvVINSSYINyO51Oau/EiRMARuycLJ85+R5//HEAIx+UV3X5TkZMULcA6kzXpJnTko/aH7Sa1Own27OYNkHZrA+eucRKg4GxOazZbGbbp5kLta/2R7mxsZGZOyuVcYlya97RuCaKBzQbhQfuT/NZr9dLJhctGQEUBQ4qNuC945hpMlT7wlPocTaLg5e9Q++9lSjzc2FhIV0vx05jc+wLvlqtpm3avmZB4H76vb0ObrciDz2n/j8pN6AuWAhvwlKRhW3Dm9S9XIi8tmazOTF5bbfbdRclto9sU8uLULyzs7OTJqGT/39i44MHDyaTM+/do48+mvancCIwQpj4AoFAIFBKBIO6BVBzEp2yXvZtjwVpG9bkpuYGG2ipGb8JNX945phJpj3dXzOQ2+BalZvblbmWvLBZr7vdblaOvFKpZM55L0CWfWg0GlkZdTURernduAK2JSRarVY2nprJm/1XVkU2w/urplaKGNQhbk18s7Oz2bjrNbF9tqVtMHtBrVabWNaiWq2me+fJ5O299My0jUYjyxupz6zNdKLPjRcEbhmLZovwxAm2DW3fBkXXarU03tq+NXnq8+ZlqrD7a7kWMlLNhs/9yM5brVYaWwZiM8xiOBzia1/7GgJjBIMKBAKBQCkRDOoW4MCBA0l2qt9RLk4bNVf0yjam5R2blvdNRRjT5LteKh/Pb2AFGu12u1DsUPut5cW9kuNWDq7te8GyXsCrlhUHRoxOs50DYxajWceVKdAfRXaieehs0K+X0b1Wq6UVNkUbXDlfuXIlXdP+/fvT+NjCgCpnt+mJ1GfC9nkdm5ubifGxLZW9W99Ws9nMfFCak9Eyp0n+zUl+I/VrTvOtEp7k3qvDpczIEy9MElW0Wq0sWLndbmd+LGVZNlVTtVot1LZiG2xTCxUCI38on2mVr9v7RAZFX1RgjJigbgGOHz+eZQQ4fPhwKlDHF7bmKfMmFfsD0hf4NLWUNfd4cTDT4qCmJfHU9rzJRVV/PBdzyGn5CqsI9F5IOunRMc1EnO12O004hJoZ2W9V8XFBYMdCC+15Tn0v7xtfdGyzUqmka+LkMhgM0stJiyMCoxceX4JaCNIq6agY29zcTC9DPj8qpLFZRPSZ8qraThprYLoQwlsE6WRhx9F79nRStCZKzVgxTWDCNnj83NxcYZLgPtY07FX/1f5bEy7vje7PRcO1a9cyU+zi4mK6d7z3kRh2MsLEFwgEAoFSIhjULcCePXsymfmRI0eylfj58+cL+wB+DIeWSwBG5i27slUhgXVoT2JQ00yBlhEpw/HKa9uVaq/XS9dpzXMqNtCSGnbFrBJnsiXm6Ws0GqlMhS3d4UX9K2OxrEEzZ6iwwV5vrVbLmJmOtS2PvrOzkxWPZPvtdjuZfMmsVU7P/WgmUpkzWZWXpV7j6WzmdZVp28wZOgaEhkbYMfNy7KnQxYMn1OGY2b4qvP6z32RNS0tLWfbwbrdbGD/td7vdzvozOzubZOO8J2RQXvyXlr3X9nlfyZwi/95kBIMKBAKBQCkRDOoWYGdnJ63cPD+HVzvJK1jIv23paJVAc0W4srLiFrkDivZztqGy3GkF5LyS414Uv7Xxa2YF9keZ0aTaVTpmRK/XS/4XSnf1XFxFe/4UQku4exkKrO9BhROauYHgillrHLF9XUFzP1skUesLcZW+tbWVyfQ124VlAR5UuGJ9LOrjYr+1ppaV+auv07vndpw9pq4yf46fim1sIUrPguD5QdkWA1/37NnjCoessIFtLi0tZdlbFhYWkuiFORD5PHhj3mg0smwjm5ubyQdJf+lXv/rV7NjACMGgAoFAIFBKBIO6Beh2u5nfSP0X1vatK0O70gNyFdnMzExWYVZZm2VGGsTL1V2tVsuygHt1gzTVy6TVtPoelL3ZgF71y3kpfyy0fRtAqfkIrQ+q1Wql/ZX1WP+LslyuhL2KtFRoaWCpZZjb29vpWC0lznNZxrWwsFCoTQSMVt88VisH83/7bGgwqxcyoJnoOT5e7SzdR8dd75F9Vr3y6B7D8UrSezJ2z/dkA9S1ii/HjJL+drudfJIcY/UnWgm6l/6p1Wqle80s5RrsbBmd+uj0nnPc6C8NTEZMULcADz30EN71rncB8PPo8WXoJbf0zCQ2T5rKqHWysC9NfcGraYPQyU3hmRf1x2jFDPZc2nfto5fzbNoLStu0MUMah2PHUxONqmx7UgyQJoHVe6JZBHge+4LWpLd8MfFFqc5x236lUsmSj25vb6fvbO47nRCmTVAKTyRj+0N4k5EneNBnzEt+bCcC7astBz8YDLIinjqheZMpj6Vp8NChQ6l9Tgi64PIEMbxeu4jU35XN/Tg7O5slPe52u+lvFWPw/DTxBSYjTHyBQCAQKCWCQd0icOXFVXiv18tWlTS3bW9vF3K5AUXWYNnApEwSloV4bMwzIXr7W2e6CjlsLjvNDajlG7xof2DkmLfyXV3BW+aiAgS2oU56fqcr9GkMzVvlT8vgofJl6/zXlT9lxZSDDwaDdC62oYGoDGDms6LjaLNjqNlYTZWam1C3afC0B6+A4jQ2Ow1qGp50z9VEqQzKPvd6TyYVyASKGTa4vxUyTMq3BxR/Q/qcWVbI9lutVron/O7q1avuPWEbH//4x53RCiiCQQUCgUCglAgGdYvwy7/8ywCAP//zPwcwWrHZ9CksBz8/P5/k00zpo6tB61vqdrvZinlSMC7wzPOmeatvL3u1XR3r/urb0MBc3X9ubs51Vlt2p33WQnMcCyuE8AI6p6VqUobqZe22q+lutzux4Jym1aEPQuX9NvegStCVodnAVa7Wu92umwvR+kwIZbBe+XQv4HZSLkQPXqosZYz2mbXHch/LAFXS7wUaK6MEgMuXLwMYjaH3/Fi2T2gQL/va6XSyzPgUEi0vL6f7RR/jmTNnshpmjUYjiV8+9KEPAQA+/elP5wMYABAT1C2Hlprgj49CBT7Uly5dSj8Ez9zDH+W0OKLBYJDFRinsS18nFWt68bbpS9+WhKhUKlm2CPZJz6kTm+Y4s9dEqDDCXlu73c6EB/q/nUjUjOdN0lZxqA52LdBoY9js8QoVMdiXf6/XS/eVn1qAkd/pBMUx9sQg1uFfr9ddYYmXR5HHe+IavRZ7brvNWxhom96EZhcQumjwTLgcA04uzMaiZUm0jzbfIaELCn6ur6+n9mimVREM+0jT7MWLF7MYvyNHjkQGiWeBMPEFAoFAoJQIBnWLwZXe/Px8lj9Ms17b3HSVSmVifrJqtVrI0s19VECgx3mZmD2nu7Zl21AzIc0luuLXDAZen3WfTqeTZWdQEwyPtZkZgPF4euXePdOOmn3s6t8zcxGa507HYpKs22MbHhNVZmEzGWh8mI0r63a72fOg5TnsNWn/Nd8hYWPe+v3+1KznlkFNigvyMu/b/dWM6olk2C9b9l5j8ax1YXNz0w0fsGVj9Bkn06H1ot/vZyY7QtkQn8Gtra3UHzVR0gQYcVDfH8GgAoFAIFBKBIO6xVBm4TnngWLtIZUhT3KAVyqVtE0d7FZurfsTtOF3Op1MZqv+A8uqlIXZ1bpXWttjYcoG7Gp9UsE8HRM9pzrpvbascMJjULoKt8xIy53rqts6/dU/ZaH72rEYDAaFQpX8jizJ5lNUWbRXn8rr6zRBjJcVxEqyPam67mMZkZedgexX/YLc7/r16wWfq/ZH/ZQqCLK/CZWpe+EDVqjDNufn5zPhxOrqavIvsV0V/1hWpfWvaBVpNps4e/YsAOA///M/EZiOYFCBQCAQKCWCQd0ifOADHyj83+l00krQWwlbe75WFPXg2dsnMTSgyF54HsuI1M9gV9+6WtfMzbw2z19m+6h+FW9lbs+pbMMyOl1NT1MhKjOyKj4dJ+uT8SquqrLStq+s00uFo+PO4+31quzaMihlXJ6k31PI2ev1/ECE159pwb56vzwpOceOjGU4HKYaS2QbZ8+enehn9QJp9TvLeJV183fWaDQyJSn9vouLi9i7d2+hPxcvXkzpiehHUtWgHbt2u536z3POzMyE7+lZICaoW4SHHnoIAPCSl7wEALB3797shWfNCID/wrOOap0s7D76nZcPz3NoayT9pDa8Yn1aXI8vT+2PlTmraVBNmUCxwKF33fa7SiUvjueVfNeSI3ZS8bIo6Hh5Un4rn55WHmJnZ6cQY2PHwI6Ltmvz1k3KimBjf/Qa7QJB76H33Fizn46BhS6qdBKwk6eWOGECVk5U169fTxOCHc9ut5sWQBQlbG9vuxMxx8smktXyIjyOcvQTJ04UJhruz+8oilBpvx0zlfnzmmq1Gi5duuSOWSBHmPgCgUAgUEoEg7rF+J3f+R0AwB/90R9lklSaBzY2NrKSF55k1zPB6T6eGWwSvl++Na8NywaU/WghPsIyBGVIVkatsmIbZKv/e8G21mTnmYKUkdox8Arz6Xa9fvudJzvXa7Ml3Cka0NX3NAalQhQtNjmtDfZnWuCtvUZ9fvS4acHcllGo2dgGyDabzayc+uLiYhoPr0CjHYNer+eek+NFJsQSHCqE4Cf7s7i4WJDY85OS86effnri2ClrZbuHDx8GAKytrWFtbS0b54CPYFCBQCAQKCWCQZUEv/Zrv4YvfvGLAPK8bNevX8+c6OrvsGl0NABRZc6T6v94AgQ9v8eWJrEN/dtjNt7x09iY+q48cQf3tdL23d3dLOu5+lysf437AnkQ7CTf0jQfnV3Bq19N74P1EenxdlyGw2HGelTAYhmUCmO8+2sl8N4Ya/8pFiDz3djYSGzZY4qeP8umwaLPp9lspvb53dGjR5Os2zI1TQU1jbVpSAXZERlUs9ksBEFrv+bm5lIbZHSDwSD5vZgbk7n+9Fz6LJEVslT81atXUxuB74+YoEoEm3NNi52pmUE/gTyqXV/AnrDBvqzUPGSzF+j+nsPfvji87/Tl6znfrdhAI/bV0W4VV3o+G+OiE5TNyeftrzExthid9+LT/np59uxkNGmCslARg+23Jn/18hh6SXQn3fPhcJhl96hWq4XsJdrXVquVzFR33XUXAODb3/52elF7BRftBKjCj4WFBQDjF3i9Xk/PPV/mg8EgmdKYJNkrL+KZdadltlBTpRVtcBKbm5tL40M1X7PZTKb2J554ImuL/VERxsmTJwGMJ91HHnkE//Zv/4bAM0OY+AKBQCBQSgSDKhHogLUR8u12OzNXAX7GaaDIrlRGbZmWZkUgg/KyG9C86Em+lalNM/tNM+NZhuaZ1DTOx5OneyXEbbkNb5uaY2yWBkqJ2+22Gwtmr1NFCXabZ57zzJy6v/aN/fJy2Ok1TmrX9kcFDppfju2QPRIzMzM4evQoAODUqVMAgNOnT7tiHP6vxSw5PtzO9jnGi4uLWQaM5eXlxDxsbkbN2qF9mJTZolKpJPZDmXe/38+eEUrdDx8+XMhyAYxEFSqw0GvTjBXsw/z8fBorbv/e976HwDNHMKhAIBAIlBLBoEqEn/3ZnwUAfOELXwAwlhxrpnNlUpN8ICqIUNjVNI/TImpkD1oQzssJN6nNZ/qdCgTsNi9LgDIozQTA67CMTtt9JiIPBc/DVX6z2XxG16R+IG7zcuWp9HuSL8+TwisztmPnFR1UeKKNaZkkLIvft29f8g1RNLCwsJBlP/Ek8XpveA1kTmQiS0tLaX8G53Y6neTPIbPhdc7MzCRGpBYEBu16mSR4Pyls6PV6WZUAXtuBAweSr419rdfrmRDi4MGDAEZZJuw5Dx8+jHvuuQcA8C//8i8AgC996UsIPHMEgwoEAoFAKREMqoR417veBQD4h3/4BwCj1aJlDZ5qa1opbk9yrKtuu1r38qxZtZ2eW/0L09iJ9sEyQF3R23o+3nUqE/EY1KTcepq7b1IaKT2+1+u5bMNCVWrcn6t2zZ2oPhOvBhL31/pM7Oukfqhiz7s/09ibl6+RzIZMat++fUl5Rzn40aNHce7cOQDjCrN6j3hO9aWRgVCVR1Y2Ozubzs1A1uFwmM5FBSH70O12Mx9ap9NJEm62QZn69vZ2ViG33+8XMqEDY1Xh8ePHk6qQbSwuLiaGRosDGZSGgnDbPffck9p98sknEXj2iAmqxDh9+jSAUdT8oUOHAIx/7AsLC1mCV5sDDyi+DO2LmuYTTUKqn1YY4MnGn4nMXI/xHNreBGUTn2psl21T29L9n0nmDD3Om6SB0QRls15oHJRnIrOTu0rVtQ3PvAmM7qkKXPj5TK7FSvR1f6//usjgGKvpDRi9uDk58KW8b9++LLuHFwvmLTz4yWdWCwoS9Xo9k6OrCZr7a4FALgg4cXKbZp7Q3wfb4G+I5rz19fVkCtSiohQyqSkQGCW25Rhz27333psm4s985jMIPHuEiS8QCAQCpUQwqBLjox/9KADgd3/3d5OJg6uz7e3tQl4yoJgDz27T7QRZQafTKZRbB0YrVWVYCjXPeUINr5SFDeT0ih7qp83k3mw2pzIurzy9XZF7mSF05T+pHL0GYeoYPBsGpfupqdELMuX/dhzr9bq7Hz9t9g3NlGBNj2q25Ger1Ur3nLJufmp/yGYWFxczczEZjDJYolqtZqyfpsGLFy8mZqMlOGwWfI7d4uJiYnfKjGxmCxYHXFtby0qVqGiDx5Ehra2tpWsni9u7dy/OnDlTuE4yqOPHj6e2GNhbr9dDVv4cEQwqEAgEAqVEMKjbALVaLTEozchtWRI/NU+Z+qW4OrRsg6tZ3X9lZcX1aRGegMKKGDSAqENVEQAAGVxJREFU1bIZZQ+WhanDX1nEJIaj/iNlCrZ9Le5nBQXKEskiuHKuVCqZM13rWdlM4QqPXXnX6eUGtGIQz4+oIgjvWggvsNqes9lsJtZAgQDHYnd3N/li+NwdOHAA999/P4Ax82Ahv83NzfQdMRgMCj4nRbvdzvqjz7j1AS4vL2e5AYExszl27BiAsaR8Z2cnBeiq5J7PBPtFH9TVq1ez3H0HDhxI18TzMBBXix/y9/Q///M/+K3f+i0E/t8RE9RtgI997GP4xCc+AWCc00tVT/bFtLu7m34knKi2t7exuroKIK/e2u/304tJyxrwx2jNMhqBry/sSbnRJinMCC9exptcrBhES3fYeBxvElJTkNcfXhNffNPEDF5+Pk9o4RUDnBaLxD7oy/P7TXJAMcuETmIcF+8ZsSZTzShCM56qRu1ChTE+wFjpxklgZWUly5+3vb2dFG58FjWzBPenQGN3dzdNBLwnvOeNRiP9FritUqmk/Tn+NCGurq6myceOq44LJ+GrV6+mBYqWwbGm4ePHjwMADh06lH4vjzzyCIDR7zbw3BAmvkAgEAiUEsGgbhN85CMfKfz/2c9+NjMPEcPhMDOJNBqN9DcZka6q6djlyvPxxx/PhAoquNCcaDyO7XGVzNV4s9lMK3G26ZWsJzQzBPuqDnDLoDzTl4oGdFx4Pi8Duc3WYVmZ9lVFFTqek8phKNvTbVY6Tyjr1E9rqtPxsePYbDbT/pqZXc+hn7u7u2mMaYJTsYSVsd99992JadGUdv78+fRJVkXmsrGxkT0Hap4mg1JxjmXNNLutra2lPrIP8/PziU2x37zuJ554Igkm2JaKa/hscNvq6mo6F6/pscceS+Y+XgfPNzc3lxjUr//6ryNwYxAMKhAIBAKlRDCo2xTvf//78fDDDxe+U5u6J3O2jm9iMBikFacnG7e54FqtVkEqzU9rn1fJMr/jClVZiW1LS6ErQ7OiEPa50WgkRqd+Eq9gnoXKwm1grIoqLCOdlEvQ8+tYqM9NWaC2r9kxptXh8sZfy5dbBqL9t36+Xq+XWAmvic/MzMxMYir0H+3fv78gUQfGjIL76jYyEqAopgBG7Mr6TbUf3I/svNFoZBaEEydOFPxFOhbeGNbr9ezZ5ra1tbU0VpSzHz58OMnKOS78vH79On70R38UgRuLYFCBQCAQKCWCQd3GeM973gMAeOihhwAUVXCeX8cq19TPo2l9gGINKluHyZONa8VY6w9S/xehGdItY1HZO6EMR6uq8npskKrK2G0Zc+2LjolNr2T9EwpPUWe36zZdretxtuqvVmO1Pp/hcDix9pf6v3Tc6f+xbM9L1aTplWxeuZmZmaRq0za5XdV17INlh/Pz8+k7qwxdWVlJ91X9ZV4Wf/aBfaWSTseD+/O619bWsudKn3v7jHQ6naQApG9sOBymNE+2dD0r/wZuLGKCegHgAx/4AADgL//yLwEUneNeIlBCSw3QBMQfsTepeElO1QxlI/XZVq1WSy8ybdNKn9UkZ19IKjO38VuDwcDNs+aZ9IBiHjcvJokmKa8QoY6hl6DWGyu2xe90cvFiuniczYUIFCdgoDh21sSnJVPsC9iDZpfgC1hj4fii1he2FcRoIUia9HTypTSc18EX+8rKSmaS1Wvn5MX+XblyJU2YGm/F+89tWnxSJ3PuO0m2rwUjGYO4f//+NI7sz1NPPQUAeOMb3zhhVAPPBWHiCwQCgUApEQzqBYQPf/jDAEZMiqYHT3ZtSzAMBoO0CqWk9tq1axOzmCsb48oZKGaO1m1afE9NQRoUrO175jNlSWqG4TbLLLRdm0dPS4OouZPn8tieLQ2uwgwdR9tvex6OBz8ta7B9tfCyYvB4G+w7GAwy0YAn7GCbWiDQOw/FEU888UQaJz5nvPcUM2gpC4Yw7N27N/1N85kGEntlVCblfNTMKMz6f+rUqVS+g88Gx2JxcREXLlwotDUYDDJmyc9+v5+egxMnTgAYZa/gdo4Fg3IDzw+CQQUCgUCglAgG9QLEhz/84Uw4AeRZwFXKTdkvV8erq6uZaEDZg/W71Gq1jFEQyhS0fpAtyMdtGpBqBRTaPo/f2trK2J4Gnaqvitdv0z0pg7Jy/F6v50robRqhaU59zdCu/bLCBrLOSfn9bHAwoayWY7W5uVkYUz1eZenqO/RYIbdZscyVK1fSdVr/TrVaTddC1nTkyJGUI48+Iga+rq6uFrLxczzJzCzD6XQ6qSghn9mrV68mEQP7zfMcOXIk+YtULGGFQ8oseezJkycBFOtBkbX9yq/8CgLPH2KCeoGCwonPfe5zAPy8bzrJ0FnNaHtVdHF/vuy09IW+mGy+NJYGaTabWTmPaQUOdbLQScKayzhBbWxsZKINIFe66cRpyzJUq1W3XAVQVIBpfI1NIKtjbOODGo1GaoMvOa0KaxWTu7u7runTThyaHNeqHBuNRjZB6T5eBeFJ2Un6/X6hMCAAfPe7352YMUPz+jGOqNPppJe9lqlg/zRnH/t15coVAONcf2q2ZT84UXW73ewZV/OiVUxWKhV3YgWKcV9csAyHw/T7+Lmf+zkEnn+EiS8QCAQCpUQwqBc4uCptNpuZ415XyzbjgcbcWOd7vV7PJOW1Wi3LIsBVcq1WS7na6ByvVCqZnJvQcvPq3J9UgHBrayuTO2vclP1UdkIWoWZLm3lCnfUqx/fk5TbWiVLrdrudzq8Zt63sWwv+kUlodnVravRMgWRqu7u7WUl2Xvf6+nqWnVzFI1rCgv977IrX67Ef4uLFiwBGJeJp0uN94rbZ2dl0LOOsOp1O6iMZlIYa8Jq0gKKNWVNmbYsxdrvdQl4+/VxeXsahQ4cKY7G1tYV3vvOdCNw8BIMKBAKBQCkRDOoFjg996EMARtkmvGBTYLS6pK2e9vadnZ2JUmldeeuq2tYS8hgUV8kAMge7ZrOwLEZlyxqIyj5PC0S1/jKVpU8LTNbxseIBzZWn57HFGlWwYMUdGgzKfihD4P5aH8n6fLyS8fo329PCg+yXx8YsW/aClQll2ZYFVyqVrNjgtWvXkhiHhf743DUajcTCyLI3NzfTc2OfvVarlfrD8Zmfn8/GX2uYqS+JY0eWxGeXTHx5eTmxPV7Hq1/9agRuLoJBBQKBQKCUCAZ1h+Dq1auFvGpAkYkwwJE+EwYiAjkbqNfrmTpM2YOtidRsNpOSiyviTqfjloHnp5VTVyqVtALmipnXMck/Yn1cGgDqZUa3VYKVTdi0Q/V6PWMZmg+P0LRMVjWnvjC78lfJulXg6XVym2b3Jvr9fqZSs+ez/Z+Ur9EbR23DyrQbjUZSK/I+XL58OalF7733XgDjCtHNZjMLrm00GomFUxFKn5X2hyy03W4XnhegKCmnbFxrOfG556eyVY7xa1/7WgRuDWKCukPw2GOPpR+fLZXdaDTSi5rfLSwspB8ozXL6grUZB7rd7sQJqtVq4ciRIwCQZMMXLlzI9tNPK2LQ/HmcqLQkt00Eqvn/bCmF2dnZLMebZmKw5qp6vZ5esiqCsAl2e71e1g97HoWXhNY7Vl/+k0yZKnFXQYdn6uI+dqLRzBM2e4jeXy2WyDa0cB+P57jwPmxsbKSFjxU4zM3NpWdQS5UcPXoUwDjWiQucXq+X7gUFFE8//TTuvvvu7Jp4Hk52vBf79+/Hi170IgBIx7Gv586dw7vf/W4Ebi3CxBcIBAKBUiIY1B2CP/iDP0i5+uj8JZOanZ1Nq0quaCuVSjLR2IwPs7OzWeDt/Px8FlzL1fXMzExamfKcFy5cyMxaXmZuNWVZs5yWZp+WbdwWG1xaWkrtUtbtFTpUQQRZm56H/aFTf2NjI8vwoPtbM5iKDOz+Wr6Ex2nZdVugUdvyrsWKDLTchu7jlVYBRiyaLFIZI7+jCY6ig06nkwQQZC6HDx/Gi1/84kIbambmdxrczGv6xje+AaCY2YL9ptnvzJkzKfDX5n48evRoIecgMDLrMfOEMj8AwZ5KgmBQgUAgECglgkHdQWC9KOKXfumXAIxWv1xpctU7Pz+fAibpv9DM0N/97ncBjFfYp06dSqtPsiWyjmq1mtrXdEg2qNN+AkVfiGVQytS8UuhefjW2T/bF1boyHMseZmdnEwtQRmTZ187OTibnZpsa3Gyl3NoPlc5zpa8l09kGx9ZjUJ54wY4nx8jC+uE0lZKXz4/jSFauDIr3+p577gEwygrO2krq++PYMY0Q/ZQ7OzvpGaTvyooggHEG9dXV1cyHRtHPXXfdlWXB379/P97ylrdkYxAoD2KCuoPxp3/6p+nv3/zN3wQwfvHNzs5mL3aa5xYWFpLTmhPaS1/60iwzAV/gjUYjTVqaWUEzKgDFfG42zsdTzanqyyZu1fbsS1f30ZeuLe6nJjBVJPLTfqclRKaVjvDKilDAojFkbJfjdOXKlcy0p+ZCTyXonZPbbNYLvXaOBdWXBw8eLCg77XHWXDs/P58Sw95///0ARhMVr8VW7N3a2sKZM2cAIH1eu3YtFUekEEInHj5LVASePHkyUy1q7BzHk2Mdk1P5ESa+QCAQCJQSwaACAIDf+73fAwB87GMfA1B00tuSF9evX89y5bXb7bQatvnZZmZm0mpXHeA2yzi3tVqttL/Gbul2oMhcbKyQ5rmzWc01xkhzCtLkSBap2SO48vcYEaEycP2On15BQY4fJfM0gZ08eTKt9P/3f/8XwEioYK/TY3nKJm3JFEKzUmhfbXYPjv+ePXsSg9JrYhuaWR4YmY3t/VJGZ8eu0+kk0x5LWTz99NPJfGdLvs/MzCRhxn333QdgxPIsg+UzcvnyZXznO98BECUybicEgwoEAoFAKREMKlDA7//+76e/f/VXfxVAXqtIs0xzVX3lypXkILfMa3Z2Nq2i6TgnQwJyh3yr1cp8MvPz824GDD2Pnlv7q/WC9LhJ8Ao7kl3x3DMzMy4DmZQdo1qtZj4xDa7V7AbAyIHPMdJgW+vbUpZoGdo0BlWpVKaOA7fxPnQ6nSyThPqxyDDJpDSTuucfJHhPVDZOtqT953dkt41GI2V/oHRdwx/sOL3tbW+beK2B8iIYVCAQCARKiWBQgYn4+Mc/XvifSr/hcJjUVVqTyebP0xpN/JuBkQcPHkxpa9iWBpraMu31ej2t5skyVMZO6MpZs2JrW1pJleecm5tLLM/6oHq9XmIBqoabxqBsEKwyFmUiVl2nykmyNk2fpNcAjNnjcDjMGKW2ZdmLVi32AnttOikNrFZYlSD3V8arPjePnfLT1hhThqbBysCIyZJhamVjOy6894HbEzFBBZ4xKKT4hV/4hWQ209gSvgz4MqF5rl6vp5cVRQDnz59PcS9Wbt7tdpOznVCnvi17riZEfYHZ5KNq+rISa056wHhiJfr9fiGBqYVmrLD5BQn2CyhmYrBSfp2o2H+drK2cW1/OmszXtmf/1/IZWlKDbVgT69bWlhtTxb5x/Jjb7uDBgyl2jP3Z3NzMCj9ycXLp0qV0zzUbh4174vXOzMwUzH3sP8H78LKXvQyB2xdh4gsEAoFAKREMKvCs8clPfjL9/aY3vQnAKJCSDIorcgb27t27Nzm0NcO5XQGridAW8LNBwEDRfGbLbfR6vYmFFtUkqIG3msVBj/NMU54oQYsYqmkSKJq81IRoS8NTOq0l3/mp10RmoTkCrWxfr3NSsUq7zZrsOD79ft9lY9yf95dBs/v27SvkdQTGTBkYZ4ug9Pvs2bO4cOECgDHbXFxcTEyO/eEztbi4mIKIVZTD8aH0PHB7IxhUIBAIBEqJYFCB54SvfvWr6fO9730vAGSsYGFhITED+io2NjYy/w/ZhzIFQgNpmZ9Nc+fZzOUqYrCButVqNRMsKEtSxz3Po/4rHmdrJnk1mTgGyijoh9NS9bb/u7u7iWWQedRqtUxir1JuT6AxKVu6/m2l8cDYR8R+7d+/P6UbUim/HRf1YZHtsK3Nzc3EjsiWmKX84sWLyefG8Tl06FDqI8eRz0qr1UqCDD4PW1tbeMc73pFdS+D2RUxQgRuGz3/+8+73b33rW9MExZfPzMxMIQsFUDT/8cWrRQpVIQYU1Xy2MF+tVssmJhUw2IlEszpYNVm/33dLZdisCDpBEby25eXldO103C8tLaX2eC6+bM+dO5epG7VyMCcGLRRoTWkrKytZ7NKkoox2XGiuZb+Wl5cL5k22xfYuXboEAHj88ccBjMy6vF86qXORwfPz/2vXrmWJZ0+ePJlMh5zsuI8Kad75zndm1xJ4YSBMfIFAIBAoJYJBBZ53/Ou//mv6+0Mf+hCAYtFAm8Ov0WgklqSlJshGbHnxZrOZWIPKkm3+PM0DaLOCA8gECJZJaVtqPlOWYpkKP5vNZuq/ihhs2QxleVawoBndyTDJLA4fPpyxmbW1NTcHH0GTmjIijrsti6GZJPR62e+nnnoKAFKJ9vvvvz+NmwpXyHqsqKLdbqdruuuuuwCMpOpk3jTxPfjggwjcOQgGFQgEAoFSIhhU4Kbi05/+dPr7p37qpwDAzRdnA1Hn5uaST4NiA/6v5enVt2ELG3r1phSWxWgWA+uD8rKBe7JuzcxApkg/mcq0+Z1m4Sab4XGar876oubn59M10Y/lZbtQFsTxIRqNRvL/kAkx28eZM2dSH+k3qtVqmXiBY91qtbKy691uN2X3OHXqFIBRHTEez3tNBnXgwIH0XTCnOxPBoAKBQCBQSgSDCtwy/M3f/E3hf6qxNPecwgbrkjGoXJtQn4n182iaH2U9ZHI2/1ulUsnYQKVSKfim+J1VzWlpeR7rtWtZpPqsVEpOnxD3J5tZWVkplE8HRn4bG+yrqkVlcuzj8ePHAYx9W1TlrayspHPTtzc/P5+CZRkY+6pXvQrASMXHa3nkkUfScWS/BJnXwYMH0/V+8IMfRCAAxAQVKBG+9KUvpb8Zz6IvVJuXTZOi0tSk22wZD81KYfPKaX4+OxFq7JBOhDYOytuPZshGo5EmK/a11+tlE5RmoLCZNur1ejJlsv+Ug1++fNmNweJ2TlpqxrRZLzSBLPfnxKbtctvi4mJK/vvAAw8AGEvoZ2dnUxzXo48+CgD4jd/4DQQCzwZh4gsEAoFAKREMKlBK/NM//VPh/x//8R/PZMtkAK1WK5malEGRedBERtPU5uZmJkrQdm2wrYoZvABXrwQHz6mZDzTvHzAyQ1ozoWbH2Lt3LwAUzG5szzKunZ2djFnqOW1WDa/sfbVaTVnqeZ5jx46l49gWzXTLy8tJ0MBilexzvV7HG97whmysAoFng2BQgUAgECglgkEFbgt88YtfTH8z55+WC6cDn5LsSqWSfDhc8avPxeaO0+1Wys1jgGKOOiv11v0sy6vX6ylQmNu2t7fT+bXfwEjYQVaixffIpsig6JNaX19PsnT2Z2NjI40RfVFkkbu7u1k59UqlgvPnzwMYszaWU7927VpqX6X/9EFZAciJEycQCDxXBIMKBAKBQCkRDCpw28FLSvvTP/3TAIoVdemX4qcyLsseeAyQ+6IGg0Gh2i/PY9MOtdvt9B2DZdm+JpJVf5D1bankW7PBs9+a8R0YZwXf3NxM6Ym47dy5c4nx8ZO+Ja3vxL622+00VpSZ89zLy8vp3JqGij4nsqqoYBu4kYgJKvCCwF//9V9n373//e8HgKywXavVcov7cXKzefR0QtNyFzYb+9zcXGqDGRhoUlMzoGZB5982DkonRX5qmXNOXpwA9+/fn2KRaPar1WopIzq/Y1udTqdgquP10jTHSYgyc5oggbFZtNFo4Bd/8RcRCDxfCBNfIBAIBEqJYFCBFyw++9nPTtz2nve8B8CY2dTr9cQMbBE+lXDTTKfZLjS/Hb+n2UzL2dPMxvYHg0GhKCK/A0bMxQYmq1mObWi+Qea5Y2HBTqeTGB8ZFzE7O1vI7s42//AP/3DimAUCNxvBoAKBQCBQSlS8wMO0sVKZvDEQeIGBPitlPcBIgGBrUGnZeLKf+fn55BNifaQvfOELN7SPZIVkRu9+97sBAJ/61Kdw5MgRAMCP/MiPAAD+7M/+LLGpixcvAhj7j/74j//4hvYrEHgu2N3drXjfxwQVCDwDvO997wNQVPrR3Edz3sMPP3xrOhcI3OaYNEGFiS8QCAQCpUQwqEAgEAjcUgSDCgQCgcBthZigAoFAIFBKxAQVCAQCgVIiJqhAIBAIlBIxQQUCgUCglIgJKhAIBAKlRExQgUAgECglYoIKBAKBQCkRE1QgEAgESomYoAKBQCBQSsQEFQgEAoFSIiaoQCAQCJQSMUEFAoFAoJSICSoQCAQCpURMUIFAIBAoJWKCCgQCgUApERNUIBAIBEqJmKACgUAgUErEBBUIBAKBUiImqEAgEAiUEjFBBQKBQKCUiAkqEAgEAqVETFCBQCAQKCViggoEAoFAKRETVCAQCARKiZigAoFAIFBKxAQVCAQCgVIiJqhAIBAIlBIxQQUCgUCglIgJKhAIBAKlRExQgUAgECglYoIKBAKBQCkRE1QgEAgESomYoAKBQCBQSsQEFQgEAoFSIiaoQCAQCJQSMUEFAoFAoJSICSoQCAQCpURMUIFAIBAoJWKCCgQCgUApERNUIBAIBEqJmKACgUAgUEpUdnd3b3UfAoFAIBDIEAwqEAgEAqVETFCBQCAQKCViggoEAoFAKRETVCAQCARKiZigAoFAIFBKxAQVCAQCgVLi/wOGaHjzLwxzWgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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WTdC/1XFuWczW1lb6m8yF7fMVmJkEt7e355bz3tnZycx5i4uLiVFwF60mPvaRu3staMf+jMfj9LfNBdftdpMogXPh5Q18oaGBpWROJ06cSP3h2DlelYXzmmhQrs2pp+Y8MhV+poG3ZGG8NpPJpBCgC0zZlWaJ0PZ7vV6aW5X7c0yasZywjGthYSGZ7JipnebOTqeTAnV5TXu9XhJH8D2er1qt4jWveQ0A4POf/zwCNwfBoAKBQCBQSgSDCtx0kNFodmqbbbzVamU+J5UvE+rYtk5u9TdZp/tkMskylatsnAyHO+2lpaW0w6bfhdDdPXffygC5qx4Oh2lnTZbB73W73SQQ0bQ6r3/96wEAn/vc57J5vJlgYKnKwNkPSssvX76clT4n21O/oKYYsqmItD6UlZxrcC3nSRmSZThaxNDm/NNAYL2GZDT2Wo7H43TNea+sra0lxkRxBMexs7OTMd6rV6+mbO+WqakvjSXilcXfKl/jSx2xQAVuClZXV3HvvfcCmJm3NFee5rAD/IePLlDWme5leiCGw2FaALUyqhU2eIo9PuSWlpayYnqqYOODSJWGfJg988wzAID19fWUkJb94INyMBikv9UcxuNe9apXAQC++MUv4mbiIx/5CIC8wuxkMklmLfahXq8ns6VN/joajdJDWGPCeI25EPBhrlWL9brp+RWNRiNT/S0tLaX55HXSPnA+eZ7l5eXM7MdNUr/fT+3rgsPNBedAM09wTBzjhQsXUvtMWMxjdMFU9SjH+aY3vQnA9B5h3FnguREmvkAgEAiUEsGgAjcFzWYzZXgms6AsvFarFTJaA34UP1Gv1zMRgy2LABRNg5pfjX2wu/TdGFS3203f1TgcYLoL507cYwPKRGgCIotURmLz3KkDn7t67rRbrRY+85nPuPPzXKCJ9V3vehde/vKXA8gZ1HA4TGYt9kOl8JwXQsuva3YGMggyEZ1za1oF8lImBAUJikOHDqWxsP8UNahowzNDalFFfsbPeY0uX76cYuo4bg1XYBsc9/nz51O5DfbLy66u79l8gfV6PbFlnvPLX/6yOyeBYFCBQCAQKCmCQQWeF8gGlpaW0q6Su1Kymkql4ubbswxKfUCWQSm4Q9UdLs+lu1fLoAjN3UdmtLi4mPptxRhaB0gl0/a9er2ezs9dOnf+g8HA9Ytw98/3+P/W1laSLZMFPP7446looxdUzO9q5owvfelLAGYsj8GnlUolBZ3ye1pQ0DLeSqVSEKAQHCfHTeY1mUwyGb2KTSw6nU5i3GSdx48fTwIO259+v5+dW32dFy9eBIBC/kD2xytZr74nno/zzteNjY0sQ7v66myxRGVtmm3fFsZ8ofyPtwOCQQUCgUCglAgGFXhe4C5wz549WcCt+o2sestjN8qg2K62oTJxoJjNnLtWlfvakuMKu7Pt9Xppp2zTIHU6nUwC3W63s7Lo6ofgbpptbG1tZTn++v1+VkZd/SlWpv3QQw8Vyqfr/PT7/cxPtrW1hS984QsAptnUgWIePSrXiE6nk+adc8Hg5cXFxSzvXrPZTIyC4+Y8qYpSWRnbsMfXajWcPXsWAPDKV74yzQH9ZLyuOj/W79hqtRKrok+MUnFN1aQqRF4TjonQzOu8z8jsgBlzVAZrpfYei2+1Wpl1gPP00EMP4f/+7/8QmCEWqMDzAn/YfJABefLXyWSSSbd14fGShHpFA23MjRaqs+UwarVaVgBPF1A+FPigOXv2bHqY8SGqmSL4IFaRhH0AqxmMD2DNR2djZvr9fmZa0kXa9l9NZGp6Y59tjNbVq1fxv//7vwBmJkE9D8fE13379qVFjuZOmsMoqwZQyBDBRYKvmouPY+OrZtrgXB8+fDjNP82Q7M/Gxka61lqmnedh7jues9FopHatSEKzUmjslU1yS+zs7BTGwnHY68vrNRgMCvcjwfd0Ltgez63X5A1veAOAiJsiwsQXCAQCgVIiGFTgeYE77lqtlpWw0OKB1mGuJbg1swJQ3IEqg/JKgtvPFPOO10BgypZ7vV7q4969ewHMzE+Li4sFsQMw3aHbXbTusK0sXvP5qQnIBgCr2ccW21Npuw1W1jnQebRMUR34HJ+KNsheKDJQBmLNkZPJJF1zbZf9t2xPwwHIiChiuHDhQsaCL1++nI7j99jW9vZ2MuMpE+H15PfUxGbNbfV6PStZr9lNNK8gYQN62eb29nbGiJSVkcEqy2b7et3Yj9e97nUAgP/5n//BnYxgUIFAIBAoJYJBBZ4XuJO8fv16lmeNtXJqtVpKB0Snt8KWa69Wq66IwvqSlKVYH9du2dJV4q7+IBugq8G23B2rb4MsQ3PB2e9qVnDr1FdHv8qQORfWL6Kf23Hr+JRBWaGIl0FdUwyR0ZAZaV5Ce51Uum0zxqvfUVnJvNx6Fy9eTHNM+fu1a9fSHJC50C94/fr1lNuQ91utVstEFYRec2Wr1o+on1lm3+l0cOjQocJccL6Gw2EmUlGxj2ZEt2INZeAEfbrf+Z3fiX/5l3/BnYpgUIFAIBAoJYJBBZ4XuLu8ePFi2qEymPSBBx5Ix1BdRXWYLdcNFJVvXqCuZUeqEvRYlf2eyt+9NEia2giYqck6nU7a3arPhf4Or0aUl3CWLEATnnp+CNsf9Ttppm+gWGqdfdMd/LyaWOpX4dxpcCqhPizr99Js5tZ/5Pl++v1+5nfkfaEqu2effbYwr8Ds3uD8rq+vJ7+anscmudV7xfoi9T6wDMoeB0xZDVWHnCer/NQ5UD+cvmfBY1qtVvqb5yFjv1MRC1TgpmBtbS1lKWApgvvvvx/A9OHIIm72gazQBcTGAKnM3C5Gap7TB4Fn2uOrbUsfJlyg2Idut5v+1rgaHk+xwXg8znL8aXFCu0gMBoNCFgR9rVQqqW8qSrALsErLtdQF+zNPiOJl6Oj3+2kR5Rywr7qAqGnKLv56Xe38e/kXdVOixSmB6YPbZragSU1l3Xot+Z4NXWg2m1nckS6YHmyow549e5LZmuVROOeNRiObg/F4XBB18NwaGgAUQzQI3UCcPHkSAPDUU0/N7evtijDxBQKBQKCUCAYVeF5gITwAeNnLXgYAWZ0elXATapaz5iFPTu2ZaJQR2SwNg8EgYxv6Pa8ty37IThYXF7Ps3qPRKGNamv2BIgmV3nuOeC+4k+NW5sRz2l29Svlt8K7OuWVOKvNXibhlJcr2bK45ZbUW1Wo168doNHJNsPPaqlQqbnYG9tVmCm80GnNNps1mM7XFV4896X1hWWelUkkFDmmqVvbmZS6xYhAVX9iM9xsbGxmL3NraSr+nOxHBoAKBQCBQSgSDCtw0cKdHSa3mXdMdJOALG/TVq55r2YPuVDXLNdvge3ZnOxwOs3MrQ6Njmql36vV6YlBaj8imFhqNRmk3bHe9lUolG5MyIi8VlPWrqV/K81lZ1ql+NcveNE2Rx0psLSdlFJq3bp7zX9mQ+oVszrvnEq7YdEN6Le1n2p5XT0zTTnGebMCtN15lqWRQnkCD8PyIGkbA9pj9n0xc21RfG39Pr3jFKwDgjqrIGwtU4Kbg2LFj6cfOhzn/HwwGydSlD137wNZ4EG/Rss5lfRBY1Va73S5kjgCKsUC2/WazmT7XEg3AdIHlcRpnoyINts+FmA8bjvu5FiirkNOijfrwn3e8jkX/58PP5n+bTCaZoED7wzF56khd+G0ckcIz2VnRgyeq0A2INTmq6dHGdmmcFe8RNSPPM/9p/72NEY/b2dlJsVe8zjpWzyRoRSrALFMJr41mM7H5JjX/ohUO3QkIE18gEAgESolgUIGbglOnTuG+++4DMCvtwN3glStXsvITKkqwO+1Go7GriYYMjTvQer2eWA8ZwsLCQkHira9a9kEZgi0JThMYTX3a136/n5mrhsNhVqyRbSkj8uT0HoPy8u3NY52eKbTRaCRHvJYm4VzYUhOtVisza2mclS2joizYyxhvoX3cTfqvmScIex6FsiybD0+l8buFNtj7TTNPsP319fWsJIuOzZpA1QypTJ0MilC2bTOKAMVs7QBSIUuGbtzOCAYVCAQCgVIiGFTgpoFBrI899hiAmb+m0+m4he1s7jK14VufAJD7Ueg8rlaraWerGcgtg9I6UjZzusdAlHF5DIHv8Zy9Xi9lQaADnLvwpaWlAnthW5aF6XlssOk8ibbtt0rJOcdetm7r2+h0Oqk/ZF5sa319vVBcEJhmU2AbVlQxGAxc/5T1JanowQsfsPeBLSZpYeXxhJdRX2HnWNmhBljbHH86r17xQ+tXW15eTteEvw/eu1okkW3UarVCLkDtz52AYFCBQCAQKCWCQQVuGuh/IXNhvZ6XvexladdI38zCwkJK8cLPdOfJ97hr1LQ3BHfEZ86cSefct28fAGBlZSXtUL2M256t35M56/ftua1vS1MXWTWZMi6iWq2mMXtyaq3kCkx39bZ+kfqFrOzdsjM7Ng1iBaasifNOP4kqGbXkOcerSk320Y7XY1CeCnG3/IhW/efl0bN9Yz94Pi/bu5fXkd/TTPScC6vK0+/bCsLqM2T7S0tL6V6196dec2I8HifrA1kt0yY98MADyVpxuyIWqMDzwkMPPQRgagKyD1mV+Noihp1OJ+Xu27NnD4DZD3A0GqUHpC5i/C5/4JT8fvWrX03t33333QCmJcppcrTl17e2tjKJspcJQB35NoZGHySaA88+SPlgUgmxV5LCyuT1AclFent7O53ffk8ftoRmi/AWU/uQ1VgqQhdAmi05tlarlY7nHGgyXWs+9WTp3oJAePFN3qKk37NzrGOz5kEvKbGGDGi/2eY8cYouUJo8WBPBAtP7mIIextt5GVG0fbvI2UwttzPCxBcIBAKBUiIYVODrxmte85okjfUyCVg5su6cdYdod4b6PbIrZo/eu3dvMj9x56n5yribPHbsGIAp8/ra174GoCj1BvzAYXXSWxah5iHd8Vt2ojJtK1Hu9XqZfFqDMMny1ORnA5IVVjKtMnnd1dvro8IPO15lXJxjNalxvlWybvum5Ty88XplRfhqGYseT3gy8xsJEvYywbOfAG7o3JqZw2bt0LAAZeDWqjAYDBKD4jX3hDr6ni0D4xWyvF0RDCoQCAQCpUQwqMBzgjnAKOvW8tbc8bfb7SyVjO5YrU9GZbnW/u8F6tbr9fQ5ZbkMoN3Y2Eg+qwMHDgCY2ulttmgykmvXrmU+Cg289WTdVrDgydLt30DRWa9iB7bPc9DxrWzSBpsqyyC0j54k2zI/3X1zvOyXlpnXFE1sUzOz83uWlWjWd4+VkDXYDPY7OzsZ69Tv7sak9Dye+ILwmKjH8ggvmNjLacj/rZ9SGZRmjicTtf1Xpq6fcU7pj2VqJCt5vx0RC1TAxX333Vd4cCkqlUpy1HIR2LNnT1a+QWOf+J6a1GwsDB9M7XY7U6JVKpXUBhcoqgTX19dTBVL2R3Ov2Xirer2e2tWHuRUNeI54/Z4VKmgSWptTrdFoZA/nWq2WPcBUBOGZjAjPXOXFOs0ryFev1wvXDpgqzNgfzrE+pK3AgfOq72nRR08kwYeqVf31er304OZirUo9z7S3W15CD3aB0mtulZreuTVbhNcXew1Ho5G74Fuhiyfy0LFx88VCoBT/cJ5uZ4SJLxAIBAKlRDCoQAEsL61mNo9B2XLVGiNjBRTb29tpt2edzMBM7EB2oqUquNtcW1tLx3kMimyNUuirV69mDEoznRPc9TYajYxV6Q7XOveVhWkxPZvhXM153EV7JlC7+67X64X4G2C6C7fZJVRsYFmV50zXnHC8Zowd27t3bzoXHflqilMTLDC95l62BfbHM/GxPTs/m5ub6W+V8luG6Un/PTZp2YmynxuJwVJ4x1uBjFdexI6dn9mQC4/F6dwdOnQIwCw2jff/6dOn5/b5dkEwqEAgEAiUEsGgAgCA+++/H0AxB9iNBK6SjayurmZBiWfOnAEwZVDW9zCZTNJOkIyLbOzAgQNpN8kCcWtra4lRkI3RWaxsRlmb9YuwzU6nk8bGtprNZiZKUOZoA0BV1q07392c+rZsucKrhUQoS+H7ZLDqB7MOfJWxWwl6s9lM803/3erqaqHgo/ZVryF9VysrK5nww7tHVPxgy66rP8aGA2hmBcvGdJzePFoWrLWlVJsDJ5IAACAASURBVODgiSO0HfuZvQ+8ulbaZyv28Xyvyq4s26/VarjnnnsKY6EP6k5AMKhAIBAIlBLBoAI4ePBgYj181R2/rWoK+H4Uu7vUPG42R12/30/t2/LoKkd+5plnAADnz5/PdtH8/uLiYvr7C1/4AoCpX8ueU3fQNgeeMkZbf2c8HmeSXi+QU1V5tq6St9v3ZOA6d+y/Vta1x6tE3wsitf4N9XvYPHSaYd76ftbW1tIcMIh6dXW1kJ5Kj9fUQvys3+9nuQTVL0dGzT6qX4pQX+BuNbFsIO282lK23x70vrNMdDcWremP9Dp53wGm96fec8DU73T8+HEAwOc+9zkAsxx+dwJigbqDce+99wKYPmjoMOcPQ006dsHR47xcZzY5a7/fzyTKauqw5q1ut5u+S0fws88+m4kY+KNfXl5OTv0vf/nLAIoiAx6nZQqshL5arWaxOWqesSagZrOZLUbVajUbp7562Q2sA14XU2uiVJOXzRDR7/cz82K9Xp8bm+YV02u1WmmDwvnhPaCy8dXVVQDThWpesluFblTYb7ZPs97169eTwEVLrBPe/TYvcasdp77a4+y9Pa+Mh4U1A3uZUYBZ7KAmDeZ9SNGPLlhsj/N+9913p+/SZG7Lzd/OCBNfIBAIBEqJYFB3IF772tcCAO666y4AU1ECd5V0wK6trWWOYDUTWZY0GAwypsJdoJo1dGdrd6vcKWrAKHeZmknaZnqo1+vJVHTx4kUAxR0/29VdPs2Kau6xudH0+zRlkWF0Op0sMHlzczOThquJypp0vGwIupveLRjXE65YdqWs1mbC6Pf7WbYILYFic/ItLy+nOSODIjvQsSljs33UwFWVzgPTa0gWz/5cvnzZDZa147VhEArLsux78wKB9TMP1jyqhQV5j4xGo8QKOWea75AmTf7mGo1GIewBmIYA8DfAsIrdCi/ebggGFQgEAoFSIhjUbQrWaeIOuFKppB0vA//IpFZWVtJuThmRZQFelmzu/sbjcdr12SBPdch7O1b+TQd9q9VKtZ6sUIPnB4pMxyuPblPyqGNec8ax/Xn1dTSvH3fEfAVmc3zt2rWCzJ3n4hhtIOpoNMpYJI/XVEfenHmiBB0LYb/LazQYDJL/h9fw8uXLWc0hzt3y8nJiAcx32Gg0MiatDMn66HReKH5hPkX1D7KvrVYry+DtFffzcvF59aMsy1O/4I0E73o5F5VBKbsGpteS9wmz7Gu/eb/x96J+TS0E+cQTTxTm6kZTO90OiAXqJQyKHLjw6EOXDwL9AVqlEr+3srKSHuaqIrLJO1WRxIVDq+jyc5q5VHHlJTLlYnL06FEAs4wGV65cSe2qUMM+sPXh7qnmVHShY9va2kptsK+arJSvWniOY2Peun379qX31ETDBwwXWHXga2JUzqs6z3Vs1Wo1i9+q1+vZQ9Mz8elD3CsJws+4QPHB1+1203E09WlVXrsYafyZV5FWFxq2df78eQCzGDa+aiYMjrvb7aa58jJVeAo/L16K/bOL6G6mQZ1PwlugdKGymSG8kiydTifNlWYZYX/sb3RzczMtYFTvnT17dm6/bzeEiS8QCAQCpUQwqJcojh8/nu3w1KTixXVYKa0yHGtqUoetvgcU40fIcLTEtxUnaDE3jVkhg2OkPM05zz77bNpZc5fZaDSycuoqj/bisqy5iv1vtVppZ06TGl+1Dc2mYM1VKpzgDrdaraYxsP86B15Zdx5vTZnKXFS8YTM8aByR3dV7O35rZgRmO3KV0/NzXiOV7WtpEGVk7Af/t+bF8Xic+kuTss67lm4BpvFt9vooy50nuedcAcXyKDarw275+eYJJDzmxL7r74PH0PxLk+ZgMMhix3QOrbl7NBolcQTn7E5CMKhAIBAIlBLBoF4ieNWrXgWgmPvLRst75baVLc0LbNTMCspEtBYTUCxHbn0+Wv7b7kbVn6IMivVtjhw5AmDKnIBpQKINRmw2m1kgLfujvgoyEfV72bo5WpNHX63PROfVqxdkhRYqDbf+iEqlkmU80KKNdkeuxQO1vpaKHHS8uuNXBjhPaKH+KbK9arWaBZEya8R4PE5M1IoB+Lm2r4xOxTZkFLwmOkbLjD2GowKZ3QLJvUzn9h7U+bHQz5S12v7o9Wb76i+j34jz2W63M6ZFRqU+KPpjFxcX8dhjjwEIBhUIBAKBQGkQDOolgAcffDBT2ekOz+aJU3u45tGz/gvu7lqtVtr1qSzaMihVlXmqOauKUrWdV/uGgZnciXNXvb29nfqhZdi9GkvA1E/C/pNtNBqNdE62pWzS5hdUxmJZh1bn1T5Y1Zzu+D225MEqJb3+aEonq5TUiq2WIT9XVV5+l/fB9vZ28qdR2cdrdO7cuZRZnjLzo0ePpr95DVXpabPDD4fDxAL4SmahPkz9ns0W7vlWvbpdnm/Jhifo9bIMUH1Wqjy15yTmhRHwb1XV2oq6ZFDtdjvdS7QuVKvVdH3IdO8kxAJVQtx9990AUIjL8Uxq9qGpTmCb00sluXwoMM/d5uZm+vFR3u0lQ/Ukx2pKtKYLlfN6Dys+/OiI18XROuvVKW4d4DpP2i8VcOhxg8EgSyTrJXrV/vN4zg+AJJnmA2Q4HGZmOX3g2Q2CN1eECkvY771796aFgP2huU0LOvJhuFtsj5o5KTcfj8fpOvGa8HxLS0vYv38/AKTXc+fOZSECmnvO5k4cDAbJjEvHv8bR2Wwdalq90c3AjYgddnvPk/mrOGde+3pNvVgwDWvgmD2zMeebv43z588ns+idiDDxBQKBQKCUCAZVElSr1RQcac0Tu5kW9D1lUF4b3DEziJSM5erVq+m7mnnCSrc9B763o+XOU2Xd1mE+mUzSLpGOeGUdNpC20WhkY9ISIVYmr21YM5qWrZgnMwaKplPOlZYoJ9Q0aDNxe7JoZTHzMkKopJzMYt++fVnWee64VSKuwgmbKUHNVV7pCLIvK1Kp1WqJcbP0+KVLlxJ7JOvntex0OpnJt9frpawIp06dKsxju93OrsVoNHLl68RzmU8VXhCv3rP2OuhvSDGPQWnohYpCrOlWy8AQvI/r9XoKBGc/rly5gieffPI5x3e7IhhUIBAIBEqJYFC3GMzVtbOzk+3OdkutolAhAVDMMaY7eBugy92r+kdUgKApbfQ8urvUHaQXoAsUA2OVbZCV0DFPNrCxseFm5rZOa/WTWF9ArVbL0sxYh7j2v1KpFII6Layz+8qVK1neNI7VzouOQ/s/Go0S27FsdTgcFnbzfM/m1CO7WlhYcGXI8+4pj/FqOiY7P+yvzsGlS5dSQCmPoz+r2Wxmvp7Nzc3EnOi/02ujqaXY5jxxhH5mfZP6t3ctda699FD8bDcLhmVvKysrSTDC+Tl9+nTBx8bPaKXgfcP2tWCkTSV2pyIWqFuEN7zhDQBmN/jZs2ezeKPdFgR9wNgFyovi1wXEM1PY/Hbj8TjLqOCpw7RfmtnBjsOayJrNppsLjn3w4rjUxKjnaTabbqE5a9rzHmD6sLL55HT8VmHmzctgMMje8x6wmgDVbiR08bIPz+vXr2clQfi99fX11LcTJ04AmC4IfBhq2RLbf08Zahd3NWFprBSVZbwWnOtWq5WZHK9fv56yVvDas8/D4TC1qw/uG1mgCM2IYjdVak71Fp7dsNsCxfPt27cPDz74YGFsGxsbafOl13leccdOp5PmUQs53skIE18gEAgESolgULcIzESuElxbQE5NL3Y3raYY7iTV+Wodx7tFzU8mk8xkof3wzIs2PkU/88QJ1gldr9fT7pC7RWVelhENh8OMKRLNZjOVgtCYnnlik0qlkmXO0EzhnjjE7py9+Brd0dsMEbpb1rnz5M08xhZEvHTpUjZ2CmvW1taSeOGBBx4AMJWBk7HYTN6eyVTH5Mm7bVjD1tZWYggqDQeKMT28r9fX17OsHmoOtqyw3+9n2SL0GGsCVUuDZYfaBqH3vS21Uq/XE6PXzCU2+zzZ8MGDB3H//fcDmJnlHnvssXS9vN8CwT4uLS2lftOqYGMc7zQEgwoEAoFAKREM6hbg5S9/eXKocgd37ty5bLdt68YARQZlfSYqc7VBhq1WKwuWJdTftJtdXlkNd3Zqi7fBtSoQsO/p37bWjxfhr0GSfOXOvNvtpvlktgO13dvvNZvNzE+2uLiYmAq/q0HCln3qeDXDhmVCGvRrx+TJnL3cicoiLFtj//v9fmJQ9EENh0O37hL7Z1m2hhbMmzs7Jvq22D7HsbOzk4kqtra20hxzHGQkWnRSs5pYBmFZrvZHGZQGtLOvnl+Q82cZVKvVSgImT8jBtijsWVlZyZj36upqui/pC7x+/Xo2x2xzz5496bfOQGbPt3onIRhUIBAIBEqJYFC3ALr7vpEARP1M/RK0fxPqZ/CUaNyNecGh1laux1u/hyeB1h2wJ1X23rP9UMbilee2KYg0/54q+viZ9Y/xs3a7naWUOXDgQJIEkxXwPP1+382YbVWOei4Plp16fju95jY3oDI0vseduTIEjnN5ebmQKdv22atfZBWPHqPW/qh/CUBBiWeZfb/fL/j8gKKk3GaY397ezlJSKfvZzUdqman+JpRxaTC5fra4uFjI5M4x8TjOD++j5eXljL0dOnQok9+vra1lVYvJfPfv358yl9OX+qUvfQl3MmKBugVQ04LGB3m52oD5EnHrONbPvAXEtq/ft6UCvDgZzTNnzZFeEk8VAFizpcp+CS2nYc1+zWYzkz7z+LW1NTdWy0sAyvHwQUMzDnPKAbMsBzy+3++7mTBs3JQ+NG22AH3Qa7JQ++DVa2Qfzp7cmbFPw+EwjYnxYYuLi+lvLlQ0t3miBG3XW6DstR6NRlnGDC5YWn5Fz2OvhZp5bXaSfr/vJmWd11eFt0B5ogrdtOhnOne8p1QGbrOZLCwsFL4LTAtx8v6imGRjYyN9lwlheczGxgYuXrxY6PedjjDxBQKBQKCUCAb1IuLQoUMAps5Qmg9oVlITjTWreOxHzWBemYLdzB6e7Jq7P9212xIZdFgrO9BdtZe9gq/coXInv7Ozk9qjmYpswCtep4xITW/8Pneh1hyp/VC2wp0/z3358uVk2vN25HZ3r8ISz1RnSyrUarWsyKBK2+311aBfxW7hBtZkdPHixWSC4vyrScvu0nVM1uSrLFj7Ys20Kp6xAgQ1bRP6fcs+J5OJa4YkbDC3l13CMzurOdgWX+Q86W9UzcFWZq7mQisc6na7BXMr+8Fz3HPPPYW2PvvZzyaJ+p0ujiCCQQUCgUCglAgG9SKC7OHVr351qqnDnd3x48ezMtga1OilLuLuU/0uegzgpyfy/AzWL6V+L+v7UShLmldPaTKZpHpB6gvhTpmSWjKo7e3tQvn6eXPA729sbGSCEd2RW/+Y+k44xgsXLmTveRJ6wpPC65xpLSm2sVuZdk1/xD7asIB5OQTZZ7ZPP8alS5fSnFoZe6PRyOZTx+4FGtvr66W88hiOnseKSPSesveZ5yfzzq3wQi74vmUlyvJ4X5KJr66uJiZK9rO0tJT5jjVfpVeXjeyLr9VqNV1rvpK5X758GZ/5zGeyMd3JiAXqRQRT6b/61a9ONzrNCCdOnEhKHz6kmFBzOBxmBfBarVYWy6NxR54owS5MakLyHlaEV1iN0Ie4NfeoCdI6ocfjcXKo2x+7mjs9U4ddoNbX19N7jMep1WrZoqUmJFsGQc2o3qt1+KsJTtWHfBB5fbXmPM9MqHNtxSketE0qv1ie4cyZM2nxp5Nek9Pah7ie2y44mlh1N8WpbpK8a2fn0VOBWnGO9o2fNRqNuTntnmtMXn/4W6LAYXFxMS1MzFKyZ8+edDx/q7qJtCa+TqeT7gf9rdqx8/7n7z0wQ5j4AoFAIFBKBIN6EaG7M4Ksqt1up90YzTLcpa2vrye2QXS73SSDtZkV1Lyl2ZwJu+sdj8eZrJvv6/H6atmA7pa9LNO29PxoNMry+SnzshJuNZ/x3Nx5rq2tZaasbrdbyMOm0Cwcek7LFNVUY8+tDEqL+3HHPM+8qO0qy7CmKe966XH2/0qlkrJosD+bm5tJhKPxUoAft6ZiGRVyAEWZv8Yr2eu/W1b53Vh8s9nM4r7q9Xp2b6iJ8kZNzzyPJ53nPcLfEk183W43/U5p/ltZWUljJyNVszTnnd+r1+uJxfN+XlhYyJgof/e8foEZgkEFAoFAoJQIBvUiQpkOd2W60+Yui7tX3WVaNrO0tJR2ezxenbS60yRsG55/xIPHpCwL80QDOm4buDoYDFyxAL9vaw95EmLOV6/Xy2oJLS0tFXLkAUXRhndOzxEPFLOre1kIdD5tIKcGH1smqkzX+plUBLBbMLQnY1f/CHf11s+nLJjXQcuu8zhlAF6grmVMz+Xzse/ZnHyKer2ezYtmxLD3m47JXl/N02evL4Aso0Sz2Uy/Ub7X7XYTE+U5+f+lS5eSBYPiCs2OwTne3t5O57WhJn/3d3+XzcGdjmBQgUAgECglgkG9iPj0pz8NAPjRH/1RN2jWKpxUpeQxFgvdTdtszh5D0rx+WumWbc2rj6TveT4cL52NzWa+s7OTybo1V6CX/dxKpQmVQO+mNPMYoO7Cbft8bbfbGVtqNBppbslk9RpqVm+gKJ1XVjUvvZWXQd3LP6fXxLLO0Wg0tyKttuH9b2Xy7XY7q0+l6kYbyKz9suxToTWj1JfH4217+hvxrrV977nUoDwnWQy/t7W1lf5mSqJut1vI/wjMfFFnzpwppC0DikpVrUJMPyWZFms/BXLEAnULoFkRPGc4FwkvJkl/7Paho6W77QKlmR4IdXqrM9zC66t98GlyU7ugTSaTrOS75kZjv9QcabMoqHTemtHUPEd4ZjzNkmA3A/rAsw81NeepLJn94KtuJNgWnej1ej17gKnwxcvcYB/onrzfi1PyCiLutkB5+Rq9+2A3s5kVLKiEXhcHrwwJX23BTk9yTwyHwyxUQDcZ9nsaBqFtMAaJEm8uOEtLS+l6qXCF7dnsJ5ubm8mMx8VuPB6nz9WMyhIc7PeZM2cQ8BEmvkAgEAiUEsGgbhHsjrbT6aSdI3dulL72er2s3LaKBmz+NI9BKWMhdLdrd9rqcCa8LBa7lS9XcxeltN45rSRe2Ym2YbNL0IHf7/d3lTnbXbvHoPS7tv/6t7Zly5FoZgJ7Ti/LhJbPsEG5XnmIRqPhmv3YvhWdeMIPZSeWNSuDsudRRrpb8K5nelTY91Wybk2+w+FwrqlaGZQ1bXKugNlv6MCBA1kuSW2DjIgCk2vXrmUmR2CWVYLH66vHkDm3DKJeXFxM14RtfeADH3DnKhAMKhAIBAIlRTCoWwD1L/B1YWEh7by4+2O+vmazmXZb3IlpLjvC818oC7A2e8+5bAMibb+9c/F13m5dfQNedmzumMmIlpaWUrCj9sPLBQdMd8Q8ng7oer0+l20oE/GEE4THfrzy7spMvb7xeHtOHZuXd88yRg10tfWXlGHauQZmc6uiAxss64UkeOIaHaP163g5+bx7xMuZ5wldrI/LE+WoIIWMha8MhD969Gjm++v3++lvmwdT/aaXL19O46VPib4r+qzW1tay91qtVnZv79mzp/B3YHfEAnULcP369aQM4kOq0+kkEwTjL7Sgmc0EsLm5mS04am5jW/rQsdkcFJ7CithNAaiv/NuW6dAHmffwsUXjNA8aTX31ej0zc+rDzhYs9PqtpjtPEDEv7mg8HmcmRB2vLgQ2G4LOtRe3Y+dTqwXbzYKX0ULLXPC7nDP9LufFK0ipsT92bnm8mpl3K6bnZRvx7hFvMfWELrZ6sn7Pa8veU8yjd+TIkXQ8F6Pt7e1Cthb9TFWFLIGxs7OT/uY5mftRqy6r0s9uMjY2NlLZHf6m3/3udwMAPvGJT8yd1zsVYeILBAKBQCkRDOoW4Nq1a6n8hBenxPfo4G2322lH+OyzzwKY7tKsUEGd5J5wQh3wfI+vKscl5rGqG83EoOxkt5x01iyjMUYqTpjHcLSsgSert33V+BoVTswzCXq7ey0F4Qk5djP/ef9bFqyiFi17b01j3vFe0UmvkCOhc2dDBZRRWfPcc5n4LNvz8i965j87J/P6b+fHyyShpWtoUmPcmmZ04b1HRtTr9TLhxJUrVzJhCRlXv9/PxuTdN8PhMP2uaS6MLObzEQwqEAgEAqVEMKhbgK2trbSzU8ZiRQO6w7b2bd2deXZ625aWF1fWwP+9AnXzpMJ6nCemUNbGYz3nuZWXc1dar9ddBjVvtz4ej7PME7qDt686Xp0fK3DQXbj1zSjLI5QFePkIvb8tC9BraNmY+uHsq/q6vFABK8lWmbmXncHzb1r5vcek9b6wQhEV9VifXrPZzIo29nq9rD96HstSdf45TvU30ffDHHjj8TixKZvNvN1uJ3ZFYdL169eTX4pzp2PzpPyerJ7+VbK1s2fPIuAjGFQgEAgESolgULcA6j/SYFu7Q1U249nurb1d2YPHWAgvn5sNUvVk14SyK23Dsirtv1X26d9kTrqT91IRWb+Rl1aH8IJsvXN7c+BJ0G1OuHa7neWhU9bk1XXyqudyh29ZhufT8/xSyoysclDrKRFeYLXnw7Fzt1uIgR0nz23rZWn9KKu6XF5eTvcBZdqazsvK6z3JujdO+pE0Bx79v1qnjKyGr91uN7Ep1mkaDoeFIF+dO82TSFWkslSda7b7xBNPAJilRgrkiAXqFqDf76cfhha4mxeNPxqNsqSTukB5P1T7wN7NXOfFMHl537R9LxPDPAk0kC9C+rdNxOqVuFehxW6yd11IrExbx2FNk55T37Y9by70s3n58zyT6WAwSLEzHK+3IGhmBW8xBHwTpUrnPVk3z+GV4LBmUT3fbrFRXr89sYkm4gWmMX/8LXjZIrywBtsPje3SJLTA1JzGv22WCWAW2qFFRfk3+3D58uVklvNMrdZUPRqN0vjY76WlpdRHm/8vkCNMfIFAIBAoJYJB3QJ86EMfwu/8zu8AKMqi7Q5e5csaEAgUGYI1I+hOXsUYXr49/V/PuRu8HbTCC0jlrlL7YzOE686ZjELbsv3WXHhWmNFoNLJ51N213d3rnM0L8NW/1aSmYoZ50nYvb52Ok6/KJu210CKPXvkJr/y6zZJOqElKA6DnhQp4Em793DM32888K4Heu/Z6NRqNjBF5JkqvjyovB6amPv7tBUqzHzTPLSwspLmmPH15eTlllbCZzkejUSHgGZheLw2aBoC77767IFsP7I5gUIFAIBAoJYJB3SL8yq/8CgDg0UcfBVDckVs/wPb2drJT62c8nnZuvtbr9fQ3MR7nxdNsYKeF3aHq+3aH7QXial+9wEwLlc1z9+oxABt8qpJmr9S9J3u3rFOd+vNYAVBkS4RKsufJzFXkoXMx75wq2tBz29L2yqCs8EBZoe2Xx7L7/X7BH2XHy755qZHsPaXHe+IUe700VIBoNBrZfUy/0M7OTvLf8b7WObfj0LF5fjLOmfrByJIoqti/f3/GoJTp27nWUAT6uA4cOJBEEZ/85CcR2B2xQN1iPPLIIwCAj370o9mPl6+9Xi/9CNUMyON586vCjGYJHrOxsZHFbuiCYH+o1Wo1/c3juEhqPJL+KOeVavAezqqMsw9PXXwJHa9nyrIxVV6mh90e/l4mCV14vMwc81SOCu2zt7jNg5rsdlNWqrnTxhZ5C4Mmu7W5DTWWRxcO2xYrwa6uruLChQsAZjE9unGxCjydMysY0dIaqu7kgmGzjmxubmZtaO47q1Dc3t5OlWsvXryY+kDVnmYx4Wc2j97Vq1dTzBLNc949q2ZsLrDHjh0DMBVJPP744wjcGMLEFwgEAoFSIhhUSeCZzdSU5Ul2CWvWWlxcTFmcdRc+L6vAZDLJMoo3Go1MZvvYY48BQKGQ226ZrdUEZ81l4/HYjSXh+C178GKjtC27+1ZG4cnH7fGaFcLKr71s5t449XObRcGTRatp0mOdnpDDsgZlJHacuzE1L5vFYDBI94GV7SvDPHz4MIApkyKrpuNf21XzqY4LyLOfbG9vZ/n/KpVKuh/JpHhP1uv1dB8qA7SmZJ5nfX0dp06dKrQxGAxw9OhRALPsEloMk+1zTg4cOJB+Vzb7gxfGUavVEts8ceIEgCkLe+aZZ7JjAz6CQQUCgUCglAgGVRK8973vxUc/+lEAecaBdrs9N0eavqe+Fo+VeL4YYLpr5K6SNvlOp5MKJjIa/6tf/Wo6p5eFwELt+nZH7km3dwvEVZ+Yx6Cs78QryOc5x1WcME/4MR6PM0m8MiL1+czz4XjsrdVqJWbgBVbvxpZtX+fVs9otowixW3C2Svnp61TZNfvP+dH707ahIhKyHn7W7/czQUy9Xk8Zv71+HThwAMDMB3vx4sXkC7OZ+yluAIo1xni/M2hXg215HNtYXV3FPffcA2Dmj6VveHNzM7u3q9Vqyv935MgRAMCXv/xl/OM//iMCN4ZgUIFAIBAoJYJBlQg/9mM/BgD4y7/8SwDF3ZzN+6Y7VE8NZ1mV5xtQdmWl2+12O+2OGeDoZV7X3a6VFSuD0lpV/J6XgggopgCij6LT6WQMyvPNqHLP+oN0fuxuXftjfTieBN3zOShL5XH0Yyib0VQ4VimmAan6XfbHKhOJeTJ/y/I8eCzLzmer1UrMiWx7aWkpsWzeI7xuqsrz/I52bP1+P1PqtVqt7L4kq1laWkr+IN4j3W4XX/va11J7QHE+yXqo4tP+c2waqmGl/Pv27UsMilJx5ulTBsXXRqOR2uccRObyrw+xQJUQNKnRdFGv15OpgD+ajY2NzLzmJdL0HkxeTIx9EGgcER8A+lC3D0TPLOfFKSnsQ18fVrZkfaVSSQsmHyL6ELWLkCfe0IXHW7SsWU77afvqxb14sT+6oHiZEqyJT5PGcg60H1bcoeP14o68DBJ2DjyhhRXetNvtZA6j43/fvn3pQc1X9kFl4Dqvdo711SunwoWMCxv7c/jwYdx///2FORuNRkn2tl/PNQAAG2ZJREFUbjc9GkNGM+CZM2fSwkQTHBc9L1tGt9vFXXfdBQDpPLZEiI6p2+3i4MGDAGYmwY9//OMI3DjCxBcIBAKBUiIYVAnxcz/3cwCAP/3TPwUwNW/dfffdAGZy2K2trWwXyuBBZSDcga6vryeHrmVemt1bS1rPk7bPYyfW7Kel5a0ZSRmVbdcLIq3Vamm36wkFPAblSdv5v83LpsdZB7uyJU8WvptYQxmpnTcvuFazsdsxqdTeilQ027vOrXXc6zi8vHi2iKEeb99rtVqF8hTA7HptbGxkwc0q3rHXRvPo6X1gTYIUTWxtbaXj2YcDBw4k86NnrmUbFEwMBoNkgvOyqXAsfG21WplQhGzy4MGDabzsA1kZAJw+fTprP/DcCAYVCAQCgVIiGFSJ8VM/9VMAgA9/+MPJV2GzNAMzqatKarVsNjBlUDY/GV83NzeTXV7zrPF4+hd4Ts0bSHiycX5fs1Kr38tz7PMY+5n6ZDTXGVBkG7oTnscA1Uen45gXOFyv1wtskK+eHN1K+C2Tsp9ZBqW+H+s/9GTgnnxcr4WdRz2P7av6uCy0JhnrGLVarST15rUhO1leXk7Xgsyl1+sV7jnbP8ugBoNBaoPiC2UpZ86cAQCcPHkSwJTFMKUQ23/66acBFIs9qpCD971lULVaLQUfc9xHjhxJ9xwtGRoQr/n2OAcMDv7N3/xNd14DuyMWqBLjgx/8IIDpD9Y+6LrdbnqPixdNHRsbG+7DQSutAkWTFh8cTIzZbreTQomR7/zRa6VQNTGxH54J0Isx2i3uyX7W7/fTAskHBmFLGszrgy48di5Go5FbJJGvdtHSxUM/s8IGdeBbM6EKFeyC5plYvdx6uy1Qu8V9qUlNzZL2nOr8v3btGgCkh+7Bgwfxspe9DAAy09fGxkYS+6jCj5sdKum4COh5CJ1Pu+FqNpvJvHbvvfcCAA4dOpQWKJq7uZjq/a8bCvbx2WefBYBU7fbw4cNpvLzvT5w4keaH46Vo4uDBg6k/FDSdO3cOv/RLv5SNK3DjCBNfIBAIBEqJYFAlBneP3W5312h/vqcCCu76uOOs1+sZq9Cy2DZuqtvtppgNOniVDXhR/3QOW9GDZpLQOC6v4BxfLYPS8grckaugwyvncSO56bwSH5750vbVM6MpM7PCDGVQ+mrnUdu3GbY1AzzhZcLQfj1X3JaFnSstGMj5Z7+AmTmL9x5ZxPr6emJLvBfX19fTeMlc+Kr9UUZsY4vURKjfBaYWBIqJyPLYV73/9ZrQxEcGRQbY6XTSfcb+7+zspPZsdYEDBw5koSDvete7EHh+CAYVCAQCgVIiGFSJwaKGHphtApjt4mg/Vwk6AwlbrZYrcwaKUfMqi7aMRXfrdjfabDaz7OdkXK1WK/Pv6O5emRBhWVitVsskx9xpq6DAE17ME2No++oDsXLznZ2dGwrU1WBTT+LuZWi3DErHQZ+i1hmyEniPkerYrGxcmYhlVbvV9NJAV7axubmZ/JT8nrINvkffpAbekhXqPNlsEV42DWJtbS35r7QQIc+l9xL7Z6/JZDLJGBQZYKfTyc6t4Q8cpwYO0y/1lre8BYGbg2BQgUAgECglgkG9RPG+970PH/7whwHk5aoXFxfT7o8sqNVqZTJtTW/EHSd3vdvb25kPRHeqnj9Lg0x5TmDqz+J3lanwOM29xv7ZtlQWzbbog+j1epk8ulqtpvZsTj7NmafScsuIPJ/bPIah86BtqHTaysa1H3bHPx6P03s8V6/XywKwdwtMVnUmfSb8TM/nZWj3Kt6yLTLqtbW15Gdie0zps7W15faR7TIFEOf4/Pnzbuore99wfre2tpLPh6jX61lWcr2PvHpcPBf7zaq7+/btS8ezzUqlkvpBBsXPjhw5kpSDgZuHWKBewnj/+98PAHj00UcBzB40i4uL7g/bmpOIWq2WPYD7/X6WCUAfOFaOvL29nRYMLWcAFEt384GmedkIfUDZnHMqnLBjm0wmWXn6arWaJfvURUmTgnK88xaoWq2WLeDzigfaBYpQk6YuINb0pt+zEnRPbOLFf+miqOZBYLaQqEmQ76lQxD7M9XiNraMUm+Ytmsx2dnayBaparaZ5p5iBbV27di0zt2rsklduRsMeOD9cMDgmK/vXOdN7igsUx7O9vZ1MrBROVCqVQlYJYGZCv379Or7t274tO1fg+SFMfIFAIBAoJYJB3QZ45JFHAMyEE91uNwtKrFaraUdozWGVSiXtZLnrPXPmTHJCe2YtW+pja2srMSh7fKvVcnfk84rXAXlhRj23ZhrgsRyTZssgq7LjHQwGaS64A1anvhUgaLFEFR14pkO741dhhBV+KKvy2APBY7QMic2r6LHayWSSBWwri7YmVhVheBklLMNcW1tLmRqs/HoymWQsr9PpJDk6A8IZsKsy8N0YFF/VZM3sFWqyY46948ePAwC+9rWvuSZWnosMiq/j8TiJfsjKtD8cB/v8xS9+MZuvwPNHMKhAIBAIlBLBoG4jvO997wMAfOQjH8kCP1utVlYwjxiNRimdER29ly5dSv4i9YEARZ8V29R8e4R+ZhmUBrXaDODqy1EGZTOcE8pOdMdthRw8n36fzGIwGLjCCbZlxQya+dvLQ0jomDTole9ZAYpK9G3KpX6/nxiUF1RsA4FVmm/ZVb/fz1ihSsktC9bAZxU2cP6soENzFSq7InNiSARfDx06lNgXmfhwOMzmk+NZXl5OPiimM1KfGwOImVH89OnTmbTdywPIeR0MBtn8KFNn+4899hgA4Gd/9mcRuPmIBeo2xHvf+1782Z/9GQAUlGw2zoQ/wOFwiMcffxzALB5E86DZOCWvPMfy8nKhwCIwc5y3Wq0sUwXPq1ChhhUN6Htsg+PwFiO+70HbUmUjz2WL5KlgRMUVNvZKsznYDA7VajUTOOg1sWPT8XDex+NxUtDZAn71et3NVOHFRnGMdlH3Sk5o/6xQ4cKFC0n1xn5zfhqNRvqb98HCwkIaC01kXKDuvffeTLDw2GOPpQXZE514pUd4TzBHHgUOjUYjzRWvrwd+tr29nZUvUSUgN3I0rwdeGISJLxAIBAKlRDCo2xQ/+ZM/CQD40Ic+BMCXRav5jLtdlRJ7Be1sW9yV7t27t1AmHkAhqp87YUJNdtb5rjJzotFouCUveLzdYXvt67itYEEL8lnMyxoxT/bOcwA+Y1QGpXn2gBkD0e+RgQwGgyzruWde9JijZT86P55og9B4Iitm0fvAXi+v2GC9Xk+MiSIGMpy77747zSel6hcvXkyM3jJMzbTBmCodp5fpxDNL2/lXCb01QWsmjHe+850IvPAIBhUIBAKBUiIY1G0KBu8qQ/AyZgPTnSR3o4Q6nO1u1HPMA8iCfcmgut1uCoBU4YFXep7/c2fLV83obvPWLSwsuJkbuOO3svR+v5+NRVkSof2x/h31+ShzsUxO+2MLS2q2CCtKaLfbhbED0+wFVuyg5/GEJfNYocci9fyWIWsgs8eg7PWq1WoFHyQwDSAnQ2RbGgzLfvA+WlpaysarLIh58yi8UNj7QUU87MO+fftw+PBhADM/H/u8urqaxsn7ZjAY4Fu/9Vvd+Qy8MAgGFQgEAoFSIhjUbQrKxr2M39bf1Ol0ki9AbfyWQXk+DvUz2IzoutPW8uxs/0YYFIMl9+7dm75LJqI7esuuJpNJlreOCjhNuaO+Ii23ru0PBoNM0aX+NlXnWaZFeCzMY6Lqp2If1e80LxegMiKvhLudYyBnvCrr5rUkC9Zy7QrOg732mt+R42i325lykPn0arVaVtZ9z549iSXZFEyqJFXlo1VW6lzwb7K2w4cP4/777wcwC8bl/Xbw4ME0NioVo77Ti49YoG5TcIHiD67T6aQfIaHJWfnDp/NaHcI2a4FG1KvZzGZP0EwLfNBZswnPz3Z5jJWNNxqNLNZGY5NsnsFqtZrF1ejiYh9karJTMxVQlI+rKID9Vem3lc57ufXmJZrVORgOh5lpst1uFzJfsB+2Td0EWBOf9scKLXTxoqmLr1evXnUzYfC6MmODCjps35aWlrJwA8YTaSJc3pd79+5NogpmnOBcjMfjJEenkOLw4cOF0AO2AUwXQru5OHr0KO677z4AU5MeMPu9NJtNfMu3fAsCtxZh4gsEAoFAKREM6jbFH/3RHwGYZZdYWVnJpM8aeMu/GeDY6XSysvG6c9YMDDzeK3pIWDGABn7anblKlJW1sQ3LpNRZr2a6eUUMPVOTmgmteUuzmSvbsKUXarVa+tsWefQk5SobtzLw0WiUtbGysoLTp08X5kXLo3uFGW2ogMfePKm6zVWo5VQ0TyLn+BWveAWAmWx8a2srnYvMSFm8nX8t3cH2lTESKjBhsCzzAT700EOZ+IUM7cSJE4mNcc61yKA1VQZ7KgeCQQUCgUCglAgGdZuDGc7f//73p902d4ncUQIz2ztzl3W73eS7sUG2wKyuE9nV3r17026UzIO715WVlcS0aOvf2dlJDIHwBBSabsjW+vFyqakwwzrRNVDZ5sVTkQTPQzagWbg5XhVO6M6f4+RxyuyU7fAzXgN+Rr/K5uZmYqkqybZl13VMnhDCfqbHeCIVfpfn1tRF9ppUKpU0L2RQ9GFubGykvqr4ge1x7sg4n3766cQO+b2rV68WsotzHtmWzYavrJzzSRn5aDRKc83vHThwIN2rb3/727M5C9x6xAJ1h4DVdwHgN37jNwDMHg6aY4ymjoWFhSx3n+b1s9Vt9+/fnxYOPuCp0Go2m2mxowlxPB4XTGP66inAVAihyTv56gk0rJhCFy9PGGDf86rVWjMmMHtAdrvdlAXBE3LY7zabzVS4j4vhmTNnAABPPfVUapdlTzSBLNtShaUXK+QlRiXsQ18r3jJujf1aXl5OQgVCcxpS6cYFamVlJbWvC4M17XG+nnzySTzxxBOF+dzZ2ckWet6D1Wo19e3YsWNpHDye7fN+Xl5eLqg4OTabODlQLoSJLxAIBAKlRDCoOxC/9Vu/Vfj/93//912Zto0L0rgZ67xut9vJsc5XRvhrQUSVZtO8YpmRx5ba7XbaPVtHv/bVY0mElYoDeYyXzoG+2szumv9P2RJ35Crh52e2TPji4iJOnjwJYGZaJc6cOZPaIstYW1vLct9pNnaNa+M80lRny3Po8SraYN9oWuNnCwsLbskUmu8oWFCpuGW1GgtmM0Rcu3YN586dA4BCKXevUCT/Zw4+stBKpZJlDyEmk0ligGRe3/M934NAuREMKhAIBAKlRDCoAH7xF38xe+8DH/hAlsVcs0HYgNvJZJJ27jYoV7MQ0D/V6XQyNqDR/DaoVTMB2J25BqSqtJzsga+aVcCrCWSZmcrqbYCpsgHPd2b9ZPPOowUKgRn73L9/fya4GI/HWdZwZQwc3251uLzaVcqk+DmvBV+3trbc4oH0VZH16Nx5+QvtfOhc2PZVym+FLpVKJeujyvb5PWWyDF7/tV/7NQReGggGFQgEAoFSIhhUwMWv/uqv4td//dcB5LWK2u122u2qEk99H/o9rS2lGc7JDCzDqdfrWQClqvIsg5pMJllaHU2do4GfPMarT0VYNZ9KsjXjthccbHMOEloCXb9ny9BT7n/o0KGMlQwGg11rXLG/yqCoAPRSTNn8hfo3mRz788wzz7jZ8FUlB6CQisnm+lPm7dVtsopDzQdpa4ABsxRW9Je12233nOzPH/7hHyLw0kIsUIG5+O3f/m0AwE//9E8DmMmdm81mcmjzITEYDNKCY8uYb21tpQeFZmngg4jyX5UG25xqCmtam0wmmUlQC/JZabbmEnyuhYmvXEg8WbJKoK2Z03v4q0lNszIAswf96uoqLly4AGC2eOlx9gHsFVzU/614QOdVFz3+zRx2XKA2NjZcE5wWrNT56ff72WJ07dq1FDPG/lCevra2lsWyedderzOFGRpnxe9woeT8/siP/EjWVqD8CBNfIBAIBEqJYFCB5wTLxv/wD/8wgOlOlTtfsoKLFy8mJsRdt+6+GazJHXav10u7dbu7b7VayfGtu2hPXs4+eLttK1X3glY1I4PHSvi9eYUItf1Op5PMa9zB00yn2d7VHKkFAYEZmyQz5XwARRGANSFqrj9vfDSjeoIIy+z0eyqvt8x4MpmkcZIx6hhVJANM2dKpU6cAAJcvXwYwk6dfunQpXV8G+6pYxopaKpVKVjJFcwPyPnvjG9+IwEsXwaACgUAgUEoEgwrcMP7qr/4q/c2dKXeqTz/9dOYw564amAVHckdMfxaArDS4lnf3mBHhBdwSlUplLoNSQYH6X2wwqJYx9+oqWZm8BhPzeC3oaH1bnU4nsUz6UVjb6Ny5c4U6U3y1PhYNdrapizQ3IF91HJY5jcfjNGb6itivY8eOJdZMVliv19N32W/6opaWlrJs5leuXMHjjz8OYJaBXAOJOSYGLd91110F0QswY9GtViuxcuYD3NjYSHP2nve8B4GXPmKBCnxD+K//+q/C/29605uy/Gp82LXb7SxHmmZW4IOGC1Wz2cwWKDWzWfXZaDQqZFTg8V7mCB5jVXmNRiNb0GwJBm1f2/WyM1houQpdyJk8l3novvKVrwCYLhC6wLN9zSMHzPIdrqyspIWD4orLly9nD3Y1k9qqs8PhMF2D8+fPA5gtDMeOHcOXvvQlALNFazKZJFPkk08+CWCWnHVhYSFrf2lpKX1OE59muOC8MF/j/fffnxZULmSa0JfXhd975zvficDthTDxBQKBQKCUCAYVuCn47Gc/m7331re+FcB0p20LHDabzcQQrKlGs0AQnlhCS8XTtMP2VQRgy0T0er1sd1+v17NS7/pq2/KYiGY9t+zNK8muLM8WdOz1eqm/KtGneIRM5MEHHwQAHDx4MGVKYEb0a9eupfmwGSg0xkhju3gcS6VwTtQkq20wv91TTz0FAHjta1+bPrOMcXFxEUePHgUwMyHymF6vl66/Ziwno+O4eU3a7Xbq/9ve9rasb4HbA8GgAoFAIFBKBIMKvGD41Kc+lb33fd/3fQCmO2z6NzTQEvAd+ep/8XLC0Reiudu4w7b57jSbgi0jD+QMTY/3fFyWXdkx2D57GSooLKFP6fr1626hSLIRsk5Ksu+6666CpB2Yigas4ENz4VnZfaPRSP04fvw4gJnv58knn0xzrEUeyYLZD36/Uqmk72qdMB7PHH7MAtFqtZJfTYskkjkR3/3d353NSeD2RTCoQCAQCJQSwaACLyr+/u//Pv39Qz/0QwBmQakqobapjjRbt03302g00i5dS6Lbsu5kbF5Ap8q01bfF4z02ZhmZskIbfOyVp+d5gZk8m0zkmWeeyRiUBuPaWlrj8TiNhcrAbrebWIyVlKvUXlMM0bdFJd3nP/95AMCpU6cKFZg5d6z59cADDwAo1gAjS+LcLS0tpXNxnKzltL6+niT3qp4MxnRnIxaowC3Dxz72scL/P/ETP5H+tk793coydLvdglkLKMrGrURZ//bKo3NR0YVHxQu2j1qW3CbA1YWB7VLQcfnyZZw+fbrQH36m76mQw4t/Yl+5qNNM+NRTT6X+qJmS/fGyY9hzqvmSbbAPzWYznesVr3hFoV+9Xi9JydkvCi/0b/aPixngl38J3JkIE18gEAgESolgUIHS4M///M/T3z/zMz8DYMYQNHMAd/mUIC8uLmaF8JrN5lyTYK1W21VKzuPVxGcL4amMmqynVqtlJdbVbEgGQpZ3/vz5TEpO1jEcDguZLICpyIBlzinJZl/X1tbSuTlPnU4nC0jWwoVWJKFZ223Q7Pnz55PJUc2MNCfyPWIwGKR5YTb8QODrRTCoQCAQCJQSwaACpcSf/MmfFP5/97vfnRiTLRF/9erVLAu45s+zOeoajYZbPJCwDEpLrav/y7K2wWCQiSNsHSxgxrjOnj2bfC+2r5VKJflu+Lpnz57EaMiStK4S2RcDdbUOl80bqP4nMrvJZJL6RoZ28uRJANMUTJx/TTfEfljBxTve8Q4EAs8XwaACgUAgUEoEgwq8JPCJT3wi/f3mN78ZQLF8vCrugCl7sEpA9Z1Yn4l+12ZGV8ZFqOqPGA6Hme+JirelpaXEPJS9kdnY/lcqlXQ8x3nw4MGkmmO7ZGCnTp1K2cbJpHq9Xian5/eq1WqmBJxMJjhx4gSAWcAtx7h3795CVnVg6vsjq7IMKhC4GYgFKvCSw3/8x38U/r/33nvTA5jmsGazmcxPjK/xskyoaY0iAJtJXUUVGntlRQYqxSbYh+Xl5dRHW9pc+6YLFBcO9v+uu+7KzGw839raWlYEsN/vp/ngYsS26vV6ikXSbA333Xdf4T2a/O655550bp5zz549aT4efvhhBAI3G2HiCwQCgUApEQwq8JIHaxEp6NwHZmyD5rdWq5XYiWaGsAzKK4XumRX5veFwOFcc0el0Mpl8s9lMbatQgd+3eff27t2bsTBtn+dkH9vtdpZrkG0qg6JUvNlspmKBNtP8Pffck7Gq3/3d30Ug8EIiGFQgEAgESolgUIHbEk899VSqUWTx8MMPZyyp1+slZsDPyGqGw2E6jjnzarVayk3HjNy1Wi0rG0/Wdv369cSuNP+fla9rNV/6iyj5XlxcTN9lUC5Zjea5Yz68brebGBPHpHW2OCb2v9FohC8pUCrEAhW44/Dxj39818+///u/H0DR/GdLdvT7/WTaY4n7breb1G80t/GYra2ttFhxkdEFzcZqtdvttHBQ9NBut9Nixe+pyY/n5AJ14MCB1B5z3rGvv/d7v/ccsxQI3HqEiS8QCAQCpURlt7iFSqUSQQ2BgOBd73oXgKm5zWav+OQnP3nL+hUIvJQxmUwq3vvBoAKBQCBQSgSDCgQCgcAtRTCoQCAQCLykEAtUIBAIBEqJWKACgUAgUErEAhUIBAKBUiIWqEAgEAiUErFABQKBQKCUiAUqEAgEAqVELFCBQCAQKCVigQoEAoFAKRELVCAQCARKiVigAoFAIFBKxAIVCAQCgVIiFqhAIBAIlBKxQAUCgUCglIgFKhAIBAKlRCxQgUAgECglYoEKBAKBQCkRC1QgEAgESolYoAKBQCBQSsQCFQgEAoFSIhaoQCAQCJQSsUAFAoFAoJSIBSoQCAQCpUQsUIFAIBAoJWKBCgQCgUApEQtUIBAIBEqJWKACgUAgUErEAhUIBAKBUiIWqEAgEAiUErFABQKBQKCUiAUqEAgEAqVELFCBQCAQKCVigQoEAoFAKRELVCAQCARKiVigAoFAIFBKxAIVCAQCgVIiFqhAIBAIlBKxQAUCgUCglIgFKhAIBAKlRCxQgUAgECglKpPJ5Fb3IRAIBAKBDMGgAoFAIFBKxAIVCAQCgVIiFqhAIBAIlBKxQAUCgUCglIgFKhAIBAKlRCxQgUAgECgl/j8u1xchum+srQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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SqZTauPPOOwEgjW/g8hATVOCa4IEHHgAw/mGrA5wvGC23zR+7OtGtaY8vTI2RorlnOBzOzHLA7/JlUi6X0998qfClOBgMUvuUYe/v72cTn5YVp/mJL8jrgUqlkvprTVgXLlxIDnzek83NTTz22GMAxmNMCbqaw7zcdJ5MW02qPGbaokE/U2GDlaWzX/v7+2nyVBk7TYC8Xi//Hs1uBw8eTGOgGSTYV06GbANAmgA5sZ07dy5938bnNRqN9CzxWXzZy16Wnn3GnwWmI0x8gUAgECgkgkEFrjre/OY3T7AdYDK3mzInYLRKtkGwmj+Pq3UVSVBGrczMBugSg8FgwgzDLdkOV70qXbeBrlqyXMUVVt7MNq5XVgGaGrmq5/icP38+mZt4zPnz55PJitdEc1i1Ws1k4wprigPynIZaIsNjtZ45UrNWAJMMlgxKRRhk0DwnzcbdbjcxRRVa8Djec2XiZMFkUs1mM91HMq/NzU0Ao/ttRTbr6+vpOtmvQ4cOJfb1kpe8BMD4N1GkEIWiIBhUIBAIBAqJYFCBq4a3vOUtAEZBjbTV6wrarji5etWAS2Jubi6rR6R+A29VT4ZlfVHqL1AnP9u1PqhKpZJWwJol2/ocNKu6ZW/Ly8vXfIW8s7OTRCYvetGLAIzH5OzZs4kFUCBw8eLFxFA4Bio+sYHSChtIC+TCDE1lZINmlS1pBnIVvQBjn+H+/n6SiysDt2IKotlspnY1IJv+KFuyvlwup78ZiL27u5vGiqyT41UqldI1cXwOHjyYxp9M7qUvfSm+8pWvTIwLt3fddVfmo3vkkUdwKyMmqMBVA1+Kq6uraYLSuBy+kPiS4o++3W6neCO+JAaDQWbumWbC4/F8GduXT6fTyUQYlUolvehUaAFM5vXzktfyRakqNbbFc164cAHf9V3fBQD42te+NnPcrhTOnDmT+sv4J47ruXPn0suWiwG9JxwDL65JJ3cvKSv/57VzLDRZrM1KUa1W3YKIhDUJdrvdNDlwq/ec5+a96XQ6E+IFYDRBMZ7JE+BozBu3PJctWKjXpkUMCZY9WV1dTdfJcdH4L3udr371q5NJ8vOf/zxuNYSJLxAIBAKFRDCowBXHqVOnAIydwJoXT2NKCK5Q6TyuVCrJoa1F5qxpT1ebdiXf6/UmIvqB8Wq90+lkzutyuZxW1nZ1rzE6KsKwmQbUxERxAc1Ku7u7ad+b3vQmAMBnP/tZZ/SuHC5evJhl0+AYX7x4MTEnvU5bqFBZjRU4DAaD7F4ok7I59TwGpWZSK+VXhkZozBnHls/P9vZ2ZmLlPd3f35/I46djAuRZzZvNZjLtcdvr9TJWriZN9o0mxHa7nf6mKXFzczOLP9Ncf/yb47O4uIhDhw4BGJvMP/3pT+NWQTCoQCAQCBQSwaACVxxcVXL1uLOz45b65sqaknK179tATg28tXJkIPdbDIfDLEO1V15cfVBcbVufVaVSyWTs2n8VV6gQAxgHwWp/uO81r3lN8nN84xvfsMP4gvEP//APAEZl6dnvs2fPAhizgVarlfYpE/Ty5xGWRfZ6vdSGzTKh/iMrVtG29Dw2I3273c76SLTb7cwftLW1lc6lGSfYZ7Ja9mN7ezv54bhVhmaFHxcvXpx4JrStXq+X+eE6nU7K0M9zP/TQQ1lGFB0zGzC8tLSUslBQcPGKV7wCwOj+3uwIBhUIBAKBQiIYVOCKg/nouBJutVoTQbjA5IrYZi5XNZMG0lq5uMegdLVuZb9eqh5dqTK3m1XxeefRekfcqr+EK2EyAJXJ26zswLh6L7OJf7v4wAc+kCoSM9h2e3s7jQcrAZPRtdvttE/77dViAibzymmgtFYw1mvrdDoZG9NwAGWuwGTNLY7/pUuXkr+G7avS0gbZlsvlxEjt8zYcDtNxytypHKVvTpV1VM+x/+fOnctSOnmKQ/WVUl5OXLhwIZ3fyt41YzzvycbGBu666y4AYxbMPIn33HMPHnroIdzMiAkqcMXBCUqd3ja+QzNJeJORfZF5Be28xKPqcLZScp14+JLgZ2tra8kZzRcGne/nz5/PYp4qlUoy2/CcjUZjau64SqWS+u8V/OOLjyYhNYeptJ3t0xzJl9f6+nomv69Wq8kMxn6oUMRO6tVqNROiaOl0vuBVBKCiAj1eCwTqQsEuErivXq+nCYEvbjXZEVoQkf3gfWi1Wlk2EH1GOHY85rnnnkuZIWg+Y1srKyvJPKjiEPbXmoGHw+FEmRBg9FzweeHCYHt7e+pzrJMc29/Y2EiLF44Z+/XII48k+Tonr5sNYeILBAKBQCERDCpwxcFVpmYqUOYBTObWUxkyt14Qrq7OdevJkbUN25aa1tjXjY2NJAXmSv7pp58GMFrRe+Ykm6la89CRqXCVX6vVsnx+eg3WvFWpVCbYIPfZHHlcXa+trWXlJJaXlxP7Yt9UdGCl1VpSwwobFhYWErtjhvPt7e3EDGy5cx0fDdTVzAs6nt1uNxX1U2bHflt5eq1WS+YzMnZ9zqzgQp83sqUzZ86kZ9Q+W9oP9rlWq00UuNRtt9vNWKcXjM77Yc/F71lBz87OTiqKyONZYPLYsWOp/xyD//3f/8XNhGBQgUAgECgkgkEFrji4SmRtIWCUlwxA8vNo4C1l5oSuRslE1CFvfVYeg9LUOdbXpf4IdXZryhxgkhXYFXy9Xs+ysKscnW2QbVQqlXRNKk+3Pihm0Na8foT67Xic+s1sHrpnn302y62nQbCW4TQajWysVIKu/h+2aX0y6u/TdtkG77XNz3f+/PkkVFDfFZkBoUyc40mJ+O7ubjZmPKZer2eCkaeeeir1hwIZYjgcpnvJMVMfo02p1G63M4HJ/Px8Ol79iIQXemHTPV28eDGxJPqbTp48mfrFmlIcu5sNwaACgUAgUEgEgwpccXzuc58DALz+9a8HALz4xS9OiWPJKDQVkWVQmsaGW49VcVXa7/eztEOqBLQBvpolW1fEVHfRR0HJstZ5UvZgS8TXarUskJNMp9frZRnalUFZxZtKslV9aFM0cewefvjh5JPhSvuZZ55J12BX/PPz86n/9Fk1Go3UvvUtqd9OlYS8Pk2XxK1Nztrv9yfKsyvOnz+PM2fOABizmWPHjk0o9PS6B4PBRAoiYCTh9mTfwOh+8Tje3729vSy5r7J0K3FfXFxM42ODbTudTvacHTp0KO2nym5ubi6rRUaoqlMTKJMhMnUYWTMwDing2N1siAkqcNXAH3itVksvnePHjwOYzLdnc5O12+00+XCC6nQ66UXBly6LxVUqlSyKfzgcplIFtvS4mguJdrudXvZ8IfDc+nJTsYTNWj0/P5/6Zs1bOzs7rpx+Wo5CNZ+pWci+GPmybbfb6aXP63jyySfTOWnW4rX1+/1Meq4ZPOzkrnFcNCE2Go10vTbvYb/fT+PCSUyFGZxMOcbD4dA1eWmmBh3PZrOZ3aetra3UBp8tFZ/Y/I6NRiMtmCgA8TKja+Zy7uckpGNo48TW19fT+HD8B4NBds8JL7dkvV5PzxwnZD2nNRsfO3bsppKch4kvEAgEAoVEMKjAVQMLs73yla/MzHMayMnAQ5Xs8jjNMmEzcnOVubq6mlavXBE/99xzqe6SZVf9fj+Ttu/t7aW/yUo0ewH7oTJmrubVcW+l2yo9J2xdK8Useb0G+5IlkUWeO3cuC3Td3t5O7IX1uMhWe73eRNA0z6OMFZgUhRBqorJZvTUXIT/jPQHGpj0yKAoAvMDtdrudZRQntra2Essmq9HsFVbyXS6XJ5gf+0XJNvtDqfv+/n4m85+bm8vGR9mQFbCUSqX0LGnNLZW+6/Xav9lXzWSh13bmzJnsPtmchTc6gkEFAoFAoJAIBhW4anj1q18NYLJukPpyuPq2Wb4BZL4HTTNjHe0HDhxIcmSysa2trbTqtgxNV7FcETebzcRorHN8b2/PzQXHlbJKoclsvJpVVlKuZdRtBVtNx6R+ISvuUCc/P6OvpVwuZ6xQxQbso1d/yZZrL5fLaayYv04d/jY3nfqPlHGRxXDM2JaGHei4W5bEfc1mc6JWmO0/oWPH45TxWlbFY3Z3dzMJvWZQ9xiU+g95jGaz53ZaTkn1i/K+1ev1NO5kd3w+d3Z2MlFOr9fD3XffDQD45je/iRsdMUEFrhp0EtAkpcDIDGJzu6majy8HdVpbkQG/X61W0/F8oZ0+fTqdk2YcTdJqJ6hSqZS+a+NZms1mVl6hVqullywVisPhMPWXL169Js/UaNV7tliijqNmJrCZD2q1WvousbKyksaWggKOgVcOo9/vZ5Oo5hS0WSbUye8p0ji2nBz1O9Y8qqo/ttVut7OFjaoLbQFFz1Smn3n5CLV0iF63l1VDJyhrni2Xy1l5FzVV6yRkY8xUkGJ/E61WK2WS4MTEPmjCX23jZjLzhYkvEAgEAoVEMKjAFQcj3bl6vHDhQiojwRXwwsJCMr3ZWJr5+fm0glSTljWFqKmGn9Gsd/r06SyLgsb02BWwxiRZBqWZJ7i6n5+fT8zsjjvuSP1ndmzNuUZ4Unj2zWZB1/5oX70s77xGK51fX19P/aUYQa/JskhlaLbwYLvdnvib12GZn7I9FQbwGIYbML5J5fhWlKCSbMIrj+4xJ/s9jZXTcANrVlRzs2YxAUbPj2WgKnSwz0+r1criz/Q5tterRRs5ntvb25loR59P+5mGJ9wMCAYVCAQCgUIiGFTgioOrObKZs2fPppUtV/LlcjkxKPu9xcXFlLuP/p2lpaW0Irf+lG63m9gSGczp06fTCpirYvqFer1exqD6/X5W40d9BDaoUlfHXAFr4Cd9LJpbzebz04zfNoNDt9t1M7RbqGjA7vfyySnD0YKS3GcZlNaYssxVGZRlgP1+PxMS1Ov11B4ZJttcWFhwGYLnS2L/LGNU1uTlX9RxsePHcdLrt4U0W63W1EBmfZ7Ud8n27bhqfzVjiJWLb29vZ2Nl8/UpFhcX3dCGGxXBoAKBQCBQSASDClwxqJoNwISiTQM4ubWBpZoGh1LZI0eOABitFsmAmDZGV8JceTKId39/P5M5e6tcr6aUDWAtl8uZjFqrt3KFu7y8nAI+6WvhGDSbzcSOFJZBaYCpt1q3fdNS69b3cO7cuXTt9twq6VcmaP1eKpe3DMrLZq4MyvprKpVKGivW2iLjrVaraSz4PPR6vYwBKYvwWJINfvVCF4h+v5/8O9ynjMoG5Xq+QGXd9pyqElTWPI0BVavVzC/Y6/Uy35b66Gy4wdLSUvr7Va96FQDgP/7jP3CjIiaowBXBiRMnMsex/ijti6ZUKqUXPE2B/DFvbW2l4oH64+Tkw3gQjf0gOInR2cz2FOVyOZngrJNf++jF9LCPOkHxZXL48GF3YgJGUmsVKLDf9iWueQNVjk7Y5K368uQ16T4rJNAJxJrIqtWqG5PGMbCThPdS1gnUlqDXCYoZMPi/lufQMbFFJ3XCtGa/54MdY0/0oONjJ2kgF49Ys5ser9+zGUZ4Dm2jUqlkJkdv0tUQA1s0c2FhIf3N38KNjDDxBQKBQKCQCAYV+I5As55mObCrXq/4XrlczoIMdbXPlaaa1rgiJCsh6+n3+2nFycDYxcXFtEIl69Bs0+roZxuWIbA/vV4vta/957mYI01FAGyXEvpGo5FJjjUfng2MrVaryVyoJlNbVJHXNC07BmGZUa/XyzKoVyqVNKZWAKIrf49tWmGJMhBlP7wXNjO3ZozX58cLGOZ5rLlTWRW3Gths2Y+Kayz0eVZTq1caXvtsj5/Wtu0bP7fSdv3t2N9XpVJJrJNtLS8vZ2KTGxnBoAKBQCBQSASDCrwgPPDAAwAmi8VZOaz6Uzwnty1ypz4am86o3+8nxmLbV18Lt5qBnFCpr2acBiZFFYTW/NHiiOwD/SjMefbcc89NpLkBJosfapokjp1llsqgmEpJmRxhJeu9Xi9bOev1Wx+R1n6yvjE9nu2rgEKd/PZc2qb172h2cssUNFs9GaCKACw8Cbr2xzI/rRmmGc+nsWaVsStzmcWKpgk67N+Ex069XIKe74nXZH8nq6uryVfLsb2RERNU4NvG29/+9pQtgmYkfcHYl5X+eAk1x1gHsmaGYBu7u7vpxWUnNP0Rc59mJrAvWzXV6AvJvgBUGEHTlBaI4+Nrp0YAACAASURBVHdp4ltZWckyAWhRRhbF4+So/eAEqMIPmjQ5LpqbzstKYdVmKoSwZicvF9/+/r4rDGD71iSo99ROdl6WAy06aeN99HlQ069t1zNb6TXZyseqMvRUf3Zc9Dmyx6vZb1p81jR4E5SdMHXSJfR/+3wOh8PMFLu1tZWKJHqlW2403PhXEAgEAoGbEsGgAs+LO++8E8C48Nzhw4dx6tQpAOM4lieffNItUU5YMYBmVrCR7ysrK2nFTBZx8eLFCemthcfGLKNTwYVlErVaLWuD+QC9LOKlUiljVZrNgSYXNbPcdtttAMZlQjSDty0pv7e3l+K91AxpWaSWnJiVm86KBrTUB7+3t7eXlQmxDEbP6bFONT/xu5rNgqKEWSXliVKpdFnMSU23Nq6M2/X19UzGvr+/n4UKKCOxDErP6TEoj4XptXCfV6iQ13g5DIpQIQq3m5ubEzktb3QEgwoEAoFAIREMKuDiNa95TfKLkCkwEHRpaSmtVHVla3PZ6QrSWxnazAeanZyrQDrVL1y4kIkq1Kdkazmp/8L6NnRlrr4Km9Fa/TfWZ+VlsfCypGuxPiv/VjGI9Zns7+8nUYie2zIhzShhz10qlbIijzrGVpTgybS1/zZ8oFqtpn5YQYTeWxVheFJy4nLqOnmsRMUGzO/IZ5b9P3DgQNqn48kgbuaIpKjFG4tZPh29lwrP50dMy9Ruj7dM0foVgXFgeK/XS77OmyGreTCoQCAQCBQSwaACE3jNa16T/rYrRzKo5eXltBJXRjEteFH3WSYC5KvuwWAwUfYbGEm4NahTt3Nzc2klrL4TGxir9aFsXjntu1bq5T4vs7VV0u3u7mZMQlVrNtBYUy7ZtE+tVsuVhnt+EZ7H+toqlUpqXwOG2Wfrv9CqubYcvPo7VGVn/Ub8X1fveh1sY1rKID3eS+XD73c6nYxBzc/Pp+u05zl06BCOHTs2MQbAmDnxvpK1drvdTKatalTre7PsVb9jr8/zPfFz+xvSMfaChPXagdF95d9e7scbDTFBBVJSSWAy15l13FMkwZeGPd6aYdRE4v24rIlDS2bzJaL5+bxsFGzTCjNU5syXjwoMrPO/VCplMmqahOr1enqRcSLxJguNw7FxPoPBYKL0OdulYIITsY0TUmgcjpfY1jNJcaLgeDI7Rb1ezyTWzWYzK62uL15rYvUc/nr91hyp8XBWqq73RAU1FKpYOb72Q1/StnCiLnp4TpZy0f48+eSTE23p9eoiZpqJVSXrCptpw4uXmiX6mZW9Ym5uXAaG+xYWFtKYUcB0IyNMfIFAIBAoJIJB3YJ485vfDGC8St7Z2cmc18qguOKk8/XChQuJDZw9exbAZDE3u5oGfFOHFVN4OcZ4zM7OTrbqVkY0KwjTSqc164KutK0p5dChQwBGbIPXaQNltR+DwSATHqgYg+yIxywsLKTz22KMGmSrjEizIOgYK4PV61aTJPvB9smEVX5tZe8aOGxNrB6j0/If1gRXq9UmRBraL81LqCZfNePquKpog/ei0WhkJmQv9IFmwGq1mtiGl6vQZqXQQF0rCPJMfHpPCK9gocL+hryyK4Q+97zO5eXlxJan5Rm8kRAMKhAIBAKFRDCoWwT33XdfqlXEVaOW5LalqZWBHD58GMB4lfnEE0+k79In0G63pwZV6mrX+8yKJOr1ejoXV4HdbjdbtXoSaJU0W4e2+jNs+iMtJEdo2XZ7bRqIqmIM6/dSX5dN/aM+HMvMNBecXuc0/4XnA1G/i/pu2Gd+VwOSbf+VlXEcyUBWVlZSHykuUN8Z7yHHuFarZWmtdJy858D68lQS77ENZXDah16vl9gYfYsAsmzgyqA834+ycP1f2RXh+QU1O7kVcnjPrPrmvLRV7MfKygoA4NSpU8kyciMXKiRigroJce+992bO6Eqlkn6gfPEyZ5cqhdRkYxVg/PGfOXMm/Qg8FZNXCZbQz9g3Gws0Pz+f2ueLr1KpZHnidLLwXg42e4UKL6wTXV+ebIvjowo2fbnYl5VO9Gr24zGeeovt2jglra6qL0FbwuL5YNV42h+bdUFzDnoTLI/nguX2229P5+EzQse8Ksi8TA/W5DscDjNVZKlUSv1WNSGPt+O5u7ublVjxTHx6jzhxa45FbmfFankmPc8E55UEsfBM4mqytr8n9l8LHFL8curUKXzjG9/IznGjIkx8gUAgECgkgkHdBLj33nsB+CsxNalwNUmTjooCrPkMmCzwB2BCWGBX8F4paz23x6qsk1vlyDZHmmZisAzK+0zjgmxZdzVXsY+1Wi0rjqcxMdYZ7knVdVysuVAzT3uCEZvxYWFhIV2TmhCtCcgyXzuO02JoVEDB69zf38/k5coSuUpnTkFmtAfGJib2f2dnJ8uuDozvj8fULKNWRmcLRnpy7a2trSyOS1k3GfEjjzwCYJS37qmnngIwlpnrPVLzL9u6HOuAwppdPQalz5HHLO1xKmDh9VHIdMcdd+CrX/1qdo4bFcGgAoFAIFBIBIO6QfDd3/3dADDhJ7GSZl3VcdXHlW29Xk8rQhsE6klfNVcet/QDDIfDjHHpStKWa/eK3alAwK7yB4PBhP+H1zbNP+LZ6dXnYMUGvV4v82e12+1sXPQa7YpchRbaR+u3UFZr2Y8n7lBps11Naxvqp+Exdp9maLere2UnNtMGkLPn5eXlxJhe/OIXA0DKzMD9ep5Go5GYmQpdyIxtJvjhcOj6GG0ogicKUak+v6vB5GyThfyYJf7cuXPpM4ZNKOu2WUa8/HzTxncaPAalrE+zlxC8x17wNq0hFEA9/vjjKVThZkAwqEAgEAgUEsGgCoy7774bwHglD0z6a+xqTAMi6QtgcO38/HxayTInnOYa84IBtdw3MBl8anPx6Ypfq5iyzVm2ddsH9fkoe/BYD9uy7GQwGGTZnFWCbNVYe3t7E/4uPb7f7ydGp/Jr2x9VE1ofhfqPdJ+VDnuBt16VW5tqh+fXfd4zov4OKtjIaoAx4+bKnMxoY2MDL33pSwGM1Xsq6+Z5uJI/cuRIes4YoLy5uTkRlqBjrNfJMZ71jOt4qgXA+jOJdrud0lWR2Z07d27Cz6jt1+v1zCep9/z5Mptz6z0P9jnQe+/lqrQ+YL02Kip57x9++OGbIgcfERNUgfDyl78cQF4kTn+knvTV7qvVasmhTefp3NzchDMcyGNd9G8tkW3LbvR6vUzyWqvVsh+j9yJWTPuhennc9PqsGGRacTnCmoK0/2re0jx7Oj6DwSCNnV6bnUA0+4btoydb1ol7VrFBFRtYE5D3ItPrtmOsL08tdgiMzHKcmCgbP3r0KADgrrvuwn333QdgvAC5cOFCJremgOLgwYNpYuK4nj59Ok30NK15pUR0cTLtmdK4qVm/D7a1u7ubFmh8njudTpYZwos/0jGbZtqbZv6bVtDRnguYjMWzWSy4HxibcJeWltIExd/mU089hc985jO4WRAmvkAgEAgUEsGgrjO44lxZWclEDLoy9GStli3o6sxbMXN172XaJvh3vV5P+zU/HGElxLNKcj+fA9kzdai0l9ftMQRg0gQ6K6O0lZYrer3ehAhEj+/1emmFqo5z22/N3+ZlHLCs13P06z2yYzwtgzr3eePjrcT1+4rFxcWJLAsAsLa2BmAkiCAbJyPqdrvJVMdz33nnnQCAEydOZIKI4XCIhx56KPVX++U96/q3fZ69Z0rHh2D/lC0pq7UyfWUwlh2qCY6YFXirJj6PNXtZIwhlgjyOZnuy2xMnTqTg88cffxzApLn2ZkAwqEAgEAgUEsGgrgO+93u/d6J4HjCZTsf6nnR1rCs4yxa8nGFq1/fS9fB7dkWqDnBNiUTYoNNZ/Zm22rXwghJ1lWlXo7NypenfNu2Ttu/10X6mDnlP5uyxSCt39wQRntOd46qSab33s2Tptq3n85nY+7WyspJEEWyLDOrAgQPJP0VG3el0smeDDHN+fj6t+HlNXPnbftsxvhwGpb+DWdfrpabS58ZmyCc0FGGWsMdjfl5YAKG+Xduu5zPUvzmeZLIvetGLkm/0iSeeAAB88YtfzPp4IyMmqGuIn/iJnwAweuHYZKXnz59PsRj2BawZAfTFN+1F7b18tBSEVYzpBOWpiLzEoZ7JkfDUajYxppdIU3+U9gWsyVOtutDLoqAvH0JfRt4EaNvTCchzmM8qL2LFDHr8tLgzYNJ0asdYC+zZ8VHzk76wVThjr4ltsa+Li4tZBVuqQDc2NtILkmazVquVhBCakYPXbc2WGnc0K9nq5SxsvOO1Pc/8bdvz2pglVvEWUNqWNVd6v8NZOSi1pImOj80lyfiz9fV1PPzwwwBuvomJCBNfIBAIBAqJYFDXEJSErqysZCKAVquVzCXcR5OK5txS6bNdgalJiiZEjd+xsSeaM2+WecIerwxKtx7L4PZyzSSEZQi62rXxTTpmnvnGMxPZGJfBYOBmDmBfZjEo22cAGRNpt9uZTFgZked8t/fXK/uhW2uuUrGJFVB4jHQwGKTnhuIdrtaXl5ezjBN6PEEzXrlcTs8NRRLnzp1L5kHL5pWBeFJvQnMQejFeXggC27IsaVZ4gvZH+zCNoXn7PNasYh/7fLbbbXdcCMao8T1y4cIF/M3f/E3Wj5sJwaACgUAgUEgEg7oGeOMb3zjxvzpzuWJSIQRt/XRY12q1rG6NrsS0DWDEeHg86/No9mqPEVkfggZy8jgvm7kyALu69xzI3urS+gY8W7+XOUBXy9bf5GXH9lbr2h9bq0j9hFaGbPup46TnJLrdbpaB3MuErX4n9l/z4s3KTTeLhdnrrVQq2XPT6XQSI2JGCDKoSqWSCSIOHTqU9VFrbrGvZE3nz59PPivNIMFr84Ja7Rgr+7CZy2f5Rqf5s6Yxe5V3X06gLs+vW++8et0284cnpCmVxiXfKY7gvfn617+eXdPNhmBQgUAgECgkgkFdB6htXfPbTavdc7kKJ1WCqdIKmCxRbrOBa60oLZFt7eFehnBdNXrKQfZrFoPy8srZlaoGwVpfiwYh6/hMS3uj+1Qub5Vu3GoaJ+vLsWDfbCb4er2e/DNkGbOg1Wf1+FlZ2626Uf+2bFLZgD6LHA/NqQeM0gNR0ry0tJSu6dChQwDG/lKi2+2mvpFBab0mT0XpMWrLVLRCtOePs0xan7tZvk47FtOe2ctRns7yT3U6nUzBq88W/+a9X1hYSGNLNsvxPH36dHaemw0xQV1FsJAgnZue01WzOUyTjT+fpNYzYdkfnFcyQn9k+iK1ffMKBFoTiprgCC+LgppgZgkErAn0+bIi2AlKBQjey4eY9UJSibYXs6Ln57m11IX2v1qtJsk297VaLfc+8dw8v4oY7AtYRQrW6Q6MJ1RtAxi9KKdlsdDjaW5uNpupXV7H0tJSVvxSJwtey+bmJoBRSQv7DOoY2n2am84+n6XSuNwJx1MXD57Z2E4qXj4//W14RSenta/7Pem8LvI0Q4m2tbS0lP7mouTQoUM4ceIEgPEigCXdb6bChNMQJr5AIBAIFBLBoK4i7r//fgDA8ePHAYxXVs8991xaPTF31s7OztTAT13dK6ZF2U/b5zEIe7yagDynL4+1K2aPQSk7tNJajai3GQdarVbG8jyTlCeJt0IEbUOv35Np2xLrCstSvUDOUqmUVvjccl+9Xk/yYILlKPScOmYcA8q0dUVuy0Oo2ZLQz8gytH07BmpmJsjQ5ubm0qqepsr5+Xm3wJ6eHxiXt7h06VJWOkQFLzZ4t16vp3HUDBXss+1PtVpN4iBudVztM+L9rmYJXTx4Fg3vf+84m41FWRutLsePH0/5DclEH3vsseft182CYFCBQCAQKCSCQV0lvO1tb0v1nbgKfPLJJwEAzzzzTBbEuLOzkwWKkm0MBoOJcuXcekyI8BjUNCeuriSVlVg/gbITy7h0RT5LnqsiAn7G61Zhh+eHmxVU6f09zQc1rY9WVq99sNJ2ey57nB2zarWaVv8aKjAtOLjb7Wb90XGf5r/T6xwMBqkNshieW1mq+kfIiNSpz/6RsXBbrVbT8ZYRedfUbrenin2m5Spke5aZ9nq95JOhj6ZareKZZ56Z6I+OoQayE1ZEwnuk4+pl/beYJsLwrtd+pgUJrS9sYWEhMURmgv/Sl740tR83G2KCukpYXFxMJh1rqnn66aezH1Cv10txT9YsA+QlMrrdbmbq0kwFViE3K4+b91LX7AmzXiaz4kD0BeW9WO3EoaUmbCYGLy7F+9HrJGad0DrxeDFb015AOjlOi5thu9OELjqeNJtpbJS9pln9B3JVnr0W/q/nAiarEdv7tL+/nxYJjHmiWanRaLhF/fgZn09dbMxKtmonBlWZ6jVak6ZmYKEZjBPUcDhMCjcvVs6apfXZtarLcrmcjlNzoafe43k8EcashZZ9ZvU3zfu0uLiYPnv22WdxqyFMfIFAIBAoJIJBXSVo7jWulEjVa7WaGw/iOe4BvxSHl1lBV+9sX7NSkJVo6XZu1Rmu59HPlKl5IgmVKWt/7N/6PSDPbOHFGnkmFL1+OxZqsvPk/ZZt6Ip4VjkP73q0jWnZIgaDQWInHH+vBIoHu9LWzzyhiF6jxtnpebznZ39/P4l2mFmfq/YDBw4k056eh6ZDZiwhI2q32+m48+fPT5xH+60M3zIoPV7z/7EPHA/+rrQiAI/XZ9KaRZUB8rfB30u5XE6sUAtZekILwj7jnlDHY/uEZ8pfX19Pzwszwd9KCAYVCAQCgUIiGNRVQrPZzJgAV6Dz8/NpVaYsy7Nr27/tFshX/LqPq8v19fUs0wBX19vb2xNSZrbhBX56//N4u4L3HPjWEa799QJxdZ/1aXhZzXV8rA/HY6se+/H8TXblrD49ZQFeqXpurR9xmmOd++xKW5nitCwZ2m/1iXkCFhugu7+/n3xP586dm9jWajW3BDo/e/rppwGMmdTe3l663kcffTSdx/qGPFZl/VPAOBzDy13J47e2tlL/+Wwrg+Jx+jskY6LvbBbb9sbY+0z/936v01CpVLLijo1GA9/85jcBjFntrYRgUIFAIBAoJIJBXWEcPXoUAFKOMmC8KqOdu1qtZqt0T0LsSZqnqYjsMbb2UK1Wy2TOWmOKKzdVMc3ywXiKN6vyUnboKfampQ9SNqk+E6vksml/9Hj7Xb0O9dd4EnXLRL0s2Z7yUVVnHoOyAcD1ej1j2aq+tH6aarWasULvuj0GpSEL08Zpbm4uMQ8yIcq2a7VaknWr7JoKN1Z2JVtqNpuZetVT0nl+NR0Tz3em1wOMA543NzcT0+J1eM8Ur2NlZSWxKaue0+fNS/U1S3I+K3h3lqWkVqslywoVir1eD9/61rcAAP/1X/819Zw3K2KCusLgD5rR38D4AeQEcfTo0TRZ0cnsZS8gVNatJp5pMnBg/CPXSWJaMlrPFOeZEPUF75kzbPkA7bN9AahJTdsARj9UayrzzGyefFkndy/noD2e0JenfRnqOT3oWM8yc9qXsi5UPHOhbcNzunvOd2+CsqaraS9bviA5QZ05cyadh4sXmu46nU6aEBjjx+N3d3ez2KhZEmsvhkyfG3tvhsNh+u088sgjAEa/PfbNi2Wz4RuaiNWWs9E4NM1wMe0Z8vJUesIbXTzathqNRprM19bW0rhyTG9FhIkvEAgEAoVEMKirhN/5nd/Bgw8+CGC8UmIg7m233Zb+ZgE3zcVnnfqlUikrra3Hef/zbw2EnFYqQk1wWgTRC4glPKZgz0n0er1MJq+MS9sARszCFmMslUrJHOOtUO2K2RNCqLPbMhdlaJZlTDO/eoGZhMdU7PEq17cSezUXKtuw7E7vm82S7WXIn5XxAcgZFFl/q9VKx9F81ul0EvNgQC//13Or2MZep2bSsGYzLbFix6nf7yfZNc+9s7MzNWRBGSb7v7W15ebsAyaDlr1QAMtgte8ey9IxttnX1QXw4he/GMA4Y/yZM2duqcwRFsGgAoFAIFBIBIO6irCsZHV1FcBoBUU5LBnU2bNnMx+F+qesxBeYnlpIGYimUbHiCC9VkLIB2x9rO592vYQn0/b8P1Y2Xq1WM4l7rVbL8tZpKXrP56al0hVezjP1Qdk0SOrLsfsUHoPSYGHP3zStYJ5ep8eMLTyWZ8dDt5rKR7/HZ4TMgixFUyORZbVarfSMeqIQTy6uLBkYC4eUQekYe+PCY5jWyGOMnhiEn9HP0+l0snviCYd0nKaFdHhyc/VZEeVyOT3HNr3SysoKbr/99olxoU/7VkVMUFcR73//+wEAH//4xyc+1yShWjLAvrzVlGKzNAD5S0EnJauW2t3dTS8WG61eLpdnVnmdpSr0zH523zTBhX2B6f/ey5x9ZLsaT2TNizpJ2/Z1svYmBE/QYWOG9IXNdjmuQG4WqtVqWXkFnSgJfbF6k/m0eDhdZGi/7D2YlqXDnt/m5PP6qs+xzdqhJko9J++FLZ/hiVp4Xdqup8TU/tjvefeXk68Xa6YTjrcAtM/sLKWnnlMFPvZ3wglqY2MDp06dAjCOK/vUpz6FWxlh4gsEAoFAIREM6jqgXC5nkuxqtZqtINU0YleLuuLkCkyj4bk6I2vS7NL2PJ5JTduwZg3vM2916fVd27DlvK2Zzo6FlxmaW+t012J31tTX7/cT2/EySVjznLe6b7fbM0uUe6IE24aKR7w4N4+5Wqm9HuNlt/eyi9i2dGvNp1Z+rWOsJcq9mC3vfGRMWrKD5/PMcoSXt26aSdn+zf+9HJe2fR1/e7yaLW1ZEi3n4WVCUbOl5vbTba1WS9996qmnsjG4FREMKhAIBAKFRDCoawCuPtUX4vldLLxMDN4K2zIPXU2TKajPhNDARW/1bVfr+j0va4RdXWrkvl21lkqlzEmsrMyTenv94Hksg6pUKhNZNLQ/XsCoslrPWa9yd2DETK1Pr1wuTzj9tY3hcJj8OtoPK37R+2sFGSpc4TWpD8Q+DxoI7F2THU9lUPZ4lXzruFrmrffBlnfX71p/Yq/Xy3IV6jnteD4fpolJ9Nq0X/b4UqmU+Snn5+eT0ImZHtjXvb09l6FZtqT+T/0MGDFSjsHp06cv6zpvdgSDCgQCgUAhEQzqKuKjH/0ogHGuMF1N2zxlzWbTTWnD/+1qWmXFlrFo++onmab6UwaiK2gv+JXfs76Ger2e/lYlHY/3/Dqez4nn47nJOlSZSMxiY7VaLbEZrtp1NW7ZoRc0q+zDKgJVNadM1KohVbZM6Hmm5S9UxqVteKyEx9v2vezq+jzMSt80KxyA0Gvyzk3oeGomcd2n2c81XdE0Gb4XGvF8uJzgWoVVXdbrdRw8eBAA0lZZtG232+0mKTzl+Pv7+9m94PWura2lsBOq+G51xAR1lfDggw+maHw+dFooUE1v3GeFB/zecDhMOcM85zN/7OqY9xJdWlOjV05DX2g2DsT7YatZz04IS0tLAEYmPp5bC895Jia2yb+18Jx9iatkWcUR7A9fhrPy+qk83YtZYV9tRgPPJKh9mva/ftbtdjPTGPuvsm7ND2fvhY6hVwaemJX5Qxcg9h57Agp9AVsTIqEmSt3yeedzrEUzbfiDV6hTx9/eLy/uyJPte2PnTV7WZLq0tIRjx44BGBVwBHzJusbn2fuvOTftvR8MBrdkWfdZCBNfIBAIBAqJYFBXCcpAGOzInGGtVitzCHsrK7KHpaWlZFJYX18HMFpt0XxgHdq6+tYVpF2FqlCAx3HFp87oacGh2tdZxw2HwwkzGL83TTauAg32RxmmzUIwHA5d86IVLOg42SBbXelaybdXnkNNjio5tlm31Qxr+2+vWcenXC67wdkeU2F/7Grdk0oT0wJ2bb+9oF/CK0Co51Z2BEyaFXmd+jvwgpa9rB722r3MDbNERYQydQ+2DPzCwkI6nlnc+btdWFhIjF0FLCqiAEZWESv8YF7Ovb29lLnjoYcemtqvWwnBoAKBQCBQSASDusL4oz/6IwCTkmNu1WdBW7w6Wa3zlCut1dXVZPu+7bbb0vG0V5OhcVXnrRY9qG/D+hI84cSsYE9lGV5w4qzUPNYXov4FZYBWFOJJ3NW/Ns3HpQGynk+DK2aV6s8Kotb2vXFkn614RH1KdiyUAWqRPptix5POa5vTamJNy91H2NyD+pnHvD0Wb31KnU4nu4eeBUGfHy9vpJ7PfuZlumeb09in164Kb/g8VKvVJHaweQCXlpZSmXb6pyqVSmJVrO+k48Jz0Sqyt7d3S5Z1n4WYoK4wNDuDNRFYtZ0er+YVQuNNtAooMHrQbRyOOmxnZQmw8RdqqlGVnacOBCZNI/pi8pziPMYzAU2boLysFNMyE/B4K5zQScvLpqDiCB5vM3LoWBAaC2TFJtqul0zWolKpZOfQF7jNsKFmRXv8cDjMFjZePJn205r59Lm0mTA015z2wcuwAYzuvZecmMdZE3e/33efKStOIbQ/+pl3LRbePm8Ct3kDgbGZnoInXluz2UyTEMVBc3Nz6W/2rV6vZ+Z0TmyXLl2KCcogTHyBQCAQKCSCQV1hkMUsLy9nDmHNlUd4DIqrOE3L70mIp5mwZgkXgFxCrCtVolKpuKyF7dvVrhY49Eoj2LHwZM6euUrNol4ONQu9Ns8Mp9eg59bM3GSrZANa7kTNil5szuWA7GF+fj5jdyqSsPkavWwahMdAvGzmhPe8qYlyVl45ZYma8R2YHDMvt55lULMk9PocWKjJTk2bVho+yyTojYt3DO/9zs5OFrukfebvheyqXq8nAQStKKurq6lvZE40Gz722GNp/AIjBIMKBAKBQCERDOoK4zd+4zcAAB/+8IezwFLaozudTiZRbjabWWCs+iC8gnzTSrh78FaxXhCjZt+2Pgd1nFt/h7IM2/7+/n5mb9fgWuvr0pWzro6tiMRjB55T33OY27/Vh8b74DEoZbLTxmda3yzTUsbC47jS5hgB47x1mjHbjoEKP7wijF6/PFZlfVwew/eKNtp9HnvzfFZWiq7QNrxgcc9vc4CEPQAAH5NJREFUZK/Tu3Z9pqblp1QfKZ8H+ny94weDQWJVlIrv7e1lAfb1ej2Vcz969CgA4Gtf+xqAUQbzr371q9k5bmUEgwoEAoFAIREM6irh4sWLyf7MVbeqezQ4DxgxKJvbjKuvUqmU0h5xddbpdNIKf1YdHc8vNC2djX6mLIlQVuOxBnu85lSzUnsAWXoiD7pCtStyL03RrDHQa/SCTtUfov3XisZerSrCY366amcbWp/KXgvZkvr0tH2rtlQGZZmfx0pmhR8oo/P2zXpubPvTVIzTWLbXVqVSydiafs/ew1n+WWXWXgl6K2fXc6lK1qpKNbCdv2UNYSAj1rRfR44cATB+Ds6cOQMA+PKXv5yNwa2OmKCuEn73d38Xv/VbvwUAWYR5o9FIPwxNFssfAvfxAT579mwqYMb8fl6UvZrIPEGB/TF6Jj6i1+u5udrYvnXgq3DCFnNrtVqZSWcwGKQ27AT1fOYkez1eDJDKxj05sp1IdEKwE5RmOfAmc+9/66xXGbi+pO1Er+IQayKu1Wrpmtg3XpsuWLQ/swQl3gTo9dEePy0GSbfTYoxmZQ+x51ShCI/TY6aZ5/RvvW9WqFOpVFy5+7Tr1f54+Sxt1oj9/f20yGSs0/LycnofsN1nnnkGAR9h4gsEAoFAIREM6iriQx/6EADgD//wDwFMBmGS+pM9aFE/mw/v0UcfxWOPPTbRRqlUSm1wdaa56Ww2cxU9cAVJwUKpVJooB8A2PNbA463IQ53KVp6uDm0VOtgsAlYabK/X7p92HNuaFmisK3mviKQGJPN6vCBVC13V2/6oyVQFDvacamrySnDY8vWEStA9p769lxpsreOoZll7bR6j9sQUdnyUQVlmqazHmtm8fIp8PtVkyutVUYUn0LDPp1oyZgmHtM82O4z+DmxgtWbgJ5PS8BOW1Ijg3OkIBhUIBAKBQiIY1DXAL//yL0/8/8d//Mfpb6+wm0q3eQz/JtMZDofJ8UoGxbZ6vV5W7E5ZAMtWM7/f3Nwczp8/D2AswtD0R4TK4C3L0NQ/ZHb8v91uZxJ6zUlmGZee18vF58nr7cpZ89ZZP4mXWVyFFlYQMT8/7/pCbBn4WQIKT2SgrMfzvxDK9mxwqt4HmxaoWq1mLMDz5ek1Wd+WJ5rQPtt2vfaVAXo577R/+lmj0UgsX1kS+2etBLVaLWNOs9Iszc/PZ4UTdWuFGdVqNTEh+pHUX8x93Cr42YEDB9Jv+Otf/zoA4Atf+EJ2fGCEmKCuA37pl34p/f3ggw8CmPwBWfVVo9FIPyQ6YFXF5OWc89RRNO0dPnwYAHD77bcDGP1gaTph4lk12XkxK/azbrebmTj4clleXp6ojMv2+aLQ7Ak8xr5gppmYuLUvUu2/Zxq0ufs0RseagjRxqL7ArPiiVqtlL2otRudVDrYTvVeRltBJzp67Wq2me6HVhe0EpeNpx1HNerOyYniJZD2V3ax7MiubiS4euIjiC54LKS1Zo2M+S7Rh49xUZWczRAyHw2Qi9ZL1WpFQo9FICz+WxlGVpqr4KHh6+OGHndENKMLEFwgEAoFCIhjUdcbP/MzPAAA+9rGPpc/sSnhhYSErMeExCmUK1mHe7/dnlgQnrHhA+8Otrr5V9MD9ttT6yspKZqIpl8uZLJptqanGK/9hS7hzv91Oi0maluncMihldNbEp+yHqFarU0uUa/+1DctSlUF5YQFe1nnus7E5ahK0zEtNcZ4Z1WM/npnQMhXdzsqWbsday20QlUoFd9xxB4BxbBefrc3NzYk8kDx+mkhCC4iyX/V6PbF8Wib02fJk+7b/aja0YSIHDhxIYgpaCba3t/HEE08AAD7zmc9k1xyYRDCoQCAQCBQSwaAKgp/7uZ9Lf//BH/wBgLGUdWlpKQkhaBfv9XrJLj8twwIw24ejK3S7gp3lH+n1etmKWf1m/J5mcbfO81arlZzF1peg8lx1QlsWqatl6zNRljRrJT8rA4UnelB25fmJpgWialDurPpOnuhEWZn1USlD5vNCVqDn4thqFnHLArxnRJmgZYezZOalUiljYZ74RRm4Pb5UKuHOO++caFcDvcl6lOlMG38vS3i73c6uUwU7ntCFx1kxCTAed/4ujxw5kvmOH330UXz84x/P+hLwEQwqEAgEAoVEMKgC4ld+5VcAjBV+q6urqdS7+pGoGuKKjas0L2BRfQg2xdD29nZaYXoszPNLeQGXXvAlMFmRlN/b399PykHLflQRyD42Gg3XD8Stl/vOC/zl/7NUaipVB/zKrsqIPIk04TFYhU3R5AWpKrNU6b7tM1fr2p9pPivbN9v3WcHQ2lfrl/L8fPqZTVnkKfAUTO116NAhAGMFarPZTAyceSp1fAj1EVm14s7OThpHnpu/JS3Xrr5Xmw5Lfxsca2YrP378ePrs9OnTAIAPfvCD2TUGpiMmqAKDP7bV1VUcP34cwDjGqNFopISzNPvxx1atVtOkoKY3miU0WwQw+lHal7kKIeyEoGUKdNKY9tJXua2+KG3ckZbRtslQVbbsZVGwk5e+PD3znZ0YvH26neZ81zaGw2FmltMXuG3Dy5OnL2y7X8UatoBitVrNFghe7JgXy2bvpfbbE514Qotppeh1nwo/bEJb737t7e2lbAs0cbNEhcZgnTt3DsA4RELb4Ll1guLv4MKFC8ksx0llZWUFANJvi/0AgK2trXQOa8ZeXl5OYRtcTPZ6PTz77LMAgHe84x0IfPsIE18gEAgEColgUAWGmuS40uPKdH19PZkjuEqjWUyLAWpuNTKtS5cuTbR14MABrK2tAcBEyQDLSjRzgs3Fp8IJQlfONpOEtmv3qcOcY1Cv15PJiyxSmZ0ntfdEANxn2Z7HcGxQprahZezVXDWNRSoLm1XmRP+3pjcvfEDbJ1SMYe/TNDMs91kzmLJIL1+dZd4qYrDXq6ZSQhmpZdmbm5vp2ea9J4OqVCpZLj6vfRVXWFGFhkZotggAWFtbS78vsqZWq5Xy5tmyG+vr6zh16hSAMRs7d+4c3va2tyHwwhEMKhAIBAKFRDCoAuO9730vAODP/uzPMqGC+mG4iiOzWFhYSIxLy5aTTdG5zFXp4cOHE4NiLr5ut5vas6vSWq2WbPVkarrit/WvWq1WYm/cdrvdTPpsV+EAJtrkitZmklafmDKDaWmBVC7s1ZuyrENFHp7PRJmCN1aEZYzK5GYFT3vCDytqKZfLmS9JRQk296AyZB0Dj21y6+XNs7J3O64KZZ2E16aOpxUjMGXQoUOH0nNMVrO7u5vlUdTgbyu5B8b3QguHAqPnlH4o+r+UtbKPvL9ra2spLRP7yoDcwAtHTFA3AN7znvfgox/9KIDJl4/GCAHjiWFhYcEVUFglmka+c8LhxNZqtVJ7bIPfX11dTWoq/kDVBGRNQZcuXUpmEs11xpesFuRjW9YM1u12M3MMoYICT1lnhQ06kWgcjo2F0WwHnvnP9kPNinZCmJbg1rZrY6W0317ckWfmJLzP1CTrlZqYlrtPM2F4yjt7nboIUIWfjWVTM6kXz8c2tAgg9/EZp9mvVCplE7d+z05a+gzyOG673W76LXC7tLSUfmt2XOfn51PfuNXYxsALQ5j4AoFAIFBIBIO6QfALv/ALAIDf//3fBzBpclHpOTBiUGQ9ZC7qVOaKlqvHwWCQGBTNGdvb24mt2awR1Wo1rSp5zkajkVbANL3QXLi5uZmEGSrPVQGEtqVmMUJLL9iy551OJzMBeXnZVN6tzAmYNDlaCbpXqlz/npUfUcuLezFDVgjhncdjOATbn5uby8xslUolPRscK89E7OXi83L4eYzLilN4LzXjPaEmSv1sGjSjOE1vNLNVq9X0rGrGcM2UAYyfRc3szjHY2dnJMpyrSZzPEk13w+EwPaMaS8Xjyb5+7Md+bOo1Bb49BIMKBAKBQCERDOoGw6/+6q8CAP7kT/4k87dwtby8vJxWklzxVavVidWhbqvVahJJqEPYrpg1yNYL1PV8Q8BoVWqzRasEWsUdugXGK+HFxcW0omW/aOvf3t7OVubz8/OZOMKulvXaVCZvfVDKLJQheYzLyrj1/2nZ0vUz9cN4kmz7GfvqSdY1r5z1P/KagUmRis14r74664PScbGst9PpZEIJDdT1sld4Uns+N8wosbW1BWBUc4nPKn1RBw8enGDVwKQFwWNJtrAnv7e1tZXqNjFjy/Lycvrb83EFc7ryCAYVCAQCgUIiGNQNip/92Z9NWZG5iiUTWVlZmShrzS1XizbIEJisqQOMfAnWR6T53ywLmJXZWgMo1c9k/TXaLxssu7CwkJiV9UtcvHgxy92nqkJem66Wbe2k4XDo1r0CJlWCnjpQx8KqCb38doTnf5mVnslLf+TlTCR0jG3OOb1Ojqeq/siILHsG/MBkPmeaK9Beg8rePUZn8/n1+/3kQzpz5gyAMVva29tLDErDDqzyjvu63W56XugbvXTpUrou/l6UsbF6rwaS2wq8bPNDH/oQAlceMUHdwOAPmi8TFRHQ/MUfaL1ezxzk/LF1u930o+WLrF6vJ3MKX2A8T6PRmJjcgMkJitC4JjvZ6QToFQ+0L6vBYJBNHPoiszFG3W43vUg5FnyZAGMzIifMubm5bIIi9Nxq2vSK+k3LF+gli1WZ+bQMCAoVd1iorFv7b8dR+8DjVe5vi02qOcz2VftMEzHRbDazDCEqG59lvuR5Op1OEtdwgtIJx55bzbp2/Or1ejLPHTlyJF2bFfawf9vb2+m50fvM54bH8zcSuDoIE18gEAgEColgUDcw7ApPMx9YhjA/P5+Z9rhK3tnZyfLzzc3NZavKAwcOABjJea1zXk0obEu/b1lerVbLzGFqLvTMPTYIVq/HM5dNE0l45rxZq/ter5cVVdR8h8qWrMhAMxtYh7yaBKeZ9HSfBhN7zMuKAPRc1qSmuQ29wote0LWXoZ1/k5XwPI8//rh7PTaLuZ7bC/blcSypcfbs2fQ9G1xer9ezTPG8D4uLiylHHp/L/f39LPMEsbCwkLKS8zz6jLA/H/nIR7LrDFw5BIMKBAKBQCERDOoGxi/+4i8CAP70T/8UwGTQJv1LdCQ3m820+tNaN8BkoTdum81mWiWSjfF76oNim61WK0mB6VzWPHFkX/QDVKvViVRLup3mf7Fyei+NkH7X8xHxGM/5b/0X6sux/pRSqTSRmonw8tuxbU+oYH1Kmh3c81lNk/L3er3UvjIoy8KUZdvx09x3/J4KZDxGapkZ7029Xk+CA0IzivN7PJ59AibL2bNdWgs2NzfTddiA7cOHD6dn1bLsRqOBgwcPThy/s7OTWL/10a2urqbj+czu7u7izW9+MwLXDjFB3QR4//vfDwD4xCc+AWD046dpj2aNZrOZJXPVGBb+CBU0nXgZEKyJqdVqpYmJggvNbGELwpXL5fSy8pKuWpVdt9tNphn7IvYSxGpM0rSMEmyXn9k4Hy0vYifPTqeTiU5mJart9XoTcWc8j5oYtS39TGOSvGwOwEh9xgWFTno28a2aRb0ilRxTXUgAY7OtHq/noentxIkTAEbVZL38dpwcCJ1ArclRn1lem5oI2ZYKY9hvNW3rdQDjSXd9fX2iCjUwniQ3NjZSW9y+7nWvQ+DaIkx8gUAgECgkgkHdRGB57Gq1mlaJXDkuLS1ljmOuoDXGSE1BXH1y9Uy5+crKiiv5tgUOVZJtiw2Wy+XUhnW+93q9LO/epUuXMkc2zT5enjv2FUC2atd4HM1bZ0176si3oodut5uVOVGnvhUZ2AKDxDRZtJrz1JxqiyRyu7u7myTPaobkuBNss9VqZeY2zXah8XM8j+2jVwTznnvuATDK6vDYY49NtO9J5DVWzmYiV+m8Zc2tVisxamXGvNeUnvP7Kuwhuzpy5Ej2DNIUvbGxkY5/+ctfnvU7cG0QDCoQCAQChUQwqJsIH/jAB9Lfv/mbvwlgklGQ4TCnnUb/Wz/K4uJiOp5MhatlXdmqn8RKrJXVeLJuzeIATOb6s/1pt9uu1BuYLFWuDMeyKkIznWseQF6f9VX1er2ZgcDeit8WX7TBv7w26/eyLFf36XXa43d3d1PeOWWuKlTRvu7v72d1vqrVapbxwws81rpZvAf0LbJOmBfYq8HKlk0NBoP0nBFahNHLbci/yQTPnz+fMUuOu2bD5/O/urqaGBnP/aIXvQjA6Pn/8R//cQSuL4JBBQKBQKCQCAZ1k+LcuXMAxivOXq+XVo7c6urd1n7a3NycULGxDWDEZuyKdjgcZhmwtYKpXdGqn0yZEzBa+WvlXWDEcOxnCstYtIKwrZulzELrWbEfVt3WarUyxqKSbFUTWsaism07PtY/pO1r2iTCy1unbc4KgrVZx/f29iYUjNyyT/RJcsyVzajcn7WS7r33XgBjH87FixcTY6E0XK/JtjUYDNK5VP5u02FpiXnuU+ZIVkhGxH3VajVdkyobeS7uoyI2UAzEBHWT4mMf+1j22a/92q8BGL+UVU7NFxPlvFtbW5kEmi+Q3d3dzESztbWVOek1gas15wGTcVu6LZVKmSS70Whk5/QSsdpYHYWX6JXt68tTZeDAaILyskzYkvVqOrRxYroI0H5b0YOXLFZfzvZ4XTzwpazmTmti5H3WGCWd3DmpWDOtilqI+fn5ZBK76667AIxj5dbW1tL1qkjFTv5eOXiFldrrWPAZ4aSkQhHGN1FIsb6+niTwGrrwvve9LztnoDgIE18gEAgEColgULcQPvzhDwMAPvjBDwIYm/pUlEBWsLe3lzmc1WzClS9Xx88++2yWGYImtdXV1cTa1JRonfRepgcvV5uVZqspyGNQnrOebaksfJokXAURyois7L1er09lCGoCtWYuxSxWqEUSrdig1Wql+2OFF8D4PpFBdTodtzwKv2MZrGd2HQwGiQUzmJX/Ly8vTzAV9mva+JRKpezeaa4/b+uJceyzastj6PjY8INA8RAMKhAIBAKFRDCoWxC//du/DQD49V//dQCjVbiurPmZXcF79XH42blz55L/gatoLaBoZeNaYt06zIE8w7Ye74kHLIPy2Ib+b305+rcVSwwGA1ckYaFjZn1KnujBqxHFY7xChBq8y/afeeYZAKNAWbJUMtNut5uNsdd//VsDnIExy9a8e9y2221cvHgRwLgk+9GjR9MxzAbOFFgqvLHjpwzKCw+wPjcdOz4ri4uLKUCX/aaI4+jRo6k9+qk0fVOgmIgJ6hbG7/3e7wEYxU/RRKNxPvZlqeUzOKHZuBkgr9iree680hFe8TorqlAloE1sC+TlEiqVSjbx6fVY89BwOEzXrrEz9tyElxVBK/Xayd0raaETjj1+WgFIzQQBjHPgtdvtpESjAELjtwidIOxkUS6Xs8rEHAMVVehETlENX/Ysu6ECCipKd3d3JxZAwGRSV1V9cgwIax7Ve6hmRqoIOVGxD2tra2nMmCvyp3/6pxEoNsLEFwgEAoFCIhhUYCLPHVlEs9nMWAxXy71eL5nzNB+dNY1xhdvpdGbKv61pxzPB9fv9iRgqPY8KFlRcMS3/nWdaa7fbWSaJWeY5LWPvmQ6tPNoyPD3G9o1be04VDdC0qvnoNOaNx1vmpqEFlgXOzc0lxsHvnT59On2P/WXWiI2NjcRU7HWvra3h1KlTAIBvfetb6RgrNtGYJJ5Ts9zzMzI6Pnerq6uJMZJBra2tpb7RInDo0KF0DE2NwZxuHASDCgQCgUAhEQwqgAcffDD9/ZM/+ZMARo5kKxP22IwW7bPScPU3zQrCtIxFHebqp/I+4/ctg9KM5VbWrYxLM0/QP8JrUsZmGZAWbeT41Gq1zLelvhMr8lCfkt16NajUV8f+sM6WChC0X3YMdOwsg6pWq4lBUfzw1FNPpT7wnPQz3X333UkIQd+PClL4N4N/19bWUh8ZSMs2a7Vaem604CLvBdtgEcGjR48m9qbsyhY9JCt+17vehcCNh2BQgUAgECgkgkEFJvDnf/7nAIA3vvGNbl0kYLTS5upY87/ZIExlJ3afpgWyUDamSjwbRKqrb0IZA5mE+sLYFqGSaXudWpacq3RlRFqbiP2wTEX9cVat6KVe8qoWe74wMgr6XJ577rk0Dh5b9YKD7fg3Go10HK+Juew0uJks6/77789k3V4GeB5z7NixNI5W4q2MlG0Bk4G/wNindPvttyc25aXDeuc735mNQeDGQ0xQARf/9E//lP7+nu/5HgDjF4FOCFoCw8qE+QLv9/vpOL60vPx8+kK2ZjyVRRN82anoQU1k7KeVp2uiVz3elnDXMuzcpwlneX1sS0UNPCf7qLnsdJKw8mk1u02ToANj+Tfvyd7eXjKzUUDR6/UmTLC61bbUvMjvcgLkxMDYIW1jaWkpTZBW0KFZGjiRNJvNrJAmr7fRaKRr4vjX6/WsHxRGLC4uZoILAFEi4yZDmPgCgUAgUEgEgwo8L7785S9nn73pTW8CgAlmZM1DWjrCCigWFxfTalqZCuCLJDqdTlaOwSslrufxSs/zf1tKRINULYPSIF6vkKCXC24W+7EZLmwb3FqhhQbvUmRAU9ni4uJEcUdehxeQTFjWub+/nz5bX1/PxoJ9I8tqt9tTS9t3u91szGjq03PzPszPzyeWRBPf8vJyxpzUbPze974XgZsbwaACgUAgUEgEgwq8IHz2s5+duu8Hf/AHAWCiIJ4VIHhZuz2xA7+n5cDJvJShWSm8CgU8cYJXStxKsr00S4Tm/9MgZy3wp+f2UiMpbJ47zf+nTJDnJHPiuKyvryfmSgZVqVQy35b6wdguGcva2lryF9liilqji+yt1WpNZVBai4p9WF5eztITafFD+qDod1pYWEh9o+/vgQcemDmOgZsLwaACgUAgUEgEgwpccXzuc5/LPnvd614HYFLWbX1Pypps0Gaz2Ux+CB6nDM1KyKvVapadXNmSV9/J+mQIDUzWirmWcWn6IMugPHm3+pS8hLZ2n5ZFp/xbZednzpxJ/bB9tAxKUylRun3PPfek7N9kSSdPnkzHk5UeP34cwIih2XHREvc8pwbbkiVR/adhB9zHfoVUPBATVOCa4Etf+lL22dve9jYAeel3fRmqGU8nN2BSOu0JCvgy5/E0E6lJkPAynOtLl/3gi3tvby+9nDWThI2XUmGGF/dlzXg6WdvSGjpR2qKQKvPXrBee+ILgcZxwXvWqV6V2eU333XcfgNFkR9Obbmli5Fizf8xIYvHJT34SAPBTP/VT7v5AQBEmvkAgEAgUEsGgAtcNf//3f+9+/sM//MMZs1DWo4wFmJSlaw42G0irDMMyqFmZLfr9fjpeJfQ2mHh+fj4zqalM3rIk/XtWPSg9j9Zu4rVza2tRqajCMiituUUWNj8/n/ZT3s0ChOvr64k5cVz39vaSWOM973mPO3YWYbYLfDsIBhUIBAKBQiIYVKBw+Lu/+7v09zve8Y70t5YyB8a+EK15pD4rKwzQqrBeZnHCk5vznEz50+l0Mvl6u93O2lOfkZVY6/etMKNcLqfjyHD0+mxuPQ181nNaEYMGLZNx8Zitra1UR4ljy3M3Go0kUuF493q9y2ZOgcALQUxQgULjr//6r7PPvu/7vg/ApDlM1XXEtCSxKojwCgl6RQetwq/f72fms3a7nZWRoDlMS4JoHJdNyKvXwQlBJzJVyQHj7AwbGxtJsKBqR5tzUCc4m/ljb28vKfpsocB6vZ76RkVmIHC1ESa+QCAQCBQSwaACNxy++MUvAgBe+9rXAhgV6yMb0BW/LSioufZsJnUgLz+hQgQvI4PNaNHv9xOLseY8bY9sqd/vJ4al2b/ZVyspHw6H2WcsHri0tITNzU0AY2FDr9fLpPN6bps3sN/vZ0KOH/qhH0IgcL0QDCoQCAQChcScdc5O7Jybm74zECgw7rnnnsRwyGK0uJ6Vaetx1v9SrVaTn4bZGvb395OgQAOC2R79QCpw4DnJ5DSYWMUdPIbn1yzgPI4ihhMnTqR9jz/+OIBxuXZleTYrxc7ODs6fPw/Az/wRCFxLDIdDN8YjGFQgEAgEConwQQVuSjz00ENT97397W/PFHidTiexHTIdKvIqlUryLWnQL9kPP+t0OlnlWrVQ2IrDXpVgVQ7SP2X9Wtpv9lFz6/E6hsNhCrglmO/uzJkz+Iu/+IupYxQIFAFh4gsEpuD7v//7AUyWmtCYK/52tOw9zYRWvq7CDI1hspkhuK3Vaql9JlbVbBda1A8YTWycyHZ3dwGMTHycrDgR0vT4kY985IUMSSBwVRAmvkAgEAjcUAgGFQh8GyCrGgwGmUS8UqkkhmLFD7VaLTEoDba1DEqFHfxsWs7CQOBmQTCoQCAQCNxQCAYVCFxBvP71rwcwLihIlvU///M/161PgUDRMY1BxQQVCAQCgeuKMPEFAoFA4IZCTFCBQCAQKCRiggoEAoFAIRETVCAQCAQKiZigAoFAIFBIxAQVCAQCgUIiJqhAIBAIFBIxQQUCgUCgkIgJKhAIBAKFRExQgUAgECgkYoIKBAKBQCERE1QgEAgEComYoAKBQCBQSMQEFQgEAoFCIiaoQCAQCBQSMUEFAoFAoJCICSoQCAQChURMUIFAIBAoJGKCCgQCgUAhERNUIBAIBAqJmKACgUAgUEjEBBUIBAKBQiImqEAgEAgUEjFBBQKBQKCQiAkqEAgEAoVETFCBQCAQKCRiggoEAoFAIRETVCAQCAQKiZigAoFAIFBIxAQVCAQCgUIiJqhAIBAIFBIxQQUCgUCgkJgbDofXuw+BQCAQCGQIBhUIBAKBQiImqEAgEAgUEjFBBQKBQKCQiAkqEAgEAoVETFCBQCAQKCRiggoEAoFAIfH/xAyn6q93hdsAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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THL/mMSiRVHo+r9igV67dE1B4QgoWaOD8eI8ZF75jJeJ8HIsx7NgWFhaU9QBsqgSjBgtdXFxUEx/OCTa0sLCg9yWk6Lu7u8r2uV+eWTPgIxhUIBAIBAqJYFCBQuLZz3525n/OswZ4PgoOOsUuGj4KTktjUx2JZAM+RWby5euvv14+//nPi8jMb/DKV77yBxrf5eCf/umfRGQmevjZn/1Z/ezTn/50pj+nT5/WjOXIqt3r9RI5PTMqmz3cq+/k5dvj9ywDupQPyv7tsTcuKIg2cC3Qv+FwqMfxNWQflUg2QNYKLVZWVpRdgxHh+/1+X88FZr26uqoMCuwa89ntdjVIHPn6hsNhJigYc4JzocAhxgbfYWCGWKAChcOxY8eS/HnVajWJwwFYecZxO/bhiQWq1+slKrLJZJIo2HBuEdF4GYgq/uzP/kze8pa3/EDjZHzkIx/JtD8YDOShhx7Sv0VEPvjBD8rq6qqIzBYmmJ+63a7+jXHyQ5kFIiLZuCAuV2HjoPjBagUNPF/WnMcxUl6ePpvxYTweZ5RuItn559glkek1xOLDC6et2MuKT4wdC0Sz2dR2ESOH721tbSXJcavVqqoDcR4IU9bX1/UewXXgTRVvDDh7hsjMTHjXXXepwg9z9Z3vfEeuZYSJLxAIBAKFRDCowBXH3XffLSLTSH2RbPE6zjxgC87xzhw7ZTi92+22mk6wQ+XdrJVMeyyMHfMw37Ck+e1vf7uIiDz44IMiIvLJT37y+xr3L/zCL8gLXvACEZk51hG3xCYs9GdhYUHPD1MTsx9rnuNMDNYEx3FQ88BtWee+F0vFTM1mUfAykLNZz7KqarWaxC4xw7CZMziXIM8L+mfzEZ4+fVrnG6XegQMHDuj9g7bq9br2w5qNz58/n2GzOI93n1mGyBkrLEu9/fbbk3m8llhVMKhAIBAIFBLBoAJXDK94xStEROTb3/62iPiltdlPgl0r1/ERme4sYdeHj2BxcVF3wHCEc/ZuK79mSTP6gfPt7u4mO+HxeKzH4fUlL3mJMiGwQfS/0+kkGQSOHDmi57AF/xjsuIfvyfqIOBCVpdJ5LIk/4za8LOD8ao+3kn/27XHtJhxv2S+/Wik8iwwwT3hl/xFYDPcd15d9bvARcVCu7Tfun+XlZZ1PsKvRaJRhTCKz69zpdFyG6eUStHkC2c9n579cLidM+q677tLPcPxXv/pVuRoRDCoQCAQChUQwqMAVA5cYF8nu1q1cmHfwls2USiXdlSIVTbvddn0yItmgX2AymSTl0U+fPi0i0x03dvIsW8bx6M/y8rLusMF0mBndcsstIiLyYz/2Y3q8zW7NNYhsxdt2u50EEeN81Wo16aO3g2dYXxszHCspr1arutO36jY+nqsW25Lpng+K2ZXHepg9iszY6srKiioacR9xWXfrg/LuqfX1dW0PKj6w7iNHjujxYMWlUknZFyrr4jqz74h9ntYHWKlU1E+KOeA+X07wNPtncQ1e+MIXiojIl7/8ZbmaEAtU4Irhs5/9rIiIPPOZzxSRrImGk7iKTB9kXokGfmWMRiM9Hm3gITcajfTBxKY+e058trm5qeYeTkCL4+E4Z7OfzW4wGAxkbW1NREQfrI1GI1nkOLcb/uYktji/nSdO9Mpt2bkCOLcexlav1xPzpidiwIJTrVaTMuq8QFnzGfcBx8H8Wq1WVYjCpevRf7yHNpaXl5PkrIPBQBcrG5LApjXM4WQy0bHYfI2DwUA3KjDx1Wo1bR8xS7jOtVotuYbD4TCzeGKcOBf6hv73+/0kuSwv6gDHZ+Ha4b1nPetZ8s1vflOuFoSJLxAIBAKFRDCowBWHFxxqTV+8I/cEDrbcAwfjWhZRrVYTyToHctosE5ubmwmbabVauiPHTr5SqSQsDO33+32VhjPwXSsaaLVaCcs4ePCg/o2dOYsm2FyGcVow67QF9hYXF7U9K+iYTCY6B8wirQmL2ZjNnTgej3U+0AZYZbVaVdbGxRUxnxgb2h+Px9pHLlKYVy6kVqvp/ON4FmFwhnORaTaORx99VERmgghmSbgOfJ2tCbRUKumY+B6HORGydLTh5T30THz8O7Bsv9lsynOe8xwRmd2r//3f/y37FcGgAoFAIFBIBIMKXHE88MADIjK1n4tk2QDs9Y1GI3FyA16tIi5AaO361Wo1cUazmMAyD5bzcrAv+ohdeLPZVJny9ddfr++JTFmY9aGVy2VlL2AG7OtCP3iXj7/RD5zv4MGDKhBhOb4NHgVGo5F+Fz4xFnl4/j3s6sEeRCSR2gOXKk6Ic99www16HohSMD/sK7SZ1Le2tnScmNfV1VWdb/iP+Ps4J0vjbQgCGMnZs2c11RTeW1xclMOHD4vIjJ3Ab8YiCRZm4Jw4D19X9N9jYSwi8fyHmE/LMNvttn73aigvHwwqEAgEAoVEMKhAYQAGwP4j7EDL5bLuNMEG2FeEHS0YFwedYpcJ9uGVNmdGZNlYXgArjsdOuNvtJoG08G3s7Owk9YvG47ErjxeZ7rRt4C3vpvEKv8rq6qrOB8uvbWl77O63trY0mzbaGA6HuRVyy+Wy9g1sgHfoVtY9Ho8z843jbYZ5tMG1mfi6Wb8ajr948aKynqNHj4qIyPHjx7VdVLXF/3wN4ePiMAcOqBaZMigE9nKqI5volZm19ZE2Gg29H8G8arWasi6oA72s/ADL+62ScTAY6Hxj7rjUPRjpfkYsUIHCAA9rz3nd6/X0YWPlyP1+X3+YeBAsLy8n2QfY9AETEMOaVzhOyIowWHaNBWdnZ0fbhfOfy5LbmJ6tra1MaQzuf6lUSnK2VSoVfSDhM4z70KFDOmf8EEWmA2u2XF9f1zbQ54ceeijJ1sGLO8vdMd55ue/QDz7GxjrxAxbiASwunU4nWSixOC4uLmpbWGhvvfVWNVHa8hnD4TC5b3Z2dhKRARaora0tNxYMY8LixdnwAb5HsPG47rrr9DwoKIk2GFaS32g09D0rWWezNJ8f1wdlP2A634/y8zDxBQKBQKCQCAYVKAz+7d/+TUREnv/85yc52Lrdru4gseNnUx9Ma+yIt+wBu2RmOlwIz5rxePdupeecKRxCBHbcW4EGt8GZsMGgWFqNvmIstlifSFasITJlPGAgMPGVy2X9G5/hexcuXNB+f/3rXxeR6Y47r4ZTvV5PWGqr1VIJtmUsDGaimD87tuXl5SRHHZvN0J8jR45oH8CIbrzxRhGZsiuwLyuT39nZ0XsE39ve3ta+gXnZfIyMSqWi/bXs3MuSMZlMMrJ4kekcWwGHl+8QaDabCetkmbw1R4vMzNxgmxjvfkQwqEAgEAgUEsGgAoXDfffdJy95yUtEZLYz73Q6+jenwhHJZjrHTrhWq+lOFTt/7EB3d3e1LU4Vw1mlRbK5+wAOqkR7HIxpZeBeLjx8b2dnRz8Hg/Iq2IJZsDze+sRYCs9MzdZY4lRJHIgsIhm/nE1TxAzt2LFjIjJlA5Biz8t3iJ18q9VKxsl55cA6MYe9Xi+R2t98880iMvU7oZot+3fg18F1Aks8d+5chjlh/ByWwGDRDKd44r5hnACO42tia1ZduHBBv2tzRfJ38dpsNjOpkPh7o9FI+8MB0GBQXE1YROSHf/iH5X/+539kPyEWqEAh8YUvfCHz//Oe9zxdVGxMT6VSSRaoyWSiDwKrJms0Gvow9MqLA2w2wY+cc+zZGCAul2BNWSJp2fWdnZ2krAibwzgXINrHWGwOtlKp5J7bluXgDAUwecHMyEIOvHJiWDjfsVB1Oh3XrIW+Yk5hEmw0GnpOLBKY11arpeZIvC4sLKjIAAsrm7ew8GFs58+f1/axMGERO3nyZKIcLJVKSbkQNqPauK9Go6E5+NC+J47whDRYHDc3N/WcdkHj+QCazaZef4BjrtBHVnziN8B5LO3Y9gvCxBcIBAKBQiIYVKBwuOOOO1SmzSIJu7vE/yxB90xw2IVznJPN3MASaJYV4zyc60xkuusFm+Is6QCXIccrS85FpgwK5hjsomHOW1tb036ABVy4cEGZHwshMG5bBoNjl2wm8n6/ryISsA4WBliTYKPRyJTNQBs2izmbFHE8GBdLw22MEcQPIjPZ+GQy0XFiLphF41yPPPKIiExl8t/73vcyc4xYo06nk5jUBoOBsg2Mkxkh7g0wx8lkoqU3rKjF/g1gnJB8s3TempS5kCab7qxgg+9T3C84fjAYKCPGXFmT335CMKhAIBAIFBL7b0kNXDVA1mXs/jiy34oMyuWy7mixI+dsDch9h91it9tN/C5cY8fWQtrZ2XF3ryJZPxIXo7Ny91KplASn4rPBYJD4oJjlYZzYrR85ckTng7Nqgxkghx8LHdjHJjKTuvMcoD/nzp1TiTiPD/0Ao+AiiFbu3u/39buWvdVqtSSglP1YYLUQsHDmcs5bBwEEfDgcToBxggl+61vf0mtiJf21Wk19YTgP2BD3kdmNre/U6XSUkdkceFwQkZkRGFRelng+vlwu69if9rSn6RxY6T9nquBrjHmy2fvxm8Bc7CcEgwoEAoFAIREMKvCUADthVs9hh8oqOJHsrpHVVWAvnOEc/8NXwbn4OIgV7YpMGZiVUYukdaNYmWZ305wuiYNOrZ2fK9Ra2S/nF7Q51VqtVqJavHjxYpKpGjv6nZ2dJP8ft2vneH19XfsNVjMajVSdxnWd0Ka9XltbW0nALZeBZ5+cyPTa2PyI6OuZM2cyKY4wZ9j1Y67hMxqNRnqt4XOB5J3bxzEHDx7UexBjPHnyZOIHYp+aDdrl+4CvoUi2bhMzHTAoMMDJZJLkgeT6XfC9Hj9+XESm19wqDPl/G+rQ6/UyVZZ5DsCY9xNigQrsGZC0E8CDgMtcs0zaxvJYUxyD45TwMESbKysrSfvVajWJuYE5aWVlJUk4K5JG9nO5CE9GbcURrVYrKcnOIgmbr44L2qF9Fm3goQYH+87Ojn5une/NZjMpSdHv93UBhImJ+4+5grmw1+sl5S2wgDQajSSO6NSpU4lIgsdtzZe1Wi0x56I/Z86c0YUG5+HktTgnz5fNbcjzaP/nPHrchi1qyeZOHIf+1+v1TBgAt+9lkuBQBK+4ppV/NxoNuemmm0RkFmt2/vz5RHzBY8Q84n7mIpL2d7IfF6gw8QUCgUCgkAgGFfiBcMstt4iIX+Ibu/d2u62mK84MYHe7vKO0JhTeGdpS351OJ8m6wHnfAJiyOp1OkkWcGZEF94fNf3lBrWiPXyuVirIfzjyBna+VgQ8GA2VJMOOxEALBm9hBX3fddTo+jLtarer5bdZtNpGhDxcuXEjKxXNmjBMnTmT6v7W1lbBgDl7G9YWIgfsBdo05G4/HOk6WZHPmcTvXLFjBezi/Nd2xpJyzgtv+A5PJJLkfWq1Wwhj5PrWZPEajUeb645zWXIx5WlhYSDLM7+7uJiZqZsE24LlWqyXFLLlKwH5DMKhAIBAIFBLBoAKXjWc/+9kikvWncKE07NCwu+eS6FxuXSTLQKxdv1wuJ9LacrmcOIRx/Pb2dhLoKjLbaULSjN01y3O9ooReShibnoZL0APlcjlJnQMsLCyok55TDFm/DoJyd3Z2NK0OCs+tr68n2bexuz506JAyKPZH2HyC+P7u7m6S+45T81i2OhwO9W+eCxzPtbnwir9x3c6dO5ewbGZomANO0cMiE+7XZDLROQA45ZWV9Pd6vSSXI8+HLVbJ9xvAAgQbioA+Mdi/yfe9FZSgDTBakRmLHI1GSTFOYGtrK/HlcQZ4MCibAms/IRaogIu7774782MVkaR0gMgsJml5eVnNNla9xeYPgJ3oAIsk7Ln5QYCHEH6cnOmBTR7oL8cpiUxNJdZh3m63k7gRTuRqlVTcd3a0W9EDxzchVosflHhYwrz1f//3f/p9ZEWAiWxra0vPD8Ub5r/b7SZZIxqNRvIQ5H7ZPISsLrMLA5cXwdhZZIDPON8dxsmF+ayp1FsQ0ObS0pJbCBHA/cbmVCtAYFOfzTYyHo9zRQ98j9u54M9ZPGPve54zPg+uiT1ns9nUvuE+5tgxLGy8UePfgD0nYqpwr+9HhIkvEAgEAoVEMKhABhA9zGMxnDGBMz1jh2mZFu9U+T3LNjifm5VM290ptzUcDpMCfoPBICnjzUIELiOBceBvzrzRN10AACAASURBVNYtMt2pWpNOv99P4lk4Nx2A3ffS0lKSd49NLjDjcXlvK7vudruJGQksZXV1NTFvcewVZyZAH6xMm0tkcAYMfIZ2vbggLq2OceQJENAet8VmY5bqe8wJ73v58Gz2EL5GGBMzfXsNGTyP6KsV9nj3Jx9jRRKVSiW3xMfm5maGseaNic2SngkX1wD3sRXn7CcEgwoEAoFAIREMKqA5ykSyQgUrOQZKpVJiRx8MBrojtPJrts/ze1Z4wI5qztgg4u9QmTXZ90qlkv4NZzpk0r1eTwUILKeGD8fa+plNslzblpLnrOrW99But/W7YEQsOcb3wKS2t7eTLOPD4TBTXp6/d/jw4cSnd+LECfVf3HbbbZnjt7e31e/FIgy0z+ICkawggq9JXnFHFsYAnEXBihg4VyGc+2AAfE5m4LbeUblcTsQO7DO0dZK8EutsLbDj7fV6ScD2PPB974l9bF2z8Xjs1gfj8AURX8bOgiO8h991HmPbDwgGFQgEAoFCIhjUNYg777xTRGbqKk57w4GTgN018q6OmYXHktCWrbWUJ8HFq009w34mgHenXgl0fA4mglxtu7u7yh4gS19ZWdHvwvcDuXy3200YFFfPxXm4ZpXNrddut3UHi9darZb4ddivlpcSh48H4+GcbWj/S1/6ktx+++0iMmOFYEsXL17UbN4Y7/b2dpK+ibOnw9/oMVeb0oevCV8bLvHOfeUKvEi9tLS0pJ9biTj7y4DJZKLnR00pjOP8+fNJ3kP24diQB1YoetWR7fd4vAz7HvvaLNtmhsa1t6wKj/1eXoCxzdSPbPj7sR7U/utx4AnhzjvvzMSoiGTlyHhQs7PbLib8oORCdiJTp759yLJE2Jq8uICfF3+EtthZ70Xlc7/4M16gsNBwnA3ax4NseXk5McHheDbF8SJszVqdTicpLw9wGQT7MOf30AfPpMlt2nNvbGwkGTzQf5HZwoTXs2fPqnydy4aw+Uhkdq+0Wi1dbD1Rhd2A8MPfM6XZPH286YGY5MCBA3rtMK9sprLCGY4xQvJgfJ9Ndrwhsvcs30tW+OEVJ5z3PRaKAHwf2/Ic9Xo9ESTxHPNmzX7Gc+ItziKSmAr3A8LEFwgEAoFCIhjUVQqU0MZulB34NqvD4uKi7lDZSY4dmM0Tx6XEOXcYvuuJJOyukU0R1oQ1mUx0pwwp8XA4zGQ8YLB0lxlUXtAm74Q5pxrOBfMf+sA7W9712oKG/X5f58Oa/06ePJkID5gB2CBVNjExc7KMBdf03Llzyh5YFg1AFAJz3oULF5SdslDE26XbOWYzlBW6eKyJg2WtCZTPg+/iOqyvrydBp8wwrTBmMplkMtyLzO5nNpVxf+blp/PMf/Y+szn5GF4gs2eW4zIp9r6ZTCZJZnkWyHhWBGROwX0GFvm1r30td6xFRTCoQCAQCBQSwaCuQqytrelOngNera+HA2StrZyFDZ7cnEt1i0wZlOdbwTFeQKG18bM/wDrrPdEGMy8vdY7d1bIQxJYoHw6HyTlZsmz9EHmBrtaHgF3syZMn3QBdwLJblmnboFbuG/rFAgeeR2ZwIrMcb+wTs7J6HifO0+12lY2wvHvemCxz5SBS62tjYQzEO4PBQK8PhBOe8MZj2RDGgG2IZH2uOHee9Jr74zFZKwdngQwzJCsw8uTpaKPdbus5OJ8i+ovrBLm8l25LJGs14bb2I2KBugqAJKT84LCqvMFgkMQbAdVqNcnVxvEU9kHDD2xOEuo5jAFP9WQd8hy7Yk1eXEYA4B+/9wCwCyV+6FzJFsewQMBWJOXxeuYh9KvRaCSmLmBnZ8c1QwJ4iMCUVavVEpEKZzLwTEd2oefEuTDxYZHhEiV48JXL5UQMgvtnY2MjWaTZzGkFCyyC4TmzGw7esFjVZb/f1/yFMCnzPWCFN/1+X/uIBRmLnZfg+OjRo7pgQ+HJmx+7QeOx8CKHOZlnEpwH3oDYeanX63p9rImSVYt8r6NvuA8++9nPXrIPRUWY+AKBQCBQSASD2qd4+ctfrrthOEFZpGDjlDjvmHXEeuxEJM2DxrtL7PhhXmF4sRleGzZLBPrPxQ+ZveWVC+CIeq8P+JuzmnNhPcDuRr2yG+gP78h5Xm25Co5hsfPCTnR7vVgWzWOzhfg8BgI0Gg2dUxtzMxgMEgY4Go1kbW1NRGbMmB3y1hzmiQAwRjZRMtO1TJThCSysdJ7LmGNsbMLivIW2LcwBzNN33nmnxgiBcTHL9bL42+sEtsf3OI/HsmZmPQDHQXkM3M4VzwHGiTZqtZqy8P2YOcIiGFQgEAgEColgUAXGj/7oj4rIdFdks4c3m03Ns4YdIQdcAiznnZdbz7IBL1CUbezYjfJONc8hzLtBFmrYzBMs3rDMQiRlAbxr97Jd27Gwg90TdGCnbFnBYDBIAjrZX8Cy/XlFD63PjQM54S9iYYTHYO3um/0Rtj+lUkl9LAAXCAQwNq+oIlgK3zNetm7LxjgPHZ+L8xtyWzw2ZolgAegH+re2tqb1snBf7O7u6nEYE98/6A9+L7fddlsmlIDBflzOro7fHJia9zvxaph5vyvAY1BeUDba80q44+9Dhw6pSOLBBx8UEZHnP//5IiJy3333JecuOoJBBQKBQKCQCAZVINxxxx0iMmNJ7NvAbg6v7XZbd/zYMeGVFVdcstuyEmY8ng/Ky1guMt0F2to6nm2dmYit+cQ+Fk8i7tn/88qp5zEom0uNZeSWEVUqlVxFWr/fdzNPe3WyrCKR59gyTFbNWd8SB6LOC37lYGFP4WdrbvFnVvp//PhxDfD+7ne/KyJZZuEFhVrF47y+8nGAp3Lj68Bya5GZ3HxtbU2rD+OYnZ2dpCaWp8TD8adPn5YzZ86IiF+CHr9DLp2OFEqwVngMilmw95vwlHeYCxs4zL4/y+iYxWPca2trOpa//du/lf2OWKCuEBDtzaY7LAg2nxuXe2Dpbp5Tn3+MuOEbjYa2YRPCstDBS/Zp2+r3+0l+OxZmAHj4sGSaf7xW6s39xnEco2ML1HkmRC8nmn3484OAH0x5eeW4zAUD14kfylYez33xhA155So4Ga0Hr2yFvR94nLYAJMvk2cRqH3jcB3t/TSaTZG4BL0MDmzStaZDHwpkTUHIDCwNk55VKRc1suC86nU4iPffCGnAtT506pfJ7ey/2ej3d8KFsBcvGcd+zmMfLWGIzkHh5CQGeQy7hYt/DfTccDvU5gsV0YWFB8y1eDQgTXyAQCAQKiWBQTyF+4id+QkSmDlZkkmZ5qMeSRHwG5QXXssjA7ta5AKHdmeeVCbAmMmZcNvt2vV7PzVTBIg/efds22Fns9QfwGJTdvfLnXg4+20a1WlW25hW0s8dzeQiAWYyFl02Ds13gMxZS2Pc8IQHgiVTmlTTn8t9spsL1sWy1Wq0m/ef2PcbCfUMbXECQP2OTKa7DwsKCHD16VEREnvWsZ4nIzPJw//33ZwJ6ASsDZ+ZiS5ScPXtWS45Yxrizs6N/g7Xt7u5q0UvO8Yf2Pcm9nTPbJ4ZnZuccmrgmzJaOHTsmIjOW9/jjjysrvBoQDCoQCAQChUQwqKcAr3/960VkJg9FtmyR2U7MK6nNLMjuujifHMBMwZNw56U64pxqgMcEPOc7Czns7hWvCwsLuitmBmVzzCHHWKlUSoIwmTEC8BGIpOmSOBu77b8nCimXy3p9bEAws0+eJ4/V5okAPB8Uf259MhwI7PkFPcZimXS73dZrYtM4dbvdJCXOYDDQOYWPBd9vNptJ/rzRaJT4tjzRA/siITiwgd4857hXlpaW5JZbbhGRWZFN+Fcefvhh9YNy8K8VE3m+Lpz7zJkz6sfyrgPmEXPS7/f1t2vvf2ZQ/NuzUnsvhZiXssvzlwI4fm1tTZ7+9KeLyOzZ8sADD8jnPvc5uVoQC9RTgJtvvllEZjT8scceU/OEV4qATRYi2TgcjvmwD0M2wdmHsyeqYKWZdS5773nAA6rRaCSlJriyJ35AVkEoklUaYhzIoYbxwqzB7ULRVSqVtI15CwI/LDwTmY2F4QeJzVHH/eAqsXkLiGe+4eOs6Y6zY7DJ1PabNy523lutls43HuZYEHq9XvIwL5fL+jlMR5xgFW3Yhzr/PS/3XL1e198Arq9nTvUWabyHTQwXaOR5sko3z2SKcfR6PdfUiPGifWSbWF9fzxSB5O95sWG8sfTmym4Yh8Ohq1C19wEn0MVvDgvnxz/+cbmaECa+QCAQCBQSwaCeRLztbW/L/M+F/+xuiHdPNkfdZDJJIuo5bseLXLe7e09aDXS73aTcgwdmBVYS3Gw2lSXZflWr1aS8BUuy50Xec3YEW7AQRenG47HurDFPvV4vERmwqQRt8RxjZ2135twfoFKpuAzqchzgbJazogLs/LktNvfkxZqx+Y9Lp6OPXGbD9ofZKcxfd911V/IZ8tU9/PDD2mZebJqHZrOpcVb4HvrFEncOZwDTQtlyXOdms5kUMazX63oP2mwLbDbGOdmqADC7wbkee+wxEZmaPW1clmXKDLZC8Hv2b0+Mw4zOMijcIwcPHtTf7be//e3k/FcDgkEFAoFAoJAIBvUk4ZWvfKUrdRXJ7hbZP2Kdp15QpWefB7jYHZzRHBjLO1M+t2eL56DEefJl9kGhzo7tV71eT9gPO5ABjwECjUYjYVzW78Rj8jIlcNYDrpMFcLl7Hgf7frwcady+l70abc3LmmCL6Y3Hs9pJGCdnJvCK6XmM0cq6ORcevsvnxHWC8x2y7m63q5+hbPzFixfdGlHolx3vaDRSHxdYAO7T3d1dZSfsb4JvxbLbZrOZFOVcXFzUdsGgMP5Dhw7JI488IiLZwHSPveN/MCj8Xrjmmce87LXnbCDzMuPzOb3CoXZuMWfLy8vqy/7mN7+ZtH81IBhUIBAIBAqJYFBPEpaWlhKJr7cj93b8dlfHTMPzX1ifT57UFztBm0eMA0zzpOjc7mg0StIm1et1ZVC2HHaz2Zyb/8+qFlmyyz4uy5iYWdggTC7B7UnKbWAvt2EZFPvQWMZuGRSPA5+xMtHusL33WGGJvnG7nH5JZMZ++D20xX44DgjHMfYerNVq6iN62tOeJiKi9aG2t7eVUXzrW9/S+cmTQHsq0OFwmFQORnbyCxcuJNe12+0qQ2C/kcj09wV2hfPwbw4MCkrPwWCgQbb8O8xT1LHvh++HPJ8TMyjPj8vv5bEw/k3zfYPjIHd/xjOeoWMEc/rCF76QnPNqQCxQe4w3vvGNIjLNHYYbEQ9N/L+xsZE8NPkG98QP1nzDJp15iwu3Zdtl84wnX85zIA8Gg8S8Uq/X9QeEkgScCNVry5pAOZMD2sWix8ISFkIA/FBDH22/vYcnf+blw7Pzw7FqdkPR7/czJlURf45Zsm4XHIyDc8exVNkungxPZGAfpDY5Lbe1uLio8nJkT8C1FJktJjfccIOITEUTyIhiN2FswsW5eM5gOsT1HQwGKuDgjQIWKJgVjx8/LiIit9xyi84dBBSj0SiJT+KFwV4b/g1aiT6b8+bJ6fl3if6wmdHO/3A41GtsBSZcggaf8XXCtbj99ttFZDr/9957r1zNCBNfIBAIBAqJYFB7jOc+97kiMnXEwqSAXSBed3Z2ElEC52XLkxLz32wmtMyId115bCqvLe+81qzB7IrLYoBBwUzE5jAvUNUGv8J5vb29rY5gmGo8hzOzE0+ab3e5XjAlIy+zOI/XYy5WsMDvzZOIs4jBCzr1RAaWtXl5+nBMv99PhCXY3ZdKpYw4QmQqW0bmBlxDHNPv9/W9G2+8UUREHnnkEZWBWysBzy9nDLEybfSHTZUcvIvfDM6DQN8DBw4kc3f69OnEfI12W62WskPcd9vb2zpnEIBwiXnLAFnc5OUlRBv4HayurroVATjYWCSb99AyZA4+Rv9hdv36178uVzuCQQUCgUCgkAgGtcfA7ubcuXO6W4Qzl2sKeWzAk5fzsYx5PiL+rvVjcHv86p3D9odt5fZ49hHZXT7nAbSF/LiP2DlfuHBBGRTGwfkLrSPZk6yzrNeyPQ6CZeZid8ccAOqxMS9jvAXPoU2nw9fEY2F2Hll6zlJmHGOvV7/fTxgCGGmj0dBM4ai5dNddd+n9C2bDaZMQGA0f1KFDh7RdsAL2nVim3uv1lOFwjkWMzQtcBay/ZmlpSdkUxtTpdJI0TGj/1ltvldtuu03HLjL14UBEAZ8nCjUyY/csGADfFyxpFxE5evRoMgfD4VCZkw0gn0wmOo/8PVwf+N+Qj/ADH/hAMk9XG2KB2mN4FTYBXnCs0z1vkcBn1tzDx3tmFauMY/OBJ8bIiwexbdhjODtG3ni9xZfPCbC5EA9IPHB6vV5iZvPMSKyCs+3ivXa7nclbiO9bEym35eVUswtNnmnV9nXe8bzIeyovC+6XNftx7BJUc5jXxcVFdbbDrHfHHXdkFIbcVq1W08+wILTbbTfeywLj6Ha7STwT3xd2DsbjWdFG3M/I6rC7u6t/Q6jR7XaThz7un8XFRa1YzSZHPPStQpHP7cUGWgUk38+sKMVcYf4XFxd1McSGFWNj0Q9v6CBOgYkV474WECa+QCAQCBQSwaCeJHBMw7wdM7/n7dJFLj9/F+9iPam0daKzmdG2y5kn5p0bYBMZvycy3VHa8uheCQu02263XREAkGd65OOY9TAzE5nuYm2RRDbp5IlP8s7J8n5P0m7nw7sfbIgA98eO22vLY2itVkt38JAow1y0srKiJq/nPOc5IjKVlltWzqyGGajIjI2hv3njZoBdQPwAZsHMy5tvMKHvfe97IjI1+Z45c0ZEZjFSg8EgydjAogP8jbm48cYbtZQ8+uWZveeZ+Dx2BVa+vr6exKZxYUyYUzGvfDz60263NSYN33vXu94l1wqCQQUCgUCgkAgGtUf4vd/7PRHJ7oStHd8L0GTME0V4/oe8GkOcoYDfsxHuXhE+r+08X5HIzNmNHTF/Fzu+4XCY7JTz/Goi012jlV17u1hPbMDHWBZpv+eNjd/zsl54PsZ5rMFjV15eP0884jGovLF7ueAOHTqkkmcIHBCAu7q6qkzCZv7wUCrN6k2hzUajkcyLNwfM1HEcAm85sHpebkX4a8CaNjY2NECXM7Tb+WFxAsvpMW7clzbI1sur6LFUBj6Hn41/hyxSwTlwTfCZZ8k4cuSIillQnv5aQjCoQCAQCBQSwaD2CJC88g7IK5HNryJZG3keo/B237xb9Hxd8+rQeJV47Y6cM5Z7dne7s93Y2FA1EtgPdtqctoeDJFlthn6I+HWV2Kdk1Yh83DwfHefMw7nRZ48l8bza91iJOU8ByazVY1Ce7w/H2HyHnJ/P3luc5w7Xd2VlRWXU8Hcg2PPQoUMq5bdl2xl8H6F9qObW19eTa+eNl+cFLAnsh+eYVWx4z6aA4rpf+JvvB/ub4DRUnLNPZMpcLHOFz46rWLOk3wvituPlnJfWj8mZ/TH/XP0X/cF7t912m7K8ayEw1yIWqD0CbiivfIZ9GA6Hw0zEOl7tw8rKXBnzRBKek5mdvl5S2XkxVfMWKDygNjc3NcYFY0I8CJfK8MQOFtVqVX+o+HHWarVkQeOyIbachJfLjh929prwmKyMvVQquaVBPLl+XgkRb0HzSjAAHFfDEmU2r4lkzUPWJHXgwAH9HOYkSJW5LSxQPFcAm+6wIDz++OMiMhUq2GwLeTF7tj3cI3wNbR49Nst596A1CXrCBrS1vr4uDz74YDJnWCQwNs4taWPOeBPjhXbY2LrhcOhuTiGiwLnRfrfbTQQ9N910k5pDP/axj8m1hjDxBQKBQKCQCAa1R8CujGWiNmgQO382FfB7toQ42vTMhZ7ZycuVx7C7Sk/ayyYML2cfjrWmlMFgkMm9J5LNMQbwODA+7BaZWWAni13maDTSnSmO9yTEwGQySQoQ8k7bsk0vD5qXNWKeqALzxnPFzNGak7wyJzzXlkGtrq4qA4JJGSa8Vqulx3NbGAOk4WiLC0yC/XMmA7ATZkgw7XGOyUtlO8mbK2vS5N+Ll8Uf84hr6olC2GRqTaFnzpxJTKD1el3nDyIffL/RaCQl1hcWFpKgWhZ5eOU5bOb9brerY4BYA+1zphn0v9frZQRI1xqCQQUCgUCgkAgGtUfwas1Y5sHBoTiOMzfb3TQXPLQ+ExF/h2rb4mOtFNhjXF5gKeD5GXjXiPdtTZtqtZrsyOftuDntDZzW3H+WAuPVOumHw6EyNMwZMyPL3pil2szoXtAyX0PP5wfweG3+vMFg4GYZxzh45y4y3XGDQUHsgDQ4KysryjbRZqfT0R2+BTvr8drpdDToFUwKfsWNjQ314Tz88MMiMpV3z/NBeUHNlqnbIpH8Gfvt5vlI+T0rYsD4t7e3lQECzWYzIzkXmf32Go2G3nuY12q1mjA5zBeLhFhAYVk5y+nRN5yHnxm4jzudTiYP5bWGWKD2AO9///v1b3745y1QXgE/fCfvf2s+8I6zCxx/j0Ub8xYafmDahdJ7+PADx+Zj4wXKPji8ZK7ctmeyswIEryAiq7CsmYcfIPaacN9sYtJ5ghGeAxa/2DngxK3cH5tElx+UWDhgilteXlaxAx6s+MzLPdhqtZKSGhyjZs2KvV5P1XUnT54UkVli0hMnTsijjz4qIrPEvVtbW8l94N0jXjwZwFWR7cbJ22jNw2QySeLnAM6tx3OBc2ETwGZ2LpshMp1rHI9YJ1zL7e1tN1OIF4OH+xAmcK+4JgRGnU4nWVivJYSJLxAIBAKFRDCoPQBTfy68ZoGdEucwu5RJxB4DeCZEfvXYGProZQ6wu13eYdtdPh/vCRtYxpvXn7z37Ng8hmbh7bS5xAfYDPrFY/Gk+byjRfs2V56Xjd1jzSyUwXvYQXe73SQHHDNlWyJjeXlZd9Zw7oNBscycx5Qnu2bhB3by586dUwk5ct7h9Tvf+Y6KI7z4PMvGvOzwbKrG/PNce23kZTvx7h82xVoGlXf/wMxmc+ZVKpVMCIJI1owKdoXXer2urIrnxDP52tgujsXj8iYiU7aKa3ItIhhUIBAIBAqJYFB7gLe85S1y7733isjMls02bDiy2SGM3RPv8r3gPwtPBj6v9pAnW563G8UOrl6vJ74n9lN5mR5wvPdqWVi1Wk2YljdOHpN9j9mVnTM+p3U8e/Wv5rEB9gexuIIZGdrAezY7g5dxgBmFvfaj0UjbAGs6cuRIRlbOY/IYBd8X9hqWSiW9H5HL7tSpU8qYbK0liCa4rUtl8rBz7GVLATg42/O9At79zwIlO5/e+XguPLYsMr3mYJZW6CAyE04gQ0e5XNbfO+ZqPB4n4qDBYKB9spkzxuOxtovre+rUqWtaJBEMKhAIBAKFRDCoPYLN28VBgDaL+Llz53RX5mWx5tQzaNumTGF/h8egvHRGeamF8iq7Wh+UZ1v3AhttoDGzK/jfuH3uN2BVf9y3eamX2P9iGSYHPtt0Q14w7jz/Gsu0uX0waPiG+HiM3fMD2VdWF3JVXPg47f3ATIB9jDbQldvEuVCC/MSJE8qg4PfAZ2AT3H/Pr8MMyl4nr0Yaz7lV2TEr9NJQ2cB2Vs15DGpe6IWXrd4G04vMriuYExjP8vKysh5Iz/v9vrIk9jtxxV3GeDxO7p+HH344w16vNcQCtUewTvFGo6GSYCSnxI9ge3s7Y+qybeABwxkZbCyPZ7K7HLMGgxPP2gd2pVJJTCiAJ5bggnbeKx6yeEhzG3ml6O17ebnrvBgyLmnCCyXGbY9noYs1CXIWCDZbWhMlm0XtHHCWAzYT2uO5rzYzB8d72YWJP2M5vS2HwvJotIFYp4ceekhl5XjI4jOW7c/LUuLF0/F82gWKzW32PvBMdnyPezkNbajAPJk6tzFPaMQLFRYVtM+iFbsx63a7ei04AwWuBUyrbNpEe/idXLx48fuS2l9tCBNfIBAIBAqJYFB7BCub9Rzxnrybd/JWyswlBixLqlarCWvzigHOM/WxI99jG3mBusx+uD82Gt+Oh+FJstlkaQMcmSV5YgBP0mz7MS84mNu1u3tmXMwqLTOr1WrJHHgMiq+lDSxlk6Y1/7JJyr5yOQlgMBjobh2iB5jwdnd3k1yRGxsbuqu34gEu9cHzdDnSf77HLcMB8sxt89rn7+K9ecd75kjPDGnb50BsMFBI7sGMGo2GslWY6ZaXlzNWE5Hpb9qyKmbisLpwJo+vfe1r7piuBQSDCgQCgUAhEQxqj+A5fW3qH4Dt//Py4XlpijxhhN0J8+7PC5a1NWeY/cA5ywXzLAPynO+eD4p9ZPPk1l4Q6bxaScA8SbNIKvXm4+flBPQYn61jxDt+nIeDtO2YvPRWXs0wljTPKyxp74dut5sEqQ6HQ01d9Mgjj4iIyDe+8Q0RmQaAwp/C/kErqWb2bxk7Iy/I3M6FJ3fH//Y3xMHN9prwXHI+QOubmxcszvDCDuzYut2uSr45hZXI1M8MkQR8zgcPHtTzg8EuLy9r2za7+sLCgjIolLa3UvRrDbFA7RFwo4Lel0ppiQzc/L1ez8015/0t4lfUZRGDNR1xXJBXCgI/CPygms2m/o1XXqDs9z3zCjv17ULL5px5JkdeSDxzkhWBXCp+yjuX7T9/z1tUAM/8ZB+CtVotk5wU74lMFy+rJmw2m7lmUf6bTXdeMUWczyrGSqWSPlCxUHH+N3zXZjbw2ucqx55JzQoc+J4FeIGyMU9szuMx2mvixUixItYuUJcSSdgFE8jbuMD0ZrNMTCYT/e1jgbrxxhu1vxCdLC4u6vW3sZDXX3+9zsu1nD2CESa+QCAQCBQSwaD2CJxPC695YoF6va5MhU1GnlgAr5aFeXFKnojAy8tmTV71el1Ne1wGHLs5T+prz8nHe0X7bB7AS2UhsP2fTGa5BL2id55ZjgUTFt65AHu9mL155if0sVarZbJzc1tc9p7NqdYcyuIKGw/nmSZx/MbGhrI33Iu1Wk3LhXNsDvrn5Re0LJXnxzMze7FFyJ3mKQAAIABJREFU3t/4nmWMzPbs8R6r5Xm19yefM++VwQzNG6OdA3s9RGaxTFtbW8qa8V6v19P2uAAn/rZWl2PHjqkJFhk8rmWBhEgwqEAgEAgUFMGg9gjWns+52rCLwv/XX3+9RqDzDozLv/P3RPzsBmjPSnZFLp2DzLZvd5petm7+3+bb4/Ha/gyHw8Rm75Wb5/54OdjyGCnvtHnXO48lWXAb89rn6+A59XENmRmjD7jWHoOyu3T2T3kyc9vHixcvJpL1Wq2mPigOuAXyfIa23/jf80HlzW3e/OcFf5dKaVYNr8YVh0jgc7ZeWD/fvHvEGxP70mw/OIMKjoMsv1arqQQdr2fOnNH5hu+qXC5nGK7I9HkgMvVdgfF+6UtfSif1GkQwqEAgEAgUEsGg9ghvfetbRUTkYx/7mIhMd0pcrlxk5t+54YYbdDeN3VapVNLdt1UnlUqlRPXkBY96OfU8/wIwbyfp7Y49v4QXSGv9U97OnN+3Ci2WU7Nfy6aSYX+JFxSal5rHU/rx3Hh1iWxfK5VKJigbr1ZhyGOyPrFOp+PK9TFGy6A4J6Odg83NzaT8erVaTXLpeaXVPZWgZeDzMuwzvPuB27DSfC8XoucztPdIrVZLUh2xX9ALcp7HoKzPkPvB5/ZyYuJ8sIowq7JydA4tQFVk5PXr9/vy0Y9+NBn7tYxYoPYYb3jDG0RE5OMf/3jyUMND5cCBA0ket62trcS0x6IAa87wFiP+Udpzs0kETlnOi+ctaJ7oAu3bc+dli8CrfVhZE09eu5yX0AoKvO/yApUnCmHzDTAajZLr5EncuX95MTr8HrfhmbXs8V4iWdwXXOAQJiNsajY3N5NFvV6v68PSLlAsuOCHrS0o6BWrZCGBXSTmhQrww3nenHnlLbxYQm/ByTPr8m+CNxHedQXsfZYXz4f/YdblwoW4XnwNES+HBe3IkSMiMi0KGcgiTHyBQCAQKCSCQT1J+Lmf+zk191nwTizPXMbwJOUMy6C8chi1Wi1TGkAkG6iLXd28zBPcP5tlIi/4Fa/ejtljiuiDlzEhL7cfn9vb8dvPRFIhipcJwzNrcb+8sXtszX7GY7KMwpt/z+zq5V+0ee4mk4kyJ5aX43w2MNYr8cFByPbcXPLCsk4vSwZ/bu8tL58iw8rf87KrzxPE2N8Oh2948npPBJNn6hyNRmq2h6R/d3c3MQO3Wi0tYArTHvIlPvDAA7l9v1YRDCoQCAQChUQwqCcR8Ed9+MMfFhF/p+3ZvK0fgPOUsVM/L6jSs61zfSowKQ4itU5rbtfLCm59FFy+3MJjUCzasA7qcjktXsdjt698Xu6XPSePzYojOIg0L/2NyIxl8A4+L6WS/Z4nY8+bA24vL8iUP8tjsHkBq8wAvRpLgPXL8bk4XyACvcHUOp1OIiRgv6DNQ8fskPtjWQwzNBYooK95QiC+p9hfxtfTmyc7F3n3Rq/XSwQpnHoJ/t7FxUW55ZZbRGTmC/72t78tIiLvete7knNe64gF6imAzQvmPeD5BwR4D755piP+MVtzIZsnvKwF3sPWChW8BQrn7Pf7uSbBPAWVHacHz+w5L5Es93HefHrzaPvhCQNYdWdNq/MyVnhFIT0zG3/Pc8Tb4/MUkvZ47xhP/GLNePwAt/csm12Rfw7ijV6vl1xrLliIBYrvLTs23phxH/HZvDnwrr2N3RNJM8BY0ym3X6vVkgwY3D9rYuXchnzvQb2H795///0S8BEmvkAgEAgUEsGgngJYk52XxXplZUV3Xoj6h/OUCxZ6bMorh21jeYbDYSJ5ZROZzYTB0nZrRvIku7xb9AQUl1PewmMTLOW2su55cmfu/zxcilHgfcvk+JzevNhXNofNE7Pwub3cd5YFMIuzsVH9fj8RllwqewjgMSiPeQNgUDBlbW9vu3FuednGPZM1S/+9e91WBOB7BAIgmNEWFhbUDMkhG5CEwzwHBujdg/y7BQP0MvXzPKIfMK/fcsstmjni1KlTIiLy6KOPSsBHMKhAIBAIFBLBoJ4CYKeH3SVHwXNtGOzswKA4g4DdTbPD2drD2X/EwY+2oB3vVO2On/1YVg6O8+O7+F5eMT0G+wi8DBJ4tTtnLzcgH4+d7bwS64DHdDyfhjcX8zIlMKvi99Af6x9hn4zHlryciRinZSD1el3vL5aUI3zAFlxkUQv30QobcJ5qtZrMQb1e1+PATlie7s2jZWt8HjsHHnPlexHj5LnBHCCUAmxldXVV38McdjodrZOFEu4oLMj98aTwlh2yD5lZLZjl0aNHRUTk1ltvVZHS17/+dRER+ed//mcJ+AgGFQgEAoFCIhjUU4B3vOMdmf//8i//Und62OGWSiXN1Yf0NGBSZ8+eTfxBHoNimTTaxevOzk6y4+fd+zwWY31DvLvnXXieRJc/81jVvPd4d29l5dwfzA/PQV71WWYknkrQk7F7qYisX4d9ILYtr1IuhwN437Pj5evqVTu2Gba5HpG9Jv1+31V1WtbJ95jNwu31x/MLerJxwJONe4zFhh0wu+J7FgyOfT4iIjfffLMcOnQo0//19XU5ffq0iMyk4ahkyz4xtmTk+XFbrVbi42o2m7K6uioi0/ybItOaTxjLb//2b0tgPmKBugIYDAb6I+HSCHnJZfMeHNZkx2YHG+vU7XYT8QLAcmFeCPPk3Pww5HN7mQ/mIc9k58mGeRH1Fh4bYySSxrYAbN6y2SO4DWvGYXAMjddvb+Gz7bPZz36PH8784LZ9wn00Go0yf2P8eRJ+z1zrLYpsUmPzoMj0nkLfUNbDloxh8EMf8IQxbCLLizXzxB6l0izDCRYLLEqHDx/Wv73fARYmuxHkv3lRtxuiAwcO6KIIYcba2pouUJjjs2fPypvf/OZkbgI+wsQXCAQCgUIiGNQVAAsW2OFsTS5wsB44cEDlsF4+OZsBgZ2z7EiG+cNz+HPONfueZQGDwSDpP5t0PPl1XmS+iC9zBjwhh5eFG7t77oN1+LO5yppoOGjWMkdmsJ6J73JKyrPJ1Ms56J3TMyHmMQoOnvZELdZUNplMEvMfM1FPSIN7iQsjoj2ERNicf7YNO+9cXmReHkXblmcu5PZgfTh8+LCITE1+sFBwaRPc7zju5ptv1jHiN2cDcNFfkRlTO3z4sAoy2LwIYQbEF8gaEbg8BIMKBAKBQCERDOoK4Jd/+ZflQx/6kIjM7NXtdlt3dthBYhfYbDZ1N8csw/pdeHdvi/uxaGBeuiG2z+eJKrydJDOAyxFCeDtgj3F5QZs2iNTzoVUqlUR+74kkeEzWH+KloWK2h/4wS/Wk54DH6LzCfRiH7bfHoNgnAobgOfVxnZhlod9cnt47p50rZrD4LoQZPEbrL2LpNqcbEpmKeSAcYkGEvdYcjIz+e/4+tAW/0/LycnL/VioVFXmgJhPEDCdPnlSREhcbxHyAOd100036ChbGwgjMN5jT+9//fglcPmKBukL4lV/5lcz/v//7v5/rnG+32/rwYXOSPZ5/2KwuEpn+wKFUgtmBHyCe8CDvwe6VT+DEmF7mCXu8Z2JiNZb9jB9otq8cp8TH2cJ385LF9vv9xITo9Z8XENsfe6w9p51Hdurbc7GJkhclK5a5VJFK+9DnXHLImmDz0dl+WPBGAXMMcQSbFbEQsJgkL3tFo9HQhz7H7vHiKTJbeFj1x/cb5haZISB+4EwSnirSLi54n8fBfYMJ/dZbbxWRabwV3oOJr1KpqErwbW97WzKPgUsjTHyBQCAQKCSCQRUEv/u7vyu/9Eu/JCKzchhgA2tra8p6wIJ6vZ7ugG0WhV6vp+9hxzmZTJKdMjMiy368WCHPmQ5wXIq3s7WfeSyJGZFlPdVqVXfiXkYMa64SSUtFMEPyMhNYE6KXddwrHMlMIU8owmCznM2px+2yM5+P4c+Yydl5qVQqev29UASwBPSfM9JbOTWbQPEei31wXzILs9eL7xHAY/E8TzabA/rc6/VcsQzGcvbsWRGZiRNWV1cTEck8M3Or1UrER5VKRS0SEESAQS0tLam5Hr/fTqcjr3nNayTwxBEMKhAIBAKFRDCoAuHP//zPRUTkjW98o4jM8ncdO3ZMd3+wrW9ubqrdH7Zv9quANZw8eVLfw47QOrvZH+QV6fP8Ix4jymMN7CNieMwJ/bIS+lqtprtj9gnge/b4arWa7Gg58zr6A8Y1GAyScebVBMKr9RF5IgOeJyv/ZmZmGQ7L2HkHb49HfzhbvWU6IpIICphBMcOxJcovdX2tn4/hZV3IY9mDwUCvBRjjYDDQfuN+RlutVivJXTkej5XJnTt3TkRmTGpnZ0frMPEc5/n0Wq1WIjRqNBoqQ3/GM54hIrP7Z3t7W9kVfqPoQ+CJIxhUIBAIBAqJYFAFxL333isiIr/zO78jIlOpLJRBSClz8eJF3aHCF8UMBIGT2MWxpNmypFKppDtV9hvY4F1+tbJrtMPwUhHxjtXuor08awDvvm3/PTmySBqsycG8rBTDOW0KHPZn2TpAnJF+XhZ2frUMqlarucxJxFf/eemVmLHZfHWeP4sZFPxT+IyZJeCpRj21pXdMnqqTwQyKg9bRH5tnEscvLCzo9cH9z7C11c6ePasMh1OI2XsPrHJhYSGTUw/fe/rTny4iItddd52IiGZDHwwG+t3Xvva1SX8CTwyxQBUY7373u0VE5L3vfa/+uPAAaDabST4w/rFD3gpzQ7vdTh4wQLlc1gUKJpJOp5Pke8MP9eDBg0muPy/hrCdV5oe6dVDPW9B4fF4CVK/UAebMxgeNRiPXPIQHo12gJpNZob3d3V0RmT5E0S73x5oreRH2ylt4Y0f/LbyHPuDJ3j2hC4s47MaDM2bYcfA14UXSK1WPYzwTqBWDeHn3vJLv1gS3sLDgmqPxHu5jbOjOnDmT3LOtVis3WW+73dbYKMR4HThwQOOe8Fs4c+aMiEwXrFiY9h5h4gsEAoFAIREMah/gHe94h3zkIx8REUnMbiKpU38ymagZA7tGDqq0O9tSqaSmK+w4wSxEZrtWtLWwsJCYskajUa65h4/DMbu7u8lumuXd8/L5WRbhHd9oNBIJN4sCrElncXExOZ7Hhh05M9J5wazzAp9xHg4G9XIbAmy69divSL4gIs90yCIMzr5h+w942T24b/Z/DnwGJpNJItNnNoN22UybFzxdq9V0/hCA2+l09DiwHpRVv+6665QRQVTk/YbQn+XlZWVLfM3xXXs8mHVgbxEMKhAIBAKFRDCofQL4Q2wQr4if2RqiCuwuz549mwgh4HNhMHvAOfE9Dtq0u2OvZLeXIgjn5gKKHEws4kvdd3d3leV5n3sMyooeODAVY8P88O4ex0Om3uv1lEGhjXK5nMnphvcsy8PcsX+Hi/wxW7Bzl+fP4uMYnnDCzo/Hlrj/eeEG7F/zsrFfTmZ0L5cg5qLVamUk/2gjL3CYfbCYw/Pnzyvzt6IZLk7IzBXX396La2tr+vuAr7FWq7ml7UWmgfaBvUcsUPsENnffH/3RHyXCCTZRQWXEFXXxAMCPFp/xg4+FF168kcjUlILP8IP2juMFy2Yc2N7eTh5W7CT3yj3YBYpVX3hw4HV5eTlRLfJD1y5C/DD01GoYL8+ZNTV6mwbPpJZXCJLH5PV73gLFsWP8PS9rSN55vHlnE5tdwDl5qv0eK+RY+GHNoVwew6oKh8NhYlbEwnDgwIHENLy+vp6oHLFBOHfuXCKWYWWrF59lFy9epPG997znPRJ48hAmvkAgEAgUEsGg9im2trZ0N2/NDRyfguj5tbU1Pd4zD1l5M+92PfPcvHx1AO9G52WvsHnluJQC56OzjIIztiNXIQs50DeO9kf/bcwNCy0Arww85rDT6ST9qVarifOcx2t36V6Zc547jzkBVjwwHo8T9sD3gcfG8Dfmp9vtuqY9kanZDXMFAQ7PgRVV8PVi5mjvPbR5+PBh7T9ECcygbF93dnaU4XhFD3H/cBiBvTaHDh1SSwP6CKbc6/X0XgKzW19flxMnTojIVLgUePIRDCoQCAQChUQwqH2KP/zDP9S//+Iv/kJEskIB7CBRsO36669PMgzw7tcKJjqdTlIEEDtQ9k3Nc7DnBUHi+LxMEjwWj4XZcTQaDd3VY7ytVkt35JAAYzfd6/US1lmv17Wf8HXhdXd3V+eTc/3Z8ua8S/fy1nl+Dk9QAniZtu1xtk37nhULeJm8wUo4c4ZlUoPBICmPvr29nfg1edyWQTFLRFu4bkePHtWMEA888ID2xzJRXMv19fXk/lpZWXEzouCVvysy84dyG3ztjx8/rnMlMsuRGXjqEAwqEAgEAoVEMKirAG9605sy///VX/2V/g25ebfb1eBF6/uZTCZqbwdbOn/+vLIMvCJI8eDBg/qezaAtkrIBz4fivc87bq78KpJVvs2rH4UdfbPZ1PewKwaDYpk82mo0GtoexoQd9+7urrbFtaWs/6Xf7+f6+bzs5PxeHvvMa4PfwzislJwznFum4/nEBoOBq2AEcI8g4FVklurHUy1ateJ4PE4yhKPN5eVlV4ZvcyZubm7q9znIGt/DPY4ceXxuG8S7sbGRKA29isOve93rJHBlEAvUVQguh80JMm2cCV7H47E+KPBQLpVK6hyGM5oj8bkkAtqwP3JegGB6QfueA5y/75mueHwi2bx+XHQP7VvHOsfXAJ4pzi5s3W7XzRZhFzQRSaT/gCcz90rQs4Q7r5ieh1IpLR/PYhMvhoyzMuB/b8OBY6wZdXt7OzczhB0LXvEe7ilsehqNhs7d2tqa9gH9Rf9ZzIM+8gKFEu92jCzDR7aUjY2NXFl9t9uNhakACBNfIBAIBAqJYFBXIV7/+tfLRz/6URGRTAArTBsAO/Sx0wZYZMDBryLZUgecCcHuoplZ2NIIHBiL4zibOD5jlpQnu55M0pLvfDyc4ZxBw5qwmLHYV4/Rcfs8B3lZOpjhzCslzxJ0KzLwRBI8F9Y0ubW1pWPHeyzysOfmNrxiibgPELqwubmpLNsGCbPJkfuI48HYwaDAnkRmIozRaKTX1fanVqtpu7gv2+22toP3WOaPc6KtZrOZ3FMY/x/8wR9I4MojGFQgEAgEColgUFcpsCtGKp9Wq5VJxSOSlf1av06z2VS2Yx35o9HI3cnnFaabTCaJdLvRaCTZq7G7ZmZhA1J5bHCSj0ajxK+2s7OT+C94t8x+Ee4D/80M0xN0eOmY8F2bv5BFFcyWrCzdK6HOx3j57QCwpUcffVREpr4WnN/6opjh4T3209i0RsPhUO+lo0ePavt5MnkWJXCeO4h2rr/+ehGZsaVGo6HHg+kMBgNlfpzT0J4PPqtms5mwPK4jtbq6KiIz4dDx48czBQ1FRN785jdLoDiIBeoqxUMPPSQisx/0zs5OEteEhzk/nG18kIgfazMvTsnGxAyHw6Q6KYsYbHE+FhTww58L64nMzFWDwUAfbhgTq7hYuSaSzZgAsydXk8WDnsdrH7a8QHGmDS51YV+tSGM8HifCCU+9x/OSVz5jMploBoZHHnlERKbXHKYuK37gar6Yg+Fw6Io1cDwe7FgQ2MzmbUrsgtxut/W7ENygf/V6XfuIBWoymWQ2LfyK9kRmoo3RaKTtcbFJkelGDeUzjh07pv2/ePGiiIj86q/+qgSKhzDxBQKBQKCQCAZ1leLBBx8UkZmJr1wuuyxGZLrLxHFsEvFy/OEYj0FZ4QGXorcxVcxibDzReDxOBAUsY7dmsX6/n2RL7/V6iezamvV4DthsaZkgZ73Ge71eL8nOMBwOdeeOvmG8LKvncaCPnpzeE4NYsQBL3WGuQqaEXq+n/baillqtlsjph8NhkuEexx88eFDNcV5sFMzBnF0DY8McLCwsKAtDW7jvOA6NiwLicys6aTabypb42qB9e38uLi4qawPj2tjYCOZUcASDCgQCgUAhEQzqKsXHP/5xERF51ateJSLTXSN2rQhs5CziXDZbJLujZV+PyFSybHf3XMDP+kdEshkYcG6b1Zt9YdgB49wsA7eZp+v1elKbycsUzhJ062/a3t5OshsAnKWcizhaRjYYDBLJPDv3rajCC/5l1peXgYPBDMqGCngFAnmecDz7p9BvDtgWmYoaMC9gXNVqNVMEkudHZHbtmD1jvlE80LJQ/t7i4mLGf8VYWlrS9/gegY/LZvRotVpqOYDP7Rd/8RclUGwEgwoEAoFAIREM6ioHcpfVarWMbV9EMvV9wKqwk22328kOH7tj9tfwzhafW18OswFWw1l/CjMGm7Ot3+8njILbsjn7vEBg7PzZHweMx2P9HDttHMOSePhaWDkIJsK5+NAfnJvnjCXcaMPz/VxORnT2f81jI1axydnn+TrZEvS4vqurq9pHZoWWnXqZ7uFHqlarqprDXHOqLMw7sx6rcsQ1WVhYSMImqtWqyssRsMv5CXGu17/+9RLYH4gF6irH5z73ORERueeee/RB8ad/+qciIvLOd75TRPwkpDhWZPYw4QexLZfQ7/eTfGkAm+BYtmwXShYMWCFEvV5PFhwWG8xLKssF+USmi4Ete99qtZJxsoTbmuV4ceHFyC5anDvO9rFSqSTxZ7yQW7OoNzac5+LFiyozZ/k7Hvow2WEu2ITLC5SdW5j1Dh06pNecpfmYP5yHJfpoF581Gg1doGwy10ajodcf5+QSKHzfYL5sJo/t7W2dA/QRx7darRBE7EOEiS8QCAQChUQwqGsEn/nMZ+Qnf/InRUTkDW94g4iI/PEf/7GIiPzmb/5mkjmg2Wwm+e04o4QXOJkneqjVaonpiHfHvCvGqzVvNZvNpPQ8S+JtZgXOXmEl1ny858C37TMbYPm7d5xlTkCpVEry1Q2Hw6SMB4s7ODehbRNtgBmdOnVKS1+wOQxzwMX5cG7bf852gWvCDArn58BeK1RgM6yd98OHD6s0HP3B9zmsAeY5Ky3n93Z3d5MM9uvr63Lu3DkREXnPe96TfDew/xAMKhAIBAKFRDCoawif/OQn3fe3t7fVl8CBkZZVMYOyfpFms5lbxJDrADFTyCuPzil9WKhgpdLM7Lxy9jZ7O/xlHHgLeMIJ7r/N1M7n5KBZMBbrs6rX6259JJsWCvPTaDTc+bHBzRjjiRMn1L+DnHMioj4Zln+LZBkUwDWZwHRuvPFGEZkG6uJ4HqMVI3AuPxwHXHfddTp/CCbm+86TjaM9K6DodrsqWMF51tfXgzldZQgGFQgEAoFCIhhUQD70oQ8l7731rW9NpMAsY7Y+mUajoZJ2qw7jFD1cvdWmOGKGZplFtVrN7Ky5X57PajQaaX+4XhDGYVMMVSoVZQNWrs2ybXzGDIQZkU0qC4bAQHs2sJa/xxJrlpazj4r7jzni1+FwqOmP7Pe4/5wdHjJtZBtHYtVWq+XW7UIWcDA0Tm9kM4sfPnw4o+jjuVhYWND5x3j7/X6S/gh92N7eVsaIMb773e9O5jOwvxELVMDFBz7wAf0b4gpeSPBw43LbgC3PMZlMkgzkk8kkWQg4QwQX1hPJmv3s8d6CyXFT6Bub9WyBQO6/l5XCStz7/X5ShJFNgVh8IAaoVqtJIcder5csgnhIswzfK0dv56DdbuvD3y78PBZv0UW/lpaW1Dx4/PhxEZma5XAe9AOLxfnz57V8ul28lpeXdXFDFnEujGnj3DjWDMfs7u4m9w02HZubmyqIeN/73ieBqxNh4gsEAoFAIREMKnBJ5IkrLN70pjdl/scOvtPpuCYmr8aSSDYjA8CZITxxgs0yUSqVMgGffDzOz++Vy+VMICyfh8uvc2FEMCiwJP4+Z/UG8LkVLIikoopGo5GwPK5BBbA020q9vdpSXrYOzNOxY8eUMYFJwUxXLpeTjPQiM5m7lcuvrq7KrbfeKiIzFiaS1grjtiCcwDG7u7uZ7PEiMwb167/+68nYAlcfgkEFAoFAoJAIBhXYM9gdO2f+xk4cjGUwGLg1pXCMDURlVmXz0Xkl6Ov1eiYHnMiMMbCYAZ9xRV2u4WTBDMQyFQ7e5bpUAM4Pp/7CwkLiE0J/arVaUgZ+PB5nStqLzGTmlUpFmZBlHdw++67QPuoj3XTTTVpPCcIGFjPYdFhLS0sqQwe4fhSEFhCpeBnpmVXCn8UMCuNEEPJ73/teCVw7iAUqsGe49957M/+j1Ac7uzkZqi2SCJRKJTWRcX48PIDxPVbszUusamOkBoNBUjyQc9+xCg7H2EW0VqupKMFLkGrLeXABRYypVqtllIh4D32wGTk4OwZy2SHOqd1u63dhKhuPx0lsGmeKwOIDQcTRo0eTObbJZnl+VldX5YYbbtDx8Xg5rgnCDzbzYuPBJlOMBePd3NyUD3/4wxK4dhEmvkAgEAgUEsGgAk8a/vEf/1H/fvnLXy4iWdNOXkzPeDxWBoXCdt1uV01GgJf9nM1yNjv5PPk1l46wbKNSqSQxSxznw+ZIyO7RN2YKYFc4Bm3z8TD/7ezsJHL98XisDAXxR/j/mc98po4F5+SCf2gDrO/QoUPKlmDOW1paUlbFAheR6XWzBQhXV1f1moC14TOWvXMJErT3a7/2a5n5fOc736nX64Mf/KAEAiLBoAKBQCBQUASDCjwl+NSnPpW89+pXv1pEUr8NS9A5ozp239jJ23x6Itns6tiRW19OtVpNfFach8/meGu1WsoCWKgBvwsH59py8czWrF+H/VI4DsGnrVZLj2exBBeNFJkxwGazqe0ikJal5+gj5OM33XSTto+22u22Mi3IuYGlpaWEjQ0GA50/znOI/mC+f+qnfkouBWTWDwQYwaACgUAgUEgEgwpcMXziE5/I/Qy7bjCAfr+fKPvAJjhQl5mRrUfEed+s9Jyzk0O6jfMdOXJE2QZXGkb7kFEfPHhQGRbaBxsrlUrKbACWblvWtry8nLCffr+v/jG0j++zlB/S716vl2SW5wq4YHtcdh5jR567d7zjHSIi8nd/93eJj67f72s/cG609Sd/8icSCPygiAUqUEj8wz/8Q+5nkK/PS9KLANV3AAACtklEQVRaLpczEmaRbOl3LDRw5HNGAywWnEwVi9Dhw4dFJBuThId/t9vV96wZslwuJ9kxVlZWtN8Qg3Dski0A2e/3M0Ug0Q8ca0UP29vbKrqAcAIL4MmTJ7UtFLCch9e+9rWXPCYQ2GuEiS8QCAQChUQwqMC+A8vXgRe/+MUikpWx2wJ7nDXCMpHFxcVEMAEGc/78eQ025YKOMGuBGXEgLZgZ2AwH+6L98XiswakA2BtnkoCJD33gcbJIgs13IpfHjAKBIiMYVCAQCAQKiWBQgasCX/ziFy/72Oc973mZAF2RrMyca0qJZBkUGBenFmI/k/V3gZW12239m7OsW6k8xAlcP4qziOdJ7JvNpvz8z//8Zc9BILAfEAtU4JrDV77ylSf83d/6rd8SkWxmCE7wCkEDTHVApVLRhQZKOZG0XIWXU5Ar3nIuQBGRt7/97U94LIFA0REmvkAgEAgUEiWbSTrzYamU/2EgEHjS8M53vjOyKwSuGUwmk5L3fjCoQCAQCBQSwaACgUAgcEURDCoQCAQC+wqxQAUCgUCgkIgFKhAIBAKFRCxQgUAgECgkYoEKBAKBQCERC1QgEAgEColYoAKBQCBQSMQCFQgEAoFCIhaoQCAQCBQSsUAFAoFAoJCIBSoQCAQChUQsUIFAIBAoJGKBCgQCgUAhEQtUIBAIBAqJWKACgUAgUEjEAhUIBAKBQiIWqEAgEAgUErFABQKBQKCQiAUqEAgEAoVELFCBQCAQKCRigQoEAoFAIRELVCAQCAQKiVigAoFAIFBIxAIVCAQCgUIiFqhAIBAIFBKxQAUCgUCgkIgFKhAIBAKFRCxQgUAgECgkSpPJ5Er3IRAIBAKBBMGgAoFAIFBIxAIVCAQCgUIiFqhAIBAIFBKxQAUCgUCgkIgFKhAIBAKFRCxQgUAgECgk/h+6fPMROyLT5wAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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tUF4mCRtL5cVWaZ95fbQtXmMbd9RqtbKSIP1+Py1uXJi4oO/t7RWKOwKjhZDvmX3jnnvuATCKfaI51ZPOaxwXzZA8J+OmAjnCxBcIBAKBmUQwqMC+wIkTJ9LudmlpCcCYKezu7hYCLIHR7ts6+rkj7/V66TOaWxYWFtJnNpuCmqt4Tg24fM973gMAuPvuu5OjXPO36d9XEuyTlnDXMQNjk1e1Wk1mLe74PQalTMhmkBgMBpmUXI8nVBChufSAvIyGfqfZIqy4YjAYJAaljFGzrwPjANxWq5UJKLrdbtYPHn/DDTckAQRfm81mOiev8ze+8Q0AI0ZqWaT2je2Wy+XEnAianoEx07r//vuzebweEQwqEAgEAjOJYFCBmcbNN98MYLRj5g6Yr5oPTR3TwGg3Tekwd6/qB+B33L2WSqUUsGqL9bVarUwWrWlyyERWVlbSb+kD4XmuBoOi/4UsYmdnJ2M9nIvDhw8nqbSmB+J7O5/lcjmrhTQYDDLGpCzCk1aTmfE4Xstut1sQL1hYsYQWJ9S2bal3BtQuLS0VzgWMmLLNt6eiGYplOBcbGxvJ78jChVoQkXNLxrW1tZXuEX5WrVaTBUB9okCxJtZTnvKUNKavfOUr2XxcL4gFKrAvUK/X0z+5fch5OeQWFhYKDwVg/JBbXFxMij0+wDY2NpJZhQ8aPnwbjUZWvbVSqWQig/n5+aSWoxOdC9SP/diPpTIM3/rWt763yRAw0SswfvDytd1uZ5kMmCXj6NGjyUyl8VCaaFZ/58FT5dlFDCia4GyxQzXDegvUNBMfoaY+q9TT6r88JxcqFX5wsaCo5NSpU+k7Lkqbm5tJIclXzXvIa8/2e71eWvDYj1qtlqkm9XivGOTTn/50AMBXv/pVXG8IE18gEAgEZhLBoAIziWPHjgEY78wbjUbaaVrHv+eYr1QqaUerudqAkXnr1KlThTbOnj2bTHw8j+7y+Vt+Vy6XC+Y+YGTS4U6cZhy20el0kimQZsudnZ3EdihR/k7BefLwhS98IcvIzf6vrKxgdXW1cO7Nzc00H5xj9l9NbBoPZXPZKYuzWSB0zmy/6vV6xsImxUDxGK94IOff6yvNfipLt+dSibhlbbu7u4lN8V7R+4LzqWIbMmgyxWq1mjFFL/5Mf8f2nvnMZxaO+fznPz9xfq4VBIMKBAKBwEwiGFRgJmHly9VqNe2wucu30nIABeECc+pRSk5BxIEDB1JbdHKvr69n2RCsUx0YszGtVUT/ggab8lz87rHHHsuyOWi2ax7HY1ZWVjL/0ac//enpk/b/g36pvb291Hd7nkOHDuHWW28tfFYul5Ms3v5Oc+UpM7JsU31Ek2o52TaA0Vzb/HndbjfzKXl1pnhOzRBiCxV2Op3ka9PMEzY7BkMMHn300eRnImt6+OGH07WzgduNRiPdZ2xjcXExqwelvkub91Bl+GTbCwsL6Vxkh3x93vOeh//5n//J5uNaQjCoQCAQCMwkgkEFZg7Hjh3LfBSDwcBVqQHjHTcw3q0vLS0lBkWlnu6+bSBtu93O/Ck2RRJQ9H9xB8zdbr1eT+/p49LdMXfirBfU6XTSbprnou/hwIEDSXFH38YLX/hC/O7v/i4A4M477wSApEbc29tLajZVO3J8HDt9Y5pyh8q19fX1lApJq9Ty95aF1Wq1rFS61nmaluHcsqtWq5XGTpaysbGRqTOVwdpcfDpeL82VDRWo1+tZyALZz8MPP4w77rgj9YOvbINsj3/Pz8+neeH9ePjw4dRHXhtPmq9l5+09tbq6mq4P2yCz297eTnL0r3/967gWEQtUYOZQrVYLZhig+DDXcgY8xsbVLC8vpwf70aNHAYwl1hsbGymHGh9I7XY7y6HGB42W7uZnvV4vExBo7A/7yMVU46asvFjb1f5zkePrkSNH8JnPfAbAOF5HRQ1WqNDpdDLnP49vNptp4ebctVqt9FtbfmJubi5dE40vs9k6NJuFJ3KYlG+vVCqlB7ya26xoQ0UqHC8XCy0oyPlXE6LKywm9nvq6s7OTcuRxgdIx8ZxsX83GnIvl5eW0qNgYOz1O+2PDGTTjB1/ZRqVSSfcvy6nwvr5WECa+QCAQCMwkgkEFZg7VajUxBO4kd3Z20m6Ru3SN3LcOZzUZeY58ay7k5/pKM1Gn08mc88qIVBjAHTwDddnnzc3NtKu3+dm035r3jeY4SsmPHz+eWCDHpMHC7IeOje1yLDQPLS8vJ3MYTVn33XdfmjOalZRN2iDSRqORjuc5NaO6LamhsKbNdrud5kfLo3NM1tTnCQparVZWlJB9VbanLNfmHiQ76XQ6qW/Kgq00XE3RZF+8hocOHSqIcIAig7SB3uVyOQtGV3GKmq+BkRCHv2X7z3nOc/C5z30O1wqCQQUCgUBgJhEMKjBz+Pa3v53Kr3sF8LijtNmmgaKc2pYE94Il1ffj1Shim+r853dsT31Xth4Rd7bafxs0q+Nkm91uN/2WhfD6/X76jHJ0ZYlW3DEcDtM5bIG9er2exBpf+9rXAIyk1Zwz+u/YVw1CJqPQXH8qt7ZQPxPbsAyq2+0m9kL2vLi4mFgm+0pGqgxNx22zmRPqM9TPeBznkf1S0QnHq9nVeZz6rDgW9QUy3IBtPPTQQ1kIhQpHOF5laHaclLNXq9V0ve6++24AoyKV1xKCQQUCgUBgJhEMKjCTYAZnpndRFZYq0fgdwR38gQMHUt0dHqcqOpsEVT+zvqi5ubmCrwoY7eD5GXftg8GgwICAMXPRPqr/yMquubve3NxMu2H1w9E3RCbBsTUajTR29Y3xOOsD6Xa7OH/+PIAxQ9vb20uVd/mqyVq1zhTbsMo+7ujn5+cTA1G/DeeK/dK5tsxifn4+XUPLZgaDQaaK7HQ6mcJTf2dTY+3u7mbhDGS+WpGXc9Dr9TLGqP4+W0NrMBikMADeB6dPn56YAb7f76f+qv/T+i451ysrK4lNUXG4vr6OJz3pSQDGoQj7GbFABWYaX/rSl7LPnvWsZwEoyrX5gKGI4NChQ5mIQeNI7D/9cDh0M3ETNkOBmqvU7KNxOkBxsbBxRL1eL8vLpoUFKU1mW5ubm+nBabNdtFqt9DDXnIXsGxcVNUvSgc8+Hzt2LC1MNPHp3DGXnZaJ4Ln40NQ4Kx6vxQM9uT7n0IpTyuVyIeZK+7q3t5dlqNjb28sWOV2w1HzH72xGCBWV0IzK77igA7mJst/vZ3kG6/V6Erhws1EqlTJTtS5QWiqF88rNhd3sLC4upnlnzN/Zs2ezzdR+Rpj4AoFAIDCTCAYV2Hf44he/CGCUiwwY7Xq5s2ZQrsegVGpNRkFohL8XQGmDeNXEpznzbM44zfXmMTqbDUPPaaXbGuTJ3T372mw2M7Ofmi15HpqEut1uYjgUJSwvL6cihgziZb+2traygnwavMsxaaApf8txLywspO/JCjhGZRZqMiV4TmUu1py6sbGRxmnrWZXL5fQdmWO32y1IyHUclUolCRz42aOPPpoJUfResbWrarVaVsCy0+lkJmRl4GRJHJsKUQgNl+D1vOWWW9LYWNeM5nHPCrFfEAwqEAgEAjOJYFCBfYfnPve5AMbMotfrJec8P9ve3s520WQMZ8+ezfwj/X4/20XrzpXfcWertY3ILOr1ehaUquzKq62kDEIxGAwyJqF+GvpDNKWPFY1oyij+jgypUqkkHxfZyerq6kQGtba2lo5jYGylUpkou9agU/rG6vV6xpw8kYSWZOdY6BPTkvSaBgsYsRSySPZDr5dlLHqcFbU0m81CjkXCVvTVe8V+V61WU9/og+p2u5n/SiXlvF80N6C9L7WMPOf2+PHjAEYB4mRQnIv9jFigAvsOXDj4MNGcbUSj0SiYroCxmaVcLmfmIQ/6ELIPJC3Wp/nhJpXs0MVFTUE2NkcfeByTxh9pGXpgvOgOBoMs2a2Xf47xROVyGWfOnCn0FSgmatX+aPJXnrtarWYlT1SkwAc8FzsVAagQAijGJOl33HDYzBn6W92U2EVdH/g2z93u7m6mnuRDvVKppJgxHrO8vJzm2woc1ETJ66XzwxIoei9x8VJzsFUC7u7uFky7evzFixfTNVTBjs7pfkeY+AKBQCAwkwgGFdh34O5Vd8s2B95gMEjSW+5GybgWFhay0g6aRcLGQ/V6vQJrIGw+Nq8Euu5+LVtTkYEVUNTr9UKxPWC0y+dYmFOPO/put5tJrLW/ZCDccTebzbTrJsPUsuicF/Z5bW0tsQvNV2el1fw9MGZQNENtb28nFsv2tUihjSurVqsFhqjzMxwOs/IWrVarED+kv+t2u1meO41Ds7L3SqWS+qrxdLyHrElWGbLGsrH/GvdlTYE6h3yvWeFtyAKxtraW4p9o8q3VainUgiVl9jOCQQUCgUBgJhEMKjDTeP7znw9gtBsnG6BzX30/Nuv19vZ22slyF0u/yvHjx9PuXgNfbaZqzTZty69rdm8VCFi7v2ai9nbOVsSgZeRtwHC73c4yKiiLtE50L3O2/s7mfdO5su17Eu5+v5+xGM0UYYOb1ddlGchwOHRz31nxgmZTsNnPvWzmyrisIKJarRYKYirU96MBwbbfVgLOeQFGwgjKwMnYd3d3CzJ0277OB9uy/i6Vxj/44IOF3z73uc9NQhdei/2MYFCBQCAQmEkEgwrMDE6ePAlgtBO2/gJlMVberbtpHnPq1Km0k9TUPMBoZ8vdpcqirT9FZeHWV6G54LxcapZJ1ev1THmnNYe88uW2/a2trYK0Xsek2dUJrbLLsal/zVbbvXDhQmIqlrns7e0VJN48xmZLp6+lVqtlZdeZBknnlvCqyqqS0fqU5ubmUvtUa7ZaLZfpsn17bVR1aRmU+sQojd/e3s6ypHu/52dnz55NAdWafsoySttnnY/BYFDIBQiM51PzI2qGfPrMeL/94A/+IADg85//PPYbYoEKXDEwaeXc3FzmMC+Xy+mBYR3h/I2+AvlDlgvUgQMHUhs0qdx+++3JAW9NU5ubm1l+M5X42kVDS1l4Zj81wfABrWYnYGSi5PE8Z6/XK8TMaFuDwSA5u5kl4KGHHkrF6NgWH/obGxuZKUgfprZ4oH7HPm9sbGTiCF0YrCR7OBxmc6uvNlmsPlA905gtK6H9IHTBsoIOL5ZNYbNGaBwXoWZYW7qDY1XYe1L7Xy6Xk2hHs47Y3+h95JUJsRsVNQfbxb9cLqf3zKu4n019YeILBAKBwEwiGFTg+4bbb78dQG6y0CwHlDQvLi6mHTZFD1pqwOam6/f72e6bZpNarZZ2jTSpLC4uZgGRNI+tra0VzDZswzqrVQJuTWVebj1lVQT7uLKykvrDoM1ut5uV89YAU2bCfupTn5rO+e///u8AxubQU6dOARixK8sQVHrOudMduuawA0bMksdz163My2OM1lRKqJya87+2tpbYo5ez0F5XDd61gcAanK19tFJ7ZUg2eLdSqWQ5FqexQy/LvVfOXoUXvM9sUK59z3Pa95qBxMtworkYgdF9z/vWmpT3I4JBBQKBQGAmEQwq8D2BrMnLQ8e/Nds4fUSHDh1Ku0ru+OgL0aBQQoNUuaOkD0rb5+7yzJkzabfO9D7cSc7NzSX/jjqgbZCkntsG76rkWNmelY3TB3Xs2LEkgdYgTJXK63f1ej1l077tttsAAN/85jfTHJBdMQfbxsZGYoMaFGpTEamfx/qj1FdhRSflcjmbf8/noyyDn7E/KiKx/dF7R+faMif929bjssILhTI69W/afnj5+lSUMOke9/rfbrcLY+d3Voyjc2evSavVSve5zXeojF3rgnEePNa83xALVOA7xvHjx9M/jSbUtBVLCV1AKFxoNptZ3IvGv9gHhr63hf/q9Xr6jG2ePn06/dPyQcZ+HThwID382f+1tbVkJlTTIX9nHw79fj9T9mnuO56TopATJ07gW9/6FoDxA1uFB7qYA6PkqHzQ3HvvvQCA+++/P/WXCz1/f+DAgUy5trOzk6m8iFqtli2wnU4nM896Jk118nuOex7D4zherWBrr6Wa+IhpRST13IQ3n9qWjXMrl8uZiU8XKLvo6uJiz+0tAl6VYG3DmhV1gVKRDc13NjYN8MU1tmzJtIV71hEmvkAgEAjMJPbv0hq46njKU54CoOikVTMbYaP4K5PcSh4AACAASURBVJVKVhK80WgkcYQnaSZ0R2t3xboztJkSdnZ2MvMN2Uer1cKtt96ajY+sikIOzS9HIYFKmu04tR/WId9oNNJvtdSHZSxkmiqqOH36NIBR/BbHYHPfLS8vFwQiwMjsxxxtVswwSQTgyab5t+est8xDxSQ2nkyzXXhFIS078Y7X/nilL7x4L31VKFO3ffCgEnHv2mu7k8Y0zUzosbxqtTpRJDEcDtP9ogIZzVoBjC0B+xHBoAKBQCAwkwgGFbgk6KRnXR+t06M+BeswVmc633N37+VG85y603brhEqcvWBf62TWDAUaQMnxUbrNcTzyyCPJT6CyYU9abUUJnKc777wzMSH2R3fTHgMhO+I5d3d3E4PSekFAMb8g/VObm5upXWY/1/FaQYD6R7ycczZrggotPOZl/U1az4qvWlzR1lPS8ugWOndejSjbHz3G86t57Xs1vTxfpIXXZz3nJJbmMa9er5fYL+dFxSE2hOKxxx5LwhlaK2w9qf2EYFCBQCAQmEkEgwq4WFhYSLs4SqVvuukmAKMdnMd27K6VO89ut+sGD05S8emuVH05k9L1dLvdzNcwyQfC78goWDOn2+0mGbhlBY1GI9n1p/kodLdLlkSJ+//93/8ltqMZwK0SkNL4Rx99NJPHb29vp3nkcfz9Lbfcksqiqw+Kfj4brKks0mNNngrOBv3qHNu6Viq5V2m7ZZiaUZ3zo/4yy/LU78R7iddGfWgWqrpUljfpnpqbm8uyjSvrtz5P/a1t+1LQe9f+ptvtZmmk9P+D9yzx8MMPpxRHDOa+6667Lqsfs4hYoAIAkBKraiYBPjxo+qIT/syZM9mDw3Owa0Q92yL29vayvG9qNrFlENR8ZhcjzVdGVCqVLCZJHz4UD3CBKpfLWfFCPhBqtVpqSyXB1tGvD0eeS7M00ASnpk+bbYGmms3NzdQeTTq7u7vpocnFi3N9/vz5LNvF+vp6VmTQc9Z7TnprTtWHopqMvAS19r3dIADI4ncqlUoau5c7jv3REh5coPjqlTvRcdj4OY3t4hzr7+2mSktf2NAFNf9N28R40PvT3qtqFrVmxcFgkO4vTWzLOaXYZz8jTHyBQCAQmEkEg7qOwR2W5iTTXS5NJ0ePHgUwdr4/9NBDE00v+plm6uYuVDOYWwal5hK76x4MBpkJ0JOjW7OetsvP2u12yjLNHWi9Xs8K7PHvRqORMSjd7XqmMWsKqlQqGUtSBsVzaSkOa9qpVquZKZDX5MKFC1kA89raWmJaPN4Gdupn1Wo1mQfJELSvVliiMvBp8mtlBVZ+r0yK95sVBQA5K282mynom/fW3t5emiubraFUKqV5ocm62WymsdAUqtk+VOqtr9q+x5o9TJOeE3o/e2ZU9ltZn2atYB9tEcn9nEkiGFQgEAgEZhLBoK5D/MAP/ACAYtCpdcAOBoO0m6Z/ijs5tdNPC4RURzh3n+pj4fltITktj87+aGCsfqb94m+BYp41e9zm5mYWxLi0tJTOf8899xT6VS6Xce7cucKcaS0nQv0QXmCpLeqnTndCA3c9FmCZGf++ePFiOl7TN1Gibsuja+Ct1pY6ceIEAKTx6hxY38rOzs7U+kuWHU4aJzC6R9hv3iP6Oyu8OXToUGIUeh/Z4GyiWq0mhkbWubKykvnoiE6nk+aHDI3n0/anWRAUHtPyjrOiGRVrqK+Nx2q2f46NrJnl4L/yla9k59kviAXqOsELX/jCdIPzn5IPTE1qyZt/YWEhJVTlA4APLa9wm8L+46kCjyasjY2NdE5b8VZNjrpQeXEvegxQfHDwAWcfImtra+m9lgGheeeOO+5I/eD4rQlITXx6bttHVYDZBblaraax8zi+djqdbIHS7An2PJubm1ls1ObmZrY46AJq48QOHz6MG264odAGH3aa9UIXSWtaVfOZfaDu7e25cUOENal5i6ImG9bFme0T9sGti7uKeWyJFZ0na1LW2LHLWaCmxXBpG9qm3fDpvNuMEDr/7GOtVsPZs2cBjP9f9zPCxBcIBAKBmUQwqGsQBw4cSMyA+eUajUaSifOVu2OVL6tJhztgmom4o1QGpTvoSRme+/1+2pF7Jj67y9eYG2umA/wsB9Zk1Ov1siJx2h+b2aLVaqX54I6czGJjYyMrP+FliPakxjqvlnmqaMDuzDVzgzrkbfsqMLHZrtvtdubM1+zdtlyFFji0jG44HKaxkEXqPPKVZrrV1dV0/5CpaxwUr43Ku9lvNYHaa8025+fnMwGIlzFB59WKBgaDQRqvleFXKpUs1EGLJF5O8cJJrGpS9g2VvXvydcvoqtVqYpuc98XFxTQv+7nUOxEMKhAIBAIziWBQ1wBYNFAls9axqrVvvKJxNhNApVJJ39OmrTs5u/tTG77NMt1ut3HmzBkAxdpAtmS3So/Vd8C2vHx1fLU52LxsF+pLsP6IwWCQ7Y7pL7t48WL6jvNUq9Vcxqi1ofSc6rMiM5smLPBy3+lcEWy/3W6n92QUHCuQB0Pbdvk7K7VXp70VZiwtLSU/JV+ZzYKvwJiRat94D6of0t6XWpOJYP8uXLiQQgXIFC4l1LCBriq8sRkuyuVymjsev729Xaidpe3r/UmUy+VMoj4tQ7sHL/8fUa1WU6gIs0esrKzgkUceAbC/s5gTwaACgUAgMJMIBrVPsbS0lO3Elf1YBlWpVNIOzEpre71epq7y/CNeEKZVmgH5brTT6SQWpue0QZscT61Wy3xQnU4nU515AaD8nZc5W9meV6rcsgz179j50VRHXq426/MZDAbpOF4bL5jVywrupZPSar88xl4nZZa22q5ec16TnZ2djIlq/j07B4cPH06Z7qn+Y0jC4uJiOheZzsWLFxObosKM98Xa2lpiQso6LCtRRSkZrueftK+DwSD5u+hTVV+nZWHVajVjUJrB3t6fnpK0Wq0m1SEzi5fL5ULqKj2+0+lkdbuUGavvCRgpJcmcnvjEJwIY+aLY/le/+lXsd8QCtU9g82pVq9UUSU8HKR80CwsL6TtN2Kk3PVB8WHnSbfvQ9zIm6IN02oLm5Tqzpj1doKx5rtvtpuM4XpVtW/OHPpyt6a7f72emLBVVWEe+Ppy97BVaPsOL37K/U/PQJLnyJHOVlWLb+Cb9rcr7rVDEWxx1IaYpTh+K7DfHe/z48WReZomSY8eOASgWaGRi3vX19fSe15DY3t6eKnIgdHNlNwM6Tq9gIdtn9hAVkVjBiF5Lvaae0IKvdlGs1WppYWI2llqtls7PxZr/qzs7O2neeR7Ne2lFNp1OJ90HfD50Oh188IMfzOZxvyJMfIFAIBCYSQSD2gfQnGHcvc7Pz6fdGXdg3LE2Go1C1Dsw2UnMVy+LtXXOqhnPCzacxqC8rAv2OGUbXqkCjt0GgGoGgWlBj4QyRn63t7eXmT41u4ZlRr1eb6pQxJMj83hlULYkhQoFrNnPKzmibXtOejIum4/QY83tdjuZzWiW03AFLV/Pz5h5gq809S0sLKQdP7Phr6+vJ7EM+8/zaJ47L7s3MS3cYFoW8eFwmIVJaHiCd497LOlyoMfZjOu1Wi0rycI5u3DhQjLd8l4E8v9XQgOZ+d199913WX3cLwgGFQgEAoGZRDCoGQQdq54YgbuuxcXFZHfm7oy7UA0iVSewx5yA0e7a84V4NnigmOdOXy0rmSbB1R2/9fnoztaT/WoOQcKeU4Me7TG9Xi/LWD4YDDLmpAHE1ofj5bLTOfP8dyr44PG8ZpZxeeXX9TPLrrR9FTp47M7Oh87ro48+CmC8g6dP6bbbbkv3G+/B5eXltPtnwLOX5VvTIJHtW6GL59vzPvP+9pjTNLbj+dymZSfXe9zOu8fS9b7k2Dmf6+vrWX5EzXtoa1Y1m83kl7LiI62zxnvq7rvvnjju/YhYoGYIVEBNi1JXUwEfOjYZaqPRyMwZaqayprter5cV99P33gJli/rpAuUtVJ7T38agWIe+PSfhCS5sm5pw1qql1IToKbSsKVQXI68Mgmc2s2PRAopebj07d7rJmLa4TCs2qLC5+7yceOVyOTMl6wLFisrsW7PZTPFPNqOEjk0r6vIzmhI1G4RnzpuWncGOzdtUEbqp0sXIK9o4qS3vf8P72zNDMvvG+vp6Vg1Zy9LQbE8RyfHjx9MCxjZ4fKPRSMdTcHGtLVBh4gsEAoHATCIY1Izg1KlTmelNBQh8T6e1OpVtRgZtw9sx289UxOCVK/BEDF7pC08IwfY9EwphTWX8je2PjU+yZkDtd61WyxgaWYHmYPNMOt7u25pAlVVpCXee08Y61Wq1LLLfkzLruKexh2k7eDU5WiGHmhJ1vjk/nCOa4o4fPw5gxO4pvKFMutVqZXJxm+VD+6MZPLjj10zkluFovycxHT1GP/PMu55ZdBqDsm15QhRC2yJ6vV4aH+/BjY2NLKce81MuLy+nDBxkpgsLC1nWf87h8vJycgd84xvfADCOK7tWEAwqEAgEAjOJYFCPM175ylcCGO0kz58/D6CYzZmv3CVqZgjLktRv4TEc+900x7Ta7KfZ4tWfpQUH2QYxrYgbmQVfVT6r/i/r1NfvbHbxWq2WdpyTfGO2X94OnsfbnXa1Ws3O6R3Hvmrmac/PYXf8ynC0P5MKBGpfNLPFJKblXcNms1mojwUg+Z2OHDmSfsP7tNlsZtfCY5N6bvpfKC8nG+v1elNZIeHdR8qyJoU6AMh8gJrz0QbgTvJneeyan9u+dTqdNE72Q8VKVtSyu7ubBECabZ+59eiD4nkOHjyY+vOtb30LAHDvvfdm87OfEQwqEAgEAjOJYFCPM57+9KcDGO18vGBKoOgDoY+gXq9nzEAzW9sy6h6DupRiadqO1pONW5+MsgjP1m+Viap883ajKr0FinWJ+BnbajabWbVawvpeJo1J4anybJCnMl17Lm93r7B+R5WI69xZqbHOue2jshjrf1GVHY9fXl5O80gfCANwDx8+nCTop0+fBjBS+FmmqOpOT5VHfwvVe/zbk3Ari/eumXdum09R58mWcK/X61lw9uUGlxMq47ffeRWEvWzy/N3Ozk5KBaVZyplnj/4ptnH48OHErnhNrjXEAvU44eMf/ziA8c22sbGR5KS2GJ2WdtBElJNMWJozbFIUup7HEwFMk5vrP6oXo2MXKpXEe5JgOt+1TStiaLfb2SKkZRxU+sxXPvw8x70nCplU/ltNiCp6sPJ7/e3l5CpUeAv+JNGGtqvnsyIMXaC8rBfsN+fz4MGD6T1FEswCofkRdZNkzZDe9dV556aCD2LNL2cXI68NNXHyWjNh6tzcXGqfMnYuPLpA8XcLCwuuac/O3TTZvve3Jzn3TNV2AdS4LIpTVlZWUtFRay7sdrv44he/CAD48pe/nPXxWkCY+AKBQCAwkwgG9TjgQx/6UNpxefnkLBOp1+tuxLsNuCXjUsmrsiq761aTkC0t4GVnnmQa4zE207bmIbPn1GBZ7ta1/3Smax+tk9sTe3B33Gq1MrOTzolllJ7ARE1g3pxZpuuxSE86r9dy0k5cr68nu7bQ+VcGMo0F8DsyotXV1UIxQmDMbgeDcbkKy2R1bBrs7IUWcOw0rWkOPJsPzzP76THsI82Qg8EgY7q8Z1qtVhqLZmAh07Lw2Kd9r5iWB1C/V+ZK6H1hv5ufn8fJkycBjFkVj7nzzjvx0Y9+dOp59zuCQQUCgUBgJhEM6nGAt/ueVmBPd3PTglk1DQ93ksqgvNxuwGgnyc/IXJTheAzKS8dks10ziFPlyOqjYPsMNtQce7Y+T7lcLuzYgWJOO00XA4x8GzaljOcPIqrVapb+SP0Hdi4qlUpBcs4+WuGBN3eamsrz5U3qo/oKCb2m9EHpHExim3o/0M9ERgKM/TpkV91uN82nilWsj8ULNNY54z2hIQU6PjsX1v+mgdBMDXbLLbcAGPm3eE/Y4oeLi4spXyDHNhwOs37oeKzVwgub8HxPXv+n+eb0nrG5Gc+fP5/mTK8PgJQZ/lpGLFCPA6rVavpH0wJlk5zimrnBi3Hx1EbT4o68hcd7wHiOeNs/PbddoGhSaTab6UGgfdAkosD4obW3t5ceMKqao2nJPoS8wnzb29uFkgWTMC3bhRdfo7FbfIDpwmDVeLoY2U2JxrLZOdQ2FDZrgvZRY+SA0bWxsVdqwuW803R06NCh9FsmgeXvNzc300OTD/r5+fls4fPuB9086G/1GM8E7S3g/LvZbCZTnYoGbBu8NvPz80kFxwV5d3c3LbbWfO0tUN49osd7ohCLS/1f8j3v3XPnziVFJftPscQ73/nOiee5VhAmvkAgEAjMJIJBPQ4ol8tJDsuo/O3t7SzWibtX3cFrATrLoKbt4DwzlYoGLidqXmF3tBq3YwsLtlqt9F6FC5plQcc2NzeXleCoVqvpnJSPa/YCm9FgY2Mj/XbSfPBc/NuTYvP307J1TIvbsSY/OwfWnOvF1XjmVC+LBY/3MsxbU1ypVEqm1ZtvvhnAiFnw2rFEOfuqJmj+rtVqTZTOa//Zn62trSRK8HIhWhasjFTHCYxYnM3kvb6+nrFrYmtrK7vPut1uoaSKYlK+RnuP6Pi9e0rb42eTWJiGFiiDokiCFgQ+M64HBIMKBAKBwEwiGNRVxF/8xV+k9yxaxoDFvb29LLMCfQTqwOcOiywCyAN7Pf+UVwCPUHv7tCDSy2FUgF9PiTtz+gSU9dhd6XA4zNrQ3bQtmb2wsJDa0vpXtv9e0LL22/ohPKe47py9TBt2bu1OW8+jvkJPIOAxJ/WBAcVrbgstDod5mXOyiOXlZTz5yU8GMKr1BIwCdW0uPo6x2+2mc9N/VK/XC6IaHYeyYN6rZ86cwYMPPghgfP8rS7EMp1KpZCxVWRz/P1gDqdfrpXuD4/UsApptwhYP1EwPWrdrUluE3g+XOt5eax2j1icDRtnJma+Qx19r+famIRhUIBAIBGYSwaCuIlTVRFs8fVGdTiftkMgMuENstVppx6z+BevDUb+NrZnksbBptZz0OC/VkVWY6Y7flk7XXemlUuGwz7YuUalUSrZ3jo07eZ0fm6tOx6njnpaaZ5q828qR7XxNCrzVHbQyqEksUufXm3dP4UcWoHNgs3Xznjp16hSe9rSnAQBuvfVWACO/jg2GZptzc3PJ50MlnipPNcSBr/yMLOXMmTMpZ5zmUQSK2eGVSdlURJrr74EHHgAwVrWVy+Xs3mP76m8io+v3+6lvNhefzrHHiAhVwtprqKEI+lvr91IWyX6wj9vb22mumArtvvvuy/pxrSIWqKuI17/+9QCAj33sY+4/o5cwlMfwwcLv5ufnC0kvgfHDRNP2e1H5Gj8EFBeQyzFn6GdelgD2Q//prTlDRRvTymBo7kGb7JOo1WqZKEEFAraU+6RxWkEBoQ8fG1+mbeln9sHkiVQuFQfltWvl6wqbIFVFGAQXmSc96Ul41rOeBQDJCV+pVLIFXrNNUJ7Ne1EzH3hlNGzevfPnz6eHrN1A1Wo1NwuHHS+P2dzcLNzvwEhEYIsB6jW389PpdNJvPaGRV+5kWvJd2/96vZ7FpqmpmnNGE57G82mGC/4fcXG/VhPDeggTXyAQCARmEsGgriKYwVxNWBqIandnmmPPM0FYZqPmFevgHQwGBee5tjUcDqeWL/fat59pezY3oJpXVBruiQxsu2pm0ezoeh6FMqNJxetUAq3ntIXklOnodeK57Ry32+2Jwb5qQrwcsYkKKLz59kqmWIm7ClH4Hc1zq6urWFlZATBmRHpOy1harVYSUGgfeBxNZffccw+AkRmKzIlsoNvtJlZF0y37o/e/3rO2/zzfhQsXCkHQFvYe1Bx4Gtg7yczsZbHwjtN7RE17wIjRqZme42XfWJ5dzXo2o/6RI0cSc+XcfupTn8r6da0iGFQgEAgEZhLBoK4ivEzY6vy1fhHdBVrfgEqxNSM6j7fCAG3DyzXnZQr3gi8tdByTGJTuDLWg4CQG5flcSqW8IKKOw9r/VTpv29Idt+5YPUZmz60+EY5Fz+OlzOGYbPs6Z954bXCwZrW3Y9PUVOyD5kCkv4ZBtlqc0AvYtv1XBshxtNvtxI7IBu644w4AwFe/+tX0GccxPz+fLAdkb3q97D3e6XTSfekxRjufnr9JWZMVXKgwaRo8ARHhzY/C1qDSMu2eD8r+Hx4/fjyxr89+9rOX7Ou1hligrgI++clPAig662nq0MVl0gLixeNoUUJPNef9M1ozoZqyPKWeFy9l+6GwCxTPt7m5mcbCB+QkM5sdL/9R6/V6Uu2p8ouw2Td0ftQMo69AsZihNUN6ggVdcPjZpcQX/Ns+6LyKt16pDD7Mm81mVrRO54mmT5rPms1mEgGoyQgYmZo4Z944vAXBxqFtbm4mZSVjc2iGWltbywpqViqVrCAi+zwcDrMYJi8Thi449v7xskJ4SXqtqc+DVxZD73nv+toNlsZl6X2sGwhgnGNPlbb83zl58mTqx7VeWsNDmPgCgUAgMJMIBnUF8ZGPfATA2KxFR/Lu7m4yjag5zMpguZvqdrspLkLjcCbFHamJj/Dyjl1KSm4d8l4GBo9x2X6pQEOFDpOKBqpsXCXH1ozH9oGi9BkYmZMsi/TypnEH72We0LHa8SqDIjxhibLVaTkB7d+auYGsZ25uLpnNrHNfS1lwR64iCcrL+To3N5fFImlck3X461jJCs6fP4+HHnoIAPDtb38bAFJs0u7ubiFMQtviuez47XXyZPvevOmc2XnxTNDTsqZ47XtiFS9G0GN0ZLDKkCkMsUUhjx07lo6nwOTYsWNJmn89IhhUIBAIBGYSwaCuEN7whjdMDOrb2tpKOyW1i3viBQCFuka6C7W+A3UM27amSWqn1ajRfkzzQWkgKqE+HR7P3ffOzk5ilp4k2+6+6/V6lmFDneo8nqxqaWkpsQfLTNWfwt+12+1C9nggz8Wm8BiUOuK9QoFepgF7j7APnU4ntaF1j1Smr6jX62lHTgal57T5HQeDQcoCzlf1g1qhi9Zr4v24traWgkaZ3YC7/XK5nBgdx6R+R+tv1aBlFWFM+p/QeSQ8kYsniZ+WNWWatH9SeIXtlzJBm02lVCol/xsLJ2qOQzJS/u7IkSP40pe+lPX3ekEwqEAgEAjMJIJBXSFQoeNhZ2cn7UI95Z0NFN3d3S3URQKKgatWPacMQXeNk5iTx5Y8+7/uRqdl2vYUYBrMylebSsaWu1Z4ijoyKh2vSq217o/2S31iOmdW1q2Sb6vOazQama9Q/WR2LvS32n8NJAXGPrGtra1CkCzboqLP7vjn5+ezwFut4WRLrfd6vcScyGp3d3eT9Jmv9FPt7Oxk6YPa7Xb6nv5VlUl7LMP6nizDs+1fSmmnbXn3uBfIPOn7Sd9dysJgj1fY/4VOp5Pl4dQM8rwmvJbdbhf/7//9v6zd6wWxQF0hVCqViWn1tRy5Zluw/7y6ANlFSHP32QeHt0ABeYyOPkw9IYGORT/TGB3PtGEFBWpy1ISm1uTCBafX67ky6mmw59YSH951sGUopmV6UPOWiivsgtNoNDIznidt5/vFxcXM1KixSXyvQhGa+6yEfmlpKX3Hh70u6pwLYnNzM8XfaGJSPjz53ZkzZwCMBBFcyDQ/IsEFTftKeCIb9t9LiqslU+xmzVs0tF17rb0Nl8IuNGpKtNJ/L9xD++71zZ5/b28vLeY0h/K6tdvtdJ1opr3zzjvdfl8vCBNfIBAIBGYSwaCuEP7kT/4Ef/VXfwWgWAaDr9bs1Ov10md2F67OcS//mLfzn1aS2h6jDMrbjdpM4V5grwobrPPaa18luAR3/pqDjaBpyvaDr9a0pvnzLNOZtJu231vWOqkNK1jg+bU/jUYjy4SxtLSUTG+EikIoeqBTfTAYpN02547nOXjwYAqC1vNMKhOytraWmBNZkzJ73quamd4WJ1Qzqg2e9q65Zle316TX62XF+jxWe6nQCAvv/px23KSM9vZ8k5iafW/H2263MyEN7/tut5vMszyGgc/XK4JBBQKBQGAmEQzqCuINb3gDAOATn/gEgDGTqtVqaSestWHoNLUpd7xA0WmMRT/T31n2NU0Ioeeyx9j3tj9e+3Y3vbe3V/Cn2Ve2ob4ie04N5rVtqIjEHu/N3dzcXCbS8NLqqI9imszZ+mkWFhbSTpn9Wl5eTpmqreDi6NGjWUDn7u5uem/9IlpnyLtHOI8qflhbWwMwZlBbW1vZ7t6WkddzKku1IQ96bmUnHlPnMV72+UmBzPr+Uixm0vH2Pc/J/nmCl0kiGM+P2+/3p/bRKzBJBsUUUn/5l3+ZjeN6QixQVwGvfe1rAQB/9md/BmD0sKITlP+orVYr/ZPzgaHKPVs9t9VqpQcdHzpeqQn9Z7EOZzVXeTnkvH/CScdo1VnPoW1jXNS8Zx34Ol5dhGy7WvRRC8LxnJOSxXrJX7V6q7dAeVkIrBmv1+tlVVjZn0ajkcZJs96BAwcKqkwex1crONA+euZLm/uu1+tln6kJzyYr3djYSO2rYIXH24fz3NxcZorVc9v7QeFtfqZ9Ns3U592Xk84zCTZzhu0H2/Ji9oDigqb3ir0fdNGyQp1KpZKEMdysXu8IE18gEAgEZhLBoK4i3vrWtwIA3ve+92U7u52dHTc2ByiaFrj7XlpaynamykRs3FSj0ZhaboPwzH52tz5pJ+mZIQn7mbIb9lXNRJ7owY5Xy2nb0tp6rBU2TCpGZwUFngRar43KrCfNi+ahYx9pxqnX64Vs6vbVmhArlUoh9gsYz2O73S7EmAGjeaU0nP3W+bHmO5X3WzapJk2vIKI3n5cTZ6cs1DIuZSW2zUnS8mlCCK9/3n1mz6V95jW05lrvXvGEGRqiYUvWz8/Pp3aZi+96RzCoQCAQCMwkgkE9Dnj729+OP/zDPwRQDFKlnFhltkDRv0Pf1erqarYD090gd87qgOVnXt0dwtuNehm6bfDuNAe1JxdWVuhlP7e+DY9VaVt25687cpsZXdu4/XtUpwAAIABJREFUnCDMSYUaLVvzWJtXs4p+hlqtlmUD0YwDluG22+3kN+K1I3QOeM01M4SVpbdarUKQOFD0j3jB39ZPU61W05h57bTPVvjhjVPn0/ONTrrmXmCsijbsuScF0k5jUOo34t8eCwaKYRDqw7QhJur/pFDq6NGjAEYMitf1Yx/7GALBoAKBQCAwowgG9TjBqqRKpVKSFWv6HaAYEMlgzGazme2iddc+LZu2TTukjEUZhU1F5DEWwsuD5klwdRfr5ezjqxdMa3fwOnd256+s07IUHS+vwzTfhbalDNNjUDY9jrJE68fSDPN2d68+FpXmM7iWO3I9j1Ua6jntfO7t7WU+T/X5eHkhLStUabsncffUn5Oq1E7yH026Ljo2vTZWXecxKGLSZ7Y/es2tmlarFyv75atV06rv8uabbwYAPOMZzwAwYrk/93M/5473ekUsUI8T3va2twEYZZwARg9K3uA0y+jDjg9S/kNUKpX0j0CTHY8/cOBAcraqpNVKaL2Hly5Q1lGu+E4XKHtO7zj9zouTsQuCPkys/FofVtYh3+v1Mue+ytg9Ob59MJXLZVeQYR+MXoJahhFoAlbbRy/3YL/fLwggtD/VajW7Xt4Cpa+enN5ubLxQAR2rJ7+33+m8WtObt0Dpue195pnpiEt9Ns1MOGmjYM/NObOl3Pv9vrsptPNeKpXS/+Ztt90GAHjiE58IAPjsZz+bnfN6R5j4AoFAIDCTCAb1OINM6sMf/nBytNLUp2YoG+TZ6/XSLo5mH+7+FhYWkiPeZsvWz3T3a7NLeyY4hd3ZepJg3S17kvZJjGVSBoFJ4gXdCSsDscdrrjdr9lOHv2VvvV4vy4yuZem9TOV2N61zrCY+y5Z5D+iceYILa1rb3d1NQgg1EXssid9NyzvnmVg9qf2kIoCeaEZFGNMY1OUwHC9UwDPZeX3yMpxYXIpBWfN6t9t1wzF4Ll7X+fl53HrrrQCAG2+8EcBYwPLrv/7rE/t+vSIYVCAQCARmEsGgZgRvetObUiokFUIAxVRE3KVx562f6c6ZOzZP9uvtqjXLOOBLpgnd7Wr7k1LOeIxomoxdd6r6GWGZhR6rgZNWXq5pezxBAduzuRA9h7y2a/0MQO5D0mz1fN3b20v+KLvTZj/1s8XFxcSirChEBRQqHrHXlVC24d0j1hej82PvH32v94D1w01KB2T7My1kwQoXJvXf649lUNOCi73AW00XZiXoysqVFdqM5YcOHUoMiv/nL3nJS7J+BEaIBWqGMCkbgsY16UOICxhvdCb/3Nvbw4ULF9JxwOgBxTY8h7b9TB/w04oFev/k3sPNmkymmWO0wKFn7iHYZqVSSd95IgbPtGZFCZo3zZsLTzHGh46a2yaJHbrdbqbA63a7mWJTH6JauI/jJGxuvY2NjbTYEZPitwi7QHkbCQ/6gPeydNjzeJsAz4To9XWSaKNcLrsLmt2Eefkpvd/pvcT2vU3YpFyLc3NzWfuagJhxU0eOHMHJkyfTOQLTESa+QCAQCMwkgkHNEH71V38VAPDXf/3XAMYxOuVyOXPO9vv9JKbgjpxZqXd2drI4ln6/nxgU4cXvaES9Fs/T71QyrfE4l7P79uCxKw+TTDSeuUqL9dms0V5MEseg7evf/C1ZropIPNMhd+I8Xs152o9J+RG1H2qmswUCvSKYnlTaYzaeuc0z5/LVYx7WlOYd7wkpPMGL/cwrcKjHTzMbT2LDk97bOfPYqmZQ4b2h94MtQqrt0cpx4403pj796I/+KALTEQwqEAgEAjOJYFAzCG+36+Wrs7nduKvb3t7OnO9qI/fym9mdZ6VSST4W7v5Uak02pvWF+H6apJyYJjdXhuPt+L1dvhexb+dsWinxXq+XCRBUaGIZ1NzcXJaJQYswWjFLu91OPigVonjZHNg+x6sM0PpwLAPTeVKfCTHNZ6g+Ijs/lUrFvX+sL8m7Z6eVT/cynXjt2ddJuRPtcR6b8cICLGvWfqtPyWYn4f+EBj7rvcvjWZjyxhtvxNmzZ7NxBnwEgwoEAoHATCIY1AzCU/dwV+aV3taaQ4CvxtI2reLKO05rD5FBaQAxmQFft7a2Mj+KVwJdxzOJESm8QM7LUQR6QaRW2TWpr5YpKDPSc1vflqYusu13u90sS73nt5jGfjQYdBqD8nxF9juPrShrmxSoar+bxMr1OxsW4H2mFXj1fPYe8XJFegzK9tljP6VSKd3jtiaZZiL3cv3Z8Var1czvVavVkhWCQbnHjx+PlEbfAWKBmkHYB4xmIeA/jebn86TK9mFSq9UmJvZUh/a0GBGer9FoFOTcwOgf3JYv1weIde6rw9mW7tD3+gCctKB5cVNAnkNQH4qeicnGgKnpjufUEidsg5/pQmZjnnRM+nCzC5+XF0/NkLZEihVGKNTEZMerohad10kmtUnnsJhm1vX6Qeh49fde2Xu2Y01qem577XVx0Q2dzRCiC74VvOhxdsGs1+uF4qDASFq+srICYLxAnT9/PuXfDFwaYeILBAKBwEwiGNQM4hd+4RcAAJ/4xCcAFLMia7E7Bv9RsEAHfq1WS59xp9dqtZIZg856Qs0luoPnbpJmvM3NzXSMbWtvb29iPjYtF+JlW9BgWdsfNUdOcpTXarW0e1WZuZfBm/AySXjZIjgOtm/nFRgzKA0A9kQbFioysKxTf6PBvh7zI6zJSzO0W7ak5jOPQU0TV+jvrGhD2YyVbE9jYDoXeh1sG7zH2+12Nl7NiOJlxLAmvmazmdgOiwfyfr548WJmvrT9BcbXptlsJlP4wYMHAQBLS0uJObEKwSte8YqJcxDIEQwqEAgEAjOJYFAzjNe+9rUAgL/5m79JOzUKFRqNRuaDOnbsGIDRzo07SQbv9nq9bFepO0QvqNIyKLXFU1JOVqXBwYQn653mZ1J4dXSsg5r9mZ+fz6TkGtzMV+3/5QgJdIfOzzQHog329VJGeYximp/Gk0WrT8y7dkCxfpf6WCaJIrQ/k87Pdi20TTumaemD1K8zTVThMRd7TfR+Vl+mDVBXqKABGPmNlpaWAIz/r86fPw9gdF97RRsJ62McDoeJhd1www0ARqyM71/84hdn/QlcGrFA7QO87nWvw4c//GEAKMQ+TRI2dLvd9GC57777AAAPPPDARAf73NxcQQDBV+s4ZmxVqVQqqPeA0SJpTWReLj/tsyfWAIoPMkLNPRqbA4zMJ1wwPTOdl3HAe4BNUmhpW6oItGbRUqlUMNHpuacthNqumvw8ZaK38Nk+etkc7HfegqntewuJt3Dbe0kLO9IEzb5tb29nsXLaB2t29dSsuumw8Wrz8/PpvuTGzFP66dholjt8+HDqI7+zYhk1G/N/SQVKXKAY8zQYDPDAAw9kYwhcPsLEFwgEAoGZRDCofYI3velNAICPfOQjAEYMijs7FjHUnHlkF+fOnQMw2ul5Wb2BEVuyWSNqtVoW56O7a4oFaFLr9/uZ9Jwol8uZ81oj722ZgklZwa1JTSXU0+KBppmTiFKplPVbmaCVg2v/9Xye2Yy/u1QWB32dxgC9zzQTgzKdScIENZkqk7XxSSp196TqNo6MxywuLibzFoU96+vr6X5cX18vnFtDKTwBCMH7TeOmKEBYXV1N7fI43rs6/1qunRUA2EcKHNrtdmJhbHMwGGSmZLZfqVQScyKTOn36NF7/+tdnYwhcPoJBBQKBQGAmEQxqn+GNb3wjAOAf/uEfst22Rtlzt8jd5cLCAi5evAjA363TX0BnsfoXbJ64TqeT7ZiB8S7UK+RnI/U12zjhiSa8zAGEF/XvFdOblv18mnPfy4moLM6yDS8w1hvftH5oW17fPPk0P/cY1KTMEBq46hUN5GcafH05AeQ8z/z8PE6cOAFgfE+dO3cusRfrI9JM8DrHNvuGMmX6nih0OHz4cGrDtq/vNVSAefEYUPuEJzwh9fnRRx8FMPbLbm9vZ2EGZFzHjx9P1gf2MdjT945gUIFAIBCYSQSD2qd41atehU9+8pMAppdk585wcXEx7Sq9FEPWPwXkaXS8oFbuWOv1evKF2dLgOzs7LtvzUvkQypyA0U6eO3Gr3tJy6uor8hiFhZdB3bKZSWzM7vh1TJ7k3vZjGmvT76cpAe2x+t5LH0RoxVidp0mqP63N5M0Boayb73mdlpeXE6O3ij2dL/ah0+lkjFSPt7kiV1dXUzuqxgOK1YvVt0rV3+233w4AOHXqFIARM/L+rzS0ARinMDp58mQ617333ovA9wexQO1j0NzgxRvRLEH5bKPRSP/kVsygDn8VRFgxgj6Y7IOsWq0mE58mWeXvrMlIH+bWjKPmJ74uLi7ipptuAjB+wNB5vbW1lc6p0mY+TGw8lz4MPRPQpJITOgeTpOp2ofeO1wXELkyepH2aGXKSKIPH28VcczNOK7A3LRZp2oLJOVxfX8fp06cBjK/v6uoqbrvtNgDje+/MmTPplYuKziF/a+dEzZc08R05ciT9luZsjnF3dzdL/gqMzdLc/GiJdn7GY5rNZloUufFj+fYTJ06k+/Gtb31rNi+B7w5h4gsEAoHATCIY1D7G6173usLff/u3fwuguEPUHGbcHRJqIuPOlwwKyB3xxKQicFrMDxhnm9BcghqEOclkpQyKO+2jR48mBzalytwl7+3tpbHR9KK5CrmrpkN8fX19othAod95mRs8k6Gdo2nZMqaJH/RcXhuXyvDA4zVfob6Wy+XMLDocDpPTn5Jpsoetra10PJmxntOa4C5cuJDOxX7fdNNNuOWWWwrt8rrt7Oykdr1QAc0Kzz7bINxGo5GVhuE92O12M7Y6HA4zBqVZ09k39r9areLo0aMAkJmzI8felUEwqEAgEAjMJIJBXUNgFvRPfvKTmUN7cXEx7RJp61fRAXe7mjfN7lA9B77KkGmfnyQUYLvs16S0Ogr2Z3l5Oe3uH3vsMQBjn1Kn00nOd7Km+fn5tJvmzpyMyxM4eKxNhSZsl6mdNHO5ZmP3xqzn0ffqg5qUdVwxKdiXbXnnVJ8TMJ4fnX+yk3q9npz+T3rSkwCMr+8jjzySfCwa/OqdFxjNBeeKLObAgQPJB0UfKY+5//77XVm/tqff9fv91I9HHnkkjZHjXF1dLZxnbW0tMW/mj+x2u+ke4f3D8fZ6vfSe89NqtRKL52cMoA9cGcQCdQ3i1a9+Nf7u7/4OwPjBNT8/n8wSWpICGD2crdpLndP2IVqr1dLixkVJHfIa7W+/uxxFmoL94oMGGD/UuND2+/30EFSF4rS8eJ6Jb1L809GjR9MD78EHH0zntpkMNjc3M6XktKSlc3NzEx/wHjyz4rTFTh/0fJhrWRLNAsI+0+n/7Gc/G0DxPrjrrrsKY/KKHnqCHTWb2QSvvCebzWYmatEF1gpYBoNBGhPz3fX7/WRCPHLkCAAkk9zm5mYyW+r9w+tKMZFmLqH5Tzd5v/zLv4zA1UOY+AKBQCAwkwgGdZ2g1WolOa7Ni6cxMZ7smlAz0fHjxwGMmc36+npW2FAzV1uzmZcpwZM0c8dfq9UKcVVAUcptJfe6+7YZt7V9Yppc++jRo2m8ZEilUint/mkm2t3dnVigUM1hWjCPDGWapFzb8IQQfPVMZPze5o7TuCA1sdIEyHnn7+bn5xPLsKY+PadmCrHjJdvW9rV8jJftgrAxcxoGwXx6jUYjxTGRQfGe393dLYQlAKNryWvHVy3JQWbM797//vcjcHURDCoQCAQCM4lgUNcoXvOa1wAAPvrRjwIY7VQpMiBsfjygaOu30nCypSNHjqSdqpYjZ9DlhQsX0mdsS/1dhGULbKvVamU7206nkwI/tfQ8UKwNNC0I1ssfqLCiATLGtbW1tJumH4P90n6fPn16othBGRR9G/Pz82ksls1oFgjtr/XJKRu2DKRUKmUB2LwO7XY7C9TV60T/Hlnw4uIibr31VgBjBnvPPfdkYhwvG7uOl+3b7PlaXNG7PrY2mY6F12lxcTG1a+X11Wo1MTiyqpWVlXRdld2xz/z/+OM//uOsP4Grg2BQgUAgEJhJBIO6xvFLv/RLAEZl4zVwFhjvklVxZf0GwJhpcTeqKV80ANSmFCJU/ktorSKek7vflZWVJHfmTnhtbS31nwzNC+jkZ91uNx1vGZTHNlTZp4GZwEieTv8LXzXomec5ePBgJq32FHuqhlRGo/2fJEHnPHLnr1J7Cy9llGYPt8q4ZrOZzqXVkzlu3idUMmq+PS8XIv1LVMotLy8XytEDY+Zy8ODBjOG32+1szrxM9+obVcm/nQtVE/J4DewGinkAf/zHfzyb08DVRSxQ1wle97rX4T3veQ+A8UKgi5F9YGtyUCvhbjQahcUKGD1obByRl2lBxRLWHMSH1eHDh9MCxcXooYceSuYwPjwvNy+elyXDK1g4KQZpe3s7fccFamFhIbVL4cTy8jIeeuihQvu62GniUo5jWmJaTxDBa0czFcfklcOYm5ubaOb0EvNqvka+WiEIML7maopjP9huuVxOv6VgodVqpXtIc94Bo3IVXGQffvhhAKN4Nw0l0LnQTZW3CbDm3HK5nEn/6/V6Ggvnhwv+S17yEgQef4SJLxAIBAIziWBQ1xHe+c53AgB+7dd+DUBRUmtLcCir8gJ1uZOnqalWq03MsK07be6ch8Ohy7CAEcOgbJyvm5ubaTdts5+XSqVM2MB29NUr6eD1maYp7vxvuOEGHDt2rDDe+fn5jKGpY92WECmXy5mjX8vMe7n1bF+B8e7flo7QMejYbAC2V9BRTV6cP7JZzfLNPpIZLS0tpfPb87RarRT0y9Lv9Xo9XX8yFzLBU6dOFbLrA6PrbE2XKhzhcbxH1tbWUtCuZVKHDh1KbE3N0jYYN5jTbCEYVCAQCARmEsGgrkP86Z/+aeHv3/7t3047Zr42m8204+SOnDvVxcXFzLlcqVTSb/k7FQpo4UHAl1Grz4u+AJ6z2+1mrEf9WZoTEPADjj2fle78+Vs69ckATp48mXximm/QBr96gbpewUAVdEzLP2eP5zwAY6m9ZWz6vtfrTS3aqAwaKIoGyBTJoHQs9Ee1Wq2J9aZuuOGGlM+P0vxOp5PmyqZZOnDgQPLvMdfiuXPnUnCtZsHneKxv8bHHHisUI9TzaGA12X+5XE732Qte8AIEZg+xQAXwO7/zO1O/f8c73gEA+NCHPgQA+OAHP5hMI1qIkCYxPghURaemPWD0gLUKMxUPaJkEvk566Hu5BLW8gpeM1i4Mg8Egmbr4AGaBxNtvvz2NiQ80dcizr1o52FtEtSwE27DqPTX/2UKR5XI5mxc7D9oWgKxkBOewUqlkcVCbm5splo2KOprgFJqQ12b84NhOnTqV4qZ4r+zs7KRz2gUKGC9ybEPNzFaAoyY+trG1tZUENDZW7siRI4UMHvzuec97Xja+wOwgTHyBQCAQmEkEgwpcEu9973sLf7/5zW/GP//zPwMY7+SbzWYSEpAV8LVWq6UdMGXjOzs7mTBAnd407WjePU9izL/ZlsqdPfMaUBQPqHnRMiLKx3d2drJij51OJxNh7O7uTpRDD4fDQqYM24bGJ/F3tq1qtZrFHalEn8dpOQzCClLUREkhwblz5xKDYqYQClNqtVqaK/b/xhtvxKOPPgpgfF05xvn5+UIGevaLDIfn1tAFmk/VBGeZk2eSVcEOme7y8jKAsbm2Wq2mOeDrD/3QDyEw2wgGFQgEAoGZRDCowHeFn/iJnwAA/P3f/z2AEYPibtX6R5aWltKunjtyzTZuHfjtdjs5ypUN2Izonvya0MBY+50GsKqMme2xjyxwuL6+nnb6/J0KOTSjgZVKqx/JFg9st9tZDj71C1kRg/bRBviSOQDFkuxWIGL9fjoH586dS0yILFKzjXBsKysrAEZCCJ6X10uDl8+fP18YrzJpK5rR+0GzTdj5tEwWGAs6Dh48mFg8s8+roONFL3pR9tvAbCMYVCAQCARmEsGgAt8TfvZnfxbAKGu6tfFrUKYGgwIjnwl37tYPs7e3l8mnNa+crV3V7/ezgNv5+fkC2wFQUH1prkFiEoO6ePFi8nNwTI899ljqD8fkBdvyM60qzP6on8yTvVuWpG1o3SVgxFLtODWb+aQS8pwPYMRwNEO89kEZHRnUoUOHsrRWvJZnzpxJrIpVbdWnpFnGgWJuQM7nzTffnN7TJ6nl2gkqDQ8fPpyUgyzNTr/Wy172smz8gdlHLFCB7wuYlFbxwQ9+EEAxgwDNgGtra9nDVgUO03KpEbpAWWf64uJi9tC0C6GeW9/zQeyVCGG/NjY2UowQZcudTmeiKU1FGJpM1y5QhBYgtOZFPZ7z02g0sjnQZK7WNKaLnc6jl2SVbdnrdfHixbSY28VuMBhkIgz9rRU96Hlpsrv55ptTDNXZs2cBIJkNO51OGpMumBRHsK+xMO1vhIkvEAgEAjOJYFCBK4Y3v/nN6f0//uM/AhgzqPPnz2dyaA3YJdvR7BGatUKP93L9aRApRQM0gSm8EvS2rUqlkmUD73Q66TMWUnzwwQcnlrfQfmqZi0ksSTNtKLOzIgmdHwoEyGpOnz6djUn7oOVHOE9q7tPjO51OJp1fW1tLbNBm8jhx4kRiP54gheC1UVZJs97q6mrqm1eKnkyLrOngwYOpbz/5kz+ZnSuw/xAMKhAIBAIziWBQgauCn/7pny78/Y53vCPLJK2BptY3MxwOk1DBBoCqw5zfNZvNJIG2vh/1B01jUCofJ8Phjl9zwd15550ARsyFTnlbD0rbU+bHdvmdskp+pyzJ5i1UaTZTTdFP88gjj0xkUN1ut+AbIviZZbDq5+O519fXMwZIpnPTTTeldElaB8syPwZDnz9/Pv2W90WtVkv9sXWp2u128j295S1vycYRuDYQDCoQCAQCM4lgUIHHBe9973vxxje+EQCyOj2qPlP2w501X7m71sBUrThLHwi/p69Iq8+qQk/ZBTAOPn3ggQcyCX25XE5Brffee2/6Hcdi2YkGuipsEl3PT0OoPJ6MgmM8dOhQYm9eIDM/U4ZkWdhwOEypiMjk2D9lUOzjwYMHs8rH9ActLy+n/nDOhsNh5sujfPzcuXN497vfPXHsgesTsUAFHjd85CMfcT9/y1vekmXhXltbS5/RzKM52GwMzaFDh5Igg/nlVMBgyzeomIEPYJrKNKs2+7C3t5fMUxRfVCqVTHig57SxSKVSKY3BLmieyXEwGKSFiZkSbr75ZgAjQQHHyVddVKxAQ+Oa1JzKOCMdE7/jcfzs8OHDqRgh26L0fjgcpo2BxmJxc/Hyl78cgcClECa+QCAQCMwkgkEFZg4f+MAH8P73vx9AUQBBkxGd42RSu7u7iSHwmNXV1ayMPX+nmSqIdrudBb/SxDcYDNLOnwyt2+0ms5YyBBsMrPkDbTCumv1sxgc9VoUcHAMzJjDr+N7eXjJhrq2tpT7Y9ngeraHFMbVarVQDi9kZvEwenIsjR44klmmzq/d6vfQZmdRgMMCrXvUqBAKXi2BQgUAgEJhJBIMKzCR+4zd+I/vs93//9wEgky93Op2s2m6r1Uqycu746ZPyKrvW6/X0W/qZtMIrP9Pf2UBjrfLqVf+1ogQVaHiydILHt1qtJCWn74djeuSRR9w8dbbqLP+uVCoZIz1y5Ahuu+02AGOxA+HlGez3+9ncKlvS3IoAkigmELhcxAIV2Dd417veVfj7Ax/4AIBiMUAvbx5NWIcPHwYwSjjKhYlZFwaDQXpgM0MBf6emOP5ubm4uCQK4YGouPi8jAxcONbPZvmrMk13IDhw4kBYmnpMii/n5eZw8eTKNBRgp66xog2Os1+tpnFz0Tp48mdrg2D1oLBNFG1zAKRyZm5vDa17zmoltBAKXgzDxBQKBQGAmEQwqsG+hGQT+6I/+CMCYbWxvbxeyoyu0dDoZxdzcXMa0KMLodruFDBJsw8vgbTM9UKChxfrIMra2ttL5rXmx3+9n5j6NO6IJTqX3NM+xr91ut1DaQ49fWFhIZjlK1o8dO5bMfTb7+Utf+lIEAlcbwaACgUAgMJMIBhW4JvCbv/mbl33sm9/85izwVmXXmjsOGLEZ9Q0RFAhY0QYwZlD0QS0uLqb3999/f2qfjIVMi6yPfVIcOXIkMS7L1Or1esoqwTYfe+yxdBwZFP1OKysriY2dOHECwCi4WQNtAeAlL3mJN4WBwFVBMKhAIBAIzCSCQQWuO7DSLwD8yq/8CoARY7A1jcg61B+kjMTWfup2u1lpeP69urqafFznzp0DMGJXLIdOZkP/kcrAiUqlkvpBNSH/3t3dTb4tfqZl79lvqu40VyF9bj/zMz9z6ckLBK4iYoEKXNf48z//80se8653vSvLo9fv97OSIL1eLyuqqEIKChbUdMdYLWZuoIltYWEhiTTYxubmZhJkvPKVr8z6+b73va/Q/sLCQrbosn/VahVvf/vbLzn2QODxRJj4AoFAIDCTKNmMyYUvS6XJXwYC1zne9ra3ARgH+/Z6Pdxyyy3pPTBmP81mM5nZWGLirrvuSkzrCU94AgDg937v965S7wOB2cFwOCx5nweDCgQCgcBMIhhUIBAIBB5XBIMKBAKBwL5CLFCBQCAQmEnEAhUIBAKBmUQsUIFAIBCYScQCFQgEAoGZRCxQgUAgEJhJxAIVCAQCgZlELFCBQCAQmEnEAhUIBAKBmUQsUIFAIBCYScQCFQgEAoGZRCxQgUAgEJhJxAIVCAQCgZlELFCBQCAQmEnEAhUIBAKBmUQsUIFAIBCYScQCFQgEAoGZRCxQgUAgEJhJxAIVCAQCgZlELFCBQCAQmEnEAhUIBAKBmUQsUIFAIBCYScQCFQgEAoGZRCxQgUAgEJhJxAIVCAQCgZlELFCBQCAQmEnEAhUIBAKBmUQsUIFAIBCYScQCFQgEAoGZRCxQgUAgEJhJxAIVCAQCgZlELFCBQCAQmEnEAhUIBAKBmURpOBw+3n0IBAKBQCBDMKhAIBAIzCRigQoEAoHATCLmKzz2AAAAKElEQVQWqEAgEAjMJGKBCgQCgcBMIhaoQCAQCMwkYoEKBAKBwEzi/wPg6QnoPOJN6QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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HKHPL4MOGDnAGDzz22GMFk1qr1UoPtVxlVKJOd13vou2rY1sjtPhg5H74d7VanRlo2Ie4FkYjDaM5r16vF3IC5grs8SF9s/jVX/1VABNzG/fNSLler5ce1I8//njqI/vMgYk56o4cOZLObVzzBBQHFS0yGIsZbm9vp7Y0z10MVODAtL6+ns41zXP1ej31LQ5UOzs7KQiGZsb9/f1kVoxBITqYau7HaAZWc/Bdd90FYHr/cLAzXz028RljjCklVlDmOeXs2bMAJjNVzqw521XHdgx6qNfrc8tz6/qjHDH7ue6baqperxdKLmjpiOh0Pzg4SGpA1w6p6tL21YSoCiqaxtjmt3/7tydl8MUvfnHusV0Prk/iOaZS2NjYSMdCRbG5uZkUnGb1BibnTsPFgYn5jAqF6pQqS7PJa+5DNbkBs+a22H632y0ETmjOvrikoNVqpWt3xx13AJgqqAsXLqQACL7u7e0V+sHtdV/RNKj75PXtdDppO94Dx44d8/qorxErKGOMMaXECso8J7z61a8GADzxxBMAJjNsOuDpZ3jkkUcATGbyOnMH8rNXog5wDaTQ2k3AbGnwSM6PpWHtuUWkMVuEBnKwPfp3hsNhOk5VUrEuFRWU5hK80dx9L3nJSwBMVU+n00lBD9wnF7JeunQp9Yfqp9vtFgo/RlWpbe3u7s4ENOhrq9Uq1Fpqt9tp4W28hjwfwFTlXbt2Lak7Kjv2Y3NzMykz3kedTidtF5XRYDBI39HHtbe3N7MIF5hVgKrWeNzxemkBy1ifqtFopOuptcXMjWMFZYwxppRYQZmbxnd8x3cAmNjiOUvn7F4XrtJOzxnu/v5+IXu4bs9ZqYabR/9UpVIpLOSMZcD1M/5GUd9DTKtTqVQKWdL7/X7aF2fWerxxeyUuIl1eXk7nLLapx6DqJKZoqtfrSbHQt0I/z6VLl5Jq4H5UAapvjvBY2MZoNErXLObdW1paStdJFV302/GYjh49mvalioj9ZwQeXzc2NtLyBFU/VHc8F9z31tZW6jeV18rKSkFpaSn62NdcNnYqrmazmfZJVEFxEfqjjz4Kc+N4gDI3DT5oVlZW0oNPk23yYUKTC/Oi6RomfY0PTR3E4tqoWq02U5pBt+/3+6mNuG5Jt1OzFR90+gCL5sd+v18YyPhQ1IAI7SMHppgX7+jRo+mhz8Gl0WgUHuIaCh0DCarVajIx8qGsOed0cGNbccDRgTCel263W/hMi/zxnOqaJ83OAcyG/nOfzO6gkw6aI2ny63a7BROiBrrwONi/a9eupX7wfB4/fjxdV7Y/LzFw/Cx+d3BwMFPqhduwb9zPC17wAnzpS18qtGvy2MRnjDGmlFhBmZuGml6oknQFvoZ9K5pHT4MOYslxVSS54oGctXJmrmHjMcBBw6KjKa7b7ab2aXJaXl5Os23O1ofDYVIG3Ddfl5aWCg52Ld+gWbqBiVn0woULAGbLecwrmV6tVtPMXbfRhbbAVJ30er2ZwoDsYwynV5XF91quIpdfkO3Hhc+a347n7NSpUwAmipGZGHjcS0tLyYRG5cSgD1W1PLa9vb2kEOPSgp2dndQfhtyfOnWqkBtQ8zzGc5dbyqABL/Ee1DZUsb/4xS8GAHzuc58rtGdmsYIyxhhTSqygzLMOaxxxRr+0tJQCITjj1vx2uphVX/W7drudFFlcODkcDgv+HV00G1WBBlyo2sh9xr5yBqwF+tg3qoFLly4lJz59Gty3Ztomms1ctwMms3umHeKx6WLlmBOuXq+n863HGbfnItj9/f2ZdoGJKozBKZpTkGmE+Fmz2cwGp7DPUXkMBoNCKLmmIqI6Ykj28vJyOi8Mj9dceVzInLsPop9S1RsZjUYFFaah/bn7MaoqvbeiH1T9UhquzxyUvH94r3wtC7Kfr1hBGWOMKSVWUOZZJybxXF9fz/qPYm0dtefHhaudTqdQ9lsX4EZ10u/3Cwtd1S8Us5nr73P9onrg6+nTp9PsX1VTjEBThRNn3+PxuBDmTLa3twtpkNSnEY+30WgUMosPBoPCImU9tqiW9LwQftfv9wuqqtlspn1Gf5/644gm3dXwb2B24bCqHn7PCE+q1V6vV0g4q+crplQaDAYFX2euj6qC4rnWz4hm3c/5qKKvsNlsppBzKl6qwpe97GX4zGc+U2jjMOMByjzr8IFBs8wLX/jCFO6spg46xWMZjUqlMhO8wN/F3Ghx7RB/C8w+kLg9fz8YDFL7ahqMD+xc1nEGSejaLv5O1ynF0hqaOUOzIsTwcp6Dp556Kp3H3Fqt3FoqngctbR9NUWwzZknQtnP76fV62XU+0ZTGQUND7tVENs+kVqlUZgYf9plt0DSpA2AuKCEXQMPXeD/s7e0VzqOa5+LkQSdOel2BycATzbW6XIJtaYYQ/k+w/atXr6bciTR3HnZs4jPGGFNKrKDMsw5nwlw1v7y8PJPjDJgtCc7ZrtZLyjmjOYOPs+RKpVLIrKD1fAjb3NnZmVFrbDP3GfvM/nPWe+TIkUJRPA2Ljm2p2tDZN0OwuT3/vnz5ciEzum4Xgx8Gg0Hqmy7enZfrr9FoFFRbv98vHDtpNpsz4fRsM5evjq/RfDovozv/5vaaUT1m5NDAF1VOei7mtU80YCSaUXNBEhqQEtvludYwfPZVM0/oImqaLWMewN3d3XT/8JWFIw8rVlDGGGNKiRWUedZ58MEHAUyrn2otIaqO4XCYZo5RGQH5hZ9xpqyz0qhY2u12UhRRDTzzzDNpOwZv6GLf6Oyu1WrJ38Q2V1ZW0iyXSrDZbKbjY980n1tMRaQLhqPPpNvtFo6pUqkUUi7pIl7Nqcc2uL0qJ2ByHbgd/TtaBj72p9/vF/Lbjcfj1F6sFjwv92D08xHNFK6+q7gYWvcdFWAusEH7FYNr9J6K9cdUfeZ8czHbe7PZnPGFsg1NdcV+MOBD8/gBE/8U7x9ek8OOByhz0+AApclfWUiu2+2mf8ZcUEJ84GmknpqRgNn1OPxnX15eTutNiJaM53b6oI9JZYlGvDHSbGdnpxBoUa/X04AX+6jta+44PnCJmsxiNGGuYKM+RHNl5mO2CA3yIPqgj+ZWvQ4xGa1+FgM0dMDRgIi4VkgnIPE4R6NRumYcoDTqLvZRs4HkTHsxYEST4/K6abHKRbn4Yg5HnYDooB6jBHu9XtqO+2RbnU4nfcZJz7333nvdMivPZ2ziM8YYU0qsoMxNg7P13d3dNDOlWWM0GiUTXyzVAOSzRudm5MCs4qIqW19fT+UYOENlZobRaFQIe6cyiu3yld/Tab23t5f2RRWhZhnNjg7MZlbQmXMssa6qjMer4fHaJ/1dpVJJznf+bmdnJ53byNLSUiFPnGYsj2H+qmZUlXBfPCYNFIhrqtSkGU2J2g89Xp53Hkcuz2BurVkuHD/2Z1Hmcs0CoSa+mBlC8xPGApm6ViueB2C6tit3/zM4pNFo4Bu+4RsAAJ/97GcLbT3fsYIyxhhTSqygzE2DWRe2trbSTFNrA+XylAH5Rajq5I6hvtVqNakx+laWl5eTwiHM+DAajVJ/tM1cu9yGWTE467106VJSYVSFms8v1j1SlaftxnBlonn6tK2oEMhgMEj5DjX0PObso9rTRbfqB4s1ljSTRAwb1zBqDS4AJtc5+swajUYhI7oGTeTqcMVgDSV3vXLZHLhNDNAYDocFvxfVTC6kXPuRU4Cx/3rOdN9xn1SfCgNecjkcDxNWUMYYY0qJFZS5adAPc+3ataSSWOun1+ul2WesDgugEH6t9YXiYs9qtZpUDCMHW61WmplStTH1EjCdCVNJDIfDgnLS/XBmTQV17dq15HM6c+YMgInPLdaZUh9TnDlrKpyIplfSaMcY+qzh+Hos3Ib9iVFz+/v7hYWoWgGWqILJZfeO28Vce/GYYuofDUXP1cuK6mFR/S5VpPPOq/Z/MBgU7jP1GeXCzGMkqYaRx/Opfc9FFXJfuRRf9N82Go0Z/+hhwwOUedZ5zWteA2D6D3jt2rWC873VaqUBTAsb8jUGUOzt7c0doNrtdipCxza0/AQHEprA6vV6erBoOfj4UFOndTQBHRwcpMGHIcFaSl7XIrGtOPAB+WKN/H3MKrC3t1cYQPThmXsox/7o33HdlxaF5Gfsf66chO47ZmRQM62GqseAAA0syJUjmWd2rdVqheS4moEkZ+rLlYiPA4fuL+5b10bF485dBx3UNWdfDGlXk2bM01er1VKxz8OITXzGGGNKiRWUeda4//77ARQd8loYjoEKR44cSWYMvtI8d/r06TSDZBvb29szzmdgOttdWVkpzJybzWbB1MJw3cFgkPpBk50qqKiWarVawaSj5iRVGzFUWhVIVDGVSqXgdCfVajXNtHUxaAzT1u1JTr3Ec3zs2LF0TbT/i4IMYlkULTERlUQuhPvg4KCQU0+DB3Kh8/MyN2j2kBs1meoibrah2dd1P7qIV013UUGpyo4BL7ot+91qtdK1IFrckr+lRUCzURxGrKCMMcaUEiso86xw5syZmVpMQN5Rzu/29/cLYdR8PXv2bApR52y33W7PpJABpjPb9fX1VPRN09jE1EIveclLAExU0+c///mZfunsO/rL6vV6IfRd0/youpoXpp0LklA/B1EFkFvkSRUQf1ev1wvplTSlExXp6dOnAUwUFH1ommMvhmLr34vCunNKMCqQ8Xicjinm6atWq4UACgDZ9E38PLfsICoo9VnxXqKC0ezqRLPPRwWeOzb9Xc6fFRVpvV4vXEPtM4+XSnd3dzep/MOIByjzNUGzXq1WK6x10jVAhA+E/f39QiYDzY+nSVz5GpOtqoOdJjs1+7E/fCCdOnUKAPDEE0/goYcemtk+Vy1VB5tYlFDz/6nJLvdg1+PQ87GoAut4PC4M8JqJIW7faDQKefQqlUqKAKTJiK9ra2vp+FgcL1dVOAakxPbnmQQVPSfzynloO/pdHKA0u0Muwi+eW26/uro6YzYDJsE7cVDX/sS2coOQfhcH5NwApcemiXvZBu973rO5Sd5hwiY+Y4wxpcQKynxVvPSlLwUAnDt3DsBkVspw2JhDDiiWY+j3+2kGqYEQwGRmqWU5gMnsm4oshudubW3hiSeeSL8FJlnTaSaMM9tut1soZ6AmrFh6oV6vF9SSmphyiiJXUj6aijR7Qm6mTSWqIcq5/HN8jeenXq+njARUD5yZLy0tpb7xu+FwWFjHRAf+/v5+tvwHySmLnIkvmuBUIS3KFpH7fJEKU1MdMDGZMbv9xYsX0zFptnn2A5jcn7ly8DlFvKivubVj3AeXUug9QzOk7idmRDlMWEEZY4wpJVZQ5oah/+X8+fO45557ACC9bm1tJQc4Z/4aEh1n2OoUj6W+r1y5kmb+OsOOJdM5+3366afx2GOPAZiqAXWYR4f8xsZGUnvqq4i5AFX1xQzn2n+SWyiqmQfi9qoKY246VRs5H0jMaaf+F/ox2u12UkxUk3zVMHxmfVdVxWtI396VK1cKueZUceXy1kVVqMeU89/Ny8GY+zu3aDbnE9OF4bx/NR8kiceRU2iLVFMuiETfa7+jUteFu1RQSsyMf5iwgjLGGFNKrKDMdYnhuXfccQfOnz8PYBq2rIsMc+Wzoy1e/VOxku2jjz6afEScXZ44cSJF4cXfbW5uJkWkEVFRyVF1XL58Oak1DV+O+eHmRZzN+ywXiaaKKJ4DzdYdyW2vfh0ei567ODPv9/sz6aCA6bXUku/0zRw9enQmtZSen/39/XRNtDR7Ll1SPBfxuHLf6/nM/XaREsn9Lp677e3tQr69RqNRUM3zovq4z3kRmNcLw9fs5/E85vILaiXhw5zN3AOUybK2tlZYr8HB6Ny5c6l0Ox98ar6J+eWA/MM+Oqj5kHj44Ydx6dIlAFOT3dLSUtq/BjsAE0d+LMtw5cqVVCIjltbe2NgoJAnVsOVcYbvcYEFy2QuiyUgfPiRX3l1Ngrmw5TjAa9BG/K7b7aaHMY+TQQ/Ly8uFNvTaxMFaTZr6sNVy98q8wSIOUGrWi8ebe8Brv3IDVC4wA5iYoDno6pKBWBaFr/PWc8WBSfsXA2Ry5yBXhJH/ZxoMoeZuvj+M2MRnjDGmlFhBGQBTMw9hkAIwnRGePXsWwKyC0uzU0fyRy6lGxuNxQevOqIwAACAASURBVPVw+93d3UL+MQ0y4AyYppLd3d2C+ebxxx9Ps2GatbQUejSR6Qw4KotcCPQ8BRVVmJq8cgpq3oxc30dzIc8HgJnQ8pzJSE1FwLTkiBZ0jCU5dN8MJNjd3S2YPnPXNWeqWxRIMC/MPrafy+SRy8UXszOoyS5e13a7ndRLzNaQC+zJBcFoEE9U6qrotLQGz2ksUdJut1O/eW9fvXp1prjkYcMKyhhjTCmxgjJ44IEHCumGTpw4Ucitp4sI+Rlnnv1+f2FQQU4NzFv0qDNhnfVqUAQwUUnAJGUNFRFnpU8++WR6H2scjcfjQl48/T6XXid+pr/V7aLvJqdKNIgk50Tn37lAi6goVJFE9aYqQ0uZAxMVGesS5crM8/e9Xq/gP9IFzPGczEv9E8+Zloyfl0ZIt9P9LPJnxaUIuWUHeh9H35P6VHU/0c+ki6IZRKQpu6LaHw6HMxnQFa0HRXZ3d5M/9jDiAeoQctdddwGYDjjHjh1L/1w0+9x5551p3QhztWk12UcffRTAbPmJaDbTMhHRnKcsWrHPNqvVavonZ/ADs0f0er2ZfbHNOKjoAy9+pw+GaMapVquFyEQ9Fn6mxQTjQKUPcjUdzjPxjUajQmSZbpsb1HMP8dh+7jhiJJt+poNkNMfpgBz7o4NRboDKmfbmBUTk2o/74jZxUNEglXgttEii3se6DTBbKkODgrTPS0tLM1k6uH1sdzAYZCcvwOT/JibFPcwRfIBNfMYYY0qKFdQh4dixY4UCeJyldTqdVI6Br+fPn8fJkycBAF/4whcAAJ/73OcATBy3dPRqW1RcMfRYZ9+L8rLp32yXwRvj8Tg5+J966ikAUyVVrVYLq+0PDg5mzC/AbA4/qh3OiNX0Es1c9Xq9MLNVExO3a7VahWNS5zjRfsWsFTwOXWPEfi3KiH5wcJA1+0UTnIaDx+O9XhYIDYHnfuatC5q3DiqXm45/RzWbW+tEtKBgzrScK0+fU1AxDH9RPr+VlZX0/0FlxLb4vwXMhrHzf0KDJfh9LJI4L1/jYcYKyhhjTCmxgnqewxlfvV5PaiGGw9br9YJPJucD0Vd+x3B0XfTI/RDNHq6+GfUvAbMh2cwaQX/ZeDxOWahZnFBn0DmndfQNaSAFZ7bRB6FtqLM7zqZ1karWYYpZK3IBERqQEjOWcxstv54ri55Tn7l8ctFXohkSon+j0WhkAxTYVvQNLcrmoH47oqpwUb2seFy5v3Nh+7n2FgVa9Pv9hfWW+FveB+vr6+l+j4uW1R9HZapZ+dXPF68178WlpaWUF/GLX/xits+HDSsoY4wxpcQK6nnE3XffDWAyg4th2o1GI83+OCNU1RR9CaqgaCvXct1xhtrtdguKS7OVx8qsOjOMvodGo4E777wTwDS90sMPP5wUFMPMc74HjbgiuUqzsSS7+rDUp8Rt4mxaw+TVRxQzrucWK6sfKCououdYVe2iXHe5kunz0u/kfBt6TDm1lItwi9dO98fzN88fpe3nIg7n5bfj3zm/V1Rmi/xZvV6vcG9oWzl1F1Wz+lmjT6lWq6Xs8aq82W9aGvh/eezYsXR9//u//xsA8Mgjj8RTdqjwAHUb86IXvQhA0VzSarVSyCtvfn3ARMf8YDBIpiYtIsjPuJI9hsxqW7lV/7mcbfrQnbfuaGVlJWWt4HdXrlxJQRLsj4bixgd9q9UqrNjXB0fMP6er+OPDUNvXbWKWAKAYgKKDUWw3F8ihpSz0egITE1Dst67fyQ0gceKRyw+XG7Ryfc0NNIuCGNRECswOurkw+UXk+hO/00EoF+QR+5or2aFtxr5qgANN1rkABx731tbWTPAE+02zH815DEa6++67UwDQxsbG/JNxiLCJzxhjTCmxgrrNeOCBBwDkFx5yNn7kyJFkGmM28F6vl0xjzKass8GYy65erycFQuWiZrqYgbxSqRRKsWv/ooLSoIEYgHDixAmsr68DmIaSX7p0qRCyncuRlsuLF81WzWazMLtvt9vZ7AN8zTnfo1kuF4BwvXyEMZCDKlWzCtAU1G63Z0qY6PbD4TB9R4Wp2T0W5czLfZ4LTpinTvSz62XVmBdUcb2w9GhKzJXDyKmqRftqNBqFa66qKRa61EAa5jbM3YOaQT23PCGai/n32bNnkzKzgppgBWWMMaaUWEHdBjzwwANptnUjPpxWq5Xs3JofLIZ6UyHt7e2l9jn7Hg6H6futra30GTBrn1cFNU+x5IIq6vV6wa9DX8uZM2dSGqaHH34YwERJaZCG/i5XN6jf7xf8C+y/1k7S/lDFxDQ8GsJN1LeUS5MUVZhuH9UqMOvn4DY8H7yWdLhrG0Tz6Gm7JKd+4nWaF3gQyeUjjNur4sotT4i/y51DfX8jiiinoBYtdNVs5rzvec/n8uVpIBC303slBqlcu3atoJaA4jIGXq/t7e1k3WABzsOOB6gSwlIWXMPU6XTSA06TfkaHsTrw+VDQASf+s/KfS/8Z+V7Xh0STIDBbWI99iOYMNcfEbA5HjhyZMV0BSGufjh49mv5B6TTm4KrHGwcq/UwzK8QHt5qaNFIxZm7IJWJV81AMcMhFPsZzoudM1zrxVSMCcwEOMZcev9PqufMe9oreC2q+zBUvjOdMiaY9vQdjVGcuElCPLRdJF8mtb8pFAi6KHOR3q6urKYghRuepiZV91ai/mHxX13zpwKzmVp6faNZl/7e3t9N9r1Gohxmb+IwxxpQSK6iS8MpXvrJQlltn34tm03FWWalU0oyNM7hc2Oz1crupAx6YNWdEBaJrdGL5b6C4tmh1dTUpJ4bZ3nfffQAmJscHH3wQwNS8qLNrvufsd2VlJbWrgQKxj1rcL5qaNMv0jeS00+9VRcZ96VqqqOS63W5hlr4oy7ceH9ulCXd/f3+m+GLsYy50nqgCmZcDLhfCrSovl0fvRu43oiXlc2bIiBaRXLTuS1UlTWq0TJw6dSqds5hHUk3EGpAS7xHe13qP5BTUogwYbOPChQspKCjmljysWEEZY4wpJVZQJeFFL3pR8vswMEAzJscw2FxQgioqzgw1J1xuISfbihwcHKTZX8ymncuBtsj5rnkAOTNcW1tLCogZMLg491/+5V/SOVBbf5wdcyZ85syZFJbOme3DDz9cyLPGv7XQnr7G2XFOzajSySmoeXWg9BqqIo3X5HoLVqlOeew8r1tbW7h69WqhrVizKnftFi3Gnaeo2H5UTosW5erC5EXt5hRgVFc5Fa/qJN4rmknlzJkzACbnkEsveB71dzFgQn2M8TrlliJotnT1GcZAGgYEXbp0KSmohx56qHBeDiNWUMYYY0qJFdQt5s1vfjMA4J577kkRPBcuXAAwm/Zm0cLEnG8gpwK0Pf1dro3RaFQIpY3b3mh/NOydCioXCs/Z5sbGRvI96cwz5rnjIuRz586l3H383Re+8IVCuDWPP6fGms1moSaTnsMYtajnWJViDG/WcxHPZy7XnF4vvqeS1cXNVFBUoVrjKqfycn7BnN9xXuh2zg+aa4PkokaBom8op8pzanJRhd8cMbqu1WqlMH36PGu1WqoSHbOOK/MsD7qf3D71tzmfHy0kPI4rV64kFWwmeIC6xdDsUKvVsuHNQD6Jp5qk4lqbnOlIB7mcmSJnWpqXuy/3YNV9xZxk7XY7mVA0rxyPnQ9ZDi4MEon9iiHWHNhOnDhRyN2nA2w0qegDhH3U7BLxoaLnkw+0Xq+XXTMUr4We/7i2Rs9jPF4tZsisBePxuLC+StdN8bdaYoXnIPegXGTuiwNJbp1PrVYrtKEm6DjI5dZZ5XIb6iAUt9eJQm7giPdgXPIATK+hBgLFgbLZbKZzp9kxcuHxJAYJ5QI/coOq9pnX2kywic8YY0wpsYK6Rbz85S8HMHWQ1mq1QqYEVQM501Eu9ByYDanVLNkxR15uNp1zXs+b5UfmZSHQz7V4II+dn9Fhvbe3V+hHrVZL21FxUYGtra0VzFudTiflM4uzVnXuqwkoLo7UmS3f09y2v79fMBPmFFQ058TzkQvP5t8xB5yatXgtqQaazWbqIwNGVlZW0gJnmo+1HzEAQbO8x5x3al7UUhPzTHy5nIg5M17ufsvd90QX/+YCOnILeblvnjOa0TQMPBcSH4OD9H8uF7QRF+DyHOl2ei/G/6tGo7GwgOJhxArKGGNMKbGCukX813/9FwDgu7/7uwHM+guiggJurBgdt1f/Dv0RWnY92t11wSXR2ah+xtecepsXoqxZtdnHra2t9P748eOF447HW6lMs4fT2c3X1dXVgmLJpZ7JzeB1AXHMTk60P5x96/FGB76el9xCZu1HrBulr+pfYvuc1fOV17Tdbief3LFjx1Ib7G8sOqn+ES1BH/1wizKRK/G73Lmet5yBr/E+Vp9PVDjzUhnN+179TfTzjEajQuCQKtoYTJSrCxb9orq9pjXi9ro4OwY+tVotfOYzn8ke12HFA9Qt4p3vfCeAqaNf113k/qFzZjwSnbOtViuZzzQIg5FKfKjFoIy472hWvFHiw1lX5WvmBv6Dnjt3DgBm+hyzIugDIGbcoGkQmF07FvepZsxcIEeM4OLvWq1WIaGtrkNblPlgUUSdmoXYbs7El4sKy10bBqJw4K5Wq4XCetpW3LcWRIymplyWCd33jZjxcug28WFfq9UKgT03Mtjp+1yuRd0m5k7USUcusW0ccHJBHrmEzjrx0ATOwNRkPW/QPczYxGeMMaaUWEHdIj72sY8BAH7zN38TwGz2B86kqHDUHKOzS1VMwHQGvbq6mkx7VCWVSiUpKG6v4dyRXIZwMk9xxRlzXDuk++x2u4VS8prNXLOXx/b5u0uXLgGYzEoZGEDzTafTSetduE/tH9/ruqx5YeadTid7DnKqISpdXccVzWx6TNxei9jp9df+6Gd6LXitaeLb29ubKYAY+xXLeNRqtUL2ED1nuXIqi0x7uUwSulZPya0rW7R97txpf+K++/1+Ngxcl2bkfqftq+LN5Q3MZdcnakrmfUklxTY1gMVMsIIyxhhTSqygbjGcwW1vbxf8C7kFkaqaNJu3vh45cqSQaaBer8+EJAOz4bBRDWi26HnBD/M+y4Wh5zIrcObIfp04cQLARAmw3/q76HvSjO1UX1QDx48fL8z4OcPVrArcZmtrq5BtgX8vLS1ls2/kFv6SWJSuUqkUyoSrnyNmPz969Gi6hgx0GAwGhXtD+8XtOUN/4oknUnh5XCRcrVYLCmo4HCZ/XsxykAuM0cCJnG8op0YW+bHiIuTY3+uR85NpsEdO3c7LnJHz/+Yy6qsayym0eCyrq6spF6Ced2Cag9NMsYIyxhhTSqygbjEahkzVEGvT6EyP27Tb7TQDo8+Bfph2u13IfddoNNJsOu5nPB4XUuKo3yvOXudFZUXllKsflfNfadgv+8fZqC5ezmUD5988P5pvjb+lP0vbJzxuLc/NfmnFX+6Tn62vrycll1MUnEVrGfncAul4TLwmp06dKviNtDIxjy1eU+1/r9ebm+qo0WjM+CzZ1ryS5zk1oO0tUlA5NUL0nMTtVZXE38+7p+J2GqmYq0ac86vN6+v10hrlcvFFxbu6upr+X/m/SQvCJz/5ycJxHHY8QJWEarWaHjK8cXNrVvShmcuoAEweVvyOD8hqtTpTQh6YPgy1EBup1+vZPGZA3jGsa6lyDufoQNZBMZq3tFibDkK5lf2EgxDLFfR6vbS9FpXj3+o85zmIA6yWjiA0o1YqxZLmubU8OshrYtfc+QOm11eL6en2PDccmBjU0Gq10vY8Bzs7O3MnExq0wYF2e3u7MKCRWq2WHSzmlWCZt14vFtlctK5pkZktN7jo+5j4t9VqFdrQeyqXBzNn2p73v6DnR+/xeP7X1tbSRDIWFTVFbOIzxhhTSqygbjE/9VM/BQD40Ic+lBSEFhkEJmqG7znD7nQ6aUYeFZE638l4PC6Eo+cWgBJ1isd8YrqIVGf3MVebzmajA1xnwHTIUwXt7u4Wsij0+/2C2Ukd4FQUmk8vzu7V3BJDvvV4o9lNw+Q1eIOmGd1PvHYa6MLf6gw+OvPZh83NzdS+mvGoCKJSqFar6TwyqGJ7e3thUIJmSeff8TrlQspzi4TjOc59V6vVUv/jtdTtbjTzxKJj00KFwOS+iMEyWlAwLuLNFfjUHI4RzTKRyyzC3y0vLyeLB68rX00RKyhjjDGlxAqqJPR6vUKqmlw4rNZQonKKARFaN0jVjNrjtX1VD4sWZuby7uXs/3E2Wq/XC5+pCmMdqCeffBLApGAjZ5WqkmLQgKo+tsVjW1lZSe9zRfJyi2Y5246+AS0ixzY1dc6iBbsajqy+NfZ5npN+Y2MDzzzzDICp0mm1WqlP9BtpSiLuk0rq2rVrc0uUj8fjdN55ructPp73naZv0u24DY9XLQFxYeyioIRcu4u+y/mseI3Uz8PtVZXnlnjEPo5Go7m+Nj0X2lbs29bWFp5++mkA0/O4aMH8YccDVEn4wAc+kN6/733vAzCbBYL/2DoY8Xt9qAGzAQv8J1DzUHxQ5tCoqviPxz4Bs4X5FkX3xQewFuTjg5gmsMuXL2cj5GIi2NxDTs1cccBRxzwf7PxOK+ryoUaT43g8TueM51zLl+iapFypFO4nF6UWYb+2t7dTpgz2p9PpzAR1aPsaJch+7+3tFY6daFTk9QID+Ps4MZhXBobHH8tP6DqzReuncvuP6MM/fq591Ewacc2TXi+ipspYdFL3tyjzhAYXxeN75plnUiVozfhh8tjEZ4wxppRYQZUQ5uf74Ac/CGDWPJcrsMeZ9lNPPQVgdraoTmItdcHtgMnsLlewMJZc0DDauJJeZ/CLsqDrjDzOcnkcu7u72cJtcZYdTX7AbN69uI5LZ8dsX9eaxRBrXW8VA0uGw2FBgWjQQy5gJCqmZrNZmMGraZO/5XH2er3Ufjz2fr9fOGfax3htcuY5/T7+nVt3pKbhSKPRmLn3gNmSMrn95bJA3IjZb9EaLN5buTx6qvpz94qulwJms6t/pZkzNGMJTca0GFhBzccKyhhjTCmxgioxv/iLvwgA+PCHP5xmW5zVMVgCAD772c8CAP73f/8XwKzPhz4TdVDHBbLVarVQj0hnlzk7fU5B6ff6WW4mrNvncuzFGaqG+Krfhduw3zy23d3dwrni34PBoOBfq9frc8OWB4NBVmHGkGxVPVHpaPtaIDAuxqX/KLcQVTNmLMosrud9Xib6eQoqHmdObehrVIW5zA25Oly5kPVcwEXsRzyOSDw/GtgR1UwudF5D4uP/3GAwSGonp95j3/S+5+v6+noKgmLew5i530yxgjLGGFNKrKBuA3Lhs+o34iyctu3hcJjCahn1NxgMZiqnArMRVzGCbTAYzA0bV/u8VqTl9lxgqvVtcv4Fksv/tsgnFtuc1z7PVUxjMxgMCqmXcopCw8hj5dV6vV6YHQPFRZo5v12uCivb5znThaKqDmP7Wqo8RpbNUyXx3JF599m8tnJRf5qDMKek48JYVZOLFOAiXxRRlbToOONvcq+5NE71en3uYmK9lhqtGXP2HTt2LFk1Lly4AAD453/+5+se22HFA9RtwPve975U4FAfUDE/n2YZiJkMtHwGH9gaBhyLpum6o9w/o5aiYB/UYQ/MBgjEB00uTFjDyL+SdVm6PkUfEvPMVa1Wq5DJQE128eF/cHBQKCZ55MiRQhiyJgyNiUN1gNIgjFxpEn6XG3TjQ1B/fyNlTm4kMGLR7+Pv4rmNoeXA7AREM3cA03v2yJEj6TMNjedEK3d9SS5cf5G5UM158TrpNY0h+npMuYKF0eytGWA4UTx16lRqh8srzHxs4jPGGFNKrKBuE6ITV8O0GQTAWdpoNCpkntaFk3HW2Gw2Z3LYAbPmtmh60ZkzZ8Crq6upPzEnmQYl6Cw055jma87EdyMO/0XmLe5bv9NQ+ly2BR5PdIrn+pM7Fp4fXaSqKiIqS1VXuZDvXOFE/V7JnYNFWS9yJjs9xlwGj3lmUc3coIp6noJaW1tLv6WK1+2j+tQQ91x/opLNKXa9z2JI/P7+fqGvataN/0vaR7axvLyctjt9+jSASSFNKieaws18rKCMMcaUEiuo24SoYqrV6ozDHpgWLMz5KnKzY87ulpaWkuOW229vbxdmrbm8eFqP6Hp9Z7/jZ7G4n6o/nenH2b8eI89Lrp7RonOhfrPc4kvuL/pidGGy9i/W0FLFExfvahu6AJjfxRL0+j1ZFKCh20a1mkvDsyhkOncO9H30b+7t7RWOVxVRDGDRYowMw+52u+n+immrtA+54I6cAo/b1Ov1dN/S+qALsnOqdl7Yu36mOTX52dmzZwEAR48exUMPPZSOzyzGA9RtQszqoP8gWoUVmPzjxYSzwPSflP/0mkVBK+/yd7lILv4uDlDNZrMQmKEPh1zQw7wBU00psdSHbqcPx+jQVhNlzCqgn+XKhuQiunKmr0UBCIuc+pqoNubniyak+N287avVajpXuRIosV/Kokg03SaaL3PXVQsAxuvU7/fTsfM+0ywZfLAzV93m5mYKwjlx4sRMW3t7e+ne02uv5VmAYs48pdFopIkZ98n96TXn2qderzd3gqBBMGxjfX29YOKr1+u4cuUKAOB//ud/Cn0ys9jEZ4wxppRYQd0mRDObhlEzSIIKqtVqzagjwu2Z9fzixYsAJjPDuKp90Rqa8XicVVBa7kNfgaKDPee0zikQJc7gczN/NZVFs2guyEOL1+Vy5QGTWS9n99rHRSUjdH0Sjzvm+NO1ZrkQ6Jw5aVEQQNwmfq5taSbyXPtRcahC03sqZ4YEJgqGinVRMIsqLloCmOV7d3cXq6urAIDz58+nNoCJCZrr/lQZx4wcmvsvd46pdmhxiGsEtY1c9vPc/xfNhSdOnEjt8nef//znXaDwK8AKyhhjTCmxgrpNmFdqGpj6oDhbazabaZbIGaG2wVmfhrvGHGO5Gk4557gGJ0TnfG6RsH6W80sBi+sSKToTjnnflOhv0rZ5vBqUEM/T0tLSTMg8MFEIsT0NDY/qRP1HGgiRy84Qj1nbmpdZYV7GhHlh46rAF/0uF1Cg9cRiUUiytbVVyDGnmRXifvr9fqEY487OTlIj9OHw/Lfb7fSe/qxqtToToh6PNypeDdrgtaFPqtPpYGVlZebYRqNR4f8kF+zD3508eTL5zr785S8DAD70oQ/B3DhWUMYYY0qJFdRtwiJfAz/TCLy4AFFnr5zhcSaspa+17VyqHbYVP+v1egWFoH6nRf6mnH/tRhZaEg0JzrUfj2NeiHVUdDw/KysraVavIdO5+lexDfWX5aqwLlKRubxv80LCc9dLt4sq8uCgmIlc2495G1dXV5O6UD9fjP6kItne3i4sC9B7MPa13+8nPyj7ePXq1UINM/av2Wwmi4EuoqZq00hJ3UbbVz8ZoeJpt9vpmlPFHRwcJKsD1R7byoWsr6+vp8+c1uirwwPUbUIuI0A0I6kJJheuzPdqxuD2uTLqi3K0xUFlkcM/1/9csIGucVlUQE4fCrE/iwYmkls3owNCNPccO3asUORRneW59Vi5fcfvrrfuiN/nsjnkzueiLBG5QJGInoMYPHD69On0nvT7/XQP8ZUP7l6vl4IBeF1z+9UBikEPzLAwGAxSuwzNVjO2rvsjDBjSHJHApBAkgx04KGmwDwfYO++8E8Dk2rMfnNDt7OwUBjT+Xa/X02DN+6bZbKaBiUVIzVeGTXzGGGNKiRXUbcK73vWumb//3//7f+l9zpykee24jWaOBqazTM0CodnMcyUp2NaNZJDWz29EQWngRVSAasaL5stutzuz4BPIZ/mepxr4yn1xxs/Z+traWkGBzAvayGWcmNePRQpTlW8u59+ixcEaMDJPPc47F7HI4/HjxwEAd9xxR1rMqoubeY4YDk6z2MbGBh5//HEAs2Hg8xYkaxAJVVilUklBCTT/qTrh+3j8wFT1aI493iNUavv7+0lh5YI9tPgiMLkPeJwxCKPRaMyYhPkZS2qYrw4rKGOMMaXECuo25Sd+4ifS+9/7vd8DkFcKuVQsOd9VrlZRDHaY5/+YR85ZvyjoQcN/tTYU+7ooKCSncGKAQC4PINvodDqFsvecLWum81z7qmZyASXx+HLnIH6nKnLReVdfYG4hbW7B7by2arXajM8JmCqpXq+X/HCk2Wym77k9/UKPPPJI9lzkwu9jn/UcU83Sn6UqlwqKlgANDY+1uur1eiEd02g0Sj6uuEB3NBoVAiwajUZqn/2mqmy1WjPqjn3+pV/6pXiazVeAB6jnAT/5kz8JAPit3/qt9Nm8hzMwuzI+fqbfxUwG/KfXAA1l3oNU10HlHs7xoZUrNqiZGBYNDLlIvVy0na5xAiZmGQ5QNPvwO5qXgOnDRwNReM5yJTtyuRP1HOTyFvJ3ueOMplU9J9yXRuDxs1j4L5flo9FopCwOjGbjPXL16tVCotbl5eXUHh/OfICvrq6mAV4DaeaZGOetX4vZKHiut7e3CwNCu90urF1SkzXvXw6qlUolDTAcqHRdVjQX64DMe0PNerHo59ve9rbCMZmvDJv4jDHGlBIrqOcRucAAzqCbzebMmqX4O876tDy3mkeA2YJ/i8K643caMp1TEjG3nmZMuBHU3JbLKxf/Pjg4SMek2aypnDgL53Fcu3atsD6o2WwWglMGg0Ehw4AqhpipYlFJkHmZHmLAiipkXjsql1OnTqX9U0ExdFqvibbNc8BXhndfunSpYOI7evRo6g/Ds8+cOQNgElxxxx13AJjeP91ut2Bm03IkMQBFs9Tz2KhmW61WUj0aCMFrx/5z35r9gtscPXo0KUWaKHVtYAzG6XQ6hRI3VJxra2vpuwcffBDm2cEKyhhjTCmxgnoe8f73vx8A8JGPfKTghNYZalQuo9EoKSjOtMfjcZo5xlnoaDSayagQP8uFvUc1sCg8Wv1NOR8a0WOLC3tz7StaahyYzqr1t3TMb29vz2QwACZ+G7kLOAAAFQNJREFUjFwQSVRC2i/6LbQ+VfTzLVocHY9Z26pUpuXguZ9Tp06l7x977LGZ32nNLVXWzHTPe4WqaWtrK50P9ZPx3qB6oHI5ceJEUlNkd3c3tcuMD7zfVLHrsc4Lkx8OhykEXe9nfkZ1xeu6trY2kxWDr1RQ0Xelipevo9Go4I9lGH6tVktq8zd+4zdgnh2soIwxxpQSK6jnIfNy08U0Nny93qLbOGvUtlU1xSg7nY3mysfHdrWeVIxqq9VqWb8X9xP9WOrfyeW0oy+Js+l2u11ItaMKKuaQ09yDOoOn6sz5AKkuYmRajpwvbZH/TtUMVeHJkyeTopi3xED72O12U2oeLrhlX/f29gqKUSvkUqFRufT7/UKuvCNHjsyNypuXPT8qxkVh+2oliAu3d3d3C/d/u91OfYx1rWq1WiFsv1arpWvI68z7Z3NzM1kwzLOHB6jnIe9+97vx8Y9/fOYzHaCiczkXpp17eOp3saSGEp3Lup2apviPz4GJD47BYFAwF9br9YJjnbTb7bTPXCaJ3IAWTXy1Wi2Zszgw8WHa7XYL5jk9n/rQZ9AFj10LF/J4OWjk1olpH3PZJXKmQ2AyIMTClSdOnEhmJ5qwOPjqOdTgBAYh8Bzouqx4b/T7/dTeI488AmB6DY8fP576o4Ed3BdNY5wUXL16Ne2Tg6OWcNEyMCS37CDmddTJSbx/Wq1WCnKIJr5er5f6oeus4vXl/9L3fu/3wjz72MRnjDGmlFhBPU95xzveAQD4/d//fQCT2XecdZNcqHiumJ6qh1xm7pjhgbNNzUqR22c0O9VqtWzo+bzFne12u6Docgt72Wa9Xp9ZgMr+8D1nznqM0XQ0GAzScWrJCR4z1YMubqUi05l8vCZ6jnNh8vOCKkajUdongxNOnjyZ9kWFEFWcfjYvyzv3FwNXhsNhUp1UUFQkx44dS+YvnhMtG8/zQsV26dIlPP300wCmgRn7+/sF1UaFrNnJtd+5UHXuj9vxOrTbbdx9990z54Db7+zspIARzdjO7XiPfM/3fA/MzcMKyhhjTCmxgnqe8+M//uMAgE9+8pMzzm1gOhvVhasMHlBFFGejmtInN+vW9EHAZLauGarZpqbAAfIh4uqDiP4uzmYbjUY6Js3Jl8vnxz5wFs1s0xq2HGfhunBYv4tO+larlVQDU+gwnHo0GqVzwL5qwb94vDkFpWHOcXsNi9ZrEsOtVVEQXi/NhxcVmt4PsU88FmDq47p8+XJSTrynVlZWkn+MwQZUS8vLywW/zu7ubkHJUXHt7OwU/JoaHMTzyv1VKpUUAEJf1+bmZnp/8uRJANN78dq1a7h8+TKAqSrUfJY/8AM/UDgX5tnHA9QhQc1afBCrIzkGLCgxq8PBwUGhPIGuq4lBD2qq0TaiA3xREtXcAKXfxTVe86rmApOHNB+kNOMo8UGsOfN0/Vdst9lspowK7M+lS5fS9hysNAAkF0HJPkYWba+ZJGhu077xoX/PPfcAmFwvmqniAK7E6EV9r2Zg7ptm0ieffHJhhVlN9MttuCaJ98/+/n6hb7rveI70OrGNu+66C8DErMdrzb5ubW3hy1/+MoDpIMoBrVarzQSDAJPr9vrXv75wjszNwyY+Y4wxpcQK6pDwpje9CX/8x38MoFgyvdFozGQq5zbRrEV0PQhnqp1Op2C24Qx9f38/zULVDBjXnmhIdvxMgyw0mwAwq65yQRUxEEFn37mw97gfPS/cZ7fbncnbBkwCI+677z4AwEMPPQRgapLqdrtJubKter2eVSjcJprscmXmNQCE5irmgut2uynHXFzvMxqNUlCCrm+KYdoa5h8zi/T7/bQ9j42Ksd/vz5j2uB+qJJpAeS4ajUYyj1J5a2AD98P1Vr1er/CdKkyW/Th37lzqV1R7GxsbSUFxe/av3W4Xru8b3/hGmOcWKyhjjDGlxArqEPEjP/IjAIDf/u3fBjB1DGtJbl3pHxe9ahg5Z7ucZWpYMVUDX/v9fiFPXLvdTu1pATl9ZT/4mvMlcftF2dKjTymXZQLAXAWl22hG8ugXOXr0aJqJR59Mt9stqLZ6vT63gODBwcFM7SlgEoAQw+k1kCNmpK/X6ylQgb4xKoTt7e1C/kVgqoSiX7Ber6d+UBkNh8OkkqO/5tq1a0lxsT+1Wi1tH0umt1qt1H6ss6X90mNkP0itVkv+LionKsfLly8Xssn3er0UCEHVr4Ea3P6DH/wgzK3BCsoYY0wpsYI6hLznPe8BAPz6r/86gMlsmrNVzi61tpEucAUm6oczVS4OXV9fLyz45KxXF+rqIl62H0PEcwpHo/Kib0a31/RNkVyaIiX6g3LlyDnLV58Yz8Xy8nK2MjGPLSo6bTfng6JPj+1vb28XfEMa5RZ9hZqd/OLFi6mPfKV/itdpf3+/oFR0MbRWj+UxsT8a6cZ9R0XcaDRmIgyBqcLR9qmMWq3WTIl39pHnMCpeLVlPBcXjrVQqhXRVnU4n1ay69957Uz94/FZOtx4PUIcYPgiWl5fTPzJhSLRuxweC5iSjSUsTgfKBquU55pX0BvLrrHIBDmpuAvLlNjTYI5qRcqHbup+YzSE3OGpIeVz3tbq6mvbJB6ma4GK2gtw50O1jZo52uz1TDkWPV2Eb+/v7yYTFBy/DqFdWVtJAw4f/008/nQa0OKHQZLQ05Y5Go0IJjlyOv1xCWLal98qi8H6uYeLyAB2c9Jowx18coDSRLz87ffo0XvziFwOYhqPzmuv9b24dNvEZY4wpJVZQh5j3vve96f2P/uiPAphVA3HxLmeXOvvmKvtGo5Fmu5yta5mCmElaAydILisF99lsNtMMWEus85WfUe1pRvRcZohchvP4XhVVDIHXzA1UFOvr62lfMXhAt1+UCZ7bNxqNmVIdwEQV8JjZvhIVSK/XS9nMeX40aIKh3lQ4GiwTlyIMh8P0nqq5UqmkflBxsC1dxKtBMAycoSnugQceSMcdTXbVajUpRipBLR8Sg3eWlpZSu/yO++v1egUT5blz5/DCF74QwDRgiAryne98J8ytxwrKGGNMKbGCMgCAP/qjPwIAvP3tbwcwmbUzJFkX9AKTmSpnoVQPmvE7+nKazWZhht1qtQpO/ZyC4r5zfjL6IwaDQcFfk0vNozPuGGSwKJP3cDjM+rHoPzl79iyAibJguDKPV5WgFheMbeUUHb/XoopcCKuh4SSnQNgu1REVwpUrVwq1jSqVytyAleFwmNSp3hdUNnFR63g8LuTpazabM4o4noN431QqlaSYuB8eh15DnuPl5eV0TeJi8W63m9QVAyPuueee9FsGkXgxbrnwAGVm+MQnPlH47Jd/+ZcBzK4B4gOG5ryDg4P0cIoZE44dO5Yebnywdrvdgiktl5hUzTI0LcWcgkpuwCFxoIq/y1Vt5fYx11+9Xk8RjBygGo3GTOYI3WfOqa/f5/bNc8toO61MHAc7LWURk+QC0/POYIN6vZ6240B19erVmTVUippkcwNCnBhouRN9jZF6NP/xGIDZJMZa1Vjb0vPENldXV1O/mQRY7xEGiLzgBS8AMClLwvPi5K/lxCY+Y4wxpcQKylyXD3zgAwBm1VUMYqjX64XZLmfVa2traabN/G87OzsFUxq3X1lZmVFm8/a5qDx9jhjSHZmnZnJrbtRkx1n75uZmCkqIKm1eFvJ5qq5WqyVlxkCUCxcuFDI8XG8fbJcmRyqKvb29dL4Zmn3t2rVCeLmaOakOv/CFLwCYKBKqWq4johltb28vmeW05Egs8kjVraUyNIMETXTst147nn+aQFdWVtJ9FhX4cDhMfeP2r33tawvny5QLKyhjjDGlxArK3DAMoACA3/3d3wUw65fS2TAwnamura2l76gw1J/CV86uT506lYIw6DPRhZOaxZy/p1LQDA45Hwgwm9dPiQpKFwRHPxkwndV/6UtfAjBROAxC0CKG/Dun+KKq09ByqhKei4cffjj9LqrJ8XhcUFAa6k00TF3L3QOTwIIYXq5BErx2eo5f/vKXA5gqJ/rLNjc3C4UxVSVGtc1cgWyXx0gfUc7fyHOrpeU1UwbPATDxwXH/b37zmwttmXJiBWWMMaaUWEGZr4p3vetdAICPfvSjAGbT2NAvwdl6s9mcyX8Wt49pb86dOzeThRqYRJjRH5FLgxQVlNZ8igt1VVVoqHtOVfFz9lF9Rpz9U9l0Op3sAmNgVtEt8h9pZB19UJoiiaohKoqcKhsOh3NLxB8cHCRVSqWzsbGR1Es8XgCFNEvj8TgpJq2eDEzqNjHvntbh4j1BZcxjbLVa2cXQ9EUydZH2hfcL75WVlZX0Xku9A8DrXvc6mNsPD1Dma+Ld73534bMf+7EfA4DCoARMC9XV6/X0sIoZGVZWVlIIN7e/ePFieqBqTkASQ6A1NDyX7y5XPj4GPehgFAe3g4ODgvmp0+kkc1ws7jccDhcWJSRavoTf8bOzZ8+m4+QDnma67e3twoCsZr+4b82jx99tb28XBk8Nk9eMFgBw//33p4GJ++EAenBwkK5vbpB78sknAQDf+I3fmM4Xv9P8f7z+NAGyrZ2dnWTG47qmU6dOpQGNg67Dx29vbOIzxhhTSqygzLPOH/zBH8z8/fM///PZUhac5XJmTtOglo9niHWn0ylkqtCcdjGb9vUUVDT7abtEfx8X6uYynGvOvhiWnutPLrCByvHkyZNJnVApnj9/PqkLbqcZGWhyXBR2rwqJilTzJM4r2liv19M1ufvuuwFMVE0sP6IFC9kfNRuyPSpNXvPRaFQIpqjVailrBdvQjPlUUGfOnAEwCdCg6rRyen5gBWWMMaaUWEGZm86v/MqvpPdve9vbAEwUiJZ/B2bDhTnDptO71Wql2XP0bahPSf0wUbGo8z1X7JDExbNacJEz9Hq9nvUpcTv6YtQHxPZyi225/fnz5wFMVAE/4/k5c+ZMOi9UD9zfxsZGUiy6wDj2UVNBxWNvNBqFYA39nfrHgIl/MGZopz9ue3s7BbXo+ef+GcSg6avoE2MevaWlpbSIOIaUt1qtwmc/9EM/BPP8wgOUeU75wz/8w/T+TW9608x3fHDv7u4W8rI1Go30oM6Z7qIZTxO8khhhp6iZMEbbaSYJLfmRG6AWRerFCrMaIMGB+Ou+7usATB7g8Rzo8cWMDLmKurp9zNqR+45t5r6r1WqF4oEbGxvpmsQJQqPRSMfEgapWq6VJCaP/OOBq9d+nnnoKwCTDBctg8HdsczQa4Wd/9mcLx2ueX9jEZ4wxppRYQZlbxl/8xV/M/P2Od7wDwGTGzZk4zXrtdnvGvAbMztpjcULNvp0z48Xw61xJDTUJ0pykOeqi4lJlFtcM5drXDBVUFPfccw+AqbIApgpKVdsi02Su1AiVUC6AQsPrY6g6qVarSeEyRHxzczOtY1LlBExKcjBrOBVXv99Piovh45qVnefswx/+cKGP5nBiBWWMMaaUWEGZ0vDxj388vX//+98PYOp8P3LkSJqlU82oQoo+EK0zRPXAEGhVM2yj1+tlMxmQuCB1NBplM5xH5cc252WSYHsxh5yGsbMNPb5cGfvcItt5ykm/099FX55uw77y3Gp+O27HkHittUT29vYKofMaxv4Lv/ALMEaxgjLGGFNKrKBMKYl+iB/+4R8ulJ7PRa2pwuB2nPlr+W/6dTQDu5ao52fcXwzr3tvbS79VlcE+RQUFLK4zRVWoaZaiOlHVo5WGgUnoN0O89Thzi5RJVIA5/5TmO2QE3f333w9gkmJoXu7BlZWVtMiWC4KXlpYKKZH4+9e//vWFfRvjAcrcFvzpn/5pev+Wt7yl8H3Mo9dsNtOgEoMrut3uTOgzX/mwpCOf3y0vL6fMDRzYNjc3Uxs6CMWME5ojMA4AmoQ2lkzXbBcKH/A0kXEQGAwG6TOGa29tbRUGYr7qYKdrn2IftRQKQ77vu+8+AJNBMZpD1eTIwZMBIHt7e2nA/Omf/unCsRkTsYnPGGNMKbGCMrcdn/rUpwqf/eAP/iCAWfNZDCjQBakx6KHRaCQ1Q/OT5gikGtD8dRoAwf1QdfG3uk9+RrW0tbVVWDRMM12r1UptqUqJpUnYVqvVShkVLl68CGBSqoTtsd+5Rb9aLJHfx2wXS0tLSa0xtJyqUrd7wxvegAhzMzLLvTE3ihWUMcaYUmIFZZ4X/Nmf/Vnhs3e+850AZrNjA7Mh2broNyoWDbKImdTb7XbWv6OKRtvX/ILc5tFHHy0EU9CvNRgMsvn8SCz22Gq1Ut46Hm+9Xk/Kifnt2Gf1cWmxx+iXUr8c+0O0pPz3f//3Yx5WTuarxQrKGGNMKbGCMs9bPvaxj2U/f/e73538QXwFpmohl8xV0w0BkwzaVD2bm5vpu6hAGBGoYdds9+LFi2kxK9unglJ/li4qpm+I27P93OLfVqtViMrTiEO+Z5s7OzvZBcDARAGy35oJ/vu+7/tgzM3CA5Q5dHz0ox+9oe3e8573pPc04zGH3MrKShokWOYCKD7YNXdfzF5Rq9XS92z/537u5+b259d+7dcKAxnNhvV6vWASbLVa6X0sLV+tVtM+1awYiwaSer2e+s9t3vrWt87tqzHPBjbxGWOMKSWV65SHnv+lMQbAbGg1VQbVDBVOu93G7/zO79y0PvzMz/xMyvRAs1+uTpZmx2CBwKtXrwKYLPDlZ1RXNP8dOXIEf/VXf3XT+m8ONwcHB8UCarCCMsYYU1KsoIwxxtxSrKCMMcbcVniAMsYYU0o8QBljjCklHqCMMcaUEg9QxhhjSokHKGOMMaXEA5QxxphS4gHKGGNMKfEAZYwxppR4gDLGGFNKPEAZY4wpJR6gjDHGlBIPUMYYY0qJByhjjDGlxAOUMcaYUuIByhhjTCnxAGWMMaaUeIAyxhhTSjxAGWOMKSUeoIwxxpQSD1DGGGNKiQcoY4wxpcQDlDHGmFLiAcoYY0wp8QBljDGmlHiAMsYYU0o8QBljjCklHqCMMcaUEg9QxhhjSokHKGOMMaXEA5QxxphS4gHKGGNMKfEAZYwxppR4gDLGGFNKPEAZY4wpJR6gjDHGlBIPUMYYY0qJByhjjDGlxAOUMcaYUuIByhhjTCnxAGWMMaaUeIAyxhhTSjxAGWOMKSUeoIwxxpQSD1DGGGNKSeXg4OBW98EYY4wpYAVljDGmlHiAMsYYU0o8QBljjCklHqCMMcaUEg9QxhhjSokHKGOMMaXk/wPx7IIWanw7CgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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weJXCRaqsDbi7u3vT46vVqs2T8btyuZxZqOut31RfNG30er2MVdvPr1GReqt7WJ18Uo1CX9mCY8pXr0xDA0e1WjUFRbXE/h0eHtpvudHko48+itdffx1iepCCEkIIESVSUGIqePDBBwEAV65cATBaAEoHWLizbq1WMxXjFYhXC8D4Kf/g4MCe4Omo29zczFjDfWkhzj1RjTWbTVuUSsVy7do1U0nh/NTe3l6mvI8v0cTjeMzS0pJdr6+/5+eX+BkwUjfsI5XdpOPomrt06VLGmt/v9zM1Damo/HwWr21vb8/eh/NNvtI51adfDkC1R0W1u7trqpZjwOsR04MClJgKGEB4w9/c3DSzAG94vHnWajULVrzhLS4umhnh8uXLANLmhLAGnrdpT7KZ89XXieNW8gxaq6urmcoNvIEXCgX7jAHH28DZf37X6XTMVMGxyOfzdtOmGcEHLH537Ngx62PYb7a1urpqAdvX2wuDNK36fjNDBqper2dthA8NvhKGP55BiA8US0tLAEbrpxiYwjVSYnpQik8IIUSUSEGJqYBqiamgcPIeSG/Cx6d1PpHffffdpr6YJlxbWwMwejIPKzIUCgUzDfiJ/rAeHhVSsVi0qglUHdvb2/Z9WEk93PDQnxtApmp6q9VKVWUARqqGCpFqg0pnd3c3swV9kiSmqqiEvCkjtNp72zh/R5V448YNU0lhtQwg+/fJ5/OZKhzD4dAUFxUU+zU7O2t/L/aLKlFMD1JQQgghokQKShx5FhYWbD6IBoRqtZqZpKfa8FXB+WS+u7uLt956C8BYgXBOx1uavamCqoHzUv1+384Zztd0u12zwFM1ra+vZ0o0kUKhkNlPyS+GDbdf39nZMQXFeaNarWb95fj4ckj8LcsIAWOFwv5zzJaXl1NjBaRNITRoUEFtb2+bSuI5OYa+P37OLpy/6/f7NlZhDcJGo2H2co5hp9PBQw89BAD429/+BnH0UYASR56trS3b3C8sDAuMb7Y+nRbu9vree+/h4sWLAMbpMG9SCCsm+Hp+fPVpKt7Y+bqzs2PBi668ra0t+z5cA1Qul+0m/n5rhUiv18sEqOFwmHETMi25t7eXquLANnjtDAj8/fHjx1NVMdhHBmCmSv2OvQx23pjBcQzdf5NSmn4XX77y9/V63dZ98btut6s035ShFJ8QQogokYISR54LFy6Y2uBTdaPRyNi0qaD29/dTa3OA0VO4N0UAY+XS6/UyE/1eQVGV+Hp7k9Jzfnt5YJSa4tM/obKoVCqmRnxqjPit54GRCnrvvffsPdsKN1/0/Q9Tn4eHh9YfjifTaMePH7eUJ8/ZaDTsXKGpol6v2/j4MWZ/wi3u+erHwCuusIJGvV43VUhF2m63rT8PP/wwAOCvf/1rZuzE0UEKSgghRJRIQYkjzz//+U888sgjANImhrDeG5VCt9tNWaX5XTjP4ReOhjXtBoNBZmPDWq2WUUleQflFvuxHaK3meU6fPm2mBM4Lsc++XR5/cHBgC4zZb7/4lXNy3lxBBeUrRIT2eKoTb0ThOev1eqb6A8e82WyagqIJo9/v2/nDihXeJME2q9WqKTOOBfvX7XbtmvjqK6KzH+JoIwUlhBAiSqSgxFTA+Qg+aZfLZVMI/qkbGCkGX0/OHwOMn+p9ZXGqAV/Pj2qACurEiRPmpAtLFyVJklno6hURFRRVxN13323KgO7Cw8PDjNtt0qJZ4nfBDc/pVaTf44rvaSWn5Z7bz/sx6Ha7qYXCwFil+muiGhsMBpm5J39sqKDK5XKqDBMwVnT9fj+1dxaPCVUh9wf74x//CHH0UIASUwFvZN5ezhsdg4vfbpzBygeSMM0W2sg9vGEC4zVAy8vLdpPlDZvBy9eJ8xP/YZ1A/vuee+6xgOOt2+GaKG+WCDclHA6HFjB4Y+dNvdVqWbDwaTd+xrQi15V5iztpt9sWyHh9vlAt8SnKSUEUSK9N42/L5XImxce2gLShhMfz73qzQCiOFkrxCSGEiBIpKDEV/OIXvwAAPP744wBGiiSs30aVMjs7m1FQvvq232YDSNu1fbVxPp2fPn0awEi90RBAuzsXzfrjSaFQsKd/9o2VGJaWlqwtqsNWq5VJHXpjR7i1xmAwsGthqo7n6XQ6mcXH3ggSLqC9fv26jZlfDEtlRiXFMfT9YV+Hw2FGAU6qjM7fDYfDTBVzKiiveHnO/f39TC1DKaijjRSUEEKIKJGCElMF53z8IlJvAgDSczPeQMHjqXr4lD8/P5+pXF6pVEyZsWK4nzPhXJhXIlQvfLqv1WrWLl8feOABACMFRrVw5swZAOmagGH181KpZHNVXh1S7VCNecUWLib281iE51tZWcmYPIbDYaYsFNVSsVi0+SvSarWsb+G5u91uSp3yPFSiJ06cSF1Hr9fLLGQ+PDzMlDpS6aOjjQKUmCp4wyyVSnaDDIvGdrtdu1H71F0Y0Pjvs2fP2o3Smx/4GdNQuVzOagGGN/NyuZxymwGjVCP7QaPFfffdZ20y2DGFuL29bTd0ptTIzMxMygTCsfBVJdhHXvekun5h4OB49no9uyYfxPjZpFqCrELBwLy9vZ3ZONEbRsK1ablczsaY48prnJubs7HzDkI6BsNqIOJoohSfEEKIKJGCElPFtWvXAIxSTPfccw+A8RM8U3dra2umQLxBgE/nfLpn9e6zZ8+amuHT+sLCwkQjBA0N77zzDoCxEimVSpbG44T//Py8KRwex3qA+Xw+Y5U+ceKEqQZWjWB/jh8/nun/ysqKjQcJjRH+3DdTVUB6jRS/6/V6lrIjVFeVSsVUj1+LFVbpmGRxZxvlctnSsjRj0OyRJInZ0bkGrtPpWAow3Fr+c5/7HP7whz9AHC2koIQQQkSJFJSYCn784x8DGFdd8PNGfCLnFuGrq6tWmZtUq1WcPHkSwPiJn7/3Nfb4O28bp4JqNBqmXmhioCoolUr2pM85pWaziZWVFQBjAwcrkvvt1zmvcv78ebsWKjSeL0kSm+PieXZ3d+1aQnt3LpebWC8wrGhBhsOhtUXl4hfv8nh+V61WM7Z3318e56urc77IL5DmXFJY6w8YLx/gXFev17Mx8NUuAEg9HVGkoIQQQkSJFJSYCvjUTcv30tKSufj4FM15jGvXrtkcFJ/gZ2ZmbJEsf+fL8tDN5sv2sD2qq6WlJWuX3/H4er1u/ZikGqgMOAdVKBRM0ZHz58/b9+E+Ur1ez9QPFdTMzIyNR7irsC+bNGkxa7hQN5fLmTqhCvIW7rBMlJ8/ogra3d21MQiVnd8rigwGA7tev+svz8c5N/ar3+9nnIyTduoVRwcFKHHk+PznPw8A+MQnPgEAuP/++zMVB5aXly1FxtQe02f8NzCeRO/3+1bolTd43my3t7ctjcfXvb09u1n6GnJsm8fxJj4YDOymfPXqVQAjIwFvwOG6rEqlYkGXa4AWFhbstzzeF7tloGH/Z2dnzbRB8wADZ6FQyFRu8NUfwnReuVw204MPduHW7b6OIa/FV5tgf8MNFHu9XmorELZ//fr11Hj6gB/2v1QqWT/CmnziaKIUnxBCiCiRghJHgrvvvtss1nyS5+LWhYUFUxt88l9eXrZUHdXGu+++C2D0NM60kK9swO+pOvhkvra2ZqqBxxeLRVNHPHez2TQbNNNavso3lRbbqlQq1kZoN6/VatbuvffeC2CkMq5cuZJql/05ODiw9CLbKpVKGdXD46k4ff9zuVzGus0xn5ubs3QhVY2vLD5J0fF6mVbsdDp2faGJxNfWYx93dnasPV/RHRj9bcIqFhsbG3Yutj+pEr04OkhBCSGEiBIpKBE1Fy5cADBSFmFdNqqDRqOR2ULc79cU1qPzm+rx6dsvOp20IDWc7ygWi6ZKqMZ8KZ9wwetgMLDveM5isWjv/X5RwGiOJazT1+/3beFtuBC11+uZsuHx/j1VIa3ZhULB5uuoXA4PD+36vMUeGFnjqVg5H7SwsGDjwmvzJZLCaube2OCrqpPQ9u5rD/J4KrpKpWKKke3v7OxkyjH5/w7E0UMBSkQJgxBvTMVi0da78DveRH1hWD/RzhsYU0HemcYg5QvI8j1/x5tdq9XKbCzoTQYMbH6X3UnricLA58/P7/wmfExRMqgA43VY/B1f2+12xhBw5swZCyqEAWt+ft4K07L/fm0Yr9M7D/2OxOwXx5FmD/Zhe3s7k14rl8tmXAkrWuRyuYzjzhevDddZ5fN5+/vw7zvJhOE3sBRHD6X4hBBCRIkUlIiOWq1mqoGpqXw+bwqKqSm/tUW4pqfb7VraKUy7+S3fSS6Xs9/6DfaAtH3ZH+NTgMAoTccUFo/327CHCsf3I9ze3ZsSqKTq9bqNAZUILdzD4dBUJFOZi4uL1h9eExXF+fPn8eCDDwKA2es3NjZSGzgCSG1BwnGkEWFxcTFjKPFVxMMqE9Vq1ZSN36iQsI+ecNy9ocOnZ4HR35zjyOvm+VSL72giBSWEECJKpKBEdJTLZVMPrFuXJIkpCT4d0wpdrVZTygkYPZnzCTtUJ7lczuZOJpkq+CTvn9r55B6qKyC9RTlVBpWE34QvnGNJkiQ1B+b7Mz8/b2PgNxnkeLz99tsAxgoql8vZufw271w4HC7irdfrmcri3nruNz0E0lUj+F2lUkktjAaQWqjsFSjHwO9VBaQrYkyal+Jn4ULg4XCY2fa+0+mkah/6V6mno4kUlBBCiCiRghLRUa/Xzal39uxZAKOn5LAMj5+b4ZMyn/T7/b49fXO+5vjx4wBGcy6hrdvvhRSqmXK5nNmufRK9Xs/UCxWaVynhnFWxWMzUn6NSGAwGphDY12azaa48qipPqBjX1tZM2XAcOQfVarWsbBLnoHZ3dzMLgGkpHw6HGSt/qVSyv1OoRIvFYmrRMdsMreHeRj5pL6qwCruvY+gX+XJcw+UA4Rb24mihACWiwRsAwi3B6/W63eh8YOK/wxtet9u1myUn8vlaLBZT5gW++pufJ0mSTGrP30TZVq/XswDpK04Aoxsw22Dw8uuVwlRWu922qhSXLl2ya+M13XHHHQDGhoUbN25Yuzz35uamBQQGZ1bLuHHjRqoCAzCyhvs1Yn48gbGhwa/7Yn1DfsbrWFhYyKxJ6vf7GWu+r+QRkiTJxA0WeXz434g/F7/jqzia6PFCCCFElEhBiVtOWLWgXq/bky/TYYVCwWzlrCBBBeKrOvA1n89bWo7KjL/z3/EJ3iuo8Gl9OBymtibnZ2F1A79NO/vqKxowfebTkCRUEK1WC6urq6n+5HI5S9lRQTE9RyXlGQwGNh5M5/G4brdr/eEC3Z2dHRuPUGFOGhcuzgXGJgn+LWdmZsww4fvo6/KFUG367eBDOzq/q1QqqQoVPJ595GdvvPFG5jzi6CAFJYQQIkqkoMQtJ5xgr1QqmTpuSZKklAqQnreh0qI6mZ2dTVmSgbGSmpuby9ivB4NBRkFNKk3kj5lkDGDfvLrz5wHGFmvfbrhI+ODgIFXGCBgtUL7//vtTfeOc0uXLlyeWWeJ40JZO04M3kVDN5HI5s5qzb5MMCH7uKtwkkcrRV3bnwuHd3d3MPBn7UCgUUnX2wv7zPFRos7Oz9t0kI4fMEdOBApS4ZdCRFrrzqtVqamKdr+EEOG+i3W7X0lRMaS0tLWVu2Lx5VqvVTArRB6iwLt5wOEylnYDRzTNcA9Tv9+23dA7ymgaDgd2cw8Dpr8UHqLDKhE+psX3esBcXF7GyspLqPzBO6XFcvNNvUp07BlT/YMBxCitDFAoFO56Bjf/e3t5ObVQIpLfP4Ln9GqnQBFMqlVI76Pqxnpubs/Hwfzce95e//AXi6KPHDCGEEFEiBSVuGeETuV/9H6b4er1epqK1rx4Rpna8OmHKiGk3376fhA9VjFc6odool8s4d+4cgPEao93dXUvf8ZVGhCRJMopokgGB/Tk4ODBF4RUU3/NaaPxYXl62471SY3th1fQkSex4X0EiTI15dRKaJLziYlscu6tXr9r2H35rkLCNSeuV+N+BT8VSidIu32w2TTXznIPBAP/4xz8gpgcpKCGEEFEiBSVuGeFiykkKyj/x82k9XHzp5378XJFXO8B4Iv/kyZNmu+bTvX+y91ZyYKTQQkPE/Pw8zp8/D2CsoNbW1mxDQRoEfLdWEtcAAA5CSURBVM05P5kPjFQDzxsqkUqlYsrGz9HxeM7TcPHxzMyM9c0rwHDfKK9YOJ9D88jKysrECuEcn3DeyFfYYF+pGK9cuWJjQEXn/ybE/y3DCuq1Ws3mKUM1ub+/n9nyXUwfUlBCCCGiRApK3DL4hH3XXXcBGKuYTqeTWnALjOZc+FTP7/yeTuG8ziTFRbVx+vRp+4xuOD9nxd+RfD6fKYNUKpXsqZ5P+UmSmKWaSoJONn9N4TwMMFZmbGtmZia1cBkA7r33Xus3FaBXbGzXK9PQvcfrBUY77vpzTlJQ/LcfT7YxOztrn9EtyNf19XVTTn5BcjjH5WsPelcmMBpr9o3jQxXqyyzxPH4uTUwHClDilsOUGm+mBwcHZk3mTWc4HNpnnHz3mwLyxugDTbhpIAubnjx50m6GvNn6NFFoY/eFZH1fGXy8CYA3UPaVN8/Dw0O76fut0MNASRPAqVOnLDDxJn3u3Dm72V+8eBEA8NZbbwEAVldXMxZuX6DWV7QARgHw5MmT8Pht3TkebNMbImhtbzab1j4DM63fBwcHmbRrPp/PpGe9bT/c/qNQKFhalp+xKsXly5ft/Z///GeI6UQpPiGEEFEiBSVuOUxX0WyQy+XMGs4n/nw+b0qF6sTbpMON6sI0HZDeaI9KhfXufOoprEPn00/8bmtry2zO3p7u69rxt/wu3E7Cq71wy/pyuWzqgZsUHjt2zFJ6b775JoCxkmq1WqZ2/FYcoYWfivT06dO2cJltDgaDiZsG8ro5plR25XLZqjlwHKlu/Zbv3pgRqiRvGOHf2lfhoOrktdEY4atSiOlFCkoIIUSUSEGJaKCSAsaGBpIkSWo+BxjX3atWq6YaqBAqlUpGsfBp3KsTqgc/BxLiv/NGDr7328FzLiysIedVmFdm/J7qzs/DsV22ubGxYUoitF/7DRgn1fhjW5zrOnXqlCkWtj/pd1Q/vs6g39Y+tIbzb+T3cvL7NoXKzP+bfzv2azgcpizqfpy63S7+/ve/Q0w3ClAiSlhL7bHHHgMAvPzyy/bdiy++CCC9Vid0hyVJYt+HKTW/fsfXrZtkjgBGN8+wQkW5XLa1SN6lFgZK3sB9+syvs+J73vQZLJjGBMYpr3w+bwGGzkem1La2tia2H16Lr7oQ1sqblOb0a5/Yvq/gEAYOP55hGxxLPz4cw2azaSlHphK73W7KNenb9+cR04tSfEIIIaJECkpEzWuvvZb57Jlnnkn9+/XXX7cn7EnVH4hPYfHJnSmyTqeTSfH5Cfzwu7m5OVNL/rhwE8NJVQ58fTu2S7Xn03lMb3mjAmvvsQ4gTRLevh1uT+/fe1MDlRCNB7VazZQJz+2t4myDiot99sfxmEKhkFG1PlVKJUgDyOnTp01VsV/r6+vWX/4tec5JJhgxfUhBCSGEiBI9hogjj68T5+ebwuoS/He1WrXFplQ6hUIhYyX3c1BexQBj5cXfsi2/6aJvw1cW9yYJ/pZzOFQnfrM+X6mdCiqc66rVaqaE/DxNuK8Wj7ly5Yr9lsf4hbf8zCspqpfQEh++vxm5XM6UD+eb7rzzTgDAhQsXMhXXvYoMld2f/vSnDzyfOPpIQQkhhIgSKShx5Hnsscfws5/9DMB4bqndbqe2BwfSO+vSpu0Xjvr5E2By2SRSKBTse78w9o477gAwnnvid61Wy+aX/B5NoQvOL/ClgmJb5XLZ5mxYgZztN5tNU19+cTAJHX67u7vWrnfP+Vp9vg3v2Aut4uE4cuwmbUFPez8XZfN1eXk5NRfG31Ex+X21xO2DApSYCp588snMZ6+++iqA8Q2YBoYkSTLVKBqNRmardzIcDi015W3bPmXIVwYo3pT5u52dHQtQDEbr6+t24w2NDe12O7PlRb1etwDGQEILer1et/SiX1Pl1yD5/gPZtNnBwYEFEG9tZ5s+4LHNSVU3eB18zyBaLBZtiw+m9k6dOmVjFwZYv5aK7f/+97+HuH1Qik8IIUSUSEGJqeXLX/4yAOD5558HME7/lUqlTHqrUChk0lThpD0wVhRzc3OmnLy1nAqKqoGqY3193dKKTN0lSWLfTzJohItr9/b2bIuJcDuMcrlsBorQUu7b9eqE79lGt9s15bS0tGSfsf+T0mscKypFXwsxrGJRLpetojwVFGsiTlJj/nxSTrcnUlBCCCGiRApKTD2XL18GAFMYi4uLNl/DOZGZmZmbzqf4uRcaL+bn561eIOeWrl+/bu85r8M5oLm5Ofst550ODw9tTilUUn57dKqlnZ0dvPPOO6lz8joajYZdH+enKpWKtUs15a3roemh2+2aouRmhisrK5n+TDJJUCVRpc7Pz1vfvJIKzSms4dfr9eyaJi0AFrcnClBi6nnllVdS/37uuecyKalSqWSfhTXkfIBiBQd/A2bB2fX19UzlCP67UChY+wwM8/Pztmlg6NjrdruZArKbm5tmJOArXX0XLlywdJnfUZfOOJ6TwdFXseBrp9Ox+nwMduxXt9udaLTgZ0xp8ndnzpxJrRUjDGC8To7djRs3LBgyaP/oRz/K/F7cXijFJ4QQIkqkoMRtxze/+U18//vfBzC5AsKkDQXDjRDL5bKl8S5dugRgpAb429BAQeXg25iZmcmcy1u+uaW538KCx1FVUWXNzMxYytGruI2NDQBjxcXf9/v9THWMTqeD9fX1VP+9oSPsq+8Pz8n0XL1eNws5r7fdbts5/caDAPD222/jhRdegBAeKSghhBBRIgUlbkuoBjiP5OdVQrOEh/Mj3W7XVACVjt/DiQqHSiRJEntPFVGv183QQKXFOaLNzU0zDfjqDDezwJdKpZQhg+fk8ZubmwDSlTaoevyGjrwW4hWUV5Qk3JKdlcgHg4FZ1f3GiBwzXicVHue+hPBIQQkhhIgSKShxW/Ktb30LAPCd73wHwEg1ca4kdLf5SuRUCNvb26amqAJarVaqejmQ3qKcSsIvXOXCWH7mbdhra2sAkCqzxH6wXSqXYrFo52S5olKpZKpndXUVwHhh7MHBQWpnXI5BuMjXz6mFisv3g7/jWBSLRVuU68eTytJvGw8AP/nJTyBEiAKUuK359re/be+/8Y1vpL7jDTmXy6W25QBGKSymq7xhwQcMfgaMbsjeYAGM690B41Qgg8vS0pIVUqVJYmtrK7MtvS9Uy3Qb22o0GvYZ020MFhsbG9Zvv9aI/efvGDjn5uasHxwXb83ncbSW+0obDF6NRiOz8eBzzz0HIW6GUnxCCCGiRApKiH/xgx/8IPXvRx99FMAo9cUKC1Q93jDgNw/k55OqNDCtReXibdfhFvRc8OqPr1QqplT4GfvjU3Y0STQaDWuPqUP+rlwu23e+qjkVH6+J7ddqNVN+NDRUq1UzlFChsRbh4uKipRVp9tjb27M+PvvssxDig5CCEkIIESVSUELchNdff/19v3/qqacAjBVLuVzO2MCpoDqdTmpOCxgpECqU0KBRq9VM9VBNFYtFUzG0jft/sw0qo2azae3Tzu7r4tHEwAW+h4eHpvLYlt/0Mdw8sFwu25zZXXfdBQD4yEc+YuejyYPljHZ3d/G9733vfcdUCI8ClBD/IT/96U9v+t2LL74IYBwQWq2W3fxpdKhUKmYkYIqPKbP9/X3bWoMptUajkdnxlqnEXq9nAXCSs49Bi/9uNpsWfNjHg4ODTIUKBq/5+fnMd+1224Inj2MqtNfrmaOPlTZUW0/8uyjFJ4QQIkqkoIT4H/DMM8+k/v3SSy+ZOqJaajablqKjkuIxW1tbuHr1KoDxmqETJ05gfn4ewFgRUc349B9ND61Wy9QRjyPVatVSfDRetNvtzPok1tNbWFgwWz3Ti/v7+6acqMb81iCsrCHlJP5TpKCEEEJEiRSUEB8CTz/9dOaz559/3hRRWFV9a2vL6uJR4SwuLmYqlnNeKJfLmbGB9Hq9zD5QNDrk83lTO/4YKq1wT6xSqWQqz79SYYX7PH3pS1/6/wyLEO+LFJQQQogoyU2q2Gxf5nI3/1IIcaT54Q9/CGDs7Nvb2zMFRFVFG3mz2TQVRndho9GwreHpLvzKV77y4XReTBVJkmQ3ZoNSfELctjCdR3PFcDjEd7/73VvZJSFSKMUnhBAiSpTiE0IIcUu5WYpPCkoIIUSUKEAJIYSIEgUoIYQQUaIAJYQQIkoUoIQQQkSJApQQQogoUYASQggRJQpQQgghokQBSgghRJQoQAkhhIgSBSghhBBRogAlhBAiShSghBBCRIkClBBCiChRgBJCCBElClBCCCGiRAFKCCFElChACSGEiBIFKCGEEFGiACWEECJKFKCEEEJEiQKUEEKIKFGAEkIIESUKUEIIIaJEAUoIIUSUKEAJIYSIEgUoIYQQUaIAJYQQIkoUoIQQQkSJApQQQogoUYASQggRJQpQQgghokQBSgghRJQoQAkhhIgSBSghhBBRogAlhBAiShSghBBCRIkClBBCiChRgBJCCBElClBCCCGiRAFKCCFElChACSGEiBIFKCGEEFGiACWEECJKFKCEEEJEiQKUEEKIKFGAEkIIESUKUEIIIaJEAUoIIUSUKEAJIYSIEgUoIYQQUaIAJYQQIkoUoIQQQkSJApQQQogoUYASQggRJQpQQgghokQBSgghRJQoQAkhhIgSBSghhBBRogAlhBAiShSghBBCRIkClBBCiChRgBJCCBElClBCCCGiRAFKCCFElChACSGEiBIFKCGEEFGiACWEECJKFKCEEEJEiQKUEEKIKFGAEkIIESUKUEIIIaJEAUoIIUSUKEAJIYSIEgUoIYQQUaIAJYQQIkoUoIQQQkSJApQQQogoySVJcqv7IIQQQmSQghJCCBElClBCCCGiRAFKCCFElChACSGEiBIFKCGEEFGiACWEECJK/g87F3V+CylYCQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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uplaZ8I0THOq77777AAB//vOfIfNPQ3wiIhIlJSg5Nt7//vcDmHwbZ0MBv/mvrKzYfX/84x8BAC+//DKASXrgt3taWlpKNRT4REFsdNjf37e0xLXmms1mamt4phm/VQYTUTabTa1UwSR4cHBgjR9MQbfddpu1qvN5/Np/4SrjuVzOhgx5LCaper1uF836xOhXiQCmq5SfPHnS0ppPeUys4fBiPp+3+/her62t2fAg3zM2pnz4wx/Gz372M8h8U4ISEZEoKUHJ3Dt//jyAaUppt9v2rZ7zJNVq1e5jEwP3Rmo0GpZAmChWVlYsSTAV9Hq91LbuTBj+olnOQc2aZ/IJLGz19ksRMQkx1dTrdUuAnAcqFAqJzQiB5MaF4X5QftNDnrdvFWei8/Na4fHZUn7y5Embb2L6abValo6Y0Hz7O8+bz7m2tmaNH3yPOQ9Wr9fx6U9/GgDwzDPPQOaTCpTMPe6Qy+Gno6MjKzj8QM1ms1Y4WJj4Qey74fhBvLi4aMfgh3mn00ntassCUqvV7D4O+3W73cTwGjB7hQd/GxYo32RAvhEibHbwx/JbY/Ac+HsOHXLnW38MvqZms2kFg4WHz9fr9ex1cmjTL2gbDl8WCgVrIuEQ5dramv33CY9Vr9e1kOwxoCE+ERGJkhKUHBthGzaQTD8c2uO3dT/8xuFBv3YcExT5bdHDFvSdnR1LKmz59iuLhxsi+uf3Q3F+uM8fY3t721qxOUR24sQJuy6Jx/dDZfxb3maz2cR1YcA0Efnt3X0am/U4YJI+/Qob/Du+dvLbx/tVK4BJemPLOTeW5HVRjUbDhis11De/lKBERCRKSlAy9x566CEA04aIxcVFSyr81l6r1Wweh4nCt3cTv/Gvra0l5lb4OKaeMHGxUQCYJgq/CSBTAxsdqtWqrbrApOY3AQznoK5evWrH4OrhxWIRGxsbAKapjbetVst+5vn4Bg2mH543E5J/nF/9nO8RE1ir1UolzPF4nGijB6bt6b6hg8daX1+3v+W8IG8Hg4H9LPNLCUpERKKkBCVzj2vC+bX2wm/8frvzcG+mTCZjCYIXjhYKBdx2220AgPvvvx/AZAkldgIyPfg5Hz/fwucJd4rlSuorKyu20re/IDhcWojG47Edi+mt1WrZ6wuXUjo6OkqlGb9aOufhOJ/FLdr98dvtdmJldiDZAcnf+S3lw3TK92Q0GqXW8ztz5ox1B/K4W1tb9m8mXj+nKPNFBUrmHtuXfRszP+D98Bl/5gcli9JoNLJrdNiqXqlUrJj4BVjDBgj+XblcTm2x3ul0bKiRv7vrrrsATIb4XnzxxcTj/RBceN3UaDSyY3DY7/Dw0IbowpUqBoNBor2cxyAO8fH8Nzc3rXj5YheuUOFXxgiLkd8Gftb589x4jEwmY18u2CzB9//69et2jvwiIfNHQ3wiIhIlJSiZe+HqBQsLC6mW6cFgYMNZ/Mbvt5Lg8CCH+NbW1nD33XcDmKaMo6MjXL58GcC0pZ1DYz61MTUcHh7a49gQwGHDZrNpCY1/12g0LIGQv4iYmHAODg5S6wXyd77BgWkmm80mVsXgOQKT7TH4t2xnPzo6SjVf+CHIMJn5lTDCIUqfoDhc2Ov1LEHxv51fb5CPf+mll1LvgcwHJSgREYmSEpTMPSYjvxEev8HztlgsJuacgOSeTkw4nANZX1+3v+UcyOnTp22ei4mCiahQKKSWG9rf37elhC5cuABgOtdy7do1+1seq9/vW2qgcO0/YJqq/P5NPFff4j5LuOYd01K/30/tddXtdu3n8P30a+sxwdbrdVs+KtzqfjgcJvbC4msK/9vxtlKppBpMZP6oQMnc+973vgcAeOqppwBMPjDD649yuZwN+xE/fEulkq0Jx4LCoSdg+mF/+vRpK2B+9QQg2cTAorK2tmbXPbEY8QN5aWnJ7mOjQ6PRsMLhV5zg84Xr9PnzCD/Ms9msnY9vWAhXquDf7+3tWRFkwen1elY8WaR5zEKhYO8Zi4pf/y9cOaNYLKaes9Pp2H18HzkkGm5/IvNJQ3wiIhIlJSg5NvhtfXFxMbVh3tHRkX1b5+/YGFEqlVJbWayvr1sDAb/xb2xs2CoO4TVA/jolpoFisWjPxSTCNef29/ftfNmYcXh4mLpWiM0MnU7H0okXJijfnBAOs/lrkcKNF/2x/C2fn+fKYy0uLtoqFkw7BwcH9p6Fw6PFYjE1hLi3t2eJlS3lvo39RsOUMj+UoEREJEpKUDL3PvWpTwGYfltfX1+3dOQvrOXkPH/HOZTDw0PbfI+rTWxvb1saCFutgWmi8BfDct6F6adardo5cY8lpod2u20t1dy0r9FoWBMFj8XVvXO5nJ2/34AwXBtwVmOBT0vhJoZ+fupGK7XPMhqN7HyYJo+OjhJzfsA0TZbLZfsdH//mm29acwoTFFvQ/WaJMr+UoEREJEpKUDL3+G2dLeCnTp2yuQ1+y79+/bp9O+ecCedQdnd3bW06ajQalqCYAra3t23NuDBd5fN5S1P85l8oFCwtMCH4PaCYlng+h4eHdk7hbr+lUsnu86mE58116/x+T/9ox17y6wb6n/2t51v0mTqZ3mq1mh3fz/0Bk6QZzqH1ej1LrEyYfF99h5/MLxUomXu8volFiUN4wLSA7O3t2Qcph9344bm3t2fNC3z81atXbcKehW9paSmxygKQ3JDPfxjzlsWTi8yyCOTzebuPK0rceeed1t7ORVP9tUY8H76+crmMV155BcD0Az7cAgOYPWTHIUrerq+v2+P8Sg/hQq3+Giy2x/N1+wVzQ37DQg5tlkql1Pp8/lg8n3PnzgGYrHYh80VDfCIiEiUlKJlbH/rQhwCk1+Ibj8eWAjhkVK/XLWkx4Vy6dAkAcPnyZRtq4u9arZYdw69fx/vCC2r95oT85t/pdOxvOQTHx5fLZWtZ5wrny8vLltC4mSGHFIfDoaUZrv9XKpUskfECVw4l3mh7ep/g/N+dPXvWEo7fSHHWquT8+3AF9eFwmGhpB5JrAxJTITBNfmEC9E0S4QXWMj+UoEREJEpKUDK3mJjYLs40sL+/bxP4nOdpNBr2zZ1p6bXXXgMAvP7663ZMfmv3G/L5BBLuj+SXH+LPTFn9ft8aG3g+TC6lUgn33nsvgOQmiTwnzrcwUQ2HQ0uKvlWdP99xxx12XL5uJhu+L4VCIbVaOuftzp8/b2mTqS2Xy81stODvwhXO8/m8PT/n7fwSSUxXbC0vlUr2HocbL45GI0ubWvZofqlAyVx6+OGHrUBxqIwfvtvb21aY2OXW6XSscHAIi8VgZ2fHPsT5gX90dDTzwzNcPJUymUxqywv/Ic5z42NKpZIVJhaJwWBgQ3S8/slfF8QPdt7Xbret6LJAsUju7OzYc/E6qxMnTtjxeV5cW9A3YfimExYtvu5Z6/r59fn4PvK8+N+oWCzaUJ3fFiUcomQBz+fzNqTJ38n80RCfiIhESQlK5lKlUrFEwSTC4bQrV65YCzTTxmg0smE2/o7/Hg6HqbXp/PAWmwH848LN+nxTAtPGYDCw9OWvfwImiSK8DqrValmi4HP6oTUmHKYrYLpKOlMkf9fv9214jU0Yp06dstTI4T8mnXw+b8/FhLO8vGzDfUxeTDiFQsHeA6Yqv/YgW+F5W61WLZkxEWWzWXs/wgRVKBQSW6XIfFKCEhGRKClByVxg2mBDxOrqqs2fhC3Wu7u7liQ49+MvpA23Ox+Px6k5olwuZ9/gfYt0uN4eJ/L96tt+w78bJaiFhQWbG2Ky6HQ6drxwVYfhcGgJka+tUqnYRoh8bXwPer2evS98nxYXF1PH53P7dMj3OJ/PJy6c9a/brzPIBLiwsDAzCQGTlMX3jrd+23ge169+zt/97ne/g8wnJSgREYmSEpTctNiq7Ldr5/zIysqKdb/xW7tflie8QDSfz9t9nMvxu7/yZ58wwotU/cWyfE7e1uv1VILyzx+2aZdKJUttPJ/BYJDYgRZIdvHxuDzGyZMn7fE8BhPUYDBILMMETNrrOf8W7hXVarUsUfI9zuVyibZ4AIkt2vn+M6EtLy/bczHt+S3omVz9fyc+jkmNf7+wsKAt348BFSi56XDIyG8AyA9IfnguLS3ZhyU/KPmYfr9vH9j8MK9UKolmB8+3TPtND3k8vwIFP0DZXMDfNZtNO19/LQ8fz/Pg8SuVil2PxcLgj8umBxYovx2Gb3/nefODnisyjEaj1PnUajW7rio8r+FwaI9jISwWi/Y+hgvs+hZxFtNyuWxDkv64fO/CBhNgWlj5mnjOpVIJL7zwAmS+aYhPRESipAQlNw1+S5+1LXm4pbmfYGfSYToZjUapNu18Pp8aIvNDeH4TQGDShMFk4C+25X0cfmTC4fP64w8Gg9RQGofMcrlc4oJbYJKe2DLPVc19K3fYODEYDOyCZCYQprFcLmfvBx+zt7dnSYvn4y9MDrfZ8Cs9nDp1CsB0HUBg2q7PVNZoNOz4fM/43yafz9tr9+8J/zvx1m9VIvNPCUpERKKkBCU3jXB9O7+CdrhKtp/fYQrgN/S1tTVLOEwAAFJ7G4XPC0y/uZ84ccLmg/xGhOH82JUrVwAkLzoNL/r158Zz6Ha7iXZxALhw4YJd2Mrn9vM24YaIw+HQLrz1K67z/Pg+cq+rdrttCZC3fgNC/i1TUK/XSzRkANMLg30a85sM8me/zxRfY3jB7az/Hn5tQ5l/KlBy0/BbV/hb/2HlO+T4AccPZ36or62t2dASP3SB9DChb5bwqyEAk+uuOKzlh8H4e3ad+SG4WQur8rnClScODg6suPhGBBYCDvWxYNXr9UTx4XmxyIWrWPiVJ/zwJQssX4fvIPQrYPC94zVRvA6Nw3nb29uprUfq9XqqE5BNJMVi0c6Dr6NQKMzcogRIr3Uo80n/lUVEJEpKUHLTYILiN3imDr8uG9NDLpdLrQXnW9CZEJiSMplMqgnAXwcVnsPm5qZtxc6hrDfeeMMSC4fNrl69ao8Jt7Lw6/MR08P29ralBa4JeMcdd+DOO+8EMG0z5xDZ1tZWokEESLae89a/T+E1VYVCwVrz+TifoHhuPqX6VSiA6SoW165dszZ5/l23253ZXs7nZnrzq2vwvQ83P9QK5seDEpSIiERJCUpuGty7KbzwtlqtWgrwKSJcaYDzGcvLy5Y8+C3ff7sPE5RfJ47zWLfddpvtscR26q2tLVvd+9VXXwUwnZNpt9up/ZFmpTY+j9/MkM/pUw/nnvhe+MRIo9HohgmqUCjYe8B5pG63a8/J+SPOGY1Go9R8UKVSsfPgfUyOb775ZuKCZCA5pxfe5+fXmMJqtZqlKZ4PX/+LL74ImX9KUCIiEiUlKLnp8Bs/00A+n0+sis3bMLH4ZYKYHrh1er/ft2PM2tMpvAi20+mk1qEbjUaWpi5fvgwg2SUYruDtL9QNu9Ky2ax1uJ07dw7ApFOOSYIdfkwbw+EwtTagn98KX1OpVLLOO6547vfJ4pJIfkkoplQeY3Fx0d4PttPzot92u52ac8tkMqnLAfjfqFKp2PwX1Wo1S81Mdpp7Ol5UoOSm87e//S3x74ceesh+ZkFot9s2vMYPXRaIxcVFGxrzqzqEBcq3m/PDlkNOBwcH9rMfpgvX8/MNC+GQo29iCJs8isWineP58+cBTFrL2TBx6dIlANNhz392XRDPh8V0c3MT99xzD4DpCh1+yw4OffqGFL/dOjApFixgLExcjLbf76dW5PBDpSy+bK7IZDLWAMFjHh4e2uvjsTS0d7xoiE9ERKKkBCU3vd///vd497vfnbivVqtZizdTAxsYDg8PLf1wuJApApi2MvvtN5iMmBAODg4Smx0CyVXSmVj85nuz2sDDi419MwZXZeDt4uKiJScO8fkmhjCN+VQVbtd+33334eLFiwCA119/HcCknZ2vPTx/n6B82uP78cYbbwBA6mLh8PE8Rri9+3g8ttTmW9vDDQvleFGCEhGRKClByVx4+eWXAcDmVba3t/GjH/0o8ZinnnoKwCRR8Rs5L7b1S/lwHobf5I+OjiwZ8PHr6+uWBnwjRJgg/IXDYYLyqYc4D3bLLbdYGztTnt/mnEmIzQzNZjN1LJ/Q+Jw81oMPPmjLJb300ksAJqkwbA33jRFhm3mz2UwtC6NDtNsAAAlKSURBVOUbQXiuvI/HAaap1jeY8LmZbv0GkExccryoQMlc+etf/5q49T73uc8BAL7+9a9bBxs/pAeDQeqaG78oKj+UWTTOnTtnxYRFaXl52dbnY2MGhwFnbQ3imyR4H4e8Njc3rTmCzRKFQsEKBu/jsKU/lm/aCDda5L/r9bo9p9/00K+sAUwLiB+e4+ttNBqpxglfUPhaWFwKhUJqaI+vp9Vq2RcCvxVKuOmhHC8a4hMRkSgpQcmx02w2rX2ZzRF+SIr3MRWMx2P7xn/33XcDmGxtHg6pLS8v29CbH7oCklua+2uAwmE/Go1GqU0GK5WKnRNXXeCKFTxPHpfHCM+Rx7p06ZIN9zHVnD59OtEYEp5XePxut5tYx8+/Z+Vy2VrIebuwsGDJj4/ja6zVajZcyXPIZDL4zW9+Azm+lKBERCRKSlBy7LRardSW4cVicWaTAYXbkXe73VQjRKFQSCWJWfNNnJfyTQB8HOdfdnZ27IJkzoXt7e3Z33I1c26xfnh4aOnIb48eri6xu7sLAPjLX/6S2MARmDRJ8LnC9Qiz2WxqfiqXy6WO79Mh7/NrIJ49ezZxH+fQLl++bOdGP//5zyHHmxKUiIhESQlKjp1Op2MXpHJ+xK8bF16Qms1mU11wzWbT7vPt0Zy/Yjcf52gajYY9x6zOPv7MuZ8rV64kllUCJkmKF+2yC5G3b7311sy178IVznn+jUbDuvd4rktLS7ZeYTgf5M3azTZclT2bzdrf+j2fuN4e7+Njjo6O7L9JuCSUHF8qUHLsfOc738Hjjz8OAIkFX/nBywYHv4pBuFkii4f/eTgcWvMCV0Xw7dEcgiPfxBAunnp4eJjapj2fz1vr+cbGBoDporRLS0tWVPh4P4QYPs9gMLBzZFEtlUrW5MHFdPme+O1IyK8v6Ict+TxsvuB9i4uLVqBYdFkk/eKyv/71ryECaIhPREQipQQlx9Kzzz4LAJakKpVKaksKJoByuWyriPN2NBrZ0BiT0WAwsPs4XMWE1u/3bTjLJ6OwdZuJpN/v2zF4/LfeesvW4mPyYCI6ceKE3Ud+qCwcVuz1evZ4Jq5qtWoNE3w8j1Gv1+0c/bny9TEp+t+F6+hVKpVU+z1TXKvVUnKSFCUoERGJkhKUHGtMUp/4xCdS69ZxvqRYLFraYKrK5XLWzs2k45frYVLhBb7Ly8s2V8VW7vF4bOklnIPqdruJhgMgueU7j8HEw7kpYDqn1Gw27dz43DznwWBg58pkt7y8bHNPfrNG/l3Y2JDL5ex8eOtXb+dr522z2bRV2Nle/q1vfQsiN6ICJQLghz/8of38kY98BMC0WIzHY1y7dg3A9IN4dXU11c3WarWsEPhN/fh4DpexMHQ6nVRnn39O4of+4eEhXnnlFQDTwsHddm+99dbUjr21Ws2aEcKdbPv9fuL6KmDSJMGizDUK/WvjeftdgPlcLNx+cVnex2G93d1de85vfOMbEPlnNMQnIiJRUoISCTz//POJfz/yyCOp7ST29vbsGio/hMUktLq6CiA59MXH+eumeNwbbRXvf9fr9SyhcCiO5+C34uDzLC0t2RAiz4spqN/v27Alt2tfWFiw47HZg+lna2vL0qFvHuHPTF78t2+h96tYPPPMMxD5VylBiYhIlJSgRP6Jn/70p6n7fvWrX+Hzn/88ACQaBXy6AJBYa4+PC9e5A5LNC8Akufi9m4BJMwYbIMKt6vf29uyiXc7zlMtlW2mCiY7pam9vz87DN3nwfDkHFe735F9vpVKx5MRVynmhb7fbtfNmalN6kv8rJSgREYmSEpTI2/Tkk08m/v3000+ntjL3F8uG6+LlcrnUBbGcYyqVSqn17WZ12fHx165dsw4/pqQLFy5YgiImnUqlYknLPydTG1OP322X82J8HX6HXyYnJrt2u20XGKtjT94uFSiRf5PPfvaz9vNzzz0HYNrsEG7vAUyG9cKhPb8SA4sWF3DN5/NWEDiE6FeiCFelqFardn0UH88mCGA6dOgLD8+DxYsFqlAo2HCibynnMCUfz1sA+NKXvnTD90rkX6EhPhERiZISlMh/wKOPPpq6j6mKaaparVoaYRJhC3q/308lqGq1avdxCJGpaX19HRcvXkwco9VqWeMEhwT59ysrKzNXaGf6YuME/72wsGDPxSRVLBYtMfHxXCEiHM4UeTuUoEREJEqZcI+XxC8zmRv/UkT+X55++mn72c9fAcDXvvY1Szubm5sAJhfPhlvKM0m1221sbW0BgC3L9MQTT+ArX/kKgGnzApsZhsOhXXjLFcWbzaYdj6mNaazdblvK4zGKxSL29/cBTNf6++pXv/o23w05zsbj8cxdKlWgRI6hH//4xzYsx5UkDg4ObEgvHEL0Q3YsjrlczpoovvzlL/9Xzlvm040KlIb4REQkSkpQIscchxr39vZSred+NfYvfOEL78wJytxTghIRkZuKEpSIiLyjlKBEROSmogIlIiJRUoESEZEoqUCJiEiUVKBERCRKKlAiIhIlFSgREYmSCpSIiERJBUpERKKkAiUiIlFSgRIRkSipQImISJRUoEREJEoqUCIiEiUVKBERiZIKlIiIREkFSkREoqQCJSIiUVKBEhGRKKlAiYhIlFSgREQkSipQIiISJRUoERGJkgqUiIhESQVKRESipAIlIiJRUoESEZEoqUCJiEiUVKBERCRKKlAiIhIlFSgREYmSCpSIiERJBUpERKKkAiUiIlFSgRIRkSipQImISJRUoEREJEoqUCIiEiUVKBERiZIKlIiIREkFSkREoqQCJSIiUVKBEhGRKKlAiYhIlFSgREQkSipQIiISJRUoERGJkgqUiIhESQVKRESipAIlIiJRUoESEZEoqUCJiEiUVKBERCRKKlAiIhIlFSgREYmSCpSIiERJBUpERKKkAiUiIlFSgRIRkSipQImISJRUoEREJEoqUCIiEiUVKBERiZIKlIiIREkFSkREoqQCJSIiUVKBEhGRKKlAiYhIlFSgREQkSipQIiISJRUoERGJkgqUiIhESQVKRESipAIlIiJRUoESEZEoqUCJiEiUVKBERCRKKlAiIhIlFSgREYmSCpSIiERJBUpERKKkAiUiIlFSgRIRkShlxuPxO30OIiIiKUpQIiISJRUoERGJkgqUiIhESQVKRESipAIlIiJRUoESEZEo/S8IzUqrS/JeewAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
          ],
          "name": "stdout"
        },
        {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
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            "(155, 240)\n",
            "(155, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
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            "tags": [],
            "needs_background": "light"
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            "(155, 240)\n",
            "(155, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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          "text": [
            "(155, 240)\n",
            "(155, 240)\n"
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        },
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
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              "<Figure size 432x288 with 1 Axes>"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
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          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tl_lrMPGH3on"
      },
      "source": [
        "# Saving the Visualizations of Axial overlapped segmented regions\n",
        "* Use the following code line for saving the overlapped ground truth region on the Axial brain MRI Sequence\n",
        "```\n",
        "# brainMRI = all_modalities[i, :, :, 0]\n",
        "# GroundTruth = gt[i,:,:,0]\n",
        "```\n",
        "* Use the following code line for saving the overlapped predicted region on the Axial brain MRI Sequence\n",
        "```\n",
        "# brainMRI = all_modalities[i, :, :, 0]\n",
        "# Predicted = prediction[i,:,:,0]\n",
        "```\n",
        "\n",
        "  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0DFSW5MYp5b-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "237f706d-977a-4cdf-bc85-da824de1c221"
      },
      "source": [
        "root_path = '/content/drive/MyDrive/Training_115_Segmentation/T2/Axial/'\n",
        "path = os.path.join(os.path.join(root_path), 'Brain_MRI')\n",
        "#path = os.path.join(os.path.join(root_path), 'Prediction_Overlap')\n",
        "\n",
        "for i in range(155):\n",
        "  brainMRI = all_modalities[i, :, :, 0]\n",
        "  #GroundTruth = gt[:,:,i,0]\n",
        "  Predicted = prediction[i,:,:,0]\n",
        "  print(brainMRI.shape)\n",
        "  print(Predicted.shape)\n",
        "  visualization=show_segmented_image(brainMRI,Predicted)\n",
        "  i=str(i)\n",
        "  j = \"brain_name\" + i + \".jpg\"\n",
        "  path1 = os.path.join(os.path.join(path), j)\n",
        "  #io.imshow(visualization)\n",
        "  io.imshow(visualization,cmap=\"gray\")\n",
        "  fig1 = plt.gcf()\n",
        "  plt.show()\n",
        "  plt.draw()\n",
        "  plt.axis('off')\n",
        "  #plt.colorbar('off')\n",
        "  fig1.savefig(path1, bbox_inches='tight', pad_inches = 0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/skimage/io/_plugins/matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n",
            "  lo, hi, cmap = _get_display_range(image)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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4GAwGGAwGunKUSqWQzWb1ubbbbWxsbGhNJhqN6mbMdDqtzzWRSGiz4MrKCgaDAa5du8ZwOQIMmEP2/ve/H8ePH8fu7i4GgwEajYa+e8u7PDB+Afd6PWSzWWxtbWk7vWVZuHHjhu7jKZVK2vPR6/V02gCMwyJ8fkun00E+n0exWMT6+rouD9dqNf260WgUjuOgXC7jV7/6FTY3NxGLxfDqq6/iS1/6Eh566CEA4xfxL37xC62ByOPN5XL62CzL0qmR1GCk+zd8Q4H0z8iO7GQyCdu2kclkUCwW9eNkaiQrS9FoFL7vI5FIYG5uTpfXq9UqRqORhu3i4qKOEGWFjA4HO3mJyBiOYA7ZysrKRO9IpVJBoVDQGkK4ZiJTCzl/Re4nqlQqerzC1NQU8vk8KpUKRqMRdnd3dUWq3+/ru3oqldK6y2AwwN7enk5DZIoDQFeuotEo9vb20O12kc/nsbGxgZdeegnvec97AIw3O8rUplarae2l3W7raCU8GhoMBnBdV+stqVQK+/v7AKA1pMFggEQigUwmg2g0inQ6jXg8rh9XrVa1ECzdxkEQIJvNIh6P60iu2+0il8shEomg2+0ik8ng1KlTGI1G2NzcnJiKklkMmEOWTCbhui6SyaQuEUtRMpPJaBG12+3C8zxEIhEtwsoUaDgcasNbNptFsViE53mIx+NoNptot9vaASz6/T6i0Sjq9TparRZc10U0GtVfUr+Q4nC4b+XVV1/FyZMn8cUvfhEf+MAHAADnz5/XYxbk3JhOp6M1GmBcqO73+zr1iUajOvWRrwGMQ63f7yOVSul0SjZW1mo1bQIcDofodrvwfR+FQkGb6VKpFJrNpgaMNPVJkMRiMSwsLOiUlNsIDg8D5pA8/PDDAMYvuqmpKbTbbQ2KTqejS8pS+Ox0OvoiSaVSsG1bi5/9fl9rK3t7e5iamkKhUNA+mPCuY3mRSXDJnyWTSQ0V+dzAzS0A4VFIvV5HtVrF3XffrQXcUqmEbDaLSqUC27Z19DEcDvVzyZEQsVjsr1ag2u22/n8QBIjH43AcB9FoFMlkUo+WkF4a4OZIJ5vN6sjMtm0dlUltZTQaodvt6vdLOoWnpqawsLDAgDlEDJhDIkut7XYb2WwWt912mx6iLSMTeacHxiMJz/PgeR6CIMDc3JxOZZrNpgZRo9HQJWxZipUeEOkRAcYvas/zkM1mYVkW2u22HtwdPvoSgE6tZMQhLfyXLl3SK2Oz2axeujYajXTpWZbAAehxD47jaHeudAd3Op2JEZas/MRiMdi2Dc/z0Gw2J7qRB4OBhpY8PxGJRPS5yhnBsVhMl8mlQ3hpaUkfn5wdTOYwYA7J008/DQD46Ec/qnWXQqGAcrmMTqeDfr+v0x9g/IKRDthms4lcLodcLqdXiYT38VQqFTiOo1sKAGiDm7w4O50OhsOh9rPICg9w8/AoAHq4txwwBYzrN7ILWjZPnjx5EidPnsSFCxd0+tXr9fTFLM9BpkPtdhurq6saVtVqVT+/jHIcx9GVLanpSHjJx4VXjiQgLcvSrmIAurwvWxKCIIDjODot3NjYMPVjpr/AgDlkw+EQN27cgOu6yGazKBQKE3c+y0jCcRw9niAIAuzt7eHs2bNa75B34Xa7jVgspsvdckzDX9ZUJGA8z9OlbMdxdDlXlpbr9bou5YaPipAXtgRgv9/H8ePHUSgUsLW1hWQyqS9wmZZ1Oh0kk0nk83mcPn0a73rXu3D16lX4vo98Pj8RRDJaktGUdA3LKEg+zrZtbSSUwNjb20Or1dKQlKmWPLfp6Wlks1kkEglcuXLF7A+YJjBgDplMhTzP082J/X4frVZLpy0A9CyXvb09JJNJdLtdNJtNZLNZdLvdidP8e72eNtXlcjkkEgmMRqOJeog0ucmfSUOcFJ1lNCHNcbJCIwFhWRZSqZS+2Pf391EoFHDHHXfosZsAJrqIR6MRMpkM7rrrLpw9exa9Xg8HBwdaQJYtAPK4ut2u/pLzXaSGAkB/n06nkc1mAYyP0ZSd5uG+GqlrJZNJ5HI5LCws6MgnXIgmsxgwh+Sd73wnAOg0pdFoYGpqSqcesoIiL3Q5zd91XV0VKpfLWFhYQKFQ0BFMv99HvV5HLBbT/TxBEGhohF9M8Xgco9FIz8odDof69eS/criT1HXm5+d1NScej+P69esAxtOm5eVlnDp1ChcvXkS5XNYmOXmhSydtIpHASy+9hJ2dnYmRmgSR/JkEQ7fbnThzWIIIGO/RyufzevRDvV7XorT8G/lvPB7XongymUSr1UKn05k46oLMYsAcEtlo1+120ev1tK4iw/lcLgfg5hRJ3r1d18XBwYGu/uzs7GB5eVk3O/Z6PVSrVT1dTgqgMpWR4x+i0aie+i9n38oyeaPR0Bf7zMyM7lqWblvZ0lAsFlGv1/Xrygv45MmTyGaz2i0rn2thYQGpVErPapHRiRRgJSRHo5FuSZADweUEP9liAIwLy67rolaroVwu60hM/r18XTkYPFyTchxHw102QJJ57OQlImM4gjkk8i7c6XR0etTpdPSmAJnayA5jx3HQ6/UQiUQwPT2thzcFQYBUKqWHK83MzMD3fdRqNR25yK/wUvDy8rL22YR7SML3HAHQKdjMzAwSiQTW19f18rPwhsxms4loNIrZ2VmcOXMGxWIRa2tr2NnZ0YKxnI07HA61O1ea7zzPm6jbADdHHrlcTlfA4vG4bnaUTmW51lZWmGRaFn4u4ZqM9A2Fl+3pcDBgDsnLL78MAHjkkUd0SVVqFlIPkUOWAGgXr7TYAzev46jVajr0LxQKupxbq9WwubmJUqkEYNzoJvWISqWivSKy01q6eOPxuE6fHMfBm970Jm1MKxaLmJmZQb1eR71en7hlsVAo6BYE13X1KAWpqezt7WkRWpa9w3UX+bher6c9QDItCoIAxWIRpVJJQ1dudQz32riui1QqpQeTA9CgCTcZypGhsu2ADgcD5pBJX0az2UQQBHqwVK/XQ7lcntgJDdxsVstkMqhWq2g2m3o5PTAehWSzWQ0MqeVcvXoVS0tLem9Qq9XSry01C/la0sYvH5fJZLSeUigU0Ov1dDQSPmdGzqtpNpsaXFLTAcaBKNsXpLcmfBSnjCbCDXlyQZvUiOr1utavbNtGp9PRC+HkfijpIQrfoCDNevI9ke5e3pl0uBgwh+y5557DI488oie/9Xo9PThJpkkA9JAmmQoA442NzWYTzWZTpzTS/5FOp3UKIy/ovb09fReXUZB0DUt/jfSTyLSp0Who/0q1WkU2m9U9PPV6XYMoHAKe56FcLmvDn/TDVKtVOI6jvTryPKSQLaMwYFzAlS0RskRdq9Umro4Nn/1SKBQmTgCUpW/5fRAEE4XkTCaD7e1tnmp3yBgwR0BeML1eD/V6Hf1+X9v/ZfUn3OovYRCLxTA9PT3xri7t8LIFQTYgSp+ITEPkQCnZ5yNnrsi7fnjq0+l0MDc3p8d0Sh9OeK8UAL1WVkYPs7OzsCxLj8x0XRej0Uh7Y+Q0PXku8n2Q6ZNs/JTVHhmZyHOQGo5cYStTRVmOl4CRbmLpDE4mkyiVSjh//rxuEqXDwYA5ArKhTzYHtlqtiTNmhQRA+PxcKfDKNKRSqeg0oNvtwrZtFAoF+L6vZ+IC43qEvLhl6iD3GOXzeR3hzMzM6Bm70kksS+udTkevBkkkEpidndUelHq9jsFggIWFBRw7dgwAtClQLnOTjZJyNYmM1sKbHuVxhruJ5SgJ2ZQp+5Pk+yXHhEpx2XEcHdnIzuxer6cHmdPhYcAcgZ/97Gf42Mc+hnw+r0dNyghC3q2lTR64ucIjK0OxWExPkpPmManjtFot7c6VjYPhfxuebty4cUNPfJPiZyaTwdLSkt6pJDWbcrmMra0tPYfm9ttv1+5g27bR7XaxtbU1cR3J9PS0vtClP0ZGLnLWsDwHKQSLv9yfBEDve5KGvPBGTunJkf+XBkUpVvd6PX3sdHgYMEdka2sL+/v7OHHihO603tvb00DI5XJ6R9FwONR3cgkR+bhMJqOF2FarpZsFY7EYksmkfu5oNIpKpYLhcKjTqmw2q8Eko4u5uTkcHBzgypUrsCwLxWIRp06dgmVZEyswx44dQz6fx8HBgRaPO50OLly4oCEpBdt2u61hIsdjAjcvXpNrZGVpWUZWMmIJdy1LrSgajerSt/yb8D4pmb7JEQ2bm5tssDsCDJgj8swzz+hFa/l8HktLS9jZ2Zl4x5cekvC5LXKfkLxgo9Eo5ufnkUql9MUY7oWRd/mFhQUsLi5q78hgMNBrQGSZGBgvBcueqAcffFBHDL7vY3NzU+8eWl5e1scpZ73IiEhCQI6XqNfrevi3LI1LIRYYdxZLoMih4PL3cmkbcHNUI6tOcmuBdPTK55MT+VKpFFZWVuC6Li5evMgVpCPATl4iMoYjmCP0zW9+E5/5zGeQTqdx9uxZLC8v67vs7u6udubKSky4z0NGCaPRCNVqVXc7p9NpPTYz3Mw2Go3gui4KhQJyuRyWlpaQSCSQTqd1mgSMi7zFYhH5fB733HPPxJGVnufpZkjplZFzguWeayngAuNlaqmX9Ho9rTPJVChclJWRiRzAJTcshFeREonExAbO4XCoUyQpDstzrdVqKJVKWFxcxN7eHv74xz+yBnMEGDBHrNPpYHt7G8ViUY++BMY1mvDGRelxkTqDvFil5gKMpxCu62ptQprrgHF/S7PZRLVa1RWjUqmk0xLp/o3FYrhx4wbW1tZQLBZxxx13YGFhARsbG9prI59vfX0d58+fx4ULF9DtdjEYDOB5nn5+ISHguq7+Ch9yJVM2Wa3q9/sYDAawbXti+VkKxLLMHb7UTVaTAGjvkATX888/j2effdbMD5D+LgbMEfv617+OT3/601hbW0Mul8P8/DwA4NKlS3p2rHTAymhGzrgFoM140i7farV0eVc6beXjwgdz+76Per2OnZ0dPX8FgJ6iF4lE9NjKt7zlLZibm9OjJQBge3sb6+vr2rwmO6XluErgZrdvJpNBt9vVrQXyfKTeJOfbyDEN8jylsC2hGq6zyDJ2uPNZnoN8jXg8jt3dXXz+8583+0Ok18WAuQV85StfwRe+8AXU63XdxDg7O4vd3V0tosppb3I4U7VaBTB+0WWzWaTTab17Wjb3hY/FlGmEXHwmowb5f/k4GfH4vo/nn38ely9fxnvf+16cOnUKyWRSV5Js28bBwQHK5bIGVCaTmbjNIJPJ6Kl3cm2t53m6qhReHZJDs+TMGinihqeGUvCWgAyvOoWX5FOpFFKpFPL5PB599NHD+BHS62DA3CI++9nP4hvf+AZOnToFAJifn8fa2hq2trbg+76eLxtuxAOgB3jLi0oO35YXY/iMX2nFd11Xu2RlWiKjDum6TaVScF0Xvu9jfX1dr0aReoxMU6TmI0dTlkqlieM3o9EoqtUqNjc3ddQiNZnwtSXyHJPJpNZgwhszgZu3CsjoRMJIRjUylZId2B//+MdN/sjoH8CAuYU8/vjj+vuf/vSnOHnypO4JkkOnwn0iALSbNXwlSPjSMgkY2bcj/1aOX5DeGnmRyggpfN2I53mo1+vo9XpYX1/Xr3P//fdjdXUVly5dAjAuwg4GAw2htbU1rYWUy2XdAyVfJ3zEZTqd1qmNTJXC+7H+8t/I6EXqU3KIFTDuIfrc5z5n6KdE/wwGzC3qfe97H5544gk95DudTmtvCwB90cmeGxkdpNPpifqFNNDlcjm0221txvN9X8/9DffLyJYE2e0tfSyySVL28uRyOVy7dg3xeBxra2sTu8Ql7Fqtlh4a3m63dX+V7DsKd97KEQ1yZ5N8fHiK9JfFXbm9cjAYIJ/P48knnzy8HxD9Qxgwt7BPfOITePzxx+F5HhzH0VsNw8dDyru8rLrISKXZbKJSqejqUKlU0qtPpENYRi7hy+mlcU22IEincL/fx8HBga7URKNRXL58GbFYTPdRyfUrUsep1+soFosaeHLWi1yJK19TnpMUieV4ULkrKbyvSAq7Mp2SGxUYLrcmS4bGf/MvLev1/5IOzUc+8hE9QU6mEFKLGY1GyGazOv2QsJEai0ylcrmc3sVUKBS07wQYj4LCGw5lb5HneSiVSjhx4gQqlQq+/6FmglMAAAQ4SURBVP3va5F3dXVVd0FLX47nedrHAoyLsjMzM7AsC51OB47j6OlzskolHyehFB6VOI4zcVyFBE74eAnLsvCtb33rMH4M9HcEQWD9rT9nJy8RGcMp0hvA9773vYnl1vDeIVkiln0++Xxez4eRaQ4wLvKWy2XkcjmUSiVkMhn9JZfAATePTMhkMpidndWVp42NDWxvb2sNyPd9pNNpbfiTi9KGw6FO34rFoi6fy/RITpaTxjwAerWIjFjkc8iFb/JxwM0l6MFggF6vh6eeesrwd5/+FZwivcE89thj2s0K3KzByLRCLktzHGfizml5QcoUCIAWYKX7FxgfEiX1kmw2q1OZ3/3ud/jlL3+pU5M777xTb1aUQ7EkfGSZOpVKaWdyo9HQYrI83vDhWrLkLYdVyVQqvEwttzO222384Ac/MP69pn/c602RGDBvQB/84Ad1lCCBEIlE9FxfuTlA7jUCMFHLkBUhAFrgDZ/IL7WSVCqlL+gnnnjirx7Hfffdp6f6ywhFjuAEoId4e56HRqOhjYLS9yJBF94h7fu+ho98PlkJC4IA3/3ud819Y+n/jQHzH+zcuXNIJBLaGCfnwUhRGIDeUCA9M3I1LICJLlhZqZHL5QeDwd9dobnvvvv0KMtUKqWXyYU/l2wDkGmdhJoEB3BziiXbCOTvZZUKAH784x//+7959G/BgPkvcO7cOe1+LRaLSCQSOl0plUrodDrY3d1FrVaD4zh6Wlx4S0H4hH/f9/Htb3/7//y6DzzwgI5WMpmMjpp6vd5Ea78EnASPTLdktCV7qeTku8FggGeeecbQd4v+nRgw/2UefPBBOI6jR2sWi0WdMsnVq8PhEKlUSl/cwLgYPBwO4bounn766X/46z3wwAN/tSdIRiMSLNJcJwd3h5fapZbUbDYxHA7x61//+t/8HSGTGDD/pR5++GEAN3c2l0olLbzKBXDhWxC/853v/L+/lhR+pfdGgktGMTIychxHT6sDoPdqj0Yj/OY3v/lXni4dEQYMHYm3ve1tOnKRpjzZhPniiy8e9cOjfxMGDBEZw05eIjp0DBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImOsIAiO+jEQ0X8ojmCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMf8LQDXxXG9PEd8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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oNFAul9Fut9HtdtHv97XjVkYpAJBKpTA7O4t6vY5SqYRsNotnnnkG2WxWRzYAcP36dTzzzDOwLAv37t3TA6dWVlawuroKYLJf6dVXX8Xh4SECgYAuax8fH2t9B4C+1kAggEgkgkwmg1gshlarhWw2qwEjO7ulPlMsFtFqtRAMBuE4jk7f1tfXp5bbFxcXsbq6iuPjY+zs7GiI/6CNvvRgMGAegvPnz+PatWsAgKtXr+Lpp5/G4uIikskkAoEAPM/TFn25mKTbVZaJR6MR6vU6tre3ceXKFW14k7pHs9nUAm21WtURiwSHFIN7vR5s29bpjRRcZWQidSAJi0qlAs/zdJ+RPK/rumg0Gkin07h69Sr6/T7m5uaQz+eRTCYBALu7u1hfX0epVILneej3+4jFYjoak9cmhVvp9O12uzollFAR4XAYg8EApVIJxWIRnuchkUggEAjo9E06hyW0Go0Grl69imvXrmF9fV37bwBoAJMZDBjDLly4gGvXruHFF18EMGnzz+VycBxHRxzxeBxzc3Podrv6D15WUAqFAmZnZxGLxdBsNnFwcIDZ2Vn9+p1OB/l8Hu12W6cq5XJZ2+1l1BEOh9Hr9RAMBhEMBrXeIStAMiLyPA+u6+Lw8BC5XA6hUAitVguO42BjY0M/9UulEg4PDxEMBjEzM4PRaIRms4lKpTLVoyMjIcdxdBQke42kr8bzPLTbbQQCAUSjUZ0yDYdDLQADkxHM+fPn9QyawWCgq1L9fl+/J57n6TQwGAxia2sL2WwWFy9exLVr17RruVKpwLIsjmQMYsAYEolEMD8/j6tXr+JDH/qQ7jAOBALY399HoVDA8vKyTm2eeuopWJalBU1ZtpU9QfF4HI1GAycnJ9jY2NC9QWfOnEEoFMK9e/dQqVQQi8Vg2zaCwaCONoBJEEkznARKJBLR0JGLvdVqIRKJwHVdHBwc6FRFahoyOmm327hw4QJc10WhUNBmu8XFRR0hyApVvV5HKBRCt9tFu93W6ZEseXe7XQyHQ12pqlarGA6HyOfziMViGjBzc3OIRqPY3d3VWo4sbcseJmBSjxmPx9rxnMlkdEr15JNP4umnnwYA3LhxYyqY6MFjwBgQjUYxOzuL1dVVXLt2DRcvXtSLSVY+gMkBSmfPnkUgEEAmk8HZs2f1cf1+Xy8i2e8zHA51Y6IETCaTQa/XQy6XQ6vVmpruAKcbD2WkIu34w+FQP7ll24GQv+95HrrdLnZ3d1GpVPCRj3xE+3SWl5exs7ODd955R/crhUIhNBoNDQRZPpeVpkajgUgkgkgkgkAgoBe353mIRqPwPE9HbtFoFLZto9Vq6VQqEolga2sLpVJJi9ShUAiJREKLxPL9T6VSWmOS3dzNZhPJZFL3St29e1frMf76Ej047OQlImM4gnnA5ubm4Hkezp8/j5WVFTzxxBOwbVv7W+7cuYN6va67maW7VZZmpaAp56C4rqsjGemqbbfbutqUzWZ1I+R4PMbJyYlONaSADEBHQPL/B4OB1j2A0xWVQCCgIyYAWnBtNBooFArai9Nut3H37l0Ui0VdWpYRjNRzRqORjm6GwyFisRii0aj2ysjj5LXKClc0GtXaSigU0g7dRqOB4+Nj9Pt99Pt9hMNhpFIprRPJCCYQCCAejyOXy2E4HOpREY7jIBaL6el9Mp2T90oPHgPmATs5OcGFCxcwOzuLxcVFpFIpHBwc6C1X6/U6Wq0WLMvC4eEhbNtGr9eDZVlwHEenA+l0Gu12WwuenufBcRy9iP1nriSTSb2IZRd1PB6HZVnaHyJ/HggEYNu2TplkaiOPk+eS2oY8z3g8RrPZ1GlNJBLBYDBAMBjUX+XvSi1EQkAK1/J65DllWiLHOTQajakd25ZlIRaL6fJzt9vVFTAAiMfj2uAXCoWmwlKOfOj3+zg4OECr1dK6j5yNc/nyZWxvb2to0oPHgDFgZ2cHn/jEJzAzM4NOp4OdnR0dcYzHY/T7fe1FsW0b3W4XkUgE586d0xFMNBrVCzUcDuunfiKRmDr8Wtrr5eLNZrMIBoPwPE8LtMBpm/1oNJraPyRL2/6AiUajei6LBIyMbKR+FI/HUalU9M4DvV4P4XB4KtQA6CqNjKb8q1ViPB6j1Wqh0+kgGo1qoVvCVg65ktWm0WiEVCql4SyjIX+/jCx3B4NBfU3NZhPdblcb/FZXV7G+vo6NjY2p10wPDgPGgBdeeAHZbBaJRAJHR0c4OjrSpVtZJpYVkGazqSOIdrutqzkygojH49rhKp/Ktm3rsH48HqNeryMajSKRSGhhtN1uIxwOT22K9DxPw0g6fXu9Hrrdrj6vHPYdDAb1lDqZnkWjUb3xWjAYRKfT0cY+f9etf2Tiv3BHo5E+j7/nR967rGbJCEuWtCWM+v2+vi/5HkjwSqjK1wNORzyxWEwDNxqN6p9ns1k88cQTOD4+5ijGEBZ5DVhbW0M+n8dwOMTu7i5arZaedSIXhSwP93o9nXbUajU0Gg00Gg0NIVl+lUAaj8eIxWL6OBkN1Wo1pNNpDZXBYIBqtYrRaITRaKSjCP8xlzIqkcOi3rtMLn8nHo8jHA6j2Wxic3NT9xV9/OMfx9LSEvr9vk55ZIok4SR1pXw+j3g8riEnNaHhcKjPL1NA6fqt1+tot9v6v1qtpmEnK1OynB8KheA4jp5hIyOzfr+PVCqFhYWFqfNr6vU6RqMRFhcXdURDDx5HMIbIcY/S9CYjmF6vpxefDPHr9TrC4TBqtZp++mezWZ2myCe0XJASOAC0ngNApz4SILIJEYA+n+M4GI/HaDQaOhWS1wacLmdLIMqnvuzUlsd2Oh1ks1nMz8+j0+loXURGW8BkNJTL5XTJuNPpTD2XjCTkVD55v6PRSN9Dt9udarRLpVK6xO15nm4zCAaD2oAooynP85BKpZBOp5HJZFCtVlGpVPTrxeNxpNNpzMzMIB6PcxRjAAPGEDkFTo4dkEKlZVlIpVIaFrJrWD7d5R95t9tFOByG4zja7yEjAin4AtCpk9RypLgroSMXu0wrpBYiF6UciymPk0CSIJNRlvTK+E/Ik/AbDAZIpVJapJXaSTgcRiaT0dcm9R8Zvcg0T2o3/l4WqZv460Dyq4zs/PUiKV4Dk3AfDAZwHEc7mOV+SjIlBCYhmUwmkclkpm6hQg8OA8aQ0WgEy7Lguu7U4UoygvCPTmSaIFMDYNLGLsvNcgHKxd/v9/W/5VAqOeyp0+nAtm0kk0ltqAOgUzIpkiaTScTjcQyHQ5w5cwapVArAaQdxIpHQFSB5LxJmwOS8Gtd1sbS0hPv372sI+nc/x+NxZDIZtNtt9Pt9PUhcvp5Mx0ajkY44/CtT/pUzALp5U6ZJ8nszMzNaOwKgx1BInUbCvlarodVqTdWIxuMxwuEwIpEIb+hmAAPGkHa7jUgkgpmZGd18B0yWn8vlsoaLhI3/DBYAOsKRA53k4vKHjDxeOm6lliFTIdu2dQOg/Lm06cuFOzc3h+vXr2tvSKvVQqVSgW3bcF0Xe3t7U7uwZeTUarWwu7uLT37ykwAmt36VOxr4i7JynIKsVEnAyIUPnE7tZAQTCoWmRlwSavI9kmmYBC8wCW5/H4wUux3HQTQa1fYAOf9Xfkb+JXR68FjkJSJjOIIxpFarYXFxEYlEAo1GY2oJVYqUMmUIh8PodDpIpVK6jCu3bpVlYin0Sg3Gv3dGPpFlWVZWf+R8FWDyCT8YDLQW0mq1dG/OuXPn8NxzzwGY1I7eeOMNWJaFj3zkIxgMBnj33Xdx+/ZtHBwc6PM+8cQTei7uyy+/jJWVFdy4cQPFYhHPPvssgMlUZW1tDXt7e3pmi9RWpNgtzymjM8dxpk6wk2MXgP86ypDRjaygyddrtVpIpVK676nb7eq5xlLsBjA19SuVSg/yx0//HwPGkEKhgAsXLiCfz2NnZ2fqbFy5EPxLrKPRCJVKRQMhFArBdV29EAOBAFKpFDqdjnb+AtNnqfT7fb3jov8QJ2ByEctxCDIla7VaKBQKuH//vhZmk8mknvsimwjlTpHhcFgD8OzZs7h06RLeeustuK6rJ9Qlk8mpDZuZTEbb+6U4G4lE/ktrvxRtpTYlU0KZPvnfqxSxZXojq3TSpCjNfYlEAt1uFwcHBzg6OkK73dapo3y9wWCAf/zHfzT4L+EnGwPGkGKxiG63i3Q6rWfmApMOXVlJ8R8pIAddS6FxZmZGV5X89Qopovob2GRkIys70t3rL5C2223tNZEajfyv3W7j5s2bACaf6nLcghwzubu7q3t2JADv3r2LRCKBe/fu4d69e5ibm8NHP/pR/PRP/7Tuu1pfX9e/K/0+svwsncUAdP+RvxYld5cEoIElDXgAdIVLlrjl8Ctgsseo3+/DdV0cHR3h5ORE338sFtM6khzrQOYwYAz5p3/6J1y/fh3JZBJzc3M6BJdzWmR0IdOARCKBmZmZqaKjdNvKUQeJREI/nf2FTwktCQ5ZipVjEABoUVk2L8rv+1dmgEkQHR4eTjXnya8ywgAmS8tbW1u4d++ebn84Pj7G4eGhHr69vb2Nvb09fS2y1cF/rII853A4RCQS0WmL/OrfYyRTHpk2yt/J5XL6PQOgjYcHBwdwXVdHM/JYKZD7u3/JDAaMQfV6XY+ulItE+lxkdUjqKa7r6qoTMH1/on6/j2azqas0kUhEu0/lFDu5KIPBoK6+yHGYAPRX6eQFTvf22Latt/xYXl5GvV7H1tYWCoWCTmnS6TRc19UDp0KhEDY3N9Fut5HNZnV5eWZmBoVCAQB082U8Hp9q/Zewkn6U947QhLxX+d5JXck/TVpcXMTMzAwajQaq1SoAaL9Lp9PRJWgA+v2QIMrn89jY2HiAP3F6LwaMQf5jC2SqIv0uAKZGMTI1kuF7LBbD8vIygMn9hWRPkpzeL5+8cq8i6SORaZf0z8jUTJ5HplyxWEwvWMdxMDc3B2BSgzl79iwKhQJ6vZ4+XpbKZSQmO6vl1iiydBwIBPBTP/VTACYbMd9991197Ht7YOQ9SGDIe5DRjj8sAUx1KcuWCM/zdEuBLMlblqUjR5lqSRey53n6Xnu9HusvhjFgDPr85z+PP/zDP9SLGDjtb/FvAfAfreC/Dcfy8jKWl5fR6/X05mv+TZPyq1zgcvH6axZCdmfLypQ8ZjAY6H2UgMkJedI+X6vVdF+Rf+8UMLmI0+k0gsEgWq2W1oy++c1v6u7nSqWCSqWizXr+DZqylQGAdinLVE2mRf59WMBpx69lWYhGo2i322g2m1r4lvcrZ8HYto1SqaTB1uv1EI/HNexlZziZw4AxTFru5R9/JpOZas2Xdn050lHqE+12G0dHR7h48SKy2SxqtRocx9FPePl6cphSIBBAs9lEq9XSG6nJlEmeR5rTpGtVdhq7ros7d+4AmKwOZTIZfc1SgI1EIlPdt7Irudfr6fGgoVAIt2/f1qMpZE8QgKn9VNJUJ38Wj8d146I8lyy3+4uw8vplSVoOt5I7S0qRV6ZCMmqxbVu7kuPxuL4HCX0yhwFj2Gc/+1l89rOf1U/+SCSihVhg8mku0xi5Z7T8frfbRalUwmg00iKlrI7I46RlXo4jkOmGnH0iQSQdrTLNkHNXZAVKDsQqlUpYXl7G3bt3cXJyoqMX2eckoRCJRLCwsIBEIoGFhQVcuHABlUoFo9FI34/cdkSCRYrR8vflQpdlev/rkxUx6UwGoMvlUsOR+lYymdQRCgCtxcj3TEZAoVBIDx0HTs+bIXPYyUtExnAE8xD8wR/8AX77t38bAPTTHYDWE2SFpdfrTQ3b5c/T6TQ6nY6uPLVarakjEaROIUvgck6M9JYA0OMxpdYh05BwOIzZ2VldHcrn81hdXdX7I+3u7moB1n+05vLyMl5++WU4joOjoyOsr6/rzeP892KKRCLaCCfdunInSem3kc2V0qUs+5D8DXPAZIQn7y2RSGBubg7JZBKDwQCu6+poTm5oJ814nU5HTw+U1TgA+NM//VMzP3BSDJiHRJaVi8WiNsIBp1ObcDisFw8AHfrLDdQSiYQe5tTtdnUaICs8Ms2QAIjH43rUA3DauOa/d1Cn09GeHPn9ra0t7O/v4+zZs/iFX/gFfPe738WdO3f0hDu52J9//nlcuHABGykfcXkAAAs1SURBVBsbuH//PtbW1lAul5HJZPTMW9mE6b9FiRS0pbMXgAafhIvsypY+F+keloCVeo4UrqU2I301cqhUs9nUQ8b9O9C5LeDhYcA8JJ/73OcAAL/2a7+Ger2uByf5702USqU0EORm8aFQCMlkEolEQusx/vswywoNMF2P8Z8tA5x2+/r3P0nIDIdDvZfz7du30ev1EI1G8bGPfQzXrl3D1taW9rvIp//c3Bz29/fx+uuvY2NjA91uF5lMRs/KBSajNVlal2Ks3OfJX6j2N/HJ6/T30PgPAZeeGzkeQgrc/jCVuyJkMhkA0C7kRqOBUCikjYBkHgPmISsWi9px63meXmyyVCtTpHg8rq35zWYTjUYDruvCtm09qwWAjgTkE19uziYrK/KpDUxCTDZZShFZlrjlcRJqvV4Pr732Gl566SUsLCxgd3cXnU5HRyfhcBg7OzvY2tpCpVJBIpHQC1pGUdLPIsvR/q5gADpqkmCR/h2Z9smdJGXUJK9XwlmKvNIN7R8VyvuX7Q6yydS2bbz++uvmfsA0hQHzkMmSrNyTWi542Tvk32sjKy0ylZANjbKqBJyOEmSkAJwuCQOYOqIyFAohFoshlUrp9OW9Ww/kjJRkMolms4m1tTVcv34d2Wx2qm/EcRxcvnxZz+mVHhb/hS6n+svhUdJY6N/xDZx28soIR4I2m81iYWFB30u1Wp3aId1sNqfO95UVKqlFyZGb0tkrHb/08DBgHrIvf/nL+Pmf/3mUSiWtibz3MCkhmx9TqZR20spj5AQ6uTOBFFGTyaQWd2UfE3A6WvCfSif3J5ICK3B6rIP89/7+PkajES5evKh3LQCAcrmMeDyOpaUlNBoN3XMkzW/yXPL+JGCkW1caBOV1SG+MbEjM5/OYm5tDPp/XqZ7jOLpdYjgcotlsot1uYzwea80JOD3G4eTkBEdHR6hWq5idncWXvvQlAz9R+kEYMI/Aa6+9BgD4mZ/5Gb2ro5x7Ip/W/X4fjuNgOBxql63/Nib+Izhll3K1WtWg8tcw5OvJSEdOvvP3n8jFKSfZyWrPeDyG67poNptYXFzE8fExgMmdE4bDIW7duoVqtarduf6R1Htv4iYrQ1KYlrCSfVRyh8pkMqndxFLEBU7v2BiLxfRul9FoVEdp8j0ZDocol8vY39/XUY/cy5seLgbMI/Tv//7v+OQnP4lMJqN3IPC3xUejUb3nkFzEMsLwn7QvbfWpVErDQaY9773boQSBf/olx3sCwMLCAmZnZ9HtdjEej5HL5fTeTdlsVlevpFAqowhZ8ZGmOuD06Er/Rkx/YdvfzRwKhTQ8EokEEokEQqGQnqMLTJapZRolTXv+aZC/QC7bH2RJ/Itf/KLxnyf9VwyYR+yf//mf8corryCdTqNer6NSqQCArrxEo1HMzMwgEAigXq9rzUVWVtLpNAaDAer1ut6ZQLYBSM8LcHo0gfSzyChH7iopF73neTh37hxmZ2dh2zYymYyOfvx3KwCgB4zLUrAcOv7eVnyZJskKkRRcJdSkq1huI5JKpTSopD4FTB8O7nkeKpWKnhYYi8WmjmuQUdfa2prpHyH9AOzkJSJjOIJ5DHzta18DALzyyis6HZBpiZApgXyyS6FW7v9Tr9e1biMjDv/IRDpb/dOUdrutd52U6UqpVMLJyQnm5+eRTqdRq9X0zoilUkn7ZTKZDHK5HOr1uk5vpI4ioytZhvff0VKmSv7T9uQArFwuh0AgoMve7+1alibD/f19FAoFtFotXcYOBAL6vSsUCjg5OeHo5THAgHmMfO1rX8P169cBnC7JRqNR1Go17TGJxWJThzX5txBIMfi9u6WB04Y8f2Of/+hMmYaMx2OdesiBWMlkEhcvXsT8/LxOa1KplB4uJatgsrwsUyOZyvjrP7J9wH9vI+lUlpUhf4+Qbdu6S3owGKBYLOoqVSwW020Uruvq+//yl79s8KdEPwoGzGPmjTfemPr/L7/8MgaDgd7LSJrIpHhrWdbUub2NRkNDQC5oAHrinNRB/A1tsi8JOL1jo+wpkns9V6tVHR0B0BGIv3grB4ULWUKW+ow8Vla4JPxkH5T/nN7RaKT1GDnjV07fm5mZwXg8Rr1e17ONXdfFV77yFSM/E/rfY8A85r71rW/h+eefR7vdxsrKCvL5vPa4ANAuXimcyrkvctSm/y6L/g2S7z0Vz3/Xg3A4rGepSCjJyEkOkxqPx1haWsLx8TEKhYKeadPv9/U8mGq1qr0wskVBem/8oSZHgsqmTcuykMlkMB6PtY8FAObn5/V9BYNBuK6L4XCIv/3bv31IPw36UTFgPgDefPNNvPnmmxiPx1hZWcHCwsJU45xMcdrttu4xkhUYf+eq/+Q4/32u/YeDJxIJvXd2rVbDyckJSqWSbjOQi71arSKVSuHZZ5/VEYScVSMrYbJ1QZ5LTpST5Whp7uv1erqkLEd5NptNlMtlAMCZM2cATKZSpVJJp0PFYhGvvvrqw/kh0P8KA+YD5Ktf/ap2w87OzgI4vaVHLBZDPB7H8fGxFn79GwDL5TKi0ejUHQhkeuE/+U7qPlIjkduNyO1v5aKXE/slMDY2NlCv1zEYDHSkZNu2Ts0sy9Kvbds2er2ebtiUG8vJUniz2cRgMEA+n9eldwA4Pj7G/fv3US6XtVmRHm8MmA+Y1157Dc1mE0899RSAyfktskIkxz40m02ti0gNRg7L9h86DpzeX0guYllVSiaTyGQy8DwPvV4PiUQCBwcHOkXa29vD1tYWbNvG/v6+BlW/39evJX08sVhMC71y9o308wDQPVhyfCgwaTRMpVLo9/u6B+rOnTv4h3/4h4fwXaYHhQHzAfTtb38b3/72twEAv/RLv4T5+XmtZ8hmQFkSfi9/Y5zUMuTgbAA6PZHVnGQyieXlZYRCIT1GEwBOTk7w/PPP49KlS/o1ZYr23pu9yUhGDoCSKZwUo6UuIzUY2UXd6XRwcHCg5wUfHByY/cbSA2f9oBtPWZbFu1J9QHzqU59CLBbT28fKdERCRqY6gUBgqv4h5/zK0q8UYqPRKNLpNGKxGJaWlvD7v//77/vcv/M7v4NSqYROp4N8Pq8jmN3dXQ0O2fkMnAaK7JOSk/4dx9HtAJ1OB4VCAX/2Z39m6ltGD5DnedZ/9/vs5CUiYziC+THzsz/7s7rkm8lkpk7ul9rLaDRCq9XSjYD+G7TJ8nSn04HjOAgGg/jqV7/6Pz7vL/7iL2I0GuHSpUs6gtnc3EQmk9EGOeB0E6f/iMtYLKYjrmAwiGKxiD//8z9/4N8bMuf9RjAMmB9Tzz33nO48BjB1iw+ZFslGQv8JecPhEK1WC5ZlwXEc/P3f//0P/Zyf+tSnMD8/r6tDR0dH2sZfrVY1WGSFSqZIsqL1F3/xFw/4u0APCwPmJ9zKyorWQ6TfRO7PJDUXYLKK1G638Z3vfOf//Jy/8iu/gp2dHeRyOQ0aOXnOtu0fKbzo8caAISJjWOQlooeOAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjLG8jzvUb8GIvoxxREMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMub/AU43DFqY++YSAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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EO6ZrHcdBoVBAuVzGzZs3AQA3b97EcDjE6urqLT5790kkEmi323LRd7tdBINBEQq2QnB2MdssQqEQ6vW67IzqdDpjtUh8jk23le0V0WgUn//85/Gf//mfJ3DGdx4qMB+Tubm5sdqVcDgstS+Mm5gNjRQbjlUYDAYiSu12e6ypEYB0RwcCARkYXiqVUK/XsbOzgxs3bgAYWTxMUd9pvPnmm3j88cdRrVYBALVaTQSF3dOJREK+psDE43FEIhHUajWUy2UEAgHp/zKtSQbQKT68X2VyqMB8TBKJBILBoLgxZgZjMBhIDIA/o3CY0+bS6TRmZ2dxeHgoe494P9FoFPF4HJlMBuFwGK1WC/V6HXt7e1hdXZVJeQcHB7f61G8pr732Gh5++GEAoxqfdrstlgstwGq1KvUwACTLVqlUsLW1hYODg7FsEqGw0Erk60Q3VfnkqMB8TBiY5ZvaHG7E4jia6DThgVGshtaJbduoVCoYDofI5XIy7wWANDD6/X5UKhU0m01xjQqFAgqFwsmc+Anwgx/8AMCoR4luKDcp0Ir0+XzY2NgAALEGLcvC+fPn4fF4sLGxIQWKZlqbBX2837tlcd2tQrNIH4P77rtPSvIpMOzw5acqp9Gx8pZv3GAwiG63i2q1ikgkIqb9mTNn4PF4JKbD8Q39fl8m4NXr9Ttmtu4nYW5uTp5X1gt5vV7pWbJtG7lcDjMzM1heXobjONjY2EA+n0etVhtLU/N59nq96PV6kk3y+/135OI6t/iwLJI6nIqiuIZaMB+D+++/Xwq5iFm92+12JbjLtSKMrfh8PpTLZWxubp7Isd9JpNNpZLNZcW9IpVLB9PQ05ufnpUoaGAXES6WSzD02N2CyOhiAuL60Ou/EDN2k+TALRgXmY/Doo49KV7NZ3MVGRprdtm3LXF2+WVVYJs/CwgKGw6EU5HFGTrfbxcHBAXZ2dn7o36+srMDn8+H69evys/n5eXlt8/m8ewd/h6ACM0GefPJJqQo9PnaR39u2jWaziW63K0VxinKnopW8E2QwGMh2ALMFgD1HnU4He3t7J3yUinLyqAXzMTl37hwGgwHW19cBjEzqjzLF7yR++7d/WwaQZzIZOI6Dr3zlKyd9WMoJoS6S8ol47rnnMDMzI8HUvb096QWyLEuql7/2ta+d8JEqJ4EKjPJ/5jd/8zcRDAYxNTUltSGpVArT09Pi+pXLZcmcdbtd+P1+LC8vY2FhAT/3cz93wmeg3Go0BqP8n/jGN76BnZ0dtFot1Go1qXLd3d3FlStXpC+I3ckAZCxFp9ORhXCKAmihnaIoLqIukoKvf/3rMjKy2+1id3cXxWIR7XZbLJher4d2u416vQ4AYwVq/H06ncbZs2dl9/Nv/MZvnMwJKbccjcEoH8hXv/pV6SQGRlWsxWIRe3t7En9hv0+325UubgZ7zc5mv9+PWCyGxcVFAMDnPvc5/Oqv/urJnJhyS9EYjPKBcJ82YTk9tycCkC7vbDYr4ykKhYLMy+UGRWA0joKB4HfeeQd/+7d/iy996Uu3+KyU2wWNwdzlpFIpRCIR9Ho99Ho92SfEIC53Edm2jWAwKIOyKTqcpcLyfI6hsG0bGxsbuHr1Kv71X//1pE9TOSHUgrmL+frXvy6WSrlcBjDKDlUqFVlqxq2TZ8+eRafTkduZs1PMNSGcSwyM4jnvvvsu5ufnT+YElRNHBeYuhmtSzAHjHPPJbYjA0Rrbg4MDicFw7g3rYDjd31zRwkXzrHZW7j5UYO5C/vAP/xCFQkFW0po1LRzbGQqFxDIJhUJoNBpjw5q40pWjKDgilPuHgNFUvkgkgp2dHfzVX/0VYrEYnn322RM7b+XWo1mku4jvfve7sre60WigWq1iZ2cHOzs7Mqu21Wphe3tbNiE6joNIJIJgMDhWRDcYDMZ2DSUSCUSjUfT7fbldKBSCZVlot9t4+OGH8cgjj2BjYwPJZBJf/vKXT+Q5UNxBs0h3GX/+538OAOL6DAYD1Ot1mbjPafzXr19HqVQa25LIznAASCaTMgI0FAqJddJoNGRpGQO/DBbzNj6fT4LB169fx9zcHCKRCJrNJv7sz/5MXLBwOCxulWVZMkxdrZ1PP5pFUhTFNdSCuQN4/vnncXh4iGKxiHA4LPUqPp9PrIRCoQC/34/BYIBEIgHHcbC7u4vt7W3U63VZRcv92h6PB7FYbMw6AY4K7BzHQa/Xk0peLqLn3/I27XYb4XAY9Xod169fx8rKCgDIal1gNA0wEolIqrvX66FWq+H73/8+zp8/j3Q6fUufT2VyqMB8ynnuuecwHA5RLBaRz+fh9XrR7XZlxYc5Z5aZoVgshsPDQ1y7dg2lUknqVoDRTiHugO71erBtW9oIOLUfgFT38j6DwaCsXOEMXI4N5YqRnZ0dBAIBETjONG6327Kve2NjA51OBysrK/B6vahWqzLK8t577701T6oyMVRgPqV84xvfAAC5CM3Vtbu7u/D5fDh9+rQMGz84OEC9XsfKygry+Tzee+89HB4eSh1MMpkEMNqK2Gw2UalUZKAUAHQ6HQyHQ4nVmJW7w+EQrVYL4XAYqVRqrJ0gEonIsjlgtJ2SK0b4M9u2kc/nkUqlEIvFEI/HRXzeeecd1Go1AMCf/Mmf4OWXX8Zzzz3n+vOrTAbNIn0K+eY3vyluQ61Wk02SpVIJjUYDvV4Pg8EAlmWJcDSbTVSrVUSjURmGXavV0Ov14DiODMwGgPX1dZRKJcTjcQnABgIBhEKhsbaCbrcr4tHr9bCwsIAzZ87ISId6vS4ul5kKj0QiY7uiZ2dnZYD68vIyVlZWZGnd9va2LF6bmZnB7Ows3nnnHRFY5fZAmx3vEP7yL/9yzErgfOBWqwWPxyMu0ubmJra2tiQ7c+rUKViWhWq1imq1in6/P7amlhbD9vY29vb2ZBE8YzBczWoujnccR/51Oh0EAgEsLCwgHo8DGAkMO7Jt2xYhbDabaDQasnP7zJkzePDBB+HxeLC+vo5IJCIiQxcOGBUBRqNRLC8vo91u49d+7ddu3ROv/FBUYO4Avva1ryGXy+HcuXMiMNVqFaFQCPV6HY7jwLIs1Ot1bG5uolwuy3gFAMhkMojFYiiXyxJYtW0b8Xh8zJWqVqtwHAfZbFZW4jIASwuGrhVdJNbR0OoBRu4T09nRaFR2DbXbbXS7XYkPDQYDnDp1ChcvXkQul5PBVsvLy8hms8jlcgAgQjU/P4+VlRU0Gg1cunQJv/Irv3JrXgDlQ1GB+ZTy/PPPw+v1YjAYSAfzhQsXJKtz6dIl7O7uotPpoN/vo1KpYG9vD/l8Hu12WwKvXIdqjmagdWIuGWPvkdfrRTqdxmAwQLPZhM/nQyKREAuGrhFdHQqOx+ORzBVdo0AggFQqJYV5tm2j3++P7YiORCJYWFjAxYsXcfbsWTQaDaTTaQk683aDwQBvvvkmbt68ifPnz2N+fl72TT/11FO37oVRxlCB+ZTA3dMUhk6nI5/47XYb+/v7AICf+ImfADAShBdffBGbm5toNBp47733sLGxIdaFubeJVgr7higM9Xp9LHhLMaJVwmI67tUGIEV2DPzy8YBRER4AEZJYLIZYLAbLsuDxeFAoFOR+eK7ZbBbRaBSxWAxPPPEEPv/5z6PVamFzc1OaJePxOIbDITY2NtDr9XDu3Dkkk0nZ7804EsVXuXVoJe9txj/8wz8gEomg3W6j1+shGo0iFAqhVCoBGF2cXHM6GAwQDocRDAYlAzQ9PQ1gNNRpZWUFoVAIr7zyCtbW1tButxGNRhEOhyV+wRhJPB7HYDCQxe+dTkfSysCoJsVsWuT4BX4QUXRYoct6m+Fw+L5FdB6PBx6PR6wjxods20YgEJDbDQYDNBoN9Pt95PN5VCoVTE1NwbIsvPfee2i32wCA8+fPI5fL4amnnhoLQNu2jWq1KgvuDg4OYFmWxIKUk0MreRVFcQ21YG4xzz//PPx+PyzLkuBnLpdDOp1Gp9PB7u4uAGBjYwPr6+vyyc5F751OB/fcc4+kqTlVrlwuY29vD8FgEMFgELZty8hLANKIyO5oZn5oHTFu0u/3EQgEJKZiZoparZbcH8c18G8YH+l2u+LecRQErZ9OpyP1L3TXgCO3rFwuIxwOI5/P49vf/jaeeOIJLC0tyf3t7u7KcTWbTXlcNmLydvv7++h2u/jBD36ATCaDbDYrj6PcWlRgbhEsDmMAtVwuywXB9SCxWEzSxd1uV0rvfT4farUaut0uQqEQVlZWYFkWgJEQ/cd//Ae+973voVAoIBaLiQtCIQEwVnfCql4GeNvt9tgK3GazOVYFzOMZDoeSIWJchgvXzOAtxYNtA/1+X9oU6FoBR3EmumDmMf73f/83Dg4O8Mwzz0h7AY+Rj837s20bjUZDnrvZ2VkMh0McHh7i6tWrSCQSmJ6eFheKWSnFfVRgXObJJ5/EL//yL8uFc3BwINZDKBRCu92WbInP55PCuMXFRYlp0DLg3ut2uy1rar/zne/g3//936WIrtVqiRXC6l4AYtlwS0AgEJDq3Ha7PWaZUBQYgwkGg5ifn8fCwoLEYPb29lCv11Gv1yU7BRzNiQEgg6sYq+GxcagVH5MzZIbDoaTIbdvG9evXxzJcp06dQqvVErFrNBoiSul0eqzq2LIsLC4uivgFAgEUCgV4PB6xEqvVKu6//3533wB3OSowLjIzM4NTp05hdnZWgq3tdhvlchnNZlMsBL/fL8ITjUYBjDI9MzMzcBxHSvdZjXv58mW8+eabAIB/+7d/Q6/XkwZHBmWZMjaDs7Rs/H6/WAG0LihEFLVoNIrZ2VmcPn0a09PTyOVyMroBgAyg2trawo0bN1AqlcR6MQO4Pp9PxIff02IxLSQeU7/fR6vVksFXq6urcn+f/exnpUI5k8lIk2W1Wh1ra/D5fGg2mxgMBshkMjg4OMBLL72Era0tnD59Gg899BCAkei+/PLL+MIXvjDhV14hKjAuYlkWzp49i3g8jrW1NQCjlavValWGbPv9flSrVdy8eRODwUDMd64D4Y6icrmMSqWCg4MDVCoVVCoVAEAgEEAymZRCOFoCx9PUfr9frKhGo4F4PI54PD7mhvF2p0+fxsMPPyxZm3A4jG63i3K5LBf74uIiLMtCKBTC5uYmXnvtNbzzzjvY29uTxxwOhxIf4fnSQmKKHIBkouiqsT5nMBig1+vhxo0bAEaiGw6HEYlERFBs25ZaGXaEp1Ip+Hw+dLtd9Ho9rK+v48UXX0Q+n8fp06dFJM+dOwev14s//uM/xle/+lV33wx3KSowLhGLxZBMJrG0tIR2uy2Vt61WSwZqs76F/UTAURo4EomgUqlITQl3ErXb7bEZuvF4XPp2WKfS6XQk+MvbMe5CiyIajSKbzUrH89TUFIBR2vuJJ57AzMyMFNn1ej3pa6IQAUdWTCaTwbPPPotHH30Ub731lohpu92WTmp2Z3MTgVmQ1+/3EQwGpfaGhXe2bUsbBDBqfGQ1b7/fl6B3IpFAKBSS57Ber0sLRalUws7ODprNptQRsdbI7/cjl8shGo3i53/+5/Gtb33LpXfD3YsKjEsMBgMsLCwgnU6jUqnIxUQxSSQSMu6gVCpJfQgtk3Q6LTNW6vU6yuWyxBJ4gQIYG3tQrValgI2T4SgIZqUtYyDJZBLZbFaEEADuuece+Hw+ycSwpJ+ulJmVYvym0+nA5/NhamoKFy9exNzcHIBRNqdSqaBer6NWq8kITh4Xj5VWF2M5bE1gDIc0m01cvnxZBJSjOlutFg4PD2WsRLlcxu7uLkqlElqtllhF7XYblmXJ2In9/X0RtlgsNpZNUyaDCowL+Hw+RKNRnD17Vpr7+Mbtdrtjg5wASCraLHprtVqSpWk0GtI0CBwNe+LXtFx4MXJPEV0l87g4BIoXZzKZxOnTp6UKdmdnB+vr65KSjkQiSKfTMqs3n88DGFknmUwGFy5cwLlz57Czs4NyuYxUKiVxpFgsBsdxUK/XRUwYtGYGyzwfj8cjx0gxoggDI4uj2+3iypUrqFQqKJfLeOCBB5BMJtFqtaSL+/DwEOvr67BtG6FQCMlkElNTU6hWq7KhEjhKm1uWJe6lMllUYCYML5psNoulpSV4vV7JdgCQWSe2bYs1wbW2TNgAABqrSURBVPEKZsk+3Z5QKCQBWsZUzN1DdBn4M8Y4zJQvMIqH0G1izUm1WoVlWSiVSrLvqFwuo1AoiEuXSqVkQPj169dRKBQAQLJCxWIRW1tbyGazqNVq2N3dlQu9VCqh0+mgVCqh2WzKehNmjcwUuuM4CIfDEvzl+ZgCwxS/4zjY3NxErVbDzs4OstksYrGYiCSzbIzTsPZmampKqo6Bo25vCj4AGRuhTAat5FUUxTXUgpkgLE4LBoNYWlrCqVOnxjqGgaOp/dw9xE9kui38dGU6udfriXtF98JcbsbULj95ed/8nekimcVpxWIRV65cQafTkXm4wCgeUiwWcXh4KOne/f19tFotKQg0icVi8Pv9KBQKqNfrMp0OAIrFolhqtNb4+Gb/Ey0rVhrzOWFRHuNIdGO4MM62bezs7GB/fx+hUEhiMF6vF/V6HcFgEIlEQp67TqeDbDYrRYqdTgfdbld2OjE1rhbM5FCBmSC8uHO5HO655x4Eg0Hs7e2NzT7hCEkGNZlVYdMeYyt0C9rtttTQ8H8AcqHzdqZ4sOKWBXP8PYvbut2uFKzRjWDrAauGKXa8jVlMB4yC1T6fDxcuXEA8Hsfq6qq4PaaLxHNkjAWAxFZ4PrzAzdGabGng7/h3dPE4Rc9cGEf3jd8zzkQx6/f7qNVqUi/DVD5jVmbdkDIZVGAmCK2S2dlZzM3NodPpoNFooNvtypvcHHlAq4FBTi6YB46sD1bbsnrVnOUC4H39Qgwe02IwL05moRjPAUYB5kAgIB3LXAXLx+DfsZbFzCKtrKxgcXER+XxeUslmpzTPgbNfeHyMtZi7rZmeZjqdx884DHA0F5hFgmalMHCU4ufvzIppv98vwWdahIxf+f1+EWS1XiaLCsyECIfDCAQCCAaDyOVySKVSctFEo1GpZ+l0OnKh8Wu6PrFYTIK8ZkaJbQIMeJoXp1mxy/vlxWW6M+aoy+MXKQc6AZDaHFotAMTyCQaD8rjtdhutVguDwUB+RzePIsm0Ly9i4MjSMq0PM6PGc6A4mqtoefGzWtjr9cpzfFywTGFinxJdUgoSXVO/3494PP6+tLjyyVGBmRAUBhZvxeNxyXqY09uAozm6rCs5HmvgbehW0DoAIPdjiofpOplZGPP++DMzRUxxMi8sZpvMFDJdCAodz7NQKIzVkvB+TKsJgOyvNpsbzY5qMyNGK8Ls0DZbKiimPHa6lmalMu+HIkOrzMxS8XYsAEyn0zIZT5kcmkWaIFzTwfJ6YFwojr/hebHQCjBHGLBnhxcjAElTM4ZBi4lxCV78ZsCW/8y/Z7zBbGrkhWdaFTw2riNhywBdPlo0LOFPJBIyGIv/KKBm4yb/EfO8aWExGE7XcDgcSuDbHDVhipfpHvLcGEBmLMf8Pdet1Go1pFIpCQibvVTKJ0MFZkLwU5c9PszMsFye1goFg/Ug/DtmRkwLhP8YJOVFRquDrgvFxawr4f+NRkPcMwqCOXnOtAj4z7QMfD4fcrmc9AqZ7kyv10O1WkUmk8Hc3BzC4TDi8Tgsy5KGRMZUWO9jCpkZO2LlLl0704XjY/JxKazAUR+TGZyl4FKkPR6PtFSY7iQFqFKpIBQKIZ1OS1xGmQzqIk0IXjy84MPhsMxAYTUvAOlD4qfwh2UtmJEyXQkzjW3+HS9ecwiUWXIPHFlSnO5vpo/NLBcfi5bEysoKlpeX8fbbb6NWq71v4dra2hqWlpYwOzsrQdqDgwMAwHvvvTcWmDWDsKarwh6l49YFz8OMzzDQHAwGx742A9pmCpzf03I0K3bZ6FmtVjE1NYVUKiXxH2UyqMBMCF4wtDT4/fE3O8vS2cNjjjcw/X+zGtf8RwvDjMGY+4rMZkIAkjnh3iQ2LAYCAfR6PWmo5O3MlG42m8VP/uRPypYC05XhRVgqlfDaa6/hySefxMzMDJrNpmxi3N/fR6PRGKswNutOeB+0xsw5wKaVxnPhgHE+Z3x+KOS8HUWe1h/rXrjbyRxKzuA0h5Mfr/NRPhnqIimK4hpqwUwQZodYIcpCsVqtJuY7q33NbAxjBWacgT9jnQezPqzYNTM1zELRheIWRWC8XsayLFQqFQSDQZlTy0AnLZhoNArHcZDL5fDQQw9hMBjg0qVLKJfLiEaj4uqZGwlWV1fhOA7OnDmDYrGI1dVVAKPpfbSsaMWY35tVy/zejLswe2XGlLgihc8Xnw8zrc54FoPRDLhzZgxdNbqB5nI5YNQvZi6sUz4+KjATgm5LtVqV6XMMem5vb0vgkLUsDKDSnDcrVwGImJhzXRizMV0k/m8OeTIL5OgeMGbB4K2Znep0OuLWpFIpTE1NYXp6GsViEW+88QYajQbm5uZkxQrvj42bXq8XlUoFGxsb6Ha7H1jzY4oAxcYUBFOATVeMf8/bmVko1h6ZLhFwVGhnuljMaHFBHYCx9Lbpsqm4TA4VmAlB66PRaGB/f1/GAHDvs9kCYF4UfJMzdc2iN9MKMSfBHS+gMy0b83dmXAaArJc1YyG80AOBgJT3F4tFHBwc4MaNG5IBm5mZkYuWu4bM1C//VSoVSSsDR2Jq1r/wuTLT8uYxm4FeioPZW8W/Z5yLz4nZZgBAYj2szYlGoxJr4fEx6E2r0qw3UiaDCsyE4EVh2za2trZQqVSQyWSkRJ3l6abbw7/jhdhqtWToN7NAZhMjXQczY2JegMBRSwDT4hQ2BnZpPR0v1DPdht3dXQQCAUSjUdi2jc3NTUkjmy6XOZ7TDESbWwUoPqaV8kHfm1mk46lp07oBIHVFLAI0C/p4Dpzda1omtNIo3BwRwYrjcrmsQd4JowIzIXhhDQYDbG1tIZ/PY2lpSTIfZrGc+TPGGpjKpnuRSqXGVrIer+A1L05aK8zAmPUztBrMtLdZUGdmvADIuhNelJxcd7xHx3RzfD6fNE/2+30RK8uy3hczMt0c00Uyxcu8yHlOwNHAKXMfEs/3g1wknifjTMwamcfHf5ubmzg4OBirflY+OSowE6LVasnu5UqlgtXVVTz88MPv+3TlYjKznN/n8yESiaDZbIqZTtcqFAq9b2/Q8cIyxjbM+o3jdS1mLYk59uH49gGumA2FQtKfY174x0dBMHYUDoexv78/dgzHa3kYc6JlcjyFb1os/DtgvCmUzwHdTLpGx11Hs56HAWEGeSmWXC/r9/uxsbGBUqkkTZ/KZFCBmSD85O/1erh+/Tr29/dx+vRpKesHjrInZgwEGAlKpVIRgWGNDAvJWLBmdkwDR8V3/CSnYNFNMqtuzV1EdOfMWAYwmgXMv+ESeU6C41xdYNTIGI1GUavV0Gw2pRK2Xq+Pza+hGNBqo2CZ+5MAfKBbxL/lsZld3mbv1vHAt1lLY259NJsbeQ6ZTAbtdhurq6vqHrmACswEYbCwXq9jb28P77zzDubm5pBIJGSroFmSzzgLU8jxeFyqYBuNhgiE2WZAy4PZJrokoVBoLKhqNjPy2I5fhGZshxdrNBqVfUyxWAyZTAaJREI2I/DTPxaLYXp6Gh6PB8ViEaVSCYeHh2i1WmMrUMxGToqKmYoGxi0j3j//hoOlAEgRI//WbKvg4/E59nq9YoV5PB4pHeh0OpK2jsfjiMViuHbtGra2tiQFr0wOFZgJcnh4iOnpaXS7XdTrdVy5cgX33nsvlpaWMD09DQAy9Y1mu5k5iUaj8ubnBHwKg9nNbLoPFCmmbTmgilscCS9UipTZVc1ZKABkYdn8/LxYM16vV9wl3o7Nj+yP6vf72N/fF9cFOIrvAEdxFoqMKTDHMS0UHjNwNLvXFBg+huk2Mngbj8cxHB7tsaYVx9Q9O96vXr0qsS9lsmglr6IorqEWzITh5Ld6vY6trS2srq5iampqrHKX6WfgqNiLlgIramu1GlqtlkxjM7cLMFsFHMUfGAg2K4XNICq7tmm5mNYDC/14f4eHh3AcB+VyGT6fD9lsFtPT08hms2NB3na7LRmzbrcrdTPmfdGSOt4BbjYVms8NmxIZv2GciMdJ68bsiuZjma5SIpFAMBhEsVgcq33hpga+Vjs7O1hdXZV9VMpkUYGZMJubm8hmswgGg5JNmp2dlQshk8mgUqmIsNTrdalePT7WkXt72AEdCARgWdb7ZtE6jiNmP+MPg8FABl4BGIvnHI95mI2CdCkoMJwBw51CZpqc62TNDZVMIQOQ6lngKEPE4zAv+uMtAoyfmLN0eB/m4jnzOQCOsk2RSERqeNjlzo5u00WybRtXrlzB5cuXJ/9GUACowLhCoVBAMplEr9fD1tYWDg4OsLi4CABjc2LMAVG0avjm595lzuWNRCLw+XwS92C2yYxFMIvFuS3H61d4cTNmARxlekyLhuJE8en1eigUCmPjIng/xwOwXLbG29ByoWDwPo6n2c3YjdnqYE7XoyVnChRT9BRgYBSoZm0O626Ao2JDPsf5fF76phR3UIFxiWq1img0ikKhgM3NTZw+fRoARCiKxSLq9fpY46PpuphFdgxamoV55tpVuhLAyGqwLEtW0R6vDeFFSAFikJjFZx6PB5ZlSbqdF/nxqft01+gGxWIxcV0oQuFwWASh1+vJYxyfaWOmrNkvRXeOv+dzxzYHM5tGC5DnxiFXbHY0d3LT1QSA9fV1vPnmm5N6yZUPQAXGRfgp+u677+LcuXMAgMXFRUkBt9ttERzTtQCO1q6y8KvT6Uhqmg2QfIx2uy33Yc5MMQXBLOU/XtZvFunRleDPmcUx580Ao4uY1hhjM4eHh+8bN8kLnXU8plCZw8FNkeTx8DyZWfN6vTJEnMfCFgam6QGIZUU3ynEcOVaPx4NSqQQA2NjYmMjrrHw4KjAuwh08e3t7eP311wEAZ86cwfT0NOLxuCy956gF051hXIWxDuAoGEuXAjjqumYBHl0Lc0UJ788svDOridmqwMdgYHZ5eRmhUAjFYhHNZnNM2GKxmKxcnZubExFiUyUwSnnTIjle5Ge6NCw8pLtGi8pxHCQSibEqaHNmsGVZUrxnpuUZg6I7xoZGVvVubm4CAN5+++2Jv+bKOCowLhOPx1GtVnHlyhUAwGuvvYann34amUwGrVYLOzs7aDabEpdgfMDj8UgBnele0NynULBehi4DXRRmi8xPdbOx0txTzVYF4CgmQ+E7d+4cpqamsLm5iUqlIhYRxzVwsfze3p4EYHlfpjtlump8TAoqY008Np4jB4gfX0ZHi4SPw+wUs0MAZCh4JBKB1+uV56larWrc5RaiAuMyh4eHiEQiEpS9dOkSMpkMPvOZz2B6ehq2baNQKKDT6ciFBECK7DjzpNFoiNnPIC5wNPSaQWMGPs1qXmB0kXMJPD/h/X4/IpGIWEHAKEDa7/clBb2ysoKzZ8+iUqmgXq/L7RKJBLLZLFKpFIbDIfL5vIynoKViWZaM0DRbHWg5mRabGQtizInFhWaami4gh6bTVWP6H4Cky+laNZtN2fD4F3/xF6691sr7UYG5BbRaLXFB9vf38eKLLyIajeLee++VXhizRwk4CsLy61gshkajIa7P8UAprRrT2jEtGLpXdBs4md+8LwBIJpMyN6ZQKODatWuyzoPVxsCoZymZTKLRaIhbxrS4WXlr1rqYgWS6NTwH27ZFhGKxmFhlZtUyK3E5dc/n8yGRSIiFwniV1+uVFb31eh2ZTAbJZBJvvPHGZF9Y5SPRSl5FUVxDLZhbBF2Lfr+P9fV1vPDCCwiFQlhcXES325XqWVowTFHza9bIcCMk3QFzsRowXutyfPIdrQZaFYxPMDUNQPqZEokEGo0G8vk8yuWyuDecaNdut1EqlXBwcCBNg6lUCrFYTKbjVSoVyQbxGFmzYlYjc4ylx+NBLBZDNBqVgKxZGezxjPYbcUOjOQmQlh3PwbZtlMtlpNNp5HI5vP3223jhhRcm/bIqH4EKzC2C5jubDm/cuIFAIIBnnnkGCwsL8Pv9ODw8lJJ1c89SLBaTuhCOgeRIBGB8vCZTt+xkNrupWdkajUYlhmOOVgBGXdyJRAJTU1PY2tqSAG00GpXYBzCKLQ0GA+zv76PdbiOZTOLUqVPI5XLiCh0eHmJtbQ21Wk3cNTMjRDHt9XoSb2KNT6vVksyYWaFrTrBjnQ7T3ubEu0qlglwuh/n5eVy+fBn/+I//OPHXVPloVGBuMbz4Op0Orl27BgB4+umnsbCwMNYRXCwWJTbBGhl+MptxEw6IMifZmQPGzaHfDIamUinJUrHMn7GVRCKBSCSCarUqHca9Xg8zMzNoNBq4efMmAGB1dRVf/OIXMTMzg2q1KlZVt9uVjQXxeBy9Xg+NRgO1Wg29Xk+sFQooj5PVt2a/FAPVFDVz/5FZVWzGZXi8Z86cwczMDN544w38zd/8jVsvp/IRqMCcEBzkfeXKFQwGA/z4j/847rnnHhEEv9+PnZ0dSeF2u125+JlCBiBiY16UdD+YDQJGFlQsFsPMzAxCoZBYHcvLy/D5fMhkMgBGQrS6uoqtrS20Wi2Ew2E0m01ks1kkEgksLy8DGA2hCoVCeOyxx5DP57G9vY16vY5QKCQZM8uysLi4iHa7jevXr6PRaIhlYtbyUCDN4LRZPGc2bVJEzKV0AMbub2pqCuFwGC+//DL++Z//2bXXUPloVGBOEK71uHr1KjqdDtrtNj772c8CAB544AEEAgHcvHlT6laazaaUwR/fN2Su52AMhrUgAGQAOHuKgNFMFxa88SLe29sT14gpZc6I6ff7OH/+PADg3Llz+P73v49Tp05hcXFRpvGZtSjNZnOsD4n3wa5xc4ukuXEAgNTUHO/6JizyYyEd40kAUC6X8dJLL+G//uu/JvyKKf9fVGBOGFojGxsb6HQ64pY8/vjjuO+++xCJRLC+vj52EZrwIjNrXsxYCS0YNiP6/X4JlDIe1Gq1ZJrb4eGhNBiynJ9BVNu28eqrrwIYWRBcf+v3+5FMJmWwkxkPoksWi8VQr9flsc10Ni0wDkKnNfJBg6n4fSAQQCwWk/nB9XpdSv8vX76Mvb29Sb9UysdABeY2oNVqIRaL4fDwEC+99BKAkSXxyCOPYGFhAQ8++CC2trbEsqCFAhzVurAOhdslh8OhjLsEjoSMs3ppAdC6KJfLAMaDvQCkBJ8ClcvlAIxclVdeeQX/8z//g8997nOYm5vDzs6O1NAAQC6Xk+VsjUZDiuMajQaq1epY/xMtMLNIkNaaGdBmhS8FMZlMYm1tDVeuXMH29jYAjA1PV04WFZjbhEajgWQyKZmVtbU15PN5TE9P45FHHsHi4iKi0Sg2NzdlXi9wtMzMHGPQ6/VQLBZRrVYlrZzNZjEzMyNB00wmI0Fks8enVCqhWCzCtm1ZBt/r9WT8JOMc2WwWhUIBly5dwvLyMtLpNAqFglg2wEgkfT6frKGNxWJYXV1FPp+XFDShKFH0/H6/rOFlS0A6nZYivGaziZs3b+Ly5cuyh4pxKRWX2wcVmNuIarUqNSRsIDw4OMDa2ho+85nP4IEHHsDKygr29/dRLBYBYCyuQQvFrHcx17gOh0PMz8/D4/HIqIjhcIhyuYzd3V0AoxkprHeJRCJjqXLbtsVKKJfLuHHjBnZ2dnDffffhC1/4AizLkh3WwCi2UqlUJN6Sy+XECmM9D3DUTe33+2FZFrxer1hcS0tLmJ2dlds1m03s7OxgY2MDm5ubKBQKcn/K7YdW8iqK4hpqwdym7O3twbIsiVu8+uqreO+99/DQQw9haWlJXJ9CoYBCoSB9QOa0N8uyxL1gIJWrRwKBAAqFAlqtFqrVqqxL6ff7soyMHchTU1MIBALY3d3F2toaAOC73/2uHCs7m5eWlmTMJ39OSwgYZZ5SqRSCweDYkjZmxdhfFAgEMDs7i2w2i2g0KtbJzZs3ce3aNaytraFUKonlptbL7YvH9IPf90uP58N/qdwyEomETLgLBAI4c+YMHn74YQDA9PQ0Wq0WDg4OUC6XpaqXi9uYTbIsC6lUCpZlyczgzc1NFItF6bQGjlZ+8OKfm5vDj/7ojyIYDOKP/uiP8Nprr33gMV66dAmNRgPlchnr6+sARvNwFhYW4DiOVCjzXLa3t1EoFACMgrKcR5xOp0U8a7Uatra2RNS2trZQLBYlvR8IBGT2jHKyOI7zgVvrVGA+ReRyOSlIY5zj3nvvxfnz55HJZNBsNlEoFGT3ktmdPRwOkUwmMTs7i6mpKTiOg1KphFKpNDYqgvuVONfl/vvvx5kzZ/DKK6/gD/7gD37o8b3wwgtjQd5KpYJarYZKpYJAIIAXXngB29vb+PVf/3XpliaMJTUaDezu7mJ7exv5fB7FYlHEyRzdwMyUcnugAnMHkclkxmakZLNZnD17FsvLy0gkEjL4m6lrYJSlOnv2LJaWljAcDlGpVFAul6VAzmxGjEajsuFxbm4Oa2tr+J3f+Z3/8/F973vfAwDpoarX6+j3+9jY2MBLL72EBx98UAr/gFFwu1AoIJ/PY3d3F+VyWVLuZtMngLGUtXL7oAJzhzIzMzM20X92dhZzc3OIRqPSfwSMLJgHHngA09PTUqHLWbnmGhQAMo/XcRysra3hd3/3dz/WsX3lK1+Rvdr1eh3D4RDr6+uyZJ4WiNlfxMfmMZvDsHS16+2LCsxdADuN6d6wZgQYxWDS6TRSqRSmp6exuLiIXC4nMRpzdEKxWMT29jZ+//d/fyLHRXeO3dH82pyhay5SM9sgPB6PCsunABUY5cQx+4c4Qxg42jlNwfmglgjl9kYFRlEU1/gwgdFCO0VRXEMFRlEU11CBURTFNVRgFEVxDRUYRVFcQwVGURTXUIFRFMU1VGAURXENFRhFUVxDBUZRFNdQgVEUxTVUYBRFcQ0VGEVRXEMFRlEU11CBURTFNVRgFEVxDRUYRVFcQwVGURTXUIFRFMU1VGAURXENFRhFUVxDBUZRFNdQgVEUxTVUYBRFcQ0VGEVRXEMFRlEU11CBURTFNVRgFEVxDRUYRVFcQwVGURTXUIFRFMU1VGAURXENFRhFUVxDBUZRFNdQgVEUxTVUYBRFcQ0VGEVRXEMFRlEU11CBURTFNVRgFEVxDRUYRVFcQwVGURTXUIFRFMU1VGAURXENFRhFUVzD4zjOSR+Doih3KGrBKIriGiowiqK4hgqMoiiuoQKjKIprqMAoiuIaKjCKorjG/wKOESOxFLzzAQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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xRoYua7vdHiOTwWCAarUqTZF0oXgNTqcTs7Oz0miZTCaxurqqSeYDQrtI7xORSAS3bt0a08hVMzxqvITd0jwJ2+22EFCn00G73ZY4QbvdhsVikYAwrRZmRmi6FwoFFItFAKMyemr3ZjIZKUYzm8341Kc+BZfLhWw2i0QigSeffBIA8MYbb0jc5pcZi4uLsNvt+M///E+0Wi0sLCzIxicxV6vVMUuDujp8HbNNTO+rGTpm3YjhcChBYRZLsoqYr7t58ybK5TI8Hg9WVlbwR3/0Rzrw+z6hCeZ94I//+I+xt7eHUqkEh8MhJ2Wn05HAIjMaPDGZemb6k6/r9/sSX2EgcmpqSohJzQw5HA6p4ej3+zAMA8ViEZubm1K1arPZRA+FrpZhGLhz5w46nY7oxiwsLHwiCOby5ctYXFzEvXv30Gw24fV6pdmxXq8LKfd6PTidTgmyc90BjDWW0lph0F2tR+JreG+cTicWFhYQj8fRbrelWbRYLMJqtaJSqaBWq2FxcfHjWo5PPLSLpKGhMTFoC+Z9oNFoYH9/Xwq2WDUaiUQkw1Gv1wGMCrlocgOQWhdaJmazWTR4GZxkurXRaIzFAQBI4NHn80m9zPr6urhLZ8+elZiPzWZDq9VCoVCQGh1e18LCApLJJA4PDz++hfsFsLy8DI/HgxdeeAHASDyK10w5C7qm1WoV3W4XPp8Pg8FALBeTySSWjloHQ6tSBeNj0WgU09PT8Hq9KJVKSKfTYh0xKO92u1GtVpHJZPAHf/AH+Pa3v/1xLcsnFppgfg6++tWvIpVKCVEwpdntdhEIBMQsr9fr6HQ66Pf7kgUym81ixvPhp1vEh57VusyQEDTtGWPodrtS6s7qVOBokzHm0Gw2USwWYTKZ4PV6ZTMmEolf+mzSn//5n0vGrdPpoFAo4ObNm5JqZ70Kq3J5T3hfGGdhYJhpZgbXmZFSpS4cDgeCwSDC4TB6vR42NjYke8XX8V4wXpbL5TA9Pf1xL88nEppgfg6oNULrhYRC/z4ajQIYPfy1Wm0sqMgH9N3qYGw2m2wU6uqyf4avY6CXxMHMh9frhdvtBjCKDzCOwIBys9mEx+NBs9mE0+kEMBpNOzc3h9nZWbz00ksf0+p9MExPT6PVaqFcLuPu3bu4c+fOmMXFrBD7sjgJk2JStBKr1SpardZYjRLvBwPsfD9m6vb394Xkeb9o7agFlCSaarWK3//938ff//3ff8yr9MmCJpj3wK/92q8BgBTM8WFlAJcpZhLMcDhEKpUSIpienpbMRLValWkBqpYL09x0l1jFq76O6e1msymp7U6nM0ZENpvtHW5Yt9tFpVIRndpEIoGFhQUcHBzga1/7Gr773e9+DKv4/vG1r30NHo8H6+vrWF9fRzKZlMZRVYaBKflms4lqtYpIJIJer4dsNotmswkAUm8EQALtvG82m21sqB3fl2UCKnnRSmSQmFXBFosFpVLpE5X+f1TQBPMeUMv3gaP0MWssWHdBS8Lr9aLdbkvGQW06ZMwFwFjthVqjQWuHn8M4AmMIrI1RWwiA8bJ4ALKJKAzOit+trS1J5fr9fnz961+XZr5Hhd/+7d8GABQKBczPzyOZTOLOnTvIZrNCrmqPFomjVquJ9g01j9U1oetEMgaO7pvVahWC52gYukPHDw8SNnvJeG+o8ft/jfzRGEETzLvgC1/4gtSlcHQr/Xf1IZydnRULplarIRaLSWl7oVCQAGuz2ZSaCj7MdLF4KjqdTklZA0cuEqUb7Ha7VAWrIlIul2ssIEyyouXD77G/vy8C2apF9ajwh3/4h7I+w+EQjUYDu7u7KBaLUnDINSL5soq50Wig3+9LfOu4e0mS5f1SyYUFdwCk451rpsZnVPJgbA2AkDwJ8IUXXsA///M/f2zr9kmDJph3QSQSGTs1VZMbGD3o+Xwem5ubolnicrkwPT2NbDaLSqUCh8OBSqUiGi6qFCatEBbHkVRU16fT6cDhcMAwDLjdbrhcLjidTnm41fej9EO1WpVrBiDl8sAoE+bz+UQbplarYWZmBgcHBxNdy+P4i7/4CxQKhbHCuE6ng3w+j1KpNBb3YAZNbRRV5Rk4W+p4PxhJiYTBPiVaJmqhHcmMRXz8fRIPMFpPwzBk2qbZbIbH40EsFnvkRP3LDk0wx/D0008jFAqJa8HT63hZf6fTwe3bt1GpVACMZB4TiQTm5+fFnOaDrBKHKr/AjAlHlLCSFBj1vsTjcRmP6nK5ZNBYo9EQMmk0GpKJopg4P1d1p7hpnE6nnNjHU7YfB1g5y+vhtfGaVCtEFeYCjooZSQbq0DW12ZGfA0BaL2j5DQYDicHwM+iG8lqY0iYBGoYBq9UKk8kEp9MJk8mEubk5LC8v4/79+yKb+kkoZPy4oQnmGHw+Hzwej+i18gEFjmIArIkwm81iATBzsba2hlAohGKxKOSjin4fzzBxAzEdzcDhwsICgsEgIpEIDMOQDm4KWPP6+F7HhasYNyAYz2BPE3uYbDbbWHp8kpibm0MymUQ0GhXXkN+BvUZqwyFdRl4fLT5VrU5NVR8X7CLp8jP4dxIM163T6UjvF11SNcjL9woEAvD7/ZiamsLS0pKUATwKov6kQFfyamhoTAzagjkGr9eLcDgsKcxMJiNWAXuIaEIz+AqMArkPHjxAo9GA1+uV7I6qgA8cnZo8JVVBqpmZGSwvLwM4El2i8FEymZSRqGocgeNl+Z6qG8efA6OiMqfTKRYLlfg+zkxINpvFW2+9hWeffVbU+oAjISlaYyyAoxvJGBVdz1qtJn9nXYxafMjUP61P3i9aOPxcumZUIWRKnFMGGPvx+Xzw+/3weDwSiwmHw5It5OdqvBOaYI6B84XW1tYAjESg8/n8WPs/A4dqaT+1RZLJpKSCSSIs3uL78w8reiuVCuLxOJaWluD3+wEA8/PzcDgcePPNN7G9vS0b8LgwFWUguamAoyAvdWJ4fZSUZBZFdSkmDQank8kkdnd3sbS0NPZzNd5CV4juEtckFApJJqjX64m7SBkGFi6StFWhKb6/qq2jxtdYMsDXBINB0fj1er0y3M7v9yMUCsHtdktsTaer3xuaYBQ8+eSTKJfLSKfTuHLlivzbjRs3kMvlxDIgMah+P4vAGMRlMJHWCzMSLPSi3+92u2GxWLCwsADDMCQrZbfbcf36dWxsbIzNR6LcAx9qbkL+myoBoYIaJ263G/V6HaFQCJFIBKVS6WPR7GV8iKX+rBMCIPElDqxTJRXUFopGowG32w2Px4NwOIyVlRVMTU2hWCyiUCgglUoBAHZ3d8Wq45oftxoBCLGo8posuCOpAKN0NjV4gJHFValUkMvl5B5qvDs0wSgIh8OwWCw4PDwU4jh//jy63S62traQTqdFopIEwzoT6pQUi0XYbLax2g2WswNHqVa2IDidTpw9exaxWAwul0t0Xu7cuYP19XWRcaBEBAD5TADi8jidTknb2mw2WK1WqUIGjmQkeXqHw2GcOXMG6XQab7755sTX1mQyCTmwz0jVaFFdOa4fLQpaZOVyGZVKBcViEU6nE7FYDOfOncPKygrq9broDwcCAdy8eVNmeKtD8VT3ki6O6qpZrVa4XC44HA5ZK06YNJvNyGazSKVSaLfbks3iPdN4JzTBKIhGo/D7/ZKKBIBgMIiVlRXYbDY4HA5ks1kR31ZTvUyFsrGRHdV0rXj6ARgbL9vtdhEKheD3+2EYhkwdvHHjBrrdLjwejxSSORwOsXgIZoW63S7S6bRkiNinw8/lxEeKlXc6HZw+fRqnTp36WAjG7XZLXIkD7NknRRU6l8slFhnHtgBH1c3c9Jxmubu7Kz87ffq0bHTDMDA1NYWXX35ZSEAtuOO9Pd78yPvkdDrFsgFGusd+vx9msxm5XA6ZTAa1Wk2sVY/HM/H1+6RCE8zbuHjxIs6ePYvz58+L0BFwRBwOh0OkFuiCqMFb+uOqNiwffgBjp6TNZoPX64XVaoXf74fb7YZhGCgUCrLZm80mgsGguDzlchl2ux0+n0+CosBok9jtdunNYRCZXcKq0j4tHI6U7fV68Hq9+OY3v4k//dM/nej6nj17FoZh4Pz58/D7/WIJcu1o1Q2HQ3i9XsRiMTidTjSbTZHEUOtfWK1br9fx6quvotfr4cKFCwBG6XCz2YxCoYA33nhj7BBQix7VVDfJxOl0SnEl61s6nY50yz98+FAKKB0Oh8RlAOCJJ574WMj6kwRNMG9jdXVVKnhTqRQePnwI4Ci2wvJ6tg7wZ4Ra1k/iYdxB7cylyc+AbTQaRTAYlMZE6ry4XC45XVX3iRYKT3en04lcLoc7d+4gHA4jEAigXC6LVcPAZ6fTkeBwtVrF3t4eQqEQLl68iMuXL+NnP/sZAOCZZ575yNf2d3/3d4UwWSNElT7gqEaHWZxwOCyFhQzSApDOap/PJ+NFSDg3btyAz+cDALGSzp07h/v378uBQCkNgvfpeA0NA+98v+FwiP39fVQqFXFt6W4Nh0OxYBg/0ziCJpi30e12sb6+jnw+L1kjAFKmT7Oc2Rp2MXOTqKLRwNFgNLXQCxjvxrbb7YhEIrBarSJNoFaUDgYDqeQ1DEMyK2oRGFPOMzMzSCQSUoHM1+dyObk+n8+H/f193L9/H6urq3j++edx5coViVkAwPe+9z185Stf+cDr981vfhPT09OIxWL4zd/8zbGfffaznxXC5sRJtS2A5ffBYFCsh1qtJt+TQV5aLIeHh+LGVKtVyei89dZbAEayD4zRRCIR7OzswG63o9vtSqoewNi9o34P73G32xUdGmbjOAeLB4zD4YDFYhEiUqU4NUbQBPM2BoMB0uk02u22mLzAkYA0y9QZY/F4PPB4PGP9P2qV6fHfV4O+NO+ZDanVajg4OMDU1JSchl6vV6pU1QrdYrGIWq0mmQuPxwO73Q6XyzVW68LNyZS0w+FAtVpFpVLBb/zGb+C5555Ds9lENptFv99HMBgEMHLN/umf/gkbGxtoNptIJBLigqkD38xmM0KhkJzuJpMJ0WgUXq8XP/7xjwEAn//855FKpTA1NYVkMomtrS3JvKhuHv+fawKMeqXYh6XGr9g4ympqpt1NJhM2NjYAAKdOncL58+fFfdnd3R2zUNTeJmbmGo2GBNLp6qryFyop0aVSg/3AKHB+8eJFIWsNXcmroaExQWgL5m2YTCaUy2Uxj9XTy+FwSByGzYWUZeQpzLiKqm7PgLDaqUt0u114vV64XC5sb2+j0+kgEAhIYNHtdks/E2tYzGazpMpPnz4NYBQ8LpfLKBQKkonyer04e/YswuGwfB67fq9du4ZTp07h1q1biMfjiEQiY2lil8uFeDyOQCAw1rnM+NLq6iqAI/eAFo3b7RYLi9bViy++iEwmA5/PJ+n4bDaLQqEAn88nn5lIJGCz2aSOpVwuI5VKod/vY2VlZUw1sN1uw+12w2q1ypQBrjnred544w0kEgm5dlostPJYf0NxKf5hgJzfly4U14EpaVUSg82nwCidzW51jRE0wWBUTKfGVtSHiwHAer0uBKNW6KrTFxlYVUeTqHOR+X78bygUEqkCxiPo37daLRSLRTH/Ka5UqVTgcrnEZC8UCjJpstVqyewej8czJmSVz+fhdDoRDAaxsbGBcrksAWFVr5fXXywWRSWOLhfdQmC0OZPJJN58801Uq1VMTU3htddeg9VqxZkzZwCMgq0UhKrVarBarYjH4zh37hy2t7clTX3p0iVUq1U8fPhQJjb2+33UajWpeQFGDaWs4uUf6h4XCgVp77hz5w6cTqd0o7tcLnS7Xcn8kXDYmc2KXhKJKtUBjOJcqst6XIiK9yyRSMiIFY0RNMEAonKmCjXR72camAHd48V1qmXCDBGzC3wY1QFtAMQaMAxDlP8ZzGRMh0FlvpfJZEKtVpMYES0SdVAb39fv9yOdTmNzc1Nm+zgcDly4cAFer1cK8DweD55++mm0Wi386Ec/AjCqv9ne3ka5XBYpBHYZA5D0vdfrRbPZHBMhZ13Q/fv3AYxiEgsLC7hw4QJisZhkgUKhEAzDEOuHm7tUKo0p9LFYkBu42WxKBTClF3w+H2ZnZ2Gz2eT9h8Mh3njjDZn6yAwSpziousi89/wOrLVh3RHvK3unarWa1AJ2vYEAACAASURBVOrwfVRtZU0w49AEg6OxFGrjGk85NSDIlCnlE2q1mjz8al0M/6h9R8dFv/m+bF4ERhtNVXljfYjZbEa1WpVZ106nU9yBcrksxMgeKQYoS6WSWGKnT5/G0tISgsEgAoEA3G43Ll++jI2NDfzVX/0VXn/9dbkGjkdRJRToCrAmRS0kJEgMHB5frVaRTCaRSqXw1FNPIRQKiSsSCoWkqDCdTot1oIpxsW6HLpfb7R5r6ux0OqhUKrDb7VIBDIzIuVKpYHNzU9LdAMYmQvA7cHAdM1lUqqN6IDAiZyoHcl1pyVLbhp+rpw2MQxMMjiYBqgShqpn1+33RdKG7pJrUAN5RYcuNSStHFZxSJ0CSRFTxI+BIJ4abjYPbDcMYs3QajYbUzLD/ia4Ua0+AozofuhTRaBSvvfYa/vqv/xpvvvmmxA7o2rGRkwRitVoRCATGCIXETHJmDEOtNWk0GnjrrbfQarXwxS9+EfPz8xJHYWyFWjoOhwPtdltSxiQjbnQ1PU8dl36/LySrrh1JlrETEv7xWJiqdsd7Y7FYEI/HEYvFAEDqcWhN0TI1m81i4fL64vE4rly5IoR90qEJBhg7OZmOVmMmtEK63a6cWCQbdtxyY9MK4uYjYaliR2x0ZJyBBMPgInBEbPw7S9NNJhMKhcKYODjfj2Xu3W4XuVwOZrMZiUQCwCg+wE3n8XiwubmJ73znO7h//74EdIGjpkjVDaDlxqpiYBQjIills1n5PbV9gsLY/X4fu7u7WF9flwCy2+2WgDYwKse3Wq2it8t+JFojwLgEKGMxapqYP6OMJn9fFabi+/De0uri+7FYzmQyiTXCRshCoYBcLodWqyX3WBV+N5lMCAaDujdJgSYYjM/HAY7a/QGMmc1qEyNPbjUewxOy1WrJe3BjHpeutFqtcnKrndEqqfB9+TOV6NRrpSXEbA3rOtTubJNpNFvJ5/OhUqng3//933Hz5k04nU6pAQGOtFnUmBP/3263y+ZRM21cD77uuHwBZ2zfvXsXi4uLuHr1Kjwej3y3ZrMpFhOrbtVAq1qseLyfSHUv1RYAleRJLiRvEgzJRX0vSjwUi0VxQw3DkGmPpVJJSIvvwTVRq7M1RtAEgyMZS+DoQVXL2Plgc3g64zHA0cNKV4hukxp05c+Bo6kCzWYTpVJp7DRVT2P+nirg/W6bhJtNJTia74FAQCysarUKv98Ph8OBH/zgB9IaQDeEr2u1WjKwjdZRr9eDz+eDxWIRQrXZbNjf3xdrg2tIHRaupVpgSKH0ixcvjrmUnPtEl4NBWTUew/vENaDbSUtS1eNV5S3Ugjl1nYDx4D4/s91uiwWn6svs7+8L4XDN+TsE3a3Z2dkP8vg91tCFdhoaGhPDibdglpaWpM7j+LAt/pcuDq0ZNrupGi18Pa0Hnt50pfg69eRrNpuwWq1jrQB0fdRTktfEwLDatU0XjBYBmxopz0BznRIGGxsb+O///m+pGWH3suqS9Ho91Ot1WRemhZlSV6+lVqvJ61hQyKCsqvTP77a1tYVisYh4PC73YDgcinVFy+TdrATVMlTV6Rgno1VJi8rtdsvP6cLxunjPVMuPlpBqCfJzKdNJq5TXxnYLYJTRO3PmDObm5j7kU/n44MQTzHA4hMvlkuyJOlMHOOqTUbNCzCCpWRa6PurvqrEENRPC2AY3C1+j1tWoG4xuEa9Dravh59G0D4fDMpTMMAyp5vV6vSiVSnj11Vext7cnhEDBJW4mFg/y3y0Wi7hNqiupSn7yOxyfhmm328eKDW02G3K5HPb29rC2tjbmXqjyB3RNSCSqm6m6kFx/s9ks8Sf+Hu9RvV6X6+NrVQkLfpa6rux1YrrdZDJJOQEJV83+MfDdbDbx+uuv4/z58x/8QXxMceIJRg3SqZqwBAOrTqfzXaty1fQzT0m1HuV4UZYaQ2Hm53jVL69LVXNjqpRZHV7DYDCAYRjodrsoFAool8vwer1wOBwIh8PSuGmxWEQSQi04Y4EfN7uq9sZTnKc2vw9wNIqF342FaY1GQ6wwZtRcLpd0R3c6HSSTybHsi8ViEQFvTmtU143flTEavo5WJaVAaZUxE8X1US1DVfyLAWkeBHw/HiTq4cF7owqFH9eXcbvd2N3dxfT0NL70pS/hBz/4wYd5NB8LnHiCMQwDfr9f2vT5YKnmNB8kulE8EdW6Clof/EP3iRtYPfkZKKZuLMWsuBkIPvTc4Ko8hGrVRCIROJ1OPHz4ED/+8Y/x7LPPYnFxEeFweGwEbqVSQTKZlPdk4JrZFgDSu0Py4+akJaWui5rOZ+1Mv98fq4BVFeVIWpTL5EZnetrpdMLj8YiODdf3uIQFxcvVzFq1WhWLQyUNBuy73a58L1o6LDlQrVW6dSpxcHQwtYH4XWjR0W202WwwDAPValWnqt/GiScYu90Ov98/5q4c13YhVBfm+MPP16uZE7WSV7V6+Bp+JuM2AMYsHaY9SUgsBKNrws+rVqswm0ezsk0mk7hLoVBIzP7BYIBcLidKcuyXAjBmOamxJ7VIkNYDv9txqVBW2apTLNWWCbWIkP073Oh2ux2FQkEqctXsj+oiqlIJalpd1eohaJVxvWmFqiLdqng7iZUEOhgMxH1iXQ3bDdhiQBeS34tZNoqaa2iCkdoOlsCTZLj51AdQfYDVoCBw5PKoVggtH468AI5OQxKUGhPg7/Bz+RrO+KGLwrQu38/pdKJWq8HhcCCRSCAej8ssH6Lb7SKbzcoG4aandaJaIkzzsnBQbQtQCVXdwOq/H6/roeWjbkhaXsCoyK5SqcAwDAQCARSLRYnf8Lvz/Xg9tIYCgYAQFq0wtcKacSwGoi0WixQIsriO35/3nG6SKtSutjLY7XaxovgZwFEg/d26508qTjTBzM/Py/hPbjQ18AiMj44lIfCP6lr0+30ZJ6sKTtES4MNLQuF7qJWvLJHnZ5lMJuRyOYTDYczNzWF/f1/Iga0CdFVcLhecTiecTqeQiyod0e12kc/nhaiotK/+PwAx/9VAtfrd1b4bNavDmEy32xXXh8FQxj9oBVGDWM1cuVwuzM3NSQMoXSRWzQKQ/iDGj2KxGNbW1rC9vS2iV/wcWifMiqlBdrZPpNNpqWlSRdxVglW/O11fkgy/Ay0iXhvXUeOEE4zH44Hf75fKWJrIqv+tpjDVUnk+gOoGNplMcLlc4qczdsINCIwePFozalaGJ6TqgjDFmkgk8KUvfQk//elPsb6+LmX5wNFG9/v9WFpaQq/XkwwSMN5trVbJqpZWp9OR6+N35mmtBprVU1ktclPT8sBRoJj/xs1Niy8cDotrA4wyXMFgUFoLnE4nKpUK8vm8pN2BURc25zmFQiGUSiXs7e2JLCg3uqrRo7YU8B4yPpLL5USnuFaryffgdatkz/8yNuXxeMQt5Oe1Wi2ZPnC8g/6k4kSvwszMDMLhsHTZqpaFGvRUZRqosaK6OMCRODi7d+mvqxYO348BSp6YapBRtWYGgwHC4TAODg6wvr6OYDCIM2fOoFarSe3FcDgUFf3NzU1Eo1GJv7DbGIBITqgZGZIaXQ/gncFqkpHazMjvS2uHlhwzXcdbBdRAKseu8rX8Duyj4mgW6hW3220hqJmZGUxPT2N2dhaBQAB3797Fzs4OTCaTHBRcYzUQz+u3WCzweDzimmWzWcnA0RrhfTtePkC3luShZg1VWVLKePL+nHToSl4NDY2J4URbMKlUColEQoK6qp+tBi1NplEDo9frhdvtRrVaHRP5Bo70W9gUSOEiukt8HQOrwFGtieoa0aWp1+uwWCyYmZlBo9HAT3/6UxiGAavVikqlIspyPp8Pu7u7KJfLWFlZwaVLlzA/Py/CT5Qc8Hg8cDqd8t2YcmdaWTXp1RoZVXKy0WiM1fEww0TXgd+X34GnvRrM9vv9CAQC8nqunTpjyOPxiCYLRbeAUTDYZrNhb28PFosFq6urWFtbE2kKinDR3atUKqjVauKq8v3VNLXP55N4FOtbVJF3AGPXr1Zcqyp5AKSmKRaLyZTJk44TTTCNRmNMgpEui+oKkAyA0YNrGIbUjgAY6yjmw8kgI90FNW3JQKga21HfSx2J0e12cXh4iFAohH6/j1KpBJfLJQPYAeD+/fvY2dnB1atX8dRTT2F5eRmGYWBjYwONRkPcgXa7DZfLBY/HI2lXBlfpshFqCT3dJ7X+g9fK36FwE0lDXTsGWLnB6cKprg/jLm63W66JKfnhcCgZs3q9LvKg09PT2N7eRiaTgcfjGRsy1+/3x1w3VUKDwl18P8Z4AoEAGo2GrItKMEydq/VNavZMPTxMptEcK44yOek40QTDtC97gpixIOEAR4HKwWCAYrEIwzAQjUaRyWRE6hI4OtHVlgGShDqMng+uqh/D4PHxh5XXUa/X4XQ6MT09jVAoBKvVKrKUAPDlL38ZV69ehdvtxnA4xN7eHvr9PlZXV+X6OAaEKVrVGlFTwYzTqBYKSZjC3gAkFkVyUfV0+F5qvxSnWMZiMbjdbrESgBGheb1e1Ot1CbZyjKzdbpcgLsv3+fNMJoODgwOJrTBtTIJQu975b4VCAQcHBwAgqWZaXKwGJqGppEuSUXufSFz8HixHCAaDepzs2zjRBMOArJpS5KZ5NwuGp18kEpFJA9xwNJdVaQBuhEql8g6tGTXASzdErZ/gCXm8ZoVWBLNEnAxw7949ebBnZmZkjGqpVAIwIqxQKCQ9SUypq3U+wFGKl79DUmFgk6e6y+WS76Bqqqj1QmpQ1Ov1IhwOy+wktWiRNS9erxeHh4ciiqUW6XFNWERYrVZRKpVkHni5XJZrU79PIBAQBUK6NslkEsBIMzgej6NQKKBer8MwDDSbTZTL5bEgr0qYvF+q1UdLjEP6OM9J44QTDDcwJx7SiqH/z9fQ6piamkImkxk7pVVCUK0Yuki0aOj60JphvIanIgvSjjc7Mm7C0zwej8umAkan+s7OjlgIzCAxjUyLpVarIRwOY3Z2Fu12G6VSSeJGrHAFjnp1SHAUJ6f7RvJhbxY3G4mVkp68tuFwNFFyenoa09PTCAaDMiFB1T0mibTb7bEplsDRSFaq+nE+t1oKQOlMvh/fU20QpTtEiyWbzcqaU9PX7/ejWCyOVTfzPRljYUaO35nfg/PGAcjzc9Jxogmm2WwilUphYWEBnU4H2WxWXJrjp7DqMpTL5bETHBgFUbmp1ZJ6blLV9QGOCIQVo5xYqLpSTOX2+334fD4sLi7C6XQin89LarTZbIqaXSgUwvz8PPr9Pg4ODhAMBuXzDMNALBbDzMyMuB07OztIp9NjhEmrjrEjCkFRGFutNVEJUq2zYRCVwlULCwuIxWKIxWIIBoNwOp1j1h6Dq/V6HT6fDw6HAwcHByKLQXej2+3KJEsSvurKkpDoqvF7HHdFOf+bsS11VpLT6RR3TS1BUP/w/Y8Ln3s8HlitVuRyOfmMk44TTTBWqxW7u7sIh8NYXl4Wk1wttKMLQC1d9rjU63WpAgZGGQua+WyiY6ZBbeyjhggL+zj36PhpCIxIhgLZXq8XlUpFJB3pDpTLZbEYKpUKbty4IZ3Lp06dwtLSEgDIyRuPxyVIbLPZ4HK5kMvlxuY/q5kizjNSdWZ4bVwPfkdmo9Seo7Nnz+Lpp59Gs9mE1+sV14cjWACIu9bpdMYkG8rl8pj75ff7EY/HcXh4KBq+6nC44/1eqtQpg9Q2m002PyVEqZ2junO5XE7uCYsN1f4mWj5qawQPjFwuJ27YSceJJphQKASLxYLr169jampKmgXVxjy1I1ftbG632ygUCrLh+GCaTCZ4PB4kEgkZTK+ms4EjqUaekjxp1VQxNwNN7UKhgG63K/EfvpZNgSSVnZ0dmYqYzWYlTc3MBy0dxkO2trbw0ksvyfdlFofpZpX8qFkLHBWf8TVutxuBQADtdntMajIQCMjsJdUaKhaLY9Mcut2uBM7PnTuHdruNg4ODsWD0ysoKgJFrw8A375faJ8Xr439V60PVDK5Wq+L6dbtdKZKj5agKfalExTgVs060sPhMVKtVmdF00nGiCabT6eDs2bNotVp47bXXpO4EgGQS+PCqXbYsz1ctHarCeb1eXLlyBX6/X4aSHRwcjKmecUKiagGoaVXgKCNBkuLv0JJSZ/b0ej3pTVpaWkIymUS73cbOzg7eeOMNAKPpiT6fT9TpDMPAhQsX4HK58P/+3/+T70GJBvYBMbDM1DVduGKxiEajIRuZcarjZfKGYciEx0wmI65UPp+XTBi1iSn+zUrYZDIptTN8r9u3b8vws0qlIlaD2qrAgDR7l+h6NptNVKvVd7RjMO6mBtxtNpu4ocygcRIm7z2nOaii31T9Y6bqpENX8mpoaEwMJ9qCefnll6Ua9H//939x48YN2Gw2zMzMSHyAUwdVsSWa7OqM6G63i9XVVTzzzDNIJBKi0JbJZFAul8f0Vpi58fl8MvOasQe+H4OR7P7lsHjGAtRTmFmSw8NDXLlyBT6fDw8fPoTVasUrr7wCYGQlrK6uYnV1dWy+9OrqKi5cuICXXnoJAMbS4hSR8ng80qT4K7/yKwBG8583NjYkBsI4jcfjEWvK5/Ph6aefFpX+WCyGVCqFhw8f4ubNmzLWllmcdrstI2kPDw/RbDYRCATEgikUCtIRzuyeKhKlWjCqPAbT08PhcCxjxbQ315HfXQ3S8/rYo0T3mBXQjCsBo9oiztPmGpx0nGiCAUZ1EpFIBPv7+9jc3MT169fh9Xpl9AQHrjOTpLpFrNoFRoHAQCAgpf337t3D/fv3sbe3J8FL4KiSl5MaOZx9enoasVhMxqnm83n0+31EIhGJ7TD9WqvVJH5BNyYYDGJvbw/z8/M4deoUdnd3xRUBRoSwtbWFW7du4fz581hbW0MkEkEsFsMXvvAF3Lt3D8Bok3i9XvR6PdEqZvboC1/4Aq5duwYAIiVRrVbR7/elME7dmE899RTW1tZkU29ubuKll17CvXv3cHh4KK6Uw+FAtVqFzWZDLBZDr9eT+h0W5QF4B1GrsTFVU4drxYweK7YDgYAUPwJH2SE1gNvv92VWlapDw3tGF5DxMZfLJddULpdRr9eRzWaFuE46TjzBcGoiU5bZbBbr6+s4deoUgCMNEpKM2jukavf2ej0cHh4imUwinU7j1VdfRSqVkvcgmCUql8swm82S0WFXN4WvWODGILHf75dCLs7FBiCBW6/Xi263i/39fSwuLmJ5eRl37tyRWBIrVl999VU8fPgQDx8+xLVr13Dp0iVcuHABTz/9NADglVdekZocxiIWFhZw5coVGZgGAJcvX4bL5cKNGzeQTCZFKW4wGMgkg89+9rOIxWIoFov44Q9/iB/84AeSsbLZbGNVxY1GA3Nzc4jFYtjd3cVwOMTi4qIQF6HKZKqWpRqMVqt32+22FNFRkpOxFU7VJJkwk9VoNEQXGIAEpxlQZ+d3KBSCz+eT11H2IpPJyLqfdJx4gvm7v/s7fOUrX0GxWEQikUA4HEa9Xpc0I8vN1TL143IEwOjUNAwDlUoF6+vrckIzIKwW7qk9T0ylkhxomXCa4GAwQCAQEBeE2Z9MJgNgZDlRaiAQCCCfz8Pj8eDcuXMoFovihpRKJWkyzOVyeOWVV5BMJrGzs4OnnnoKly5dAgDp72Fq3ul04nOf+xyuXbs2ZrFduXIFKysrMlIVGLlXtVoNly9fBjAKOG9tbeGnP/0pXnzxRbFAut0ufD6fEAIri2dmZtDr9ZDL5RCNRrG0tCRtArwXLO7jf1ldrLqNDISzvoiqgi6XC16vd6xIkW4Prax6vY5msyluEHCU4ud3Z5Mog98Ee7YqlQq2t7d/8YfyMcKJJxgAyGQySKVScLlcOHPmDNxut1gfrJKlr69OAFALvajtSx9cJSKqoAFHD7XH4xlTxSuXyyIADkBiOBxXyxhFu91GJBKR9HgqlRJLgGLZt27dwpNPPonz58+LHkyxWES9Xofb7RYLaG9vD9///veRTqextrYGALhw4QJu3ryJXC4n1lY2m8X29rZsNGB0WqdSKezv78uGr1ariMViMg97e3sbh4eHuHXrlqSzK5UKwuEwgsGgZFoajQaWl5fhcrmwu7uLw8NDzM3NSbUxr6NWq4k7RAVCWpNWq1WyOVNTU1JfRAKxWCxYWVmB0+mUFLKqO8x4DNeQ5Qi8f3a7XbJOvLflcllEpwBIHxPT9BqaYACMCtTa7TZyuRza7TZOnz4tP2PVrFrdq/YTqSTCE5AbkV3U6lgQm80mDyCHpfHkU8vT+Xez2Sz+PjuqI5GIyD7u7OzIxmYpfSqVklgLXb1bt26h2WzC4XBICp1tAdevX5c0+uzsLNbW1uD3+6XQrd1u4/r162Pfg3OIms2mpGpZxk+pgkqlIv1blUoF9Xpd+qjy+bxYPtFoFHNzc6hWq9jd3ZV6G467pbvBOA1BgmdLBWdA8V6x45vBeNYckcRJQv1+X+4V08/HlfjYPqK6UxyxQmuXAl8PHz78KB7LxwKaYHBU21Kr1VAoFMaCqHywKpXKmLi1WhPC11HdnsFDno7HC9TYPqCevmqwERhv2FNJhsFhyjBEIhGk02kJFjcaDdjtdjx8+BAej0emDJZKJWxvb8tUxUgkIoHk4XCInZ0dAKNMjc1mg9frlamXJpMJ29vbEtAFRkR5+vRpzM/PIxgMotlsIpfLIZ/PC/lNTU3JJEdu2mAwiE6ng2KxKFbYwsICzGYzHjx4gHQ6jWAwKFXDJpNJiIhl/erQO8ZfDMMQQuBaswGVrk02mxV3ifeCZMEAL90l9fcAyPXwPjHAm8/npQdKvVaNETTBYHS6JxIJUd5n7AMYH71BQlBlGNUskpqBAI7IRNWMYZGWKmXA31ffTy1F5zUwDpDP58UdWFlZQaVSwf7+PlZWViRFW6/XcffuXdnEy8vLqNVqSKfTKJVK8Pv9cLlcMrGRaV0W/zHlSrHwQqHwjs1ZLBYRDAZhtVqRz+cxGAxw5swZGQt769YtKa6jYJfdbpdSfWbqvF4v9vf3pbCOrQNTU1NoNBqS8mXnO/uTjusjc+1UuQ2uMwO4qii5KnpFoqIbdFyAi5k0fiYzXxTBAkYWFgsbNUbQBPM2WMFaq9VQLpdFDoEkoZaeqwTDf6cJTi1dQu34JWgVAEeqb3xwj9dfENw0ZrMZpVJJXu/z+bCwsICNjQ3Rq6GkQblcxq1btwAAFy9exKlTp6QHSB2ZypOe68Aeq3q9jnQ6LX1Wat2IzWZDpVJBNpuVLulIJAKr1Yo7d+4AGMVgSLoUdSqXy2i1WkgkEpJtomukppK9Xi9cLtcY2dvtdnkvs9ksbo2q6QMcjR2ha6O2fwyHQ2lsZDCYWSKHwyEuK+8NvyvdWQCS2SqXy2P3jpaMxhF0Ja+GhsbEoC2Yt0FpRtZA0IKx2WxywqmgJUMrIxQKyamqprF56jG2onZWUyrSbrejVCpJSps/U2M8PJE50kPVvY1GoyiVSigUCmODwbrdrqR5b9++jYsXL2JtbU06rpn6Vq+TFk0wGEQgEBgLbKtzlhg3ikajWFxcBDCKfZRKJQnKMqbEHq1arYZqtYrZ2VnMzMxIrOTg4ECGrXm9Xvj9fkSjUWmKVKUwuX6MdfH61JokSmlQbY5uJq1OujTU2Wm326IDTPdVdWMpIEXtYBYC0mVmpk4X170TmmDextbWFiKRCIrFIkqlkpjvbJZjUJGkQpeHMY5IJIJyuSyuB7ujLRbLWEcw4wWUIeCDzYwHg6hqEJmBRWZEVP2WYrGI6elprKys4ObNmyiVSvB4PDAMQ2o1gNEmtlqtuHTpEvr9PtbX18dMe76OHcPcNKyzYS0PSYGZMp/Ph263i1KphHq9PiZBWS6X0W63xRVptVqIRCJIJBLo9XqSpma1cTAYRDQaRTAYxNTUFFKpFKrVqrg0XDdmthwOhxQcqrEuh8MhRXF0jRh/GQwGopfr9XpRLBYly8QUNO8Tha7oMrIquFKpSGIgn89LBu7111//UM/g4whNMAqy2SwCgQBSqZToqFC5TY2b2Gw2Cbyq0ohUsOfJyupSBhCJfr8vVaV+vx/tdlu6llULQX09M1QsfmM1ar1ex2AwwNraGubn57G5uYlSqQSv1yvEwPdgpujcuXOwWq24ffu2nPwkRlYtqwPbeL2qch2/Y6FQQC6XG6uqZRCXVhKL4UKhEJaXl2GxWLC/vy8Zl16vJ0PVrFarZMvS6fRYh3m/34dhGGM6LGpwV5XzJLnzdcwS1mo1zM/PAxgFvvkZfC3T+IFAQALfwMg6KZfLKJfLYuUVCgUUi8WxoXUa49AEcwz9fl+sGACivkaTmelW9iTx4WIRGB9+VuceH1vCUnOmbN1uNwqFglgwJAQ1qMzPofZsKBQSNyuVSiGTySAQCCCRSKBcLmN/fx+9Xg+BQECyTXQvtre30e12ce7cOZw7dw4PHjwAcGTeN5tNzMzMSGEeGxWbzSZKpdKYMl+j0RCypZxktVqVrA9TvtSFWVlZgcViwe7urqgHAiMrcH5+XkjAYrEgk8mgUqnA7/eLG8T0OWUiVKJhlgjAmLtDt44KfSziA4CrV6/CbrfjrbfeklIAp9OJQCAAt9stJN5oNFAoFFAqlcQ1ZDtAu93G7du3P/oH8TGBJphjYEEYXQRVzU4dPcKHXp1jRCKhgBSrfdU+GWZ4AIiuqxpPUGMeAOSUVmc/x+NxceF4Km9tbcHn8+HcuXPodrs4ODhAoVCQmhQ2TFKfptPpYHV1FadPn8bOzo5kQDqdjhBEu90WIStacGpavlqtSvqcI0ra7fZYahgYxafW1tZgsVjw4MEDiQsxFrK8vIxQKIT79+8jEomg0WhIhbCqP8z2Atbj0E1jjIzk7Pf74fP5hKx4j/i7TCUvLCzgi1/8Iubm5sbaQMrlMkqlklh1pVJJrrnf74+RqCoKr/FOaIJ5F7ByF4BUivIkVk9MdWQF4xg0wIeK7QAAIABJREFUtRmnoQmvavyq1g0tBLV2BoBYM3RRVBep1WrJ5mSBXaFQwO3bt3H16lVcvHhRKpPphvj9fhHvHgwGODw8RL/fx8rKCmZnZ4UUMpkMdnZ2sLS0hLNnzyKVSom41PHCQpPJhFAoBL/fj/39fVSrVXg8nrEUfDQaxcrKCmw2G+7du4dMJiMVtRT3Wl5elpS2x+PBw4cP0Wg0JMisBtjz+fyYsBUtSXWNOSepWCxK3EUlcJLpiy++KBq8rLkplUqoVqsoFovi6qmFdNVqVfqVLBaLpOQ13h2aYN4F6sZkoI/WiSrgzX8HIM13fOhVbV81eKsW0rFmhi6XGk9gTQ1/RjJj0ZfqSnk8HjQaDSSTSdjtdjz55JO4ePEirl+/Lq5ev9+XWhW6OqxsnZubk34mxlGy2SyCwSCeeOIJcYfUMS1UjHM4HEgmk9KGQG1eAEgkEohEIuj3+7h3754EdZ1OJ+LxuMRCUqkUkskklpaWpCaGsZZOpyNxLirScY1ZA8N7QpfLZrMhEomIfKW6vur1UVaDwd5MJoNisSifQ8uJWSRqIh/XWdZ4b2iCeQ+QYJg+5inJ7BFjAGqmhyY9iYMxgONjTtQZSoyNvFfshVokFAq32+1YWVkR2YRCoQC73S4yDhsbGzAMA5/61KcwHA5x/fp1eR31Zfi7ZrNZ4j90pQKBgIxC2draEnFz6uao2ie1Wg2pVAo7OzsiZ+DxeLCwsABgFFspl8tjhO12uzE3N4eZmRnJHm1ubkpF8ObmpsRDms0m3G63WGuFQkHWSo2D8R7w2tgzRReKw+sGgwGcTqesdblcxubmJgzDQCaTkWpk9X7yfdmkytQ7rTCN/xuaYN4D6+vrAEYWDE9LtcKTbpPacRuNRtHr9ZBOpyUwTAIhwdA9AjAWc1EfbOAoTc3NQoW7SCSC3d1d6UVixqRWq8lI1jfffBMulwvnz5+Xa37ttdeQy+WQzWaFYDhzqdVqSao1FApJb1GtVkMmk8Hh4aEEcdUYEfWCgdEpHwwGkUgk5DP39/clVW0ymeDz+TAzM4NEIoFSqSQBZpfLhWAwiFQqJdMH6D4Gg0GxwthhToJWpS7UCl02XUajUezt7aFer0vVrTpmhBMAGo0G8vk8HA4HPB6PZA1Zz5PJZMZEqXjvfvKTn3wET9rjDV3Jq6GhMTFoC+bnoFqtSlEcm/DUoCEtk2AwCL/fj+3tbRmipk4fUGcNsa9IrVHhe6nBXroB1CKhKNODBw9Ekf/ixYvy2XQpSqUSXn75ZZjNZpw5cwbAyMJ64403xKpg3ILvy3jD/v6+BD3VNDyv7/hwM9YChcNhRCIRdDod0VuhHAI7j4PBIGKxGMrlMu7duyeWTjQaRaFQQKFQECtkamoK0WhUam0INZ7FkbAMiKvV16p0BGdrM5WtTl+koiBLDGiVqfVN7FGjyp3ZbMaNGzc+oifs8YYmmJ+DXq8nQ7no7pAw2NULQASScrmcuDQM+qqtBqp5ropL0w1T9WLV8RuDwQALCwswDAMPHz6ULFexWJTOaLfbLYLizWYTP/vZz+T9zp8/j1AohPX1dWxsbEgRHK+HgU+TyYR6vT4WP2LGi9WxvH6KbDGuUyqVxnRzOafZ5XLBbDZLTIZxFnZTNxoN5HI5aZvo9/syBnd3d3dsABoD3UyLq9k5poyZ9SoUCiI45XK5pI1CJQ+6uyaTCfl8Ho1GQwLsfG/GvxgzYx2Nxs+HJpifA3VeDqttSQY2m00yIT6fD3fv3pUHs91uj2V71Boa4KhC9nhwlw814zPM6nCTNJtNmEwmKaDjyet0OqUojf0/tVoNL7/8MoBR/OLy5cv43Oc+hzNnzuDOnTtIJpPSxkACZKcw4xD8OytseZ2sjWFsiop8rDQGRgFdNeZEzRir1YrZ2dmxGAclLanWHwgEpCyfn6lmqrjpWX07GAwkHpROp2UoGgmFVijJg2i326hUKqhUKvL7DCKrw+jY8uHxeGQAnMbPhyaYn4PXX38dzz77rLg93IzHMyb1eh2pVEqIQx2hqirZHx+qzk3C7BLNd1oz3Bjc7BxxQvU2joAdDkfi3/z9YrGI4XAoBWE3btxAsVjEpUuXsLy8jEQigVQqhc3NTezt7UlhIWtMSI4kOLfbLeNDeN0kHxIvNzLJiuRFC6ZUKskgNWrTENQVttls8Hg8QloqCTNAy6I4ClDxOriuVNBTq6f5c1U2Aziq52EhJf9uMpmk0I7iWFNTUwiFQvj2t7/9IZ6okwVNMO8DL730Ep555pkxN8lqtSIUComLtLOzI2NFqa2rClHTzGdmiQ86T3GmrVUtGVYRc2MwW2Kz2SRFGo1GMTMzg1wuJ1opwWBwrAOZn7uxsYFsNouHDx/izJkzWFhYwOLiItLpNDY3NwEAh4eHMqqF1hqtGbUZUI0vMR2sKsyp34HuC12mcrmMbDYrbpkqacl4DauCaaEBR3KjdC3VsoDj7RMU++aBoLq3Ksxms0yK5D3gNbDAjtM4n3jiCUQiEfzXf/3Xh3yiTg40wbxPvFuFLVX0AYjrcrzZkQFcEgo3IU31er0u1b9qHIFumKp6T0kJ9iQBQDKZhM/nkxoV9gcxfU0C488ymQxKpRIePnyIU6dO4fz585iZmZGq2l6vh0wmg2Qyib29PRQKBZnXTJIBjrrMuYFNJpMU4qmCTrQ6+JpyuYxutyuCUnydKpNAi4EEQrKsVCoy8oQ1QcPhUILHnLRAcmQVL9eWndiqNAVjTky7k2DUdLbNZsPy8jKuXr0q1b0a7w+aYN4n1J4iDkwvFArSoUxd2EqlMtYJTWtHHSCvukSMb3ATqCZ8t9uVTU3Xi7EdSg50Oh08ePAAi4uLCAQCQnCMPdBKSKfTY1MQC4UCXn/9dRweHmJ1dVXGlqyursrw+a2tLbzxxhsy+sRut0v8gjEYwzBgGAaazaaMI1HVAFutlpTgZ7NZkWygGwSM3DwGZdmmEY/HYTabhVABiNYOyZ0ZqnA4jEqlItkmkgtjV1xbXjf/7na74fF4pNiQ7h6rltl/pMZk/uzP/uyje6hOADTBvE/8z//8D5577jnx5bnZGeNotVpjpj1wNBYDOAreMmDMh5bxEzXOAhx1PzOTREkHWjW0YAzDgMViQTqdxvLysvTgDAYDmaMEjILQ+XxeNHk5AeHBgwc4PDyUyY6Li4tYXV3F+fPnceXKFaytreH27dsoFosol8sSq1laWpKxqVarFc1mEwcHB7I5gVHfEKt4G40G3G43pqenx3R3gZFlksvlUKvVpN9KTdPTSqTYNt0Zdj53Oh1kMhmx/lRxKbXgkYLhPADm5uaQSCRQLBZRKBTG5E05DI73cXd3Vw4TjfcPTTAfAC+++CKuXr0qWSKz2Sw9PMViUayUQqEgVgofbjU9zVoKBhSHw6Gkgfnw0xVgLYrT6ZTTu9/vi5RANpsVNb3d3V2xZKh4T+vDYrGMtQhQioGNexy1kU6ncefOHayvr+P555/H5z73OTz33HOo1+vY2NiQwOy5c+ekgjibzSKfz2N7exu7u7tCfupY2UAgIDIIFotFuqaBkZtXq9XgcrkkeM7y/W63KxaROouKRNDtdiVmpMa5aKmYTKZ3iINzHRYWFjA7O4v9/X1kMhkhc5/Ph62tLbEmOdb3b/7mbz76h+oxh67k1dDQmBi0BfMBwSpPDj9jsVgkEsHm5qa4TBaLRcSJ1IY8KrTRBVADkmqVqdoM6fF4JENC14axFcY2FhYWkM1mcfPmTbhcLpw+fRpPPPGEuEica+RyuTA9PY1isYh2uy1VvLQmOp0OSqUS7t69K5mYRCIhKW9aJ7dv30a9Xsf9+/extbUldSR0RYBRcJTaLB6PB9FoFD6fTyYSsLu60+mIq0fRJ742m82OzeFmRocyF4VCAa1WS8atAONyoxaLZaw6eDgcikXkcrnEZbLb7bDb7fB4PDKdk02WhmGI1aPxwaAJ5gOC6mXPPPMMbDbbmG4rxZpIDDabTTab2irAwjC6RgwwqmJNHEnKrl3OVR4MBmPav8BRef/s7Cza7TYKhQLu3bsHu90ukx2np6dxcHCAnZ0dHB4eSiyDanTqyNpWqwWLxYJ6vS6zjaxWK4rFonRAU1smmUyK7grjInQtDMNAKBRCIBDA3NwcwuEwqtUqcrkc9vb2JIjKgCzXjZ/zmc98BoZhSCMmxaUASO0NB9zzPQCIqwMcTWVkho9xI2CkU0xiDIVCIiS1s7Mjs8qB0eHxL//yLx/hU3RyoAnmFwQfep6uah0GA8HMYqhgnEDVlVGnJfL11JdhWpU6sb1eDy6XayzwWavV8ODBA3Q6HQlcUoCKn7e4uCi6vRsbG7h//77UvLDHhjCbzfD7/aL8v76+LtMY+bkMmFKNjzo1VqtVpB8oyxCNRuF0OrGzs4PNzU20Wi0J5gKQwDWVBDudDjY3N5FIJDA9PS2D5Dl6ttvtSgyK/69OFSDUIWqMx8TjcSHTra0tlEol0fqdmppCPp9HJpOByWSSit3vfe97H/Tx0HgbmmB+QbhcrjFV+3w+j2g0CofDIfOaWddCNwk4Epwi+XBaIU9vVb6BEgm0BCiwRMsDgASM6SrUajXE43GR4+TmrNVqmJmZwfz8PJ599lmsra3hzp07Erila8c0MWU1/X6/yB2wTgQ4qjQGRpXKbrcbbrcb8XhcZnvHYjG43W40Gg1sbGxge3tbJl+qOsUsoKtWq+ImUpPG7XaLi9NoNCR7x6wbrb/j9S2sn+HoX6vVCp/PB4vFIq4Zp1XSeuK9Y1Cdn6vxi8N0vLJx7Icm03v/UAPxeBzT09MAIE161Ijx+/1S6KbqtpJsVPU1lrrTagFGWi3sLzp9+jR8Ph+q1Sr29vawtbU1Nq6D1gNFsaPRKDwej2x6ANJy4HQ6MT8/j5mZGTmxd3Z2pEiNfTnNZlN6eWgxcDMCkC5vj8cjkx2pwUI3j7GdTCaDXC4nlh3/qxYVDgYDpNNpZDIZtNttGIaBQCAwJtNJi4s9RapQl2opMsPE1gWbzYZYLAaXy4VUKiXWJ9fd7XaLls7+/r5klTTeP4bDoend/l1bMB8CqVRKNjDnAVksFly4cAG9Xg/7+/tS43K8qRGAzDpSK3m5oRggnZmZgdfrRaFQkFnRahCT7gErW7m5gKNyfmAUR3C73ej3+9je3kYymcTs7CwWFxcxOzsrlpPdbofVapUgLF+7t7eHTCYjFkwkEsGlS5dw+fJlxONxif3kcjkRiCIxsYWBsQ8Ws6kzpGKxGGw2m6j3cx6T2selymPye9rtdqm9UVUDWVBosViQSCTg8/mwsbGBg4ODMXdQrbBmHEydJa7x4aAJ5kOChMF5yvF4HE888QQqlYpsMJr1ACQzQ5JQ62LUB58xiWQyiVwuh263K9kkVVgbgLx/4/+3dyXNTZzd+pFkrNY82sKA8UgZA6GAVBYpssoyld+ZX8Aiq2yoUJWCBELh2MZ4kOVJkjW1RkuWdBeq5+ht8+UuLm4D3z1PVYrCMVJb0KfPe84ztFrS7p+fnyMejzusDijWY1TKwcEBOp0O0um0pBRQ1JdOpyUNoF6v48OHD/jzzz9ls7K8vIzV1VVMT0+jUChgb29PZAjmcXA4HKVXcmNWrVZllmMydMvlsthikFFLyj67tVgsJkkH5lGSjF7zfcmpyWQywmvZ29tzFHsWJHZS7XYb7Xbb4T+j+DRogflEmPElDGnb3t6WdTDV0vxHXa/XUSqVJHeIxcZ8SgOjm46KZfrSUncTiUTk+8jy5a/UHJGWT1sH3oh88k9NTUnh4vAVGAe908SKM5CVlRXEYjGxYqDV5ps3b3BwcCCdlWVZMoDlNoc/M5m9DKgj6JkLjAswj1mURgCQ9AQAQlKkjSaPqPy+YDCIeDyOmZkZ7O/vyyzKDLejBIPKd5NwqLgcaIH5RLAwlEolSUTkqjoQCAgHhEcpdjk8gtA8m3wYE5zVsDOhe1wgEJCnP/VAFOuRE8IbkNR+87V9Ph9mZmZk7nBROXzt2jVh4fIYx86Br8frKxQKKJfLDt8Xru57vR5yuRyy2SxarZYElf2nY6OZJsntWTAYxHA4lPesVqtyTDQdAE3VOQAx30omkygUCtjd3XUkPHB7ReY0/Xc1W/ryoUxehULhGrSD+USYKYYU1rGLaDabqFarssYF4Pj1xo0biEQiODg4kKerKY6kHYI5vykWi4jH48hkMgBGc4l+v4+TkxM5MphxtaYbXLFYlPlMIBDArVu3YNu2zGYACMOXZMBWq4WJiQm5Br5et9tFsVjE1tYWOp0Obt68KXojDk7fvXuHbDYrQ19ekymQ5LVRnMhOKBKJwLIs5PN52ejQDsL0+aWTHv8Dxuxd27aRz+ela6I63WT5Mm+71WrJrEdxedAC84n48OEDAODhw4dCRW82m8JrYcYx//HG43EJ7+LsgAQ7c51tGjlxbnB+fg7btjEYDIRl+uDBA2xtbQl/wyxSLDQAxPqAbFXTja/f74v9Q7vdxsnJCY6Pj8VqgvR9xpkAI5La69evJe6Va2XLsoShu7e35/gsTLXzRUNxfg4c8k5PT0sAHL/P9MZhMTfX3RzadjodKUpctwNjIiO/jwxmHr04h1JcHrTAXBI4iOWgkYNbc2sEjM2VTO4LV6TmJokG1TS4JsnN7/fDtm0cHx8DGNHx//77bwlW4yqXr2t2HByIdjodLC0t4fT0FBsbGzLbAYD379+L2ppBZIFAQBTFVFO/ffsW2WxWOpv9/X0hqpHIVigUZFjNn5mFzuTU0KIzHA6LmdTy8jJOT0+loBEsmOwQSbrjZwvAsb1j12QS8fgrOT7ValW6LMXlQgvMJaFQKEj+Mzca1MpwbQpAeBZk+LIQ0Y6BT1vqj+iNa9o+8BgGwOG3Yt6wdMQj6CXDP+v1enF4eIiNjQ2k02lxatvZ2UEsFkOv10O5XJYOIpFIiDkTMJJKMCmAgsF4PI7t7W3ZxHBwys+AQ2PyfkzOD49VPp8P6XQaS0tLiMViePv2rdz8pP3TZ4faJxZfk8nLQfBFOQaPYfxapVKRuFrF5UMLzCVhe3sbq6urSCQSmJycFPIbn978h07dDrcmZlY1BZIA5Chg6mhYZOhrAkBiUsyntamFMrOuKRZMp9NIp9PY3NzEzs6OY53NG5YsXDJ7WRS4TqY3MB3lFhYWUC6X8e7dO0fXwes0c5U4S6EmiImKsVhM1N3r6+sIBoO4d++eCCwZR0L5BOdTzIw2ExlYZM05lGndCUBc8JRY5x60wFwiWFCoKOYRyCTa8ehjurbxJrQsyzEfiEajMsMgY5exHnwiV6tVeVqbHRCLEF8PGPFNEokEnjx5glQqJbT8XC7nGD5bliWmWuyUmIFEcIY0OTmJmzdvYnZ2Fi9fvkSlUnFwWCzLEp4Jb3DOWfgzkEFbr9dFSf369WtMTU0hk8mIHGNubk5iS3q9Hk5PT5HL5YSTww4uEAh8lFcNjBm+/LtgjpN2L+5BC8wlotfrwbZt4WGwAyEnBRhT02OxmHQJHOaakR9zc3NIJpNYW1tz2Bnwe9jpmH6xpirb7/fD6/XK8JZucplMBk+ePAHg3HyZfzYSiYithMkvYf42MN5yWZaFTCYjUoGLWVA8DprMY36NP2u1WpUZkilcLBaLKJfLMltJpVJ48OABrl+/joODA1SrVeEP8c8BoyJJE3a+H7VYVG4DEKsMhXvQAnOJ4KCz2WwiGAyKSbbJ1CWlPxAIiBkUW3nTMjMej8sTlx6xVFhbliUzk06nIzcZC08qlcL169dlHsT3sG1bzKFmZmaQSCSkg2IRoZrZsiyxX2BSAI9JAISkl0gkkEwmkcvlUCqVHIWEIkbASfSj6JLFlh66/AyA8cyEcywAMoxdXV3FYDBAvV4Xer9JoOMGjl0diXt8T352vV5PBtIKd6AF5pLx/v17oapHIhHZLJmDRSYShEIhcXI7Pz+XmwUYKYenp6flOMXC1Wq1HDMY3pSmNufs7MzBEAZGDN1yuSxWBisrK7hz5w5CoRDy+bxcX7VaFYkAj2xcU5tcE6q4k8kkWq0Wdnd3RQJgZjEBo06JUgIOav1+v6N7MNfNnCexSPDa6GK3v7+PyclJWf8zt8kUgFIGwAITCoWQSCQk3heAHP8U7kGZvAqFwjVoB+MCOI+gd2yn05GZCS0U2I1Uq1U5CpnObFzFJpNJ+P1+sbHk/MJ00OfwlILHSqUC27YdA04+yTlwPjw8xL1797C4uIhSqeToTNhd8WiWTqeRTCYdeil2KRMTEzg8PMTR0ZEMoc1jkbk65s9EpTY7CdNy03xdbs7YaZhzJjKBuZXjEQiAfNbcWlmWhampKXS7Xezs7CCfzwMYuxIq3IMWGBewvr6OxcVFMWNiGw84DaZMX15gPIsB4Nh2WJYljnP9fl/iU4GxMJCzFHMGYqYTki7f6XRgWRZs28bGxobMYsg18fl8sG0bzWZTNkeZTAbxeNyRPcR1OX2IW63WRxlQnBnxeAUAkUgEjx49gmVZsn4GIEcoHom4ybpohclNGY9NXONfu3ZNVu3A2JrU4/HIrOnDhw84ODj4yMZU4R70k3YJOzs7AEabj3g8Lk9rcmTMJAGzCzH5Mt1uV0hsnOOwOzDTB/h1s3Pglsd8mlN1zN+fnJwgmUzKzcyvU8EdDocxOzuLWCwm62FzbkLVNZXXHAKb3BeygGloPjMzg/n5ecdamfKGwWDgmF8NBgNUq1XHezItkh0Z197c2gFw2HIGAgFMTk46gtPUre7qoAXGRbRaLWxvb+Pu3bvSvpP8Zq6GWUDM6Fi6vjWbTcRiMVy7dg3NZlOGuiZvhZybRqMhVhFcU5sdDVe3JMmRWWuux9k11Go1MW3iFoxdEABZR5tWmBc3RhMTEwgGg0gmk1IEPB4PNjY2EI1GJQ+bXRHX+lNTU5ifn0ev1xMzc352ZjSJ2b3weMjvY5fDjVs2m5XhuuLqoAXGRZycnGAwGIgnDDA+Bpl8D1P5bBaEbrcrs5ylpSUcHR3B7/dLthAASUG0bRubm5tylGI3wI6FNx+zmtj18PhmMn6BUVfBKFdT6X3x+8yjGgAh/QEjXxa62fn9flQqFRwdHeH09FQMwoGRO16xWIRlWbhx4wZWV1cRj8cl5pZFgeQ8zlbMhExeM6+Bm6N+v4/Dw0OUSiUH6VBxNdAC4zIKhQJCoRDm5+cBjLN9PB4PYrEYBoOBiP9MP13KCShs5Fo5kUiI3SUwMrq6ffu2dBSmyDEYDGJhYQHAaMW7v78vRxHqn3q9ngyQCWY6VyoVVKtVoe9fdO43hZ1cZQMQCQCH3H6/H41GA5ubmzJ8ZjwJADx9+hTfffedaLb8fr8YgJsZRzwO8QhorrJN0SML2nA4RLFYlEJvznwUVwMtMFeA3d1dmQ/Mzc0hFouJHSaPPNwgmUcV3kjFYhEejwehUAgnJycOY23OamZnZ2WLw9fkFgoYhdWvr6/j9PRUtECpVMoRHQKMuSHcSk1MTKBer8O2bcRiMcdNzE6Mm5qVlRUsLi6KNcXh4aH4v1BH5PV6paCR8HZ0dISnT5+iUCjgjz/+QLFYRLvdlhkLhaLsWtiFDYdDhxSBYLGt1WrI5/Not9taXD4TtMBcEd6/fw9gdJMsLy/L2te2bSkIZgoA5xfdblcC5huNhkOVTPDpTdIei4zpzeL1ejE/P49kMolSqQTLshCLxXB4eOig7U9MTCAQCMhmicPber0uvsAA5Obm3IgkPI/HI2vgbDYrxlU0hjLZyiwKR0dHePHiBfb392XmQhP1UCgkGihqmHispCk4xZjsoHw+H1qtFmq1Gmzb1nX0Z4QWmCvG9vY2ut0u7t+/j+vXr8Pj8aBerwvvw1yvcrMUCoVkS8Q17cUANJ/Ph+XlZXi9XtE3DYdDrK+vAwBevXoledq1Wg2WZcGyLPGJYYGhUxyNuGu1GqamphAIBNBoNBwpCuxyaJhdLBYxGAzEYJvFs1wui5obgMOCAhgNw9+8eSPhceyOgsEgZmZmMDU1BQCSj80oFHJfEomEfGbA6Nho27Z2LV8AdOqlUChcg3YwnwG5XA65XA4///wzEomEdADRaFSe6nyC05OFYkcOOk1mcK1Ww+7uLubn5/H48WMMBgOsra05/HB9Ph+Oj4/RbDbh9XpFN9RsNsWMCoAcMxgvYtpTmp0OX5OdDEPSqtWqBKqZUSmc1TAO1xQ/kvlM1TXfj+Q7XlMymRRSH7lEHOa2223ht1BvdHZ2Jg58is8DLTCfEc+ePZMiQwIeCwzV1swSAsbxHqYbHOcxuVwO5XIZ33zzDfx+v0SFmIZWwCiXicNT0yGPR65WqyUEum63i2AwKJnXF42zOGBmwTg9PRXiIDBmLZt8Hw5o+XtgzFshWIwKhQL6/b5EqkQiEdi2LZsyzqmi0agjAZIpmFpcPj+0wHxmPHv2DD/99BMymYwQ3IBRWD0NnQBIfhGf3OFwGABkjuLxeNBoNLCxsYFMJiPkOBYYFhXe/CStkblrKqB9Ph9qtZoMcIvFomRCm8pmqrhZHKhiNjkxPp9PkijpvzI9Pe0YQLMjMXOvKWsoFouOLKaLXVQgEMCNGzeQSCRkuFwqlbS4fCHwmIK4j/6nx/Pv/1Nxqfjxxx8xPz8vT/disYjJyUlMTU0hn8/j8PBQOCum3SQZrLz5B4MB4vE4er0eKpWK3OyM5yBHpNPpoNlsftQ9kBBYLpfFlvLk5MQhwgTG3JdIJCLcFZPEB0CSBoBR5xSPx7G0tITl5WUcHBzg5cuXAEbDYHZUJhvXzKIGnPoiYGwWTj9jFpV2uy08IcXVYDgcev7T17XAfEH44YcfsLy8LL+n94tlWeh0OsjlcqjVao4u4aK6mTMabqEIMwWRbnpHR0ciLWBXQBPvfr+PYDAo8gNufS7e7Fwns8iYDN1kMilxLJlMBplMBt1uF/l8Huvr68KD4SwlEomIdabZbc4IAAAFq0lEQVSZkGCaYbFIsrviyprKagDY2tpy5y9I8a/4twKjR6QvCNlsVgynZmdnEQ6HxTyK2UEU71HH02q1hKkKwGE+BUD8bBcWFkTU6Pf7ZT6zubmJbrcrRzGzozFFhReD4VhwOND1er2IRqO4c+eOZDZxrkSP3LW1Nezt7aFarYoeChh1JK1WSwzE6fpHsqDZYfG1zCJKJrQWli8PWmC+IHC7BIxu7kwmg0QiIUca3sTJZBIPHz4EMDp61Go1mZmYA1DTX4XcmOnpaaysrEhUSL1ex97ensPC4GKONbdAppzAtNocDoeIRCK4f/8+Hj9+LN9TKpXQaDRwfHyMw8NDh/fNYDBwOMp5vV50u12Ew2FMT09jf39ffhZukdiFnZ2dIRQKIRKJoNFooN/vC5FR8WVBC8wXirW1NYk0zWQyCIfDEnxvih0DgQDC4TDq9boQ88w8Jga05XI5+Hw+pFIptNttfP/997h16xYSiYQYPgHjDQ5jU7hpYudiFhnOW8LhMGZmZrCwsIButys3e6FQEGMtvqYZbWvOc/heABCNRh3yCSrHU6kUHj16JAzknZ0dnJ2d4Z9//rmCvxHF/wVKtFMoFK5BO5gvGJubm1hcXBTbynQ6jXA47JhLBINBZDIZsd+ksRM7DnJNmHF9enqK33//HdPT0wiHw2i323J0AfCRhwwwmqVQPW12MiTBJRIJRKNR5PN55PN56ZrMgSzd77rdrnQoVFOTO0NvGnrlUDJg2mguLCzg/Pwcz58/x6+//ury34DiU6EF5gvHzs4O5ubmZNibz+cRi8UwOzsLYDQMTqfTqNfrMrzlXOKipQLX261WC9lsFplMBrZtO/gyAIRty9V3pVLB1NSUw5KTRyemHpyfn2N7e1sGuMA4TZJzGjN25ebNm7KSPjg4QL/fRzQaRSqVEk0TV+qcCeXzefzyyy/Y3d3VNfRXAi0wXwGy2Szm5ubQ6/Uk/ZCWCL1eD6lUColEAufn58JsrdfrMusgeKMDo5s6m82KIJDzEJLfLoKK5Dt37gAY5zFRgHh0dCRFxBROmnEnZCozs5rbplgshkqlglu3buH27dtSLEmqYxd2fn6O4+NjLS5fEZQH8xVhfn5ejhy86VKpFObm5qSLKZVKwq5l8DwAYe2aBuEnJyeo1Wqf5FGbSqWEq0MuDEmA0WgUiURCSH9k8g6HQ4RCITx69AgAcO/ePQdT+N27d9ja2kKv1xO5AQA8f/78Uz4+hYtQHsx/AWiDsLS0JCteFonZ2VncuHEDqVQKZ2dn4qnCDobbHIa7VSoVMZL6FJRKJaTTadEk0ScXGM1uEomEzF/MDG2PxyMreQaxUShJmweu2bWwfL3QDuYrx927d8WoKhqNYnp6WpIZzbTD4XCI09NTZLNZ5HI5Ge5eJmZmZmBZlhhE8XrS6TQ6nQ6Oj48daZNmhnUoFJKhMNXlf/3116Ven8I9qFTgvxiPHz926HgmJycRDAalyACjm7jRaKBcLqPZbEqsihug/zCvIxKJiHVnpVJBrVYTm01gnHXEY9+rV69cuzaFO9AC8/8A3377rWRD00vFtHUAcKWktIWFBaH1W5YlhDlgNBOisDKVSuH4+BgvXry4smtTXC60wCiuHE+ePBEGL6ULJvP4t99++9yXqLgk/FuBUSavQqFwDdrBKBSKT4Z2MAqF4sqhBUahULgGLTAKhcI1aIFRKBSuQQuMQqFwDVpgFAqFa9ACo1AoXIMWGIVC4Rq0wCgUCtegBUahULgGLTAKhcI1aIFRKBSuQQuMQqFwDVpgFAqFa9ACo1AoXIMWGIVC4Rq0wCgUCtegBUahULgGLTAKhcI1aIFRKBSuQQuMQqFwDVpgFAqFa9ACo1AoXMP/moukUCgUnwLtYBQKhWvQAqNQKFyDFhiFQuEatMAoFArXoAVGoVC4Bi0wCoXCNfwPFWCC+QFTsIQAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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cdKwyzTc30vPRCd1GoyG/z797vd5MNQeYhn78feZ96EnR0PFzOZ1Okefk2BQAyOfzyOVyktC22+3iPQGQ/Mre3h5cLpfo0jQaDfForFartCZcuHABT548+Ti/coM5GAOzQGiPYn4sCMu74/EYbrdbRLRpHPL5/EySlEaBvUY0WJp2r1X+2Rekmbd+v1+8Dv6uNlAAZpKgzM90u10J02g8WBEaDAZwOp1iYGigAEgo5/P54HK5JNdEo0sDxOMwz+PxeCRxOxqNJJQpFouStOU9Zam90+nMNGYeHBxgY2MD4XBYkrvVanUmF8Vw1GBxMExeAwODhcF4MAsE3Xz2EQHTuUPchTmmlUJMbGZkKMNKjdfrlVyOLtUy98Gwg54Nwx56HJVKBS6XSxi11KEhV4QeFo/LYzB86/f7QhIEJoQ8h8MhfBQeQ1ekGo2GVJa8Xq+ENBxnQpCI6PF40O12sby8jFQqhXw+j2KxKJ4Py+LsPGdVjTkb7dXVajVUq1WsrKwgkUjM5HiYbxoOh9jZ2cHDhw8/7q/e4OcwBmZBiEQiM3kAnRch4Y2cEP7NxCmAmYZAloFZBdGdyBTiprHi8VnlYTgyHA5xenoqGrnMqbCZUbcUaI4M8yM6BAIgoQw1Z7RxYW6lXq+jWCxic3NTPh/1YjSJj5+x2WxibW0NGxsbyGQyyGazoiPD9wGY+fzAxBC63W4xMCQB1ut1dLtdka3Qo3J5HMPuXSyMgVkQlpaWsLm5iVAohGaz+b68hPY4uKB1/oOla12iZgIUwAxlnwuFXkW73Ua9XpcOaB6Px9fJXU1qAzDD8KUXRC+Jr/P8TqdTeC48Lr0LYJJjOTk5mZHrJDOXusAARO0uFArhypUrODk5wcOHD2eMMTDxCPmZtBF0OBxwuVyoVqsAIBUvGrRAICDynn6/X7w63o/bt2/jJz/5ycfxtRvMwRiYjxmJRAKbm5tYWVmB1WpFqVSaSSxSCIoPORewTlgC09CHHobu36E8At/H3bnX6wkXpNlszlSUGo2G8FnoFXg8nhmNXABSCtehjjYiWruXXgwbLcld0UnkUqkkjZ7zSWOek/fl4sWLGI/HePTokYxJ0Z+VZWmtU0O5CHJpeL0ej0c8HV1pojQpz9lsNmGxWPDcc8/hnXfe+bgeA4OfwxiYjxGrq6vY2dlBJBJBu90WElw4HJYF2u12sbKyApfLhUwmI7KUXMSao8GcB3/OBcz+JWCqIse8BvkezNfojmWtOeNyueBwOMR7YajAOdM0BvQG6Ekw5AImBiQUCqFYLIpXob2w4XCIWq0m42hpEGgI+RlCoRAuXbqE5eVl3L17F/V6XXI1Ou9Do0JjwZARmOS2aFy73S7cbjf8fr8YHXama/5Nq9XCyckJGo0GPB4Pbt68ibfeeuvjehwMYAzMx4aNjQ3cuHEDbrdb+CF+v18WJRcwe2fC4bDkSchf0WJNWnWfLF0eG5iGKly0/F0S6eabE3XPEPk0+tpYsmVpm3kVvs6eIC5QThFYW1vD0tISDg4OZpo2gYnH0m63hdpPo0UDSWOVSCRw7tw5HB0d4fj4WLwselz09oCJ98byvfbQNOeIXgq9GJbKeV9JavR6vajX63j69CkKhQIajQbS6TSOj48/3ofjDMMYmI+ItbU1ABNRb7/fL5wNl8s1Mz2RORO/3y9SAqurqxiPx5I74MIkGCaQnEfWKpXm+B52YY/HY3g8npnB8zw2qy5a34WdyDov0Wq1hMjmcrkkFKJhoYfFhK/T6UQ8Hsfx8bFcr1bpo/TmvBQF3wtMGjZfe+01FItFaT+gQdU5HSav2X5B8iFDNTaUhsNhhEIhuSc0VuzEZiI9lUohlUrB5XJheXkZzWYT0WgUBwcHePvttz/6w2FgDMxHwcrKCj7/+c8DmCjoHx4eShKXi4rkOS1w7fF4ZHelCDcHz+uqD/V7W60Wms2m0Oar1SrK5TIASPjBECAcDsNut6PVaglFH5gYmEajIXOPWB6PRCKShAWA4+PjmUoRPSkaOXpYvEZKNnBCAkl3wLRLWktJsFTd6XRm+p9KpZL8X4uiA1OjxjEv/B1gEkZubGzgypUr0mbBClmj0UC5XJapkv1+H/V6XXJC+XweOzs7iEajWF9fl6kOiUQC4XAY3//+9z/Gp+VswhiYj4BXXnkFm5ubACb0dEomcNfkQgsEAtJP4/P5ZmYJeTweLC0tYTAYYG9vT1oFfD4fcrmcVJKAyQJrNpuoVCrI5/MAJgZGtxk0m01ks1k4nU4RhAIgC5rJWAAyVVJXarhweY1U2WP5Woc//Gy6qxqYGgQalV6vN2PU+DPyUZgz0lINPIe+NgBSDer3+zJjanNzE5cuXZIwr1gsolQqzRhKhmu1Wk0+P72hbreLx48fw+PxIJFI4MKFC9K7BQA/+tGPPtqDcoZhmLwGBgYLg/FgPiTu3LmDa9euSc6FsT01WdhbwzIoGbrhcFh6gkajkcgb2O122cUBzDQPejwehEIhSRyHQiERnOK5WBFhZYVJY+7ivDYtMNVoNNDtdlGr1UTCoNPpyLXxmii70Gq1pEpE3V+fz4dqtSq5F10SZghIj4El8UAgMFMB0rwWVpt4Xv7ha+zNCofD4jHF43FhKAPTBDkT26xcAdPcEa+vUCggn88jk8nAYrFge3sbFy9exLlz5yS8NB7Mh4cxMB8CS0tLuHz5Mmw2m9DYGd+zTGyz2UR8aTAYzIyCpZA3u6pJqovFYjM0+06ng06ng0KhICLeekIiocvUJKONRqOZxkYA0sHs9/tF1NtqteLk5EQWXbPZFJ4J80RclCy5AxAdGQqGU89Gj2IBJqEey+vMyVB9jnwUJsGZv2EDKPM+GuTvMIG8s7ODnZ2dmREtNGQ8Bj8TX+f12e12lMtltFothMNhCZUikQjOnTuH1dVVAMDXvvY1fOtb3/qoj82ZhDEwHwLpdBrLy8szQtfMQXAGtNVqRbVaRTgcnpliWKlUsL+/j4sXL8Ln86HZbKJWq8lC1vkWtg40m02ZjMh8yLynQ4kDzY/pdrszmrxutxvBYBBer3emEqVFnbQHwn/b7XaR64xEIgCA09NTAJNSbzweF6OqvTA9k4k/oxFkPobXxtwLjSAFyunx8LOSRNfv97GysoIXXnhBktq8x0w8t9ttlMtl1Go1uQ5tcJkvo4fJ38/lclhfXxcP6fLly/jKV76Cf/mXf/mIT87ZgzEwHwJsARgOh5KU5e5+enqKcrksFReWiqlB4na7cXJyAp/PhwsXLiAUCqFUKsnOTle+0+kI5V+3F/BvglwXLkbyRHw+n1RwgKl+LcvNbD5MJBK4fv26LKZMJiO8mn6/D5fLBb/fj4sXLyIUCsliPTk5EZEnJrHr9bpMqgSmydVut4tUKgW73S7VMCbCee90w6Q2Mi6XS5K3VqsVrVYLdrsda2trePHFFxEMBtFut+Hz+WYEzMmizufzIilBoh49J6vVina7PRPW2u128XbIXer1erh586YxMB8CxsD8kmAbADDxRjTxzW63i5Yu5/q022202215WBni5PN5mS5Ab6JUKkkolcvl0Gw2hTRHvgoX7Xz/D8l4NChk6OqWAg69dzqdSCQSSKVSWFpaQjQald+b96Koyn90dASLxYKdnR0AQKlUwt27d1EqlWC1WpFIJGC1WlEsFmeOxRL62toawuEwMpmMlK21tzU/dYFhI3NJACTs9Pv92N7exvr6utwfbUx5r5mLIgWAVTRNzqOnGAqFhFSYTqfh8/mQSCTkPvR6PXz961/H3/3d330sz9FZgTEwvwT8fj8SiQS8Xi8ajQay2ewM65OlXO6SFEHSY1JpDOiqD4dDFItFHB8fSw4HmJRaNWOVi4dkMh2akffBnA5lISnORLjdbrjdbkSjUUk0ZzKZGa+D5WNeM3f1SqWCQqEgnyMajcLj8aDRaCCZTGJ9fV30cnltPM7S0hK8Xi8uXryIVCqFH//4xzg8PJwhAdJw0pPQRDzmYdxuN0KhENLpNKxWK/b29qTUzNAUAJLJJDweD9bW1iQPpRs7Ga6RSxQMBmG1WhGLxRAKhRAIBFCv18U7XVlZQbfbxeXLl/Hbv/3b+Kd/+qeP43E6EzAG5pdAIBAQ6YVyuYxsNisPKStBJHGRZMcqEHMcgUAAq6ur8Pl8WF5exmAwQLPZRLlcRigUkl2TEgfUnyVfg6EQQylgGmJQF4VzhphABiBNiVSXIx/E4XCg2+3ONFJqKr/T6US5XJZpid/97ncBANevX8fq6ipKpRIikQgsFsv7RMWZuL18+TKGwyFef/11XL58Ga+88gr29/dlkFomkxHjwpCFFTad0GYuyGKx4OnTp8hms2KIdQvAuXPncOnSJSwtLUlPGL1BPZGAVTr2MYVCIfT7fTx69AjHx8dS+bt58yYuX74sGjrGwPziMAbml0AwGITb7RbvpF6vzxDU6vW6lFm5OF0uF8LhsMT9kUhEmK8ccmaxWJBMJnH16lWpXDidTuRyOcl19Pt9EV/SUpi6UZLlZN2wqEvB9JxqtdrMBACGMgAkn8NrByDegMfjwcnJCYBJiLSxsYHd3V2ZoMgpADSybrcby8vLuHz5Mo6Pj/Hqq6/i7t27WF1dRTgcxs2bNwFMDEI+n0c2m5VGR95D7b3RC8lkMtjb25OxtWy/YALaarVK6f3cuXMYj8dy7F6vJ5U/ACIf0e/3RX9Gf5fAxCPa2NgAMGlo/eM//mN885vf/Nifr88ijIH5BbGysoKVlRWsrq4imUyK4WDSkwtzNBpJSZk7Hn8GTEILqrfxPZVKBUtLS7h27Zq4+bu7u7h3756UYym3QO+Eho3JZHZHs3xMLggXu24ZYOjCqhONIjDxxPr9Prxerxzv6tWrSCaTuH//vngJ4XAYkUgEvV4PuVxOdniPxyNGcjgcYnV1FY1GA7u7uwiHw+j1enj69OlM7xD7sarVquRJaNw45oXXls/nxbtIJBK4ePEiNjY2JGTjecmZCYfDCAQCSKfT0mJx9+5dAFNWMI2xzm9RuwaY5Gp2d3cRDAYRDodx5cqVhTxjn0UYJq+BgcHCYDyYXwArKyu4du0adnZ2pDFwPB5jbW0NmUwGwHQec6vVknCE1R9WcIBpdcfn82E8HkvzXSwWQ6PRwBtvvAFgkoBkLqJaraJYLMoOq4eWWSyTMa/ValXCL4Y4JOYBkzCH1+VyuRAMBoXbogfDhcNhuWa32414PI5UKoVMJoNMJoMXX3wRAHDr1i0kEgnkcjm8+eabCIVCWFlZEQ4KMPEk4vG4hCDxeHxmlvazZ89m7pkW1wIgM6U5sbFWq+Ho6AiNRgPhcBgvvPACLl++jEQiMdPFzXvN3JTL5cLm5qbQAXg85p70ALnxeCzeG/k3DocDjUYDoVAIrVYLLpcLf/Inf4K//Mu//Pgfts8YjIH5BfDiiy9ie3sb0WgU5XIZBwcH0q2s437OBOJoVAp16zJst9sVnZhutyu8EJvNhnv37uHw8BDANN/DqYiktVutVpEiACYPf7lcRqlUQqvVwtbWFqLRqBDUyL/R5V6/3y/EPN14CUAaJ5nPiUajOD4+xnvvvQe73Y6XX34ZALCzswO73Y5bt24hm83i3XffRTAYRCqVklCFYttUsOOiZX5FG45qtTozkoRSl6lUSsLQJ0+eSOL63LlzuHjxItxu90w5mqAxbTabODk5gd1uR6lUQrFYFAOm2zO4ITBZH4/HkU6nAUwS9vr7sFqtUq43+N9hDMz/B7dv35Zh8sPhEA8ePEA+n5edjrs1Wbl8UFn94ALm7urz+YR01mg0UKvVJEmZy+Uk38Dh87VaDbVaDeVyGe12W8rLrEolk0m0Wi2cnp6iXq9jb28P9XodyWQS6XQa6+vrACCsXkpL0kPR+RtgqnHLas6jR4+QyWQwHA5x584dbG9vA4C0IsTjcbz00kv43ve+h3fffRfRaBSpVArAJKF9fHws87OtVitSqRQqlYpMjyRImBsMBgiHw4hGo+h2u9jb2xMvsdPpIBQKYXNzE9euXRNyHakA5L+wPaFcLmN/fx+vvfYa1tfXsbOzg6WlJTx+/BjAJL/Dyhu/I7KOo9HojCB4OBxGsVhEtVqFx+PBhQsXFvC0ffZgDIzCiIUAACAASURBVMz/gEuXLgGY7MLU1T09PUU+nxcCms1mk9AoHo9L+MMqDhOW3LGByaKjTstoNEIul8PW1hZisRgePnwoFZN8Po9Go4F6vS4C3DR0lEcAJt7IzZs3EY1Gkc/nUalUcHp6Kl4JDWAymRTaP4/HKhLDImBCHjw6OsKzZ8+E0bq1tYVwOIzz58+L58TGyXa7jeXlZdy+fRuvvfYadnd3pToUCoVw7949PHnyBP1+H6lUStT8dH8WhaGOjo6QTqexsrKCcrmMZ8+e4d1335V7vLy8jJ2dHVy5cgWtVgsPHz4Ub5G9XMCklSMWi4m3VKlUcPHiRbzwwgsYj8fY29sDMJXgBKbtDOPxWBpK9Rxtzrdm2Fqv1/E3f/M3+P3f//2FPH+fFRgD8z/glVdeATDho/ABJ5sVmPbp0CBQCY5qcWTEkv7OsMHn88muSX2SaDSKXC6Hw8NDCWna7Taq1aqMNHG73QgEAlhaWpKdFpgs9GQyiVu3bqFWq+Hg4ACVSkWMH+c1k/AWi8VkSgFHswYCAQnN7t27h3K5jG63i83NTamYDQYDfP3rX3/fffr2t7+N4XCICxcuiDYNQxqGJePxGOl0Gul0WnRhgKmAeDqdFoJgJBJBqVTCgwcPJGdC1cA7d+7g3LlzyOVyePDggcy4prFn5cntduPSpUu4cuUKOp0O1tfXZ/q42AGvVfp4DN5np9Mp3iTpBCxxOxwOnJ6eIhAI4Ktf/Sq+853vfNTH7TMLY2A+AFeuXMGNGzcATHZ+m82GbDaLBw8eCFPX4/HMKNAxccnkKmn6fHAZ0lDJH5hwSfj/t956S3piAMzMNGJ4xdIzVfB4jF6vh83NTSwvLyMej+Pw8FBCEi7mk5MTCUvYLR0MBoWvQwPTbDbFo9nY2BC27h/8wR984L36nd/5Hfz1X/81nE4nXnzxRbRaLcn1FAoF2O12bG9vI5FISFKZolm8Ni3Qtbe3J71bFosFkUgEL7zwAoBJsv3w8BDHx8fibZAKwEQyMEm4Hx0dwefzIZPJYHNzE6PRCOVyWVjJwLS7nPeX36vL5ZoREW+320IT4AZTq9VMLuYXgDEwH4CXXnoJ8Xhc/q9HevDBprfCRcIHnSxbVpqoF0vaudPplO7fWq0meYqjoyPpxiaYfGQeh6EEMJ1xTaJYq9VCvV5HPB7H5cuXAUwWgc5fVKtVYbVSLY8D4nRiluek/q+ewvhB+MY3voFvfvObwoYlV4aSD61WC8ViUfqIyEch4e34+Bi1Wg3tdhsulwtLS0vw+/0zzGlgYrAODw/RarXEqJBwyPwSMDHiuVxOOC6f+9znkMvlkMlk4PP55HdYueKmoUXOmejmPfZ4PBgMBtJEOhqNUKvVRJfH4INhDMwHYHNzUzwEPlDsRqbR4LwePoS6kY69NVqzVpc8bTYbarWa6OMeHBxIspXEOCYd9VA0MnF1+Vnrx9A4sS1AjzchnZ9J11KpJBUYl8sl+YtsNotQKIRoNIpSqYR6vQ6Px4Nvfetb+NrXvvY/3rNarSbq/fRggsEg0uk0Hj16hL29PTnvkydP0Gg05HO5XC5Eo1Gk02kkEgmEQiEpFZfLZcnV0CjR29EjY3Wljnq82WxWdIU5XkVr5GjPhaEsjeT89Ewm75nTosHp9/v4sz/7MwDAn//5n//yD9tnHMbAzOH27dt4+PChdENfvXoV8Xhcuo+ZIASmlHQAovnS7XaFScpwhnE9AFF4K5fLoi1bLBbhcrlmXHBWc3TZlklJelAEx7HabDbJn3A8q2bejsdjtFotHBwciAreYDAQdjEA6Zi22+3Y29tDr9dDJBJBOp3Gd77zHXz1q1+duV/f/va3kcvlUC6Xkc/nYbfbpZ2AiVeObs1kMviP//gPFAoFuN1uLC0tAQBu3LiBy5cvSzhKo7q/vy8Uf2ASDlIJj54hw8DRaDQjdcFpjvR0yAPiSBl+Z3rAnc/nE/Gs8XgsOZhGo4FCoSCbSiAQgM1mQzweRyaTMeNn/xcYJq+BgcHCYDwYheXlZXS7XfzgBz+QyoXf70ez2ZThZOFwGLlcTkIarWmiwyPOHSJxi6611WqVURoURWIHs9/vlyoSdWMomaD1aXUnNVX9c7mckOdIbqOWC8/LPprRaIRHjx6JupwevHbhwgXEYjEhvdFb4GdmJzHPmc/nRUaBY0K4o9Nricfj8Hq9kuOgeh/v8a1bt7C5uSmd5Z1OB8ViUTRx2LHebDblPtPjAiAkOz3elh4NvTaSGRnq8Pr4fw5qGw6HaLVaUpYGJpQB8pHYv+TxeITIyKSxwfthDIxCLBabKbMCsyxTMncZhpCoBWBm+iCTvawkkVcBQFTqgsEgMpkMqtWqyBLo0R8AJInJ49Hl5+xoALJoKOVwdHQEr9creRjmkrrdLrxeLzY2NrC8vIwbN27IcbhogEnVrFQqSZKU+REmXRk2cAwrFyMZyqVSSRacy+VCvV5Ht9vF8vIygsEgtre34ff7EY/H8YUvfAHAZCpmvV5HqVRCt9uVBHi5XMbp6emMLq/W+6VuDLvB+RmYK6N8RqVSkaqUFkInGZL3lwlei8UianjAVF2w0+nA5XKhUCgIw5m5NAD4i7/4C/zpn/7pR3gCP3swBubnWFtbQyqVkjZ9dgT7fD6hmNMTSSaTyGaz6HQ68sBTpwWAPLTAJNF56dIl8UwKhYJURiqViiRZtdo/j9fv99Hr9Wa4N8wX6IRmv9+XGUjcuZlA5vuo/Wu1WpFMJuHz+URagWQ+YGKIeB6S8zhjiYYBmA6iLxQKkhuKRCI4OjqSnInX60U4HJZRrsFgUGY3hcNhoeJns1kUCgXRsGm1WqhUKjg5OZmp1Gm5UBLs6OXxdWCq8UsDT+U6LV/B97OKRLU8r9eLarUqn5v3hAl2/g6lRNfW1lAqlQBAjLnBFMbA/BwcN8p/M2So1WrC3iRjlLRxuuzA1C0nWL0IBoNwuVy4f/++vHb+/HlRs2elh4lKLnSGEwxzWNVot9vo9Xqy6Fj5YFWDxyA5kFyO0WgkesHxeFwqYaTva30Z/TlPT0+lyqQrNTS29BpI4NO9SKFQSJKy/X4fbrcbiURCFO4oHP748WNhHrMlglUpykcAmAlvGCppmQwt9cmJmmyNqNVqM/KavCe8hx6PB263Wwa66eZJekpUDPR4PKjX64jFYkgkEmJYGMoZTGEMDCYzilmmnZdVbLVaQtBiQyNLz5zkCEwlLJlf8Hq9WFpaQjweR71ex09+8hMAwHPPPQe32y0s1Hnha72AuXjL5bJ4I6z86PeRrFer1aQvh6NBWG1yuVwolUrIZrNIJpNSxt7Y2EAqlcLTp08BQMS0Go2GlJzZgc2KFgDU63WcnJzMCFuxR4p5H7Y3lMtlNBoNMV4UD6eiXbFYRCAQkFI7qzU0LrzHOl9CUB+HHBXeSz0RgcqA9D70RsB7Ts+Q+SSGSvxOT09Pxaukd8T8kzZ6v/d7v4e//du//WgP5GcIxsBgksiNRCIzuzgXiR7apeUg6SJz1+LDR7mB0WiEfD6PZrM5026gmwk1v4XiT3xYuUBIemN5W0sQAFNPhw2MDLUcDgeGw6EYGCaLy+Uyjo+P4XK5kEqlREeXnyORSIj8gcVikaZDn883M3uoVCrhnXfewXA4RCwWk/NwPjQwyTeRGctyfD6fRygUQqfTwf7+PoBJKMXpCTQivH6d0NVTB3i/9Vhbrd5Hj5DeVKPRgNPplFCJ94T3kB4qCYl6JA2vjeN3mcupVqsolUpCBdAG2GACY2AwWRROpxP1el0Srjqe1mxd8ikcDod0APM1tgU4HA7ROAmHw4jH4/LgcTY1qyna2OgcjO7KpsyBy+WSLmv9IOsuYN0eQIMEQGj1pLwDk0V3//59aUAEMJO0pp4Nx5cwLAEmc5GePXuGarWKz33uc4jFYqJVw4oZr5N5Iq3gx6ZRANKOwAS2bpHQn1NLK7Cyxnul51fzd5hHIdOZHihB74XGid3rHKKnvUst1M7v7PT0FD6fTz4vvUmDKc68gVlaWkIqlZKHx+VyzXQrs+tYu9tcyH6/XwxMqVQSI6HDChoFVl8ouOT1emcWBhOJpOVzbIfL5ZKFShkCnYvgjk49XO7qJOdpN5+79PHxMVqtFkKhEILBIE5OTiQxu7S0hOeff15mNDF84M6v5yc9evQIxWIRW1tb2NrakooSy9ROp1M8nWKxiHPnzslAtGq1KqEODSv1jmlIWH6e1xWmR0fPg8ZQt1HwHjidTjHK7B/Tx9O5HE7SZDVJj1LRSWNeMxsnmbszBub9OPMGhk14FCLiQ8uFSfFrPtikh7tcLvh8Ptn5mRthTgCY5E4eP36MwWCA8+fPA5jS2GmoOE8JgBwbmJ3tw7IrO7Z5jQCkj4iVEJZU6U3pqgnDod3dXWxubmJ7exuhUAiPHj3Cv/3bvwGAGM1r164hkUjIAj09PZX2BwB444038PDhQwDAq6++iu3tbVy/fh2bm5uyMPf39/H06VM8ffoU5XJZ7jUTrvRU6C2SV0SBKm3MAchMJzJ9B4OBNHvqUIq5LRr4SqUiiVpq9hDa8PL7Ycmf10dPk5UmcpGYQOb1W61WESAzmMAweQ0MDBYG48EkEhJ/M8RgmEMEg0HZ1RieUMuVIQOTm5wCCEy1YXXXL+UKNG+GIQh3Sn0cVpuAScm8WCzONE+yGZM7OJXYxuMxTk9PpZua1Rin0ykD4ynDWavV5LzD4RD37t1DoVDAjRs3cO3aNRnGZrfb8bOf/QwA8Prrr6NSqcDlcuHJkyeIRqNYXV2FxWKZ0Vu5cOECNjc3RbqBLFibzSaEPJvNhkgkIl4Ge7d0lzM/g91ul3K9nr/E8BWYeoK8rxzRQu9unk7AMKnb7Yq32mg0JNxhlc7r9cLpdEo4y1BN57S2trbwW7/1W/jnf/7nj/BUfnZw5g0MuRp60JdOLDLsYW6A4U+/30e1WpWFSWW4RqMx0zJA2j5zHBQr0iLTmvmrtXu5EOjy0+3n8fm+TqeDVquFnZ0dXL9+XUIz8kyAaSjAgWR3795FoVCQ/AurZqFQSEhulOFkG0ChUMAPfvADABAxLAqMc6RHqVSS87IVol6vy+KOxWKSMKaBZfiRSCSkfM5GTy0CzrnbOmFMwXJWeHheGo16vS7yDgyneI8ZPmoOE421FrAig5m5OHbOU0KD581kMgiFQkKqNDjjBmZ7e1v4IdxdmXjVCT7d4s8FwMoCvRU+7Cwnky/BUjHL1NqQ6B3abrfPGJV5EWt6H8zN8PooCl6v12UG87179/Ds2TN4vV6Z4ZPJZGCz2ZBMJvH6668jk8nI8Didg6hUKqhWq/B6vSgWizg6OkI0GpWEJsvZ6XQaS0tLMstoNBphd3cXxWJRuqlzuRyePXuGRqMhO/3q6iqWlpbg8/nESA4GAzQaDZw7dw7Ly8sy/Iz3nYlvnbehfAavW/Nb9LynZrOJZrM5I8auK2s6mU8PiC0SzKekUilJ1pOD5HQ6RZNZ6zKXy2WjEaNwpg2M3+8XhiaV+NkPxAePi7DVas3wHHTJFIAQ8Pjg63CKAtrAlHnLnVfvpvNMVSYV6ZIzNEulUkLZ59THcDiMfr+P//qv/8Lp6Sni8TjOnTsnbv79+/eRTCbx7NkzvPXWW+LqawEtolQqYTAYIBAISFKUOzrFrFKpFBKJhPQ/tdttvPnmmzg9PRUDw1YILlwOYHM6nUgmk3JPKH7+4MEDtNtt0dS1WCzY39+Xe0IvkveHi54sXq2QR6PJBDDbOnQind8HANlcWL2jBjGfE3qm81UySn3ynpTLZZmWYGAMjIRAHLk6HA6FCwFM1ew8Ho/E8wxtdG8MwxbmVtjnwxBJM2o1PwSYCh7pCpRuBeBYVtLzg8HgzFQBjp8NhUKoVqtYXl6Gx+NBrVaTFoVGo4Hz58/j8PBQFhP/6F2dYeDJyQmcTicuXbqEjY0N0e7l7Gw2P4bDYRwfH+O73/0u7t69i+PjY/HWgCmr1ul0yv3KZrPSu8Rzjsdj1Go1PHnyBPV6XYwXq2a8FwCkOma1WoVRPRgM5LuiR8X7yrYI/V3xePN8IpfLhUQigY2NDWxtbQGYeokMkThtk+Ea710wGJTPZjDBmTYwTN7a7XZEIhEpH9MFBibTAuip5HI58Tp0k50GjQa9GF0eBaZlYL5PyzDMP5jkWrD5UMs26G5qnpfn83q9sNlsqNfrIpwVDofFk6KINTAdeasXscPhkN+NRCK4efMmbt68KXIVwMRgUQy8Xq+j0Wggk8lIWwU/Gxckc04MIQ8ODmShMzHtcDhkhKzP50Or1ZLRuADeR0a0WCwzc6u1wdZGm4Ztvh2D76VhDwaDWF9fx3PPPSdhIYAZj4fJYN3CwO82nU6LHIfBBGfawHCw+tLSEpLJpMThOtlKCQLKLjBnoZOUwJRNywdY8zcAyEIg5ZwGShPEmOwlmKzUko68boY+lDiIRCKSq6Dub61Wk8UZiURwcnIiRD3miFhxIpeDHA+Ge9lsFg8fPsRzzz0Hm80miy4QCKBaraJQKODevXt4/PixUOxZMZuXn2CIQwNNOQQa+FAoJFUzzqGq1Wpi7DudDiqVinhEDIv4GWgI9PenK2zzyV1+TyQQxuNxLC8vI5lMwmq1SjWMI2h0joxERs1upr4OQ0SDM8yDuXDhgpRM0+m0eAncJbkQotGoyBtEo1GRYgRmG+0AzHggzJnQQDAfUKvVZGee77Ohp6Q1TqhzQsNHMaZKpSIzjBiSUGdmbW1NxpZ4PB4xRqyUAdOcA1scdMKZ94Fe2BtvvIF3330XnU4Hx8fHOD4+BjBZ8EdHR3jw4AGOjo5mmK7ANJShISBJDpiGnL1eD4VCQXJcDP2sVitWVlawvLwsCVx6XZocx2Qr82Y0xlrnRbcO6FCWx7Xb7QgGg/J5c7kcTk5OxJviyBK9gbBXjPeK0wqoffyNb3xjAU/t/z2cWQNjYGCweJzZEMnv94tmSCgUknIymxTppQQCAdEHiUQiGI1GODo6milFA7PaIvRe5ntdAMycQ9P5mZTkDs9EMo+t6fIAhKRWr9dht9tRr9dxfHwsncrZbHamm7hcLkuCmuEFm/Z0KDMcDmekN+12O8rlMt544w3cvn1bPCByUt577z3s7u5KpUlXjai2x8qaDo+0t8cWCIpaUQCLshLMIw2HQxk7ws+lvy8dks6LT+lQZr7rmvkf6tGwz4zKhmwb0Bo94/FYZo/rQsDGxgb29/dnVPjOMs6sgeED7/F4EIvFUK/XhRBWrVYlYVipVBCLxSRUunz5MjweD7LZrOQcgCkbl2EO+4X4YOpkbKPRwGAwEFef59L8G53vYKzPPBArMQAkidput3FyciJhz9HRkWis8H3AtMOZC4UGi9enDSVDG4/Hg7feegs//OEPcfv2bQATot3Dhw/x6NEjtFotEWjSuRCd3KWRjEQiUvYnut0uisUiVlZWsLq6iidPnqBYLCKRSCAWi+HatWsAJtq47Ip2OBwi/sRKnWYj67I++TO66sfvjNeoK1Y00jQSTG6TS8MkPQmQbGTl9Mp2u40//MM//GgP6GcEZ9bAABAdWTJwuXPON8TRKNTrdWxtbWFnZwexWAy7u7uy0Dudjuil6AebRkNrv7B8Tdq7Ju9pXgYrJjq3QG+FlQtyQUhkY8tBKBSCxWIR4WpeAxc8RbiZlNXSByzBkufB0vqrr74q73O73fjJT34icpE8Ns/Pc+rOZJ6TxEN6QyQIcnEHAgGkUimsrq7KBsDPuru7KwZBU/s1P4WsXn5m3lt+Pk1mJOjhMLnNUbvAhArgdDrRbreRy+WkmZRGkpU18m1cLhf+6I/+CH/1V3/1kZ/R/+s4swaGym3sDaLiGisGXMAkaNEwVKtVrK6uIp1O4/r16/JwHR4eolwuzwgfsbKk6e5M+gKzM5GB2eqHprvrsIttATrRTO+A8pyURDg+Pp7h1dDVH48n84F0fw0NEXdt3dszHA7Fa3v11VcBTFirBwcHkiTW4YkuU5O7w0V7dHQ0oy4HQJLYVqtVRNbX1takB4pelhZbZ3jKihy5R8C0TK3DTBpqVo54ffRinE6nzL8KBALv07XJ5/MolUool8uSXCb7WxMGqUFjMMGZNTB+v18e1mfPnuHw8FB6XLRcJXkP9Dg4FaBYLM7o+JJkxSFkAGbidc170cJKFKCi7q5mEOtqEj2ibrc74yXoniROEuh0OiiVShKKEfp6yDQm+G9dteL/uQh9Pp/kJVgeZ+WIC1l7BQR7hci5YS+PFrciMfHevXt47733MBgMcO/ePXg8HhlvwnPq+6Q1b/TxKKVAw6JDWZ3/YS4qEAhgaWlJyvu8f8AkTGZ5nyQ+p9Mpjaa6j4vKf6YfaYIzZ2BI/3a73TIvmVR1ihSRhg5A/s8FycVUqVRQLBbloU4mk7LzBYNBHBwcAJh29urYn2EJx4tQ5GqeGazPrxfnPKdDLx6dU5hv2qQXRGEnHdLpHh8KNfHf1EDRNHuLxSKlXcqKag4Qr4f5kNFoJCLhlUpFckfAxJsk+7harSKVSuH5559Ht9vF06dPhVfS6XRmBNC1B6ITxzSQFotFFr9+rza6vLZut4vj42NJwuvmST0yhh3dOnfF87KPKxwOY3Nz88M9oJ8xnDkDQ/fV7XZLF7Vm5pJsxwXOB4jt+ePxROWf4QXj8KdPn8LtdiMYDCIYDCIej8+IcGuPiKERwwQ211E2EoD0KvH9fC9DKi5OXYHizxma0EgAU9lH5lh01WjeYGmCH4ey8XPwfRxFoq+D3BJN6WeSmHR9Vr20WLbb7UY8HofT6cSFCxdw4cIFXLlyRUa+UpA8n89LSwA5PfRUdLMiNwjN5mVCfZ4gST5QpVIRj2++yqU3CN4bt9stYR29lfF4jEePHsHj8WB9fR2/+7u/i7//+7//qI/s/2mcOQPDRGAgEMBoNBIjQ40SEudoiLTKHR9sioIzxwJAdrV8Pi8JS62Nq8vPTKryYWcSVJd4gan3woY+Xsd8zoPeAKc08sEfDAYS0lSrVTmvvm7miHSrgM7/cPeeX5jayAHTJLI2MLxOlvSZ6yKxjV3HOzs78Hg8uH//vsyzPj09FaPOknyr1UI0GhXvguGmNtIEq1r0qJiD0jkSXe1jiEgDQ6+Gn42eJnNcVN/T4RCZxtls9n0d+WcVZ87AaA/G4/EInyMajaLX60lbgDYI3P108o7JYCZFmUeg5OM8HZ0PsO7UptfBoevlcnkmAQlgxkMAMGO09PEsFotwe3w+n3yGjY0NAJMEaaFQkDGo7EmiV6YrKzQmzEUxh6TbGrTnwzzMvF4wPyN5LsxlMUF+6dIlucfvvPOOvNbr9VCv12XaAHNaXq8XbrdbEtT0LHTbAI/HRDe9U94PzSmiZ8q/uXnwe6Ph8Hq9cl/cbreIpLNBliEc2chMsOumz7MKY2INDAwWhjPnwdCT4K5bq9VEfvL09FRYrdy9dNjBfiWbbTKOtN/vi/tOAha9GIYXuiRNsN2f/3Y6nTPNiMDUc2L+hq68TpwCU5YvvQMq3jWbTfj9fhnPyn+3Wi3s7e3h8PBQqlG6ykJPQJfHmdzle3heSlNQlJzhET+z5tSQs7Kzs4OXX34ZOzs7kr/6wQ9+gJOTE2xubor8QqvVErFxlovj8biMXWHfEL9HnVfy+Xzw+/0z/Uachqk1feiR8WfslWIiXHtEDocDsVgM58+fRzQahdVqRb1ex7Nnz1AoFABMJ0MwvOx2u0gmk9LUeRZx5gyMVkBjSLG1tYXHjx9LJUlXVfjvcDgsmigUgWKVA5iSu+x2u5RgKdWoy9TMefBnTMZy7pGO+7WBYkhGQ6X5HeTy8EHmHKajoyMp8bJp0Ov1Yn19Hffv38eDBw9Qq9XeN2qDdH0yiFkl0uGF5uzwuljh4sJkHmM8HiMej+PSpUvY2trCysoKSqUSfvzjHwMADg4OcP78ebhcLtTrdSGxhUIhOJ1OCfPi8Tj29/dlKsF8GwbDyUAgAK/Xi0qlImEUDaLP55N7SIPIpLBmXXNqBDAh0iWTSaysrCAUCsnwuv39fWQyGalUkebA71ErHp5VnDkDw10zn8/jxRdfxNLSElwul1R89CxlYPIQ1mo1NBoNBINB4Uqsrq4CgMTZtVpNSGH0PshN0bkb7qSaPMfcAuceacwbOl0+5c+5U7PT2ul0SqL06OgIALC1tYVwOAyv14t4PC4P/+PHj8UQApCqDJOimkei+Td6dAgXE69H901Rh/fWrVs4d+6cEAX39vbEIK6vryMYDIrsJ9XjdHUMgGgZM5nM8rRmDAMTTpK+Br1h0AMkaOBjsZgkZkkf0APV6vU63njjDRSLRRSLRfmuuakAmKk+aWGys4wzZ2D4sGazWXzuc59DNBrFs2fP5EFklYb6LSS3sfqRyWRkCmQikZhhe5JhSiPBBePxeN4nMMXkLw2S3W4XPRQAspjnq0U6IcnPw4eYi71UKmF1dRUvvPCCvC+Xy8Hr9cocblY8ms0mnj59KveFhDeet91uz/T4zItisYyur09Pp6T3l06nRX2vWq3i+PhYenhCoZD0gpFblEgkUK1WpekSgEw/0Ely/YehLmd/00DqRkit3sdjsLmTxodTIChL0Ww20W63ZxjEwLRkzWPTw6PXqudbn1WcOQPDh7rVaqHZbKLb7aJcLsui5e5IMJRhSNRut6VikslkxJjUarX3TQLgA6kfMr0zA1ONErvdjnQ6LZonPA8p71rgiAsemFZCrFaruOo0hJ///OelUbDdbotwdzKZxPnz51Gv12WCAM9L+U0SC+m9cCFyEXs8HinpMmej7xUwnZKZSqWwubkpUwfeeecdjMdj6fVpt9solUooFApot9uIx+NSOdIVOT2vGsBMw6HX65XjsTTOpkSOv+U91Mxf9kEVCgUxLpozxO+I59NESG3wAczQG+hhGQ/mjIFuNA0Cx52Gw2GhqpwBkQAAIABJREFU8GuXnw8k/zDPQGPDh4/sTz60ugSq3XLmArjz6e7rZDIpKmqlUkl2YC3jyYdaa/by2FzcTEaXy2V5wMn7YZjl9Xpx8eJFFItFPHv2TMrt9NSY5NRzfzwejyS/R6PRTEc06f/VanWmDBwIBPDiiy9ic3MTJycnKJfL0khITyebzcp8JmoJM7dks9nEqNnt9hnlPZafLZaJvm8qlQIAFItF6YbmfeZ4Fd0qoPWIuTloI6I9JRpT3R/G71W/XzewzntLZxFnzsDofIjH44Hb7UYulxNODJN0upqjk5hM0nK307uhNkCsXsy3HhDcIWnM2DzHqs/R0RHq9fpMiETOiW5E1Jov7A1i3qJareLw8BAApOcpHo+L8Ugmk7h+/TqePn0qHgxzLxp2ux0+n0/yTwBEaJvhpN71NQHv1q1buHHjBgaDAU5PT9FoNCQU5FC4QqEw09fEsIwGlmEoO5W9Xq9sEHx9ZWVFvlv+XBt83j9+d/wOmMOisdCsZv3M6IZUGhp+53xNc4eSySR2d3ffdy/PGs6cgWFlYH9/H6PRCOvr6zPiQCy96mQdFxMbDRljMwwCID07ZPEyrJnvz2FehclkEtDIPKU0QTKZFAavLidrBi7PyymIOvFZLpeRzWZlvMnKyoq49S6XC4FAAOPxGGtra/j85z8v+QbmmHTP0XA4RCwWk8Wlf85yPCUudMn7/Pnz+M3f/E14vV4cHByg0WhI+blcLksYpEmMulWBn51sZBrG+TxUIpHA6urqjJC5xWKRqiDvC0MW3crAjUB7i/y5TgyTZKePwe+A185cztLSEhKJBN54442ZhPxZxJkzMNxtGo0Gcrkcbt26hVQqhdFohEqlIkLZ2tNhopFGhLmATqcjD6uuVsxXicbjqbDTvH4v+TRsAqSHsLGxgZOTEynJ6i5oXeUic3c0mmjWMncyHE5EtVlG93g8CAQC4nkxZzMYDHD79m1ho/7DP/yDLDS9EIfDIQqFgvyMuSoaHHpzNptNxpF86UtfkjCs0WigVCqhUqmIUZ1P1jJk4ZgW5nJ0mKGVBNkesbGxAbfbLRMlaVxYjSLbV4c3BF+nZ8oWAF3No7HRur1aXIxgJcvv96PZbM4ws88qDJPXwMBgYThzHgx3FIvFgnw+L7s+uSj5fF7yAcAkpPJ6veJKs7rjdrtlPjEAKWPq6gN7c+hyA9NSL8Mnhgz0Srhrh8NhrK2t4eHDhzMNePoPPwdHmnJX12VrskxPT09l1lChUIDD4RAtYo/Hgy9/+csAJuXs1157Tfgq5Oewm1r3LFELpVariXfn8XhEVvPOnTvCISE5jaJMOpSa9yp0Qlx/Hnp6lA1ttVrwer0IhUIz+i3D4RD7+/szY0UYItGD4/v4cy1PwVyKDgcZujHRTI9Vfw6Gy4VCAeVyWcLgs4wzZ2CYwCO9nlMMOX51NBrJqApgEsLQnZ/vxGVcDkzYrxaLBcViEfV6fWae8vz52RDHxCLfzwULTB7q9fV1VCoVGZ9KMp1OQpIcSKOjWcIWi0U+R7FYRCwWE1EqGh6GMxTO+upXvwqr1Yp3330X+Xx+hr2rmcbk73CxM6+zvb2NL37xiwAmuZHj42MUCgUUCgVUq9WZEG5ewgKYbaOYT4wzJ8OwZjQaIRKJYDyeaBTzOk9OTpDP58UwsOzOBKzmJOnWCBoc5uH43VLAal6Sk9+TnrHN81Ez2PBgzhh0qwB7fRqNhghma/0QYFa1njwHdivr3ZV8DS46PnR8XScxtZfDc/D93AX7/T7i8Ti2trZQr9dRKBSkiqX1ajhDGpiqs2lOCs/DfIvD4cDx8TEymQzu3LmDCxcuyD0AJvOVf/3Xfx2j0UhYziSukVMCTDVs+/0+qtWqlNm/+MUvYnt7G8DUS8xms5KvmufV8J6QD0Tw/mpvjb9HzzAYDCIajUpuh9U03Welmba64sf/a6Oly/J+v1+uj/kotkwQ8wl8XYkiT8gYmDOGf/3XfwUwqdKMxxNlunK5LEppdKG5u3JxsXmNFPH5JsFeryeeDin0usqiy8pc6NwFKRlBngswLaHGYjFsbm6i2WyiWCzOJEQBSA8NuS0ARF+YOyoA0bqlJKTFYpFy79HR0cwA92vXrsFqteL4+Bhut1vEumlsgIkhZNn55OQEwWAQL774IlZXV+U9lUoFu7u7qFarMsuabQnaC+P90sJfNA66eRKYGgm3241EIiHJbKfTKY2nJycnM9wV3n8ap/lWC11y5n3XUwV0IhiYSnBwkyJo3CnBYXAGDQzBUjErNXShyQPR5WB6Ajq3ohcvMPVUer2ePJhkBs+zg7V6HB/6druNUCgkr1H9jcPuI5GIUNb1MRjyUIt3PB7LHCeSBoGJl1QqlRAMBnH+/HmUy2UcHBzA5XLJ8QHIDn7r1q2ZxstarQa/3y+h1Hg8ljEv7CIPBoMz9+np06fY398Xr06HPAxDgGnjJA1Lp9OZ0UfmveU9pIauzWbDyckJ2u02XC6XVJF4/+lN0JvTsp48Ho2d7roeDofiuep7zfyMrqTxPHydXqyWGT3LOLMGxul0otFoSF5AL0ayUgnyJGgw+OBo913PMNK7Io0LH0b+/4OaAkOhkJyXA+WBifehNWB1qMLjcAdfWVnBysoKWq2WtAEQNptNPIl8Po/79+/D7/fj+eefn5n/TG+K86EZogFTkfFer4eNjQ0MBgOZGnB6eiqD7QHg7bffltEw9H64COf5KF6vd0YilKVoGgd+DxT2cjgckrvihAjyZXS/l75H/Pl84lV7Sppsx/fpUJiGlHrGms1MxjBzXWb42hk2MKRys/rDjD/5DexZ0m4zdzhgVqIAmO6GwJQxyhyCdvO1HAT/TW9laWlJ8ggMS7rdrrjr2sjQENG4sHvX5/OJF6HnJ5HgNx6PUS6XYbPZUCqV8P3vfx8+nw/Ly8tyffw8Xq8X1WoVmUwG+XwelUpFCHkWiwVf+MIXxHhycZ2cnODtt98GABmFMh6PpUOZi1e3IADTLm4msXX+RRtnas/wczG0YasGob0Xfv75XI82Itq4zOfItBaxztcwtNNwOBxYXl6WedtnHWfWwLCK1Gq1xIBw56TCP4CZTmjmV/i3bm7k68A0XNLdtZoyrvuKuENXKhWhwgOT3iFWK2gISQZzOp1iiHQZNhgMwmKZDDarVCoolUozuz/PRe+L0pQ/+tGP8NJLLwGANCTy+thu8PTpU/j9fpw7dw7ARJulUqmgUqmIgHqlUkGhUJDF73a70Wq14PP5JHyyWq3v69jWBDj9h68RvHZ9H+nNNBoN8UC1h6TzPfQedQJ+3qthXk13juvwbTgcCvmRhEBC5+3YBnHWcWYNjMPhkI7qebdd75DzXohO1nJH5P+BWXdc9+XwYaUurDZMw+FkcmSz2RTPiYxR8lF06EW9Gf4uX2dI1u/3cXp6OlNB6Xa78jow7Wvqdrt48uSJLJRbt27B5XKhWCzKjOVGo4FGoyFD2vg5KN5Npi69CHouwMRgtVotZLNZ0Vih7ILOW9Hjm0/q6sVPD5MhLKc4WCwWCXUJnTfhZ9XGmN+Z9lB1WVsbJrJ7qWzH32cbiQ7FOK6XZfmzDsPkNTAwWBjOrAdz//59bG9vo16vzwwdY4ma1RqWnqnXqvkzWqtEu9M6iaubHPn3fMg0HE70fJvNpoQ+zM9oXRP21DA3Q7CUTPe/Xq/P5FyA6bA3hnxerxeBQEAqQQ8ePAAwqTa99NJLWF5extHREfL5PKrVqujmPHr0CACwtbWFW7duoVqt4uHDh3j06JEkfFku57my2Szu378veYt5XRcS0hh+8v7RW9A5E4fDIRrGHEjPca46ecvQlJ3s4XBYOsx1j5NmRPN+8Tw6Ca09Rp3gn9f7sdlsyGazJv/yc5xZAwNAOCHhcBhut3tGT0V3EwOQxcOf6fImMM23aO0Xhlf6fRaLRWJ3PqRM9FLKgMfT7QlMNPLh1yEZKfqVSgXD4VBEy6lvC0xLzeyMpiIfafxcdPfv30e9XsedO3dw/vx5hEIhnJycYHd3F8PhECsrKwCAdDoNu92OfD4vM4xOT08RjUZF5IqVlFQqhddffx1vvvmmtChYrVZhGQNTIqI2inb7dK41X2MVSUtUUGOG39V8SMsxJlarVaZKEvOtG/xedQjH8vT898LQS5fb3W43Dg4OzrwWL3GmDYzVakWj0YDH45Eh9qTd06vRxLd5mrrOF9AzYTJQ53X4+8CUo6E7iWlgms2mPJg6IUl+i1a510aMBqfX6wm7lcp0/B2eo1KpwOv1Ym1tDdFoFM1mc6ba1O/3ZYFUKhVsb29jc3MTkUgEvV4P6+vrACYLe3d3F2+//TZyuZwY01gsJpITlUpFzkv9mVwuh2w2i0gkIqV2XaXTJWan0yn5D56zVCrJfYtGo6KnrPukdJ5FJ41Z9dPfKcFz0lvR3eTzrGjecz4vTMzzO6xWq3jnnXd+2cfxM4kzbWDu3buHCxcuoNFoyAPPki8fUFZuWGEiA5av6Yda74B8yPWODEDK4Uw6clH1ej00m00xQH6/H6PRSDRhAMx4QzrEKpfLcLlc6Pf7ODo6QigUEqU+PaiNYV02m0UqlcLFixeleY8Ll4uQfUgHBwei0g8Ae3t7ACaGiI2TwGTxJxIJ7OzsCB/l2bNniEQikgS22+1IpVIolUrIZDIinG6329Fut0VvRSdY2RzJc1I0nfo5TCzPhzvac6Ox0iEt7yfPRSNE4zHfjKk3FCZ7SSDUm4bNZpN7YnDGDQwwecg4k5gPo94B51ma/Jkm0QGY0bDVRkXT33kcLcPJ9wwGgxmmLnMqLIVrFinbFQDIPGuKTlHNTUtAApCyMzuv9/f3EQwGcfHiRQyHQ+RyOQATJb3RaCSyk5yvxHulDRaNmMPhQDqdxssvvwyLxYI333xT3s++rPF4jFqtBpfLhZWVFdGHASAej57UqD2Oea6RNuTkB2keEg2CZgi73e73vY/5HV35IzRTm2EQz0n2dDqdxvr6On76058CgFT8DKY48wYGgIh/a5dZczS04SGBjVINujNXP/jaNdf9KkwSsjTL32G5mQ8oczHs+NbEPXpTAKQUzXI73XUuTH4O5hT4vna7jXK5jGg0ijt37gjN/tVXX52h3jebTaRSKWn+4/UVi0UMBgP4/X6sra3hi1/8IlwuF77//e+L4eBMJrZeWCwWKVEnEgnhinC8i+5A13kRGpj5QWskIereJQAzngg/u+5unk8Ga+jE7fwzwGN6PB5YrVb4fD4kk0lcvXoVwMQQPXjwAE+ePPllHr/PNM68gdnd3UUymUSz2YTP55vhQwCzPBidI9CJQr6PSUj9kPK9HyR1qfkT4/GkmZK5EL6Pbj09IS44rSvL66Nx0ZqxBFsdGCpRTT+TyWA4HCKRSAAAvvzlL+Pp06fS/Lm/vy/awLoPx+l0IhgMYn19HV/60pcQj8fx3//938hms5LPCoVC4m3p/q1GoyEcFgBiJHR/kv6cmiinK37tdlvkNHSOSvcK0RAA0051HfrMe0Taq9SJZ56T95iD2SwWi3hguVwO//iP//gLPXdnBWfewACQ0i67c7UGCvB+Y0ADoisINDAMU+jizxssndzVlSidhwGm+R2dN6ChmifwMaSb1zXRHhaNU61WkzzT4eGhiIuz8vOVr3wF7733Hv7zP/8T1WoVoVAIXq9XwgsuukAggHA4jOvXryMWi+Hdd9/FwcEB3G63CJeHQiEUCgXpGaLcBcNLHktPZ5gPg3gfeY/JpmWoyc+lmbd8LzAJNf1+v0h16u9ANznydzT7Wh+PGwy9oHA4jFqthmKxKF7dv//7v3+Yx+8zDWNgMBkRkkgk5KHWCnSEptlz8dKoAJAeGd2BrA2MZvJqaDd8MBhIgnR+jg//MLegFyRZtdyxddVF5y9arZZIJzidTiwtLaHb7cLn80lI1ul0kEwmEYvFkMvl4PP5EA6HEY/HpZcImJSg6fG99dZb2N//f+1d21Nb99VdktBdQiCBEQgZsA0Y24mdjJtM0k6m+drJ5KH9C/r39aF97EtnmolnknicJhknxdjcb0LcdAFdkIQkQPoe1LXZ5xi3tmM5TvNbM0wcOLod6Wztvfbaa2+KhQJLI1phHB0d4fDwUHghtun53Lg2l2Uj+Sx7pqh5EmqVGEy1Slmfc85msZVuVwYzoGgil/+vs00tV6BLX7lcxvDwsJSr5J4MzmGUvAYGBl2DyWD+DVojkEPRQimdOnu9XiFlOXjIY/RttDkRcO4dorkUu8BLz0DRoY0Tu8yseKwduvRidkVfFaCj9uW3cq1WQyaTQW9vL9xuNxqNhpC8VL3+5je/wdjYGAqFAtLpNL766iucnJzg7bffBgBMTk4inU5ja2sL5XIZQ0NDuHz5MgKBgJRlW1tbKJVKyOVyqFQqwpuwS0Q+gx0ePaHMc6zLVWYYzBbZJdNlDQDhYyKRCNrtNvb392WoVUsLtFZJC/O0qE6fX2aQDkdnejuRSKBUKuGbb755sQ/bLwgmwPwbtK0Mh8Oy24ggx0EPkNPTzr7pwcFBuYBpWqUl67xgNAfDNiyDFrtX/JAzMO3v7wsJyjLIzusA1p09emkaOx2a+yHvQR0J5fjtdhupVEpebywWQzKZlLJtYmICAwMD0h0CgKWlJdktdfXqVbz33nvw+/2yAhbodJo4cU3Z/+npqehWdMeLHIrmYBgMNGnL568d+/jD104y2OVySWeO3sV2eQDXymohHUl1Df0FwfPZaDRw//593L9//8U/cL8QmADzb3ARWDKZFI0HALkYKB+neZLX65VsgMdxZw8/4ORDSGwC514x7KaQ2+GFpDcn8m+Ent/RxC9vT7UxXeo4YQ1A5PWDg4MygcyLmipdoONCF41GEYlE0N/fj5OTE3z//fdibUG9zOnpKeLxOG7evIlf/epXGB4exs7ODg4PD8Uz5vj4WLpTNOFmBqc1Onw9OpvQXIld9Wx3HbS3ntntYTADzrcz2o/jOAKPZaAin8Xj+DgMgk6nE1tbW2KuZXAxTIBR4PJ1OpYBkO4JsxGm8Jzh0Ssw6BHCDyJl7loHw06QPVUn+auJSnZddADS4jCCuhY+D84nJZNJySaoneFyt3q9Ls7+fX19uH79OoCO0G5hYQGNRgMffvghPv74Y8RiMdy/fx9ff/21POfp6WncvXsX169fx8DAALLZLPb395FKpbC0tCSv9Z133sH4+Dju3bsnGhwAllkf3SljNkPRHV+fHfYSU2d1Dkdn3ovzSiSDddml3zNmRvyhu6HOVvTGx4GBATidTiwtLYnC2eBimACjsLKyguvXr6O/v/8pT15e8CcnJ2JupPUo7XZbDLgZaJh+axGftt7kNzo5CX2R6DY42826w6HnYshHMCugGDAUCoknSaVSkdtUKhUkk0mUSiVsbW0hFArJitk7d+5gb28POzs7+Oabb9DX14eRkRH86U9/wrVr12RUYGRkBDdu3JC5p62tLWQyGaTTaVkJ63A4MDs7i/HxcYyOjmJjY0Oegx4KZUbA9a2aU9Gqaj0ioLtofCwe5/P50N/fj0AgIL4/FB3yPQI6u6JKpZIocDn7xDENrYKmA2EymRTNT6lUkozO4GKYAGNDPp9HKBSyOP6zfNDEom6lAp0ShBd7OBwW1zbO0thHClhC8dvRzjdwSFCbMOn7eda3O4VpdPxn25stYhplR6NRBINB7O/vi3UD0Lk4r169ilAoJC51y8vLEuympqYAdIykGo2GkLzU13AqHehkDtlsFq1WCyMjIygUCjg8PLS8bj5nivH062LQ0KWKzr50Jqfnrpj1cfmZw+EQG4lgMIhoNCqvYXV1FaVSSdTV+Xxexi40V0PV8ujoKBYXF7G8vIxEImECzH+BCTA25HI59Pf3S3oNnI/o8yIHzolfe+ciGo1K5kBnel5AvC8tymPaDpybRgPnvAKzG/07Hsv7Y0dL61/ocqezBGZO7XZbLCCq1SpmZ2eFcGUG1tfXZ3GB29zchMvlkouT/ru1Wg0HBwci2OP2Rj6m3+/H/v6+7EUiN8JzxvtimaSDKc+xJs3JlVxEDDPA1Ot1makCzg3eSd6SPI9GoxIo2b1rNpsSLPU8msvlQiQSQalUwtzcHJxOJ548efJjPmq/CJgAY8Pq6iqCwaB4z2r+hGC6rYnAcDiMiYkJsZu0ry3VGyH1Ny/LAlou6GCifUc0Oaz5GwCWi5GdGq641R0Y3oYdpnQ6jWKx+BQZfHZ2JjxDq9XZnkhLT4LdmVKphPX1dSwvLyOfz1uyLF6YHJpk25iBhMFU8y3aktQ+eOpwOCzBhUHdTgpTZsDgrg2m7FYX4XAYoVBIyHrd+dPnjl2pVCqFTCaD0dFRS1fN4GKYAHMBKAEHIISvXmvCb2LW+gBw+fJlhEIhbG5u4vDwUDoZLKc0V6AzIQYPci56nkjPPtnl8LqNSvk8O0gcOwDOlcPU7/Ax2D7mwrbNzU057uTkBNVqVS6+cDiMeDwupQlwLu/P5/OStWjSFuiUW6FQCJVKRfZFkdzl1Ddg3cjAc6RLQ31OGDjs7WutomaQpZ5GG0jpc8gMUQ+u8njeD881v0xSqRScTqc4ABr8Zxglr4GBQddgMpgLsLGxIW5r9Ltld4aj/36/H7FYTAb7fD4fUqkU0um0zKtQyMa0G7D6xgB4qiVr76zo1F+rgpkB6VUdLN00H6EzHpYSLG8oVNNk9dbWFjweD5rNJoLBoHSYWCJoYWE+n0c2m0WlUsHx8TEqlYpohIBzTxt7R45liyZotRWFdu7XSl7eXpeHPD8XdZb0OeN7pzMlr9cr51iXRFqWwMfo6+tDqVTC3t4eLl++jLm5uef9OP2iYQLMM8APfyaTwfj4uFg68MPW19eHcDgsVgAsFZjCa7GWJmCZttNrtlgsWlqsWt9CUpIllc/nkz3UvBj07mwGNQYYTQrzAuSwJhXJetMkj8tkMnA6ndINy2QycsEx8DYaDRlizGazlnWtDDCtVkt4G3IumuTWLX4ew9vxnJCI1n/XE+i6Zc+AwGCl7RUYqLRPjF7vygBzkU7H5/MhGAxKWUSi2+C/wwSYZ4BdpEKhgJ2dHfzf//0fnE4ndnd3MTk5iXA4bOFlKpWKKEF1NkLtjCYWKezSRKVWpQLWQMP/J+EZCAQs+46YjWjvmosUv/zh/fDbW6tiz87OEA6HxeS7t7dX9iEFAgHLbupMJoOdnR3ZYsBASP6HmZkOCJp/0lmWfc6IxLPWo5Cv4rH6dergQB6lp6dHFMzakIoteeqd7PfBx+HzCwaDqFQq2N/fRzgcxhdffPGyH6tfHEyAeQY4en/z5k3s7Oxga2tLSM0//OEP8Hg8SKVSllWy/NbT80LsDmni8OzsTEhSpve8ELV6lMdr3xJaJuilXlw/ojsx+vbAuYZHByBmNHoOh38/O+usG9ne3hYNTDQaFXOlZrOJXC4nOhtqRfT8k52k5vOwQ+tddEDSRDehf8fXQTWuPnf898nJibSm/X4/Wq1zTxuPxyPWFVp+wOej1dXcvMAWt8HzwQSY/4InT56gt7cXDx48QKVSwfj4uPiZVKtV4ST4YW02m5LZsJPBGSXgXMvBDgYvJP3BBqwpPbsnPT2dfdqlUkkCyPDwsAQ3rlvh0CW5BACSqbB1zKBi5zz8fj8ikYg8p3w+L45zenWLXZ3MeSt7MNHzRnrUgSWMPo4Xue7eaA3RRXwJyxv7Ot1Wq7Puhe9Fs9m0TL7zcUdHRxEKhSylqF1V7Xa7USgU0Gq1MD8//0o+V78UmADzHIjFYkJgvvvuuwAgTma8KPRGAn5AuXJE77Bm3Q/gQsJSE5XMJPj7RqMhIjAuq6cLHjMnBjPtYwtANgpQC6IVyTrADA4OYmZmBisrK1haWsLx8TGOj49F7ctNANTP6B/ASkBrMSB5KIfD6lDH88Cgy2O0/sXeztYl0+npKXw+n+W5NRoN7O7uSoBiYOV7w/vla2M5pLkY8lN8Xw4ODuT/DZ4f5ow9BzY2NjAzM4Pt7W0cHBzI3mG9ZoRdFKpY2T1i6cIPNUcE9LZGpvS6w2EX+PHCc7lcGB0dlVQ9lUqJPkVPBFM/ohW6gNX6kXyHz+fD0NAQAODGjRuYnp7GyckJ7t+/L92X3t5eXL9+HR988AEAYG9vD263G+l0WrpLeoaIj2XXrOj/6n/rzE6XK7o80lkGcJ69sDvEeSqv1ysL2Zgd6W6d9vXd29uTTFJnjRw0BSDudVrdbfB8MAHmObGwsIBgMIjFxUXcvXsX9Xod+XzeMutDUyNyFj6fT74d+aFm+UGzartwTvMIDBT62x2Apd3KmSd+O2urTn5rA+fLwmhNSTPucDiMaDSKu3fvAgA++OADDA8Pw+Vy4csvvxQOJhqNwuPxIJ1Oy/O8c+cOrly5gmq1ikePHok8X5d5mtjl3+zzU7r9bs9ydMud98nb6DmlWq2GxcVFAMD4+Dimp6dxdHSEnZ0dHBwcSBZEwR/Pie6s6fvVUoJisYjT01OxoTB4fpgA8wIYHBxELpdDLpdDT08PDg4OpIVKgpbdFqfTKdkE9SRAJyBw2pjgt7ad5OVIAInPdrvjeFcul6Vd7PV6xc+EnAs9bLS6lRkDbQh8Pp+UVu12G2NjYwA6hPG3336Lk5MTXLt2DYuLi7JV4PHjx/j2228BAPF4HNevX8fbb7+NwcFBrK+vS2tel0sMevbZIrtyV79+3SUCrNs1eVtySXyNHo9HXPmOjo6QSCSQTCZx48YN7O3tIZ1Oo1arybkCIOUkgwyfHwMhXwcNswxeHEbJa2Bg0DWYDOYFwG2ImUwGiURCeBSgwweQ7wDOJ6P5jVssFgFA9kBrt3/NW9gJUt014TdtPp+XDIaObK1WS6a3PR6PxatG3w9byezOkCNipvP111/jz3/+M5xOJ0ZGRpBMJnFyciJKVj4/+twGAgHEYjFRO+u2cruCVKp6AAAVPElEQVTd8cih5ocks24p6+enVbl6KFRzMvZzxceq1Wpy/tvtjg9vo9HA2NgYJicnMTg4iJWVFWSzWXlsiiTtLXy+lyx/K5WKHGvwYjAB5gURDoexvb2NRCKBUChkKXf0VK/+8DcaDXGco92jHn60E6HAuduaLhkYJCqVigxjXrp0CYFAQC4+lj2AlSTVnSsiGAzK/ZNbWVlZQalUQk9PD7LZLCKRCEZGRhAKhfDdd99ZCNZKpYLFxUUMDQ3hzp07ourVryMQCMDn80nZwTJKS/vt2h/AuhyN0MGFPIk+ntxKq9Xx+y2VSlhdXUWj0cCVK1eQSCSQTqextrYGoFP6sK3PLhfb7bRtILhMzuDFYALMC2JnZwderxeHh4fiWQtYDZ303BHb1brVqudjNO/A/wLW4KCDCzMZCu08Ho+MLbA7pe0M7OBj8jFOT09x+fJlyWAoKOSoQH9/P0ZGRjA+Po6trS057vj4GNVqVS7WqakpTExMyOYAALLTid40+jXYgx85Js3VaJKY0LfXbW67uI4te5LvhUIBU1NTePvtt0VqsLe3h+3tbezv76NUKsHlcsHv96NcLqNQKAhv1tfXhy+//PKlPzO/ZJgA8xJoNBpYX1/HxMSElCpcGhaPx6Vd2m63kc1mpYUMnGs+uI/ZbgHJ43h7XjgMDPpiBDolFwBpW9ud9nWQom0B29fBYBCJRALDw8PY3d0F0BmNIKF56dIleL1e+P1+vPvuu8jn8xIoNzc35SJfW1vD3t4egsGgZXXLycmJdNb4Gi+yRWD7nb/nv59VRmkCmOeG54XnmKUOtUjVahV7e3tYWFjA9PQ0ACCRSODOnTvSuSLB/eWXX8p7CcCimjZ4MZgA8xLw+/2yg5kfdBp8AxA/FQYSqmqB8z3Mvb29otcAzvcW8QJut9uWti1gnRJm4GDLmeWHXqeqtTRa6NbX14dQKIT+/n54PB4sLi6KO369Xhfe5PLlyzg4OIDD4cD+/j4ePnwoXBL1J9SiUPDHlS48xj7ZrFW8dsWuzuYIPW9kB18jM0Uex0DK94IdtrOzM6yvr0s5GIvFMDY2hmvXrmFqagr1eh2zs7M4ODiw+DJ//vnnz/fBMHgKJsC8BFZXVzE+Po5CoWAZ/qOHrdvtxsHBgVw05XJZPvzBYFAIQ6fTibGxMQwODordpJ38BawWDgw6dgK33W7L/h/+ThtYkfdg+ZbL5bC7u4vj42PU63X5PSeye3p6EA6HhTz917/+hYcPH8q3Ou+LJui82J1Op7jD8f4IBjhyKQycJH31MKbmpXSJpH+vhXE6CDHYc4SBfBZVzEQulxPfZL/fjy+++AJzc3MYGxtDT08P/va3v73Mx8NAwQSYlwQ7SpzN4TckuyXaaoBbBoFzz9tEIoGbN28iFAohl8tJGq6DCieK+cOAZR/sI8fDoKPndLQXC7kZdo/07A/vj+reer2OnZ0duFwuhEIhZDIZi29NrVZDKBRCIBCQMs+uvLWTzXpiWgc/vaua2d5FRLVdoGcnfO2EMF+LLrv4GHwvarUajo6OsL29jcePHwPoZKifffbZS3wqDOwwAeZH4OjoSAIDl5lRoMW03O/3w+fzSTng8XgwMzODt956C9VqFQ8fPkQqlXqq22O3MtAKWQ3K/qkKtg8Q6hW2rVbLMnSpZ3p0pkET7p2dHfT29sLn8+HGjRsYHh6Wko4EKD1yLwKDmdvtFjk+yySuqAU6AYJcjT1QXBRgLhpJ0GA2pXkdPdOlp6Rp5/DNN98gnU5jYmLCBJdXCBNgfgQ2Njbkw8qZHm4B4DcoW5+0Obh58ybGxsawvb2Nhw8fin8vswvd4dEXHF30ePHbV5na53IAq9ctn4eW3nN8gB0b4Lzzw9fDb/iPPvoIn376qahlg8EgwuGwSO+Pjo5Qq9VQrVYt5uDhcBitVgu7u7tyoZMQJ0EOQAZFtVpXTzcDVt8YTfgSOjDp0kpnMSypgE6AicfjOD09xcrKCgKBAB49evQjPxUGGkbJa2Bg0DWYDOZHYnl5GUBnlWo4HEY4HJbUmxnF6OgoJicnAXRKqeXlZTx+/FhazFQE6xJIa0I4LMnZGd2d0XuwnU6nOORTi0IwA6KLvsPhQDAYlIFMrW85OTlBLBbD3bt38d133yGXy2F+fh5LS0uW2abBwUFEIhHEYjEkEgnp3mgnuOHhYaRSKdy7dw/lclnsNdnxAiBcjPaY4Tmwi+90m54ZEbMTPbPEjM6e8WgjqZGREfT19eH7779HvV7H6OgoMpnMj/5MGJzDBJhXhKWlJVy/fh3tdhvRaFR2Dw0NDWFkZERUofPz80in08JdcCBSl1oALBwCyyW73QAA8S3RpQ4vXs2NsHTSHRUSxDrAnJ2dob+/H7/+9a8xNTWFL774Ao1GA6urq5ifnxdSu1gsIhgMik4mGAyK6ROP4dqTbDYLj8cjOhkS3XoFSrlctmx2vEiFrLkVPVKgxXfA+f5vfVuWn9rWYWJiAnNzc1hbW0M0GhUXQ4NXBxNgXiEWFxcxNTWFnp4ezMzM4NKlS3A6nSgUCkilUgA6rVEGAH6D6/atneDU38raMU6bOTWbTRHt6QtL8xD8VucowcnJCY6OjuQYZjycuN7Z2cHExIQENC5N0zYRfr9fAheVvVqUxkBYr9cRiUREA0TdDB+Tz8U+HsAM5KLOlJ3w1uQwz5u28OQ583q9SCaTADoCuh9++AEejwcrKysv9Z4b/GeYAPOKsby8jCtXruDs7AzvvPMOPB4PNjY2ZGaJc0m0wGR5wyzlWfM4dpGdFpU5HA6xaNBDe1qkp+efeDudATAw0fiJgjqPxwOPx4NEImGZx9FDgdpUmzoaALJbmx44x8fHFjsHBhiWRnzedk2MntvS5wWAxezKPsulyyh2sQYGBkSH9Pe//13GCAy6AxNguoD19XU0m03cu3dPuAmWA7yQqAOhKMw+/awFabwNuyD2zgm1N/q+dWsWOLedpCEVW73ccED3Nr/fj3g8jt7eXhwfH8sq2e3tbeks8f44dsBWPLMSPia7aAyg9m6Zns+6KIDqTI3gfelOVE9Pj3gg8/Z6PYvD4ZCVLxx4BDqCSfJgBt2BCTBdwvb2NkZHR7G5uYlEIiHlAi0oSbIGg0EZKdBDkfz21RmJ5hq0Ax6P0Ypflgg6aHFPEDMbziOxHc37C4fDEqDi8Th2d3exsLCAfD5vmXniYGcwGEQkEpGLnKMCbrcbxWJRyh+uV6Ea2d5Wfla2oksmktws3bS/r74tz0er1dknVa/XMTIyAqfTKaZZJrh0HybAdBHb29sYHh5GuVyWDZA03I7H4+jr60OlUkGpVJIukt53BJyPCWjbBu18x2ChSVPdWSGCwaBc+B6PR8RvOssArCMKAwMD6O/vx8LCglzYOkvQVge82OnQD0A2PvKHdqLsYl1Usmmi1j51zcdnt8ouHNTkN8+HNhHn8jTTKXp9MAGmy9jb27MYUd25c0fEZ6VSCYVCAcVi0cIZAFbBG3DeQbFbN2prBjuXo02/vV6vXJQsK3h7ZlAALBmT1+uVDg89Z3RQIGlcqVTkvrnsHuiQqJxmvohzIjTBrafHmYFoz15mMboVzUDJc8PsRfv6spu1tLQk/JJB92ECzGvA5uamcBzJZBLT09PY3d1FOp1GpVKR8uSiqWH97c2goC86rZfRlgh2bQinrFlmMbAwmDAo8PEuXboEt9uNTCYjjm6aD+HjVatVUffSXU/PP2lORjveXcS78HXaMxvyPsyS2u22xTCdVgskb09PT2XbJLPCarWKYrEo/IvB64FR8hoYGHQNJoN5TaDit9FooFQqIRaL4ejoSCavOTl9kXKVeNb8DTkZTiIzi6HhEgBR7JIPYSlid/l3uVyoVquiGTk8PESz2RSPGG1zyVKGJRT9cXRZRiGf7lrZhxp1yaS7X+SQmJkMDg4ik8lY9lZTYOj1ei0T6/F4HGdnZygUCtjb20OxWJT3wOD1wQSY14xUKoVWq4WpqSn4fD4RptF8Sju12QMK17zaOQzNbVATchFfQn4GONeSkMNgIHK73bJobG1tTTxj6PDGcqjV6vjeUmF8eHgIn8+HgYEBy7I3rm9ld2pvbw/7+/uWMg+AhTvS3BNJaKCz76inpwflclnWs2hFL18TtzxubW1hdnYWuVwO29vbr/JtNHhOmADzEyCdTiMUCmFychKJRAI7Ozti7UA+hiI1u+8L27P2zOai7pLuSlHxy6yFowRU1WpOh6rc+fl5lEollMtlPHnyBENDQ9KmZpbDYFapVMSvmEpZSvI1Ybu1tSWEr+4YaZNztvFJSGsCOplMIpVKoVwuWxzy9GwTPXY+//xzbG5uWqa7DV4vTID5ibCwsAC3241bt25hZmYGS0tLqNVqQmhSnWv3Umm1WlJW8TgAkknwgrcreXXLl4ZVDGa64xIMBi0B4/DwEMViEcViEaVSSYKHHiRk8CuXy1haWpIsJxaLYWBgAH6/H/V6Hel0Gvl8/qnsSpdFvL9gMGjRBAGd+ae+vj7J1nhbOuuxlHK5XHjw4AHW19efGvo0eL0wAeYnxKNHj9BqtfD+++/j/fffx+LiIrLZLIBzrYrD4ZCdQ9wYoLkZvcGAGhEAFkGbPo4jBeFwGG63G5VK5SmuhzuBCoUCGo2GBKZsNivZRDKZlOfl8/kkAzk7O8POzg6AztzV4OAgBgcH4XK5UCwWLabgukTSlp3a7U575LCEYoBh1gZ01qMwY1pZWcHs7KwJLm8ATID5ifH48WMcHx/jgw8+wO3bt+Xi5DoQZhTAuZ0l8PSc0kUqWP1vewnldDoRi8XgcrlQLpctFzTbukdHR2L/QLKWWU8ul8Ply5clqwoGg6hWq8LNAJ3WOA212u22LHnT5RhfFwMGSVtmNSzjeH9aEEjBXigUwtDQEHK5HADgn//8p+yNMvhpYQLMGwAGk6tXr+Ktt94C0NkztLGxgVwuh3q9LpkEzbvt3SYtttMEqraHBM79ayuVChwOB3p7e2V3EO+LGQx5jouGJwuFAoaHh3Hz5k1ks1kUCgXZd62Nxun/qx33+Fx11mLvaunhTL4WuusxINEveGBgANVqFYuLiwA6s2AGbwZMgHlDsLa2hp6eHukqffrpp/jwww/x1Vdfifl2rVazZCGA1SRc8xosJ8hLuN1ukftzk0Cj0UA8HkcgEJDShaUVpf3hcBilUkkWy+mMqFKpIBKJyOYEh8Mhk9VEo9EQEZ+em6I/DAAhndlmJ7nNEo6dL96X2+1GIBCA3+9Hf38/arUaUqmUmHYbvDkwQjsDA4OuwWQwbxCWlpbk37VaDX/84x9x5coV5PN5WYjGVrXmUkiukrfQ3SZmNZFIBB6PB4VCAYVCQfiNo6MjxGIxXLp0CUBnQJNdpuPjYwQCAUQiERwcHFj4EGYpXq9XyFu/32/JogBYulrsZNGfhf4y2l2v2WyK9YP9tXLlyNDQEOLxOBqNBg4ODrCxsYH5+fkuvjMGLwsTYN5QzM3NoVar4Xe/+x0mJiawvLx84ZCevV3M3wGQgUqg02WJx+MYGhqSljZ5jtu3b4ul5/r6Ojwej6iA2+02+vr60Gg0LMvgWQ75fD6Uy2XZdNBoNGTuirwNvVs4A0Uil9aawWAQ+XweZ2dnssdaD2qSDA4EArhy5QqGhoawvb2NjY0NrK+vC4dl8ObBBJg3GGtra2i325iamkI4HEa9XpeLXE9DA+fKX+132263xa2NU9GRSATHx8fwer1wOp2YmJjA5OQk/vrXvwLoTH9Ho1E0m03hVxwOh1hmaiUwRwOKxaIMVtKcHDjfLqlb4robxeOuXLkiZHQgEBD7Cp/Ph3A4LNlVMpmEy+XCDz/8gCdPnuDhw4ev420w+BEwAeYNx/r6OsrlMkZGRhCNRhEKhXB0dGTRkwDne5l8Ph+KxaJ0kvQkc71eRzablbJnfHwcH374ITY2NvDkyRO5r3K5DJ/PJx6/lOSHw2EpjZrNJnp7e9FsNlGpVNDT0yOra7mUrd1uIxAIIBQKyb5ubnVstVriUxyJRHD79m0MDAxgfn4eJycn8Pl8mJ6extDQkBhDbW5uYnV1FQ8ePOj6eTd4NTAB5meAfD6PfD6P6elpxGIxRCIRkb+3Wi2xtgyFQuLM73a7nxop0M55IyMj+Pjjj+F2u/HZZ59J+RWNRiXrcLlcsv1At7YBiAve8fGxZCdarwIAQ0NDiMViMm5ADodiPWZfc3NzGBgYwPvvv49AICAalrOzMzx48ACbm5sAOgZWq6urXT7bBq8SJsD8jLC0tIRbt24hEomgv78fQOci9Pv96O3tFYtKrXRlIKKADujMCL377rtwOp34y1/+goWFBck6QqEQHj58iE8++QT/+Mc/AAC//e1vZTyB8v16vY5UKoVQKIRkMonFxUXhV1jS3Lp1C/l8Hvv7+7Kjm+ZQNAwHgGw2i9nZWXzyySeIx+P4/vvvsbi4KEHPDCr+fOG4yORI/uhwPPuPBj8p3nvvPQDnu4dY0rCDlEgkcO3aNSlDlpeXJdiMjo5iYGAAs7OzePLkyUuTpMlkEk6nE7dv3xb1r9frxczMDICOadW9e/ewtrYmVg16dxPLLZ/Ph0QigUgkgsePH6NYLMLr9ZrO0M8I7XbbcdHvTQbzMwWNqwFgZmZG+Bd6o3i9XoRCISmRent7Ua1WcXh4KAOMmnd5GaTTaVy7dg1LS0tIJpMYHx/HtWvXcOvWLQCdLCcUCsHv96PdbstSNu5U4nNrNBo4PDzE3NwcAoGA6Qr9D8FkMP+DmJycFH8ZPe9DLiUUCmF2dvaVPNZHH32EUqmEZrOJvr4+jI2N4c6dOwCAiYkJpFIpzM/Pi+qXHaVarSbm25lMRoYwTWfo54lnZTBGyWtgYNA1mAzG4Efjo48+QiqVQrvd2ctNTcvo6ChisZhsHwA6ZVOpVEKlUpEu0qNHj36y527wavCsDMYEGINXht///vdiVgVA2tKcjjaB5H8XJsAYGBh0DYaDMTAweO0wAcbAwKBrMAHGwMCgazABxsDAoGswAcbAwKBrMAHGwMCgazABxsDAoGswAcbAwKBrMAHGwMCgazABxsDAoGswAcbAwKBrMAHGwMCgazABxsDAoGswAcbAwKBrMAHGwMCgazABxsDAoGswAcbAwKBrMAHGwMCgazABxsDAoGswAcbAwKBrMAHGwMCga/iPWwUMDAwMfgxMBmNgYNA1mABjYGDQNZgAY2Bg0DWYAGNgYNA1mABjYGDQNZgAY2Bg0DX8PxjgLpK/AUswAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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MxGez2eQz5HI5jEYj7O7uSgWs2Wxif38fuVxOvEY+n0/SJF2+J4Ex0nO73chkMohEIvizP/sz/OVf/uWzuwEMABiCmQtefPFF5HI5dDodtFotlMtlCduZftD6T2KhC5cCqc1mQyaTQTAYxMnJiaQoo9EI1WpVdB1qDHTVVioVNBoNdLtdIQoAop0EAgHU63X5PolD90Dp0jf/JgHN+maCwSCOj48tTY3ajEexmb4Zvk73LOkyOQlXO4lTqRSASUsBP1O1WpXPSbLJ5XLyulKphFqtZjHveTwehEIhSceOj49ht9uFzP/kT/4Ef/u3f/tM7gGDCQzBzAFXrlzBcDjE+fk5ms2mpBXAdGFScGVoTz3j448/ltfqpkCfz4dGoyGplN5mxO12o9PpwOl0CtGQQHSPETAhmFAoZDkGRVwAlvSGfzPa4jwXYEIsPp8PKysrODw8xHA4RCAQsJgF2aPEr5F4SGo8J23eo/bCaMftdstnYD8TjXSMnDjKgsa9bDaLjz/+GPV63dJESp8ON5OrVCpwOp1IJBLY3t7G8vLys/j1GygYgnnGeOmll+Dz+bC3tydPWPb2EEwDqEkwdSmXyygWiwAg5eNIJILnnntONBmv14tgMCjlZ7puKWQyNaDrlouX5DMcDqVVgDsKuN1uWfysRukUhWVx/TpGGCy1t9tt0Wt046OuKpG8BoOBEOIs2GCpRV7ODtZVMo/Hg263i0AggFgshlgshq2tLQAT9/TOzo6U9Rn59Xo9nJycWMrZLP/v7e1JKmbw7GAI5hkjlUqhWq2iUqkAsG5kBkxu6na7bdE12Aiorfh8Xb1eh9vtxre//W1ks1n0ej14vV7cvXsXwOQpzBSG0Q2f+CQaHo9DvPnkZ7o2GAxEW+E5kBwIkoPe1sRms6FcLkskpGfK8D11iZvpH528mnjYZsDpeVp4JsGQdL1eL+LxOAKBgLh2n3/+efG3vP322zg8PJRdK6k5tVotSxWN0RVJulQq4Vvf+hb+4z/+45ncCwbGyWtgYDBHmAjmGWJ9fR1er1f8GYxKWE4FYNneg09uCqG6wZCRjMPhQKVSQbPZhNPpxPHxMfx+P5577jkAwO7uLlqtlkQnjEwIRgn9fh/1eh3BYFAaKamLsGub78uoiqlSp9ORqINiMPum9G4CTKkY0dB7whESNO8ximDEw+tB6BES+ty444Hf75fRFoFAALdv30Y6ncZbb70FALh37550gHs8Hvj9fokS9UQ+9lJxPyc9LsPg2cAQzDME59QyvaDOQm8HMLHIa/KgDkPtgoTA11D7ePDgATqdDvb39+Hz+aSysr6+jlarhVKphHa7LUO1mZrweIPBQDZA0x6R2c5sANIqwAVKXYR/gEmaw8ZGphyaNAh6aCjc8v8kJACy+Pl13YSpUyVWgUKhkLRMXL58GZcuXcJbb70lu0bqucYkGKfTKaSoy+j8XTWbTWQyGQsBGXx2GIJ5hqAIyxuWpOF0OkXj4A3d7XZlbyGbzSb9PLqyQwLgJDgOY9KVqbW1NYRCIZnNwm5oiq8ca0mya7fbcDqdCAQCok3oGS5c+BRUuWsAIxO+jjsWUEfS4zpn5/xy9rDX65WSuo7WtGtYe3RIzpwbs7q6KmX2RqMhfpaDgwPs7+9bOrSp8XAuDvuktLbEvia/349arQa73S5d7wbPBoZgniFsNptMnjs5OZEnZLPZtNjumRqx0XE0Gon1XY/E5BOcPUVcyHzSA5CIRM/g5RiIVColBFMoFCQyYEri8/nk+1x0XOAsR3NBUhDl67V4rAVsNj3yMwATcnO5XAgEAiJ6a5CIGbWwQhUKhZDL5WQ0RbvdxsOHD3FycoJKpYJgMChzZbRozNYEPVOHRE/hmb8LpnexWAzhcFhSQINnA0Mwzwh8ysdiMYzHY5kuB0wXGABx7bKRLx6Pi6NXLz6SS7vdtsxy0e5aAOLW1RoOqyIXFxfyvtR6PB6PpGkcPgVYx2Hq82REBEzn8ALTCpWOCGa9NNpMx6l2jMxcLpcl4iCo/QSDQfj9foxGI5yengKYuIf5hyZGl8uFdDot5XsAEuUx3WJp3uVySa8VYCXJa9euIRAISAOmwbOBIZhnCLfbLSY2PpG5wbzWJkgQ4XBYFjwXq9YAZm33XMx6bMJoNEIqlUI2m8WjR49k9wBuR8vjcSQDF9zs1DqdIs3+X1vsNcHoFgeSpvbKUNDWRjqK4ACecAzr47hcLtGM+J5M83hdRqMR6vW6+GKYMpFItJmRxKWJjZFSMBhELpdDrVYTe4HBs4FRtJ4RZif6BwIBi1BJ3wswfUpzCDbTHK/X+9TNzPgk1k17RKfTwdnZGQaDASKRiGhAtOfzfbWzly0J7MJmm4LumuZ5AtNuaqYv/EPzGitSehFzVwLqSpwT4/V6LVufkPRIAozQ+v2+6FgUujnygeKz1lgoOrM1ALC6pbXniMfjdU4mk7In1Xg8FsOewWeHiWCeEbiwi8UiIpEIfD6fRDK08xNccOyEpsbAEZUARAgFptUmHTXoqtSDBw/w+PFj6YSmY1eLtYxadE+QHuStbftMbfTWJfwe/81ogWmdriTNGvR4zE6nIzqH3lOJn5GvByZtAX6/37IZXa1Wk/PUqQ41qFlBm+c7u1+TPjeOH+10OuK63t3d/XS/fINfC0MwzwgkgUqlYvF/6KcyAIksgsEgUqmUxfYPWF2wJBOdFnGRUITlwuK4A+0E1tUZrc0wVWHZWL8vX8u/GZVwVwASG1Ou2c3egGn1yOFwwO/3W3wss6/le2vxejQaIRAIIJVKwe12y2iKer0u0SCjw36/L/s4ESRFvX0Krx0judlrVCqV5I/Bs4NJkQwMDOYGE8E8I9CzwZ4b3c+jRUyWZPXMXFZ12I8DTCMi3bDISEKXhvXIS6Zd+mcZmehj8cnNc9D7HWmHL9MsjrHUTl7uUMkoS1e4CHpP+H090kGnK/w8rPYsLy8jEAig3W7j4OBAGkD5ORh1MPXhWAaOpGCZnlvzMnVipKSrYtS66vU6Tk9PLe9l8NlhCOYZIRgMSsiuFwwXJFMRLrB2u41KpQKfz4dWqyXipN5TiKKsJhS9wPh/PYdFW/G1tqKPQ0LRvhMej3N6+TMALDNXtKuWKY0mI8DaGEnRm3oHF7XWaXhuXq9XusbPzs5QqVSkMROAEJpOxTqdjpTyOXOH1TwSihaaSXTAhJzp8j0/P0exWESr1UIymTTl6mcEQzDPCA6HA81mE/V6HaFQSEq2rHDMaiPUL3jzs9eH4yF1REMfDRfy7GwVvQMBqyqz1n4twmqxl20M2pPCqhO9MyRKLaTq/ZR0aV3vUEndg68NBoOWOS+6C5v/brfbMqOYx6bOQ7Gc2hE1Jf6f3dqMbDhmwm63S1SpCYrjHrjpW6VSeUKQN/hsMATzjECjXKPRQD6ftzTP6YlxvNFZ0gam5VqdYmgBktHCrOsWmFZT6FrVoy5nn9Y8Lt9Le0oI7ZWx2+1ixuNi5ufgk183KWrSBKYVJJ1KMQrSUQwJimMjKOSyJK0bNkkwLGFrstKVMM7H4bXn9dPCdDgcRiwWQ6VSQaVSkTRPi+4Gnw2GYJ4RtB7Q7XYRDAZFL9E3P6MKdj/z33yt3o6k2+3KZvc67dCEQKLQc1R0iVrb4qmbaM1GV2T4ngCeiJg4d4UT/qPRqDiMNUmxcgZAzl27mLU/hlGY7g16Wke2TgH5GbmNi9acdNWI76fTNhI509BcLod4PC6kb7fbZe9vg2cDQzCfETRltdtt+Hw+hEIh0Rr0Qib4BNYpgt1uRzQaRTabxdLSkhxPb5m6t7eH3d1dIQjdjMhysB5RSWLQUQ/JiUSjF6/23HCMAaOoeDwu+yBxLKXf75e+Ky5sHTHxWDol0aMgNHgOjMK0rsSeKQCWsRGaWHXKCUw9P7wGjUZDyLHdbmNjYwPAZDB7IpFAMplEu93GJ598gsePHwsBGXx2GIL5jCAJZLNZZDIZS+qjh2oTbIjUc3S9Xi82NjbgcrlkexPOk00mk7JdR7ValU5sLfIySqLjVztWCW0402Y6/eTn60ajEZrNpnQXh8NhqchwsXu9XiSTSZTLZVxcXEhDJ7u/AYh3RhOZtulr8uPPsmGTn0Hv90QhmNeVqaCuvAFTMZiRDFsJ7HY74vE47ty5A2Cyb3i73YbD4cCrr76K69ev4+7du/jFL37xWW8Lg1/BEMxnxPXr1wFM9tjRc25po+c0e71nDzAN41OpFK5cuYJMJoNf/OIX4iKl2/Xi4gIXFxeIx+P4xje+AYfDgQ8++EDMZ9qBSmGU2o+OKPhUZ1TTbrclqtEDsegC5kZq1WpVCCkUCskcGrpso9GoZT6vLo2z8sSoym63y+xej8cjVR+W7nWbAbUVEjIw2StqNBrJ8HM9WlOX84GpEZEzYGw2G6LRKK5du4aVlRUAk4iKOzQkEgmkUiksLy9jeXkZ//zP/4zHjx8/8/tl0WAI5jPiG9/4BoDJbFzuVURtoNfrodFowOFwSOoTDodlH6NoNIpkMoloNIpHjx5hb29PIiLdP1SpVBAIBHDnzh3ZLVK3CuihTrpaxOMA0/YEl8slmg/TOA6qAqbzX3SkQFLwer0SJXCXRYqjOqIgmeqta3lu3EBOp0na0q+jEfZnXblyBQBELwmFQmi1Wnj8+LGUk7XHhnNeeI0CgQA2NjaQyWSQSqVExOXuC+fn52i32wgGgwgEAvjud7+LXC6Hv/iLv3gWt8hCwzh5DQwM5gYTwXwG/Pmf/7noHKurq1heXka5XJZtSpxOp8zn1ZuHMZXw+Xzw+XwoFArY3d2VqXfAJOLgrpAsnb755ps4PT2VUi6AJ/QT3StETwwA0UZ034/+eUYU7Gviz/PnnE6npY9nOBzi7//+7/HgwQN86UtfkjSH0+MAyI6UjIgYlbCkr8vUutucAi79P3xdLBbDaDRCLpdDIpFAPp/H8fExarWadLMTHOVQq9WQSCSwvr4upka+D3WZ0WiER48eIRQKIRwOIxKJ4MUXX8Rf/dVfAQD+9E//9LPeKgsLQzC/JX7wgx9YRlLSaMfN2lnZYdWFr2Po3u/3UavV4PV6cXBwgIuLC8ukOg2mP71eD0dHR0/MieHxKODqAdtPO0a327X4brxeryw6ti1QnKXzluQSjUblfdvtNtbX15HJZFAul2G321Gv10XPYWVHD6diKqb3T9IGPlaNdKn5l7/8JQAgn88jl8tJGhYKhbC+vo5arYZ6vS7pJbvU+f1mswm3243l5WWcnZ2h0WgAmFTqqtUqfD4fms0mTk5O0Gg0ZMj67/3e7wEA/vqv/xo//OEPP+Mds5gwBPNb4JVXXkE4HMZoNJIFxzmxdIWy3Etnrt6alXNgOV6h1Wqh1WpZSrLVavXXzuel0AnAEi3o8jU3sOf/de8QKyxer1eqMNqkxq/rAU2j0WSDuJ2dHQDA3bt38fzzz+MHP/gBfv7zn+Po6EhaHUgw3NNJ75xAEZw6CTA1FZI0GfXxs/M67OzsIJ/PS8dzPB5HrVYT0iBhBYNB5PN5OJ1OvPbaa+IOvri4QLvdFq8PfToOhwPxeBxOp1Nm83LjPAD4wz/8Q/zoRz/Cj370I7z99tvP5iZaEBiC+ZTY3t7G+vo6PB4P0un0E7NSWq2W7Nw4Ho+RSqWQTqctTtpQKIR2u41isSjDqzc2NnB6eirT3vSAJP6hY5fkweMB0y09uJABq+lNN17qSg/n1fD8uMVHv9+X/iqWq202G/b29gBMCPB73/se1tbWcHp6imAwiGKxKAPI+Z4kGz1862kla5/PJ5GVjsgKhQKSyaSc68XFBcrlMiqVClZWVlCv12XzN77XysoKstksGo0Gzs7OsLy8LLsqjMdjmVp3fn6OdDotaSorTd1uF6FQSF539+5dbG1t4Y/+6I8MwXxKGIL5lLhy5QoCgQDC4TD8fr9l10E9YZ/+Cr0HEgBL+ReA3MQrKytYWlqyHE93PgPTYVCMMgguTD2RjmMu9VQ6piic78ufA2AhguFwaJn6xghkaWkJ3//+9wEAN27cwOXLl+F0OnHz5k28+OKLeP3119FqtSyVJjZKcr4wUyNurwLAohORhFim1vsUabfx3t4e8vm8JfLSozUTiQQSidtjvKQAACAASURBVAT29vbQ7XaxsbGB4XCIfD4vkVO328XZ2Rmi0ShsNpsY+Zi6sjzucrnwr//6r/jRj36E1dVVHBwcfLabaIFgCOZTYmlpCZ1OB9lsFoPBQJ7W3HSengyWbWu1GvL5vGys3u/3US6XEYlE4HA40Gq1cHZ2hp2dHcRiMdFsaMTjICmKvrNjEXR3NBenNtHpviUO3dZdxiQTEhZ7kegrCQaDslhfeuklfO1rXwMw7R7nYr1z5w6q1Sru3bsnOguvAX1B1WpV5gTPDoRqt9vo9/uybzZ9RLrszQ3vddsEP89su0O1WsXy8jI6nQ6Oj4+RzWYRi8VQKBSEAH0+H6rVKur1Orxer8wA5jHpNUomk7h69Sp+8IMfwOPx4G/+5m+e+X31RYUhmE+B73znO7DZbFKVqNfrsh8yO4CZAng8HnQ6HTQaDRSLRXndaDRCOp1GLpfDu+++C4fDgWg0iouLC9nIDJi2FDB1mE2LdEOh3W6XCGQ2PdKT9Hq9nnhfeBwS1GwqQ3GWP3Pt2jVcv35diIjk0e128fHHH+Ojjz7C/v4+Op2OnINu9KTFn6Tg9/stvUjUljhpr9VqCcFwDyhW5wKBgFTghsOhzDTWIm+r1RLhN5/Po9lsIhqNSjTG86P5r1wuo9/vY3l5GaFQCPV6XYhyf38fzz//PL773e/i3XffxUsvvYQ33njjGd9dX0wYgvkNsbGxISatl156CcFg0LIwgUmYXiqVpAmQ4xxLpZK0ALhcLqyvryOXy0mYz9SKkQowHavAfh66VwFYDHWMNHSkokd1EoxudNWLKRgds4QemdlqtbCzswOHw4FMJiOboNGId3R0hNdffx3vvfceyuWyJR3U82lIhD6fD+Px2NLDVCwWLcO9KX4zpePxWA1i+0AkEpEIh+8BTIioVqvh/Pxc2itoGaDzF5h2wPOz0B3M8Q86rf3oo49QLBaxurqK733ve4ZgfkMYgvkNcevWLRmbsLq6arlxAUhLABcQn9bdbhf1el20Fm605nBMptnXajWJfvRoAqY9euQBKyp65goAiwjMn2drAKMECrckHp1O8fV8nZ6jwmiJzZabm5sAJimSy+XC/fv3ce/ePZmjokmMRKhnxlBUZrUGgKQldCj7/X4Eg0FJk/QcYrZBlEol2cmSlTpdUWs2mygUCnA6nbJvksvlkuodABlSReJjX1i9XofL5RJfUqvVEh3J7/djbW0N3/nOd/Av//Ivz/AO+2LCOHkNDAzmBhPB/Ab48pe/jOvXr4tYeHFxgZOTE4tZrNFoyBOPk9t0g6FOpdjbE4/HxT9Tq9WkDwiAuF+r1ar0zrCx8OLiwjJZTntMKOTqiIRgOqX7kvTMF2Cq6VCr4b7S/X7fUoEJhULo9Xp49OiRbN/K5kWmPrwGFGGZdrjdbtlsDphWuKjp8Jr5/X5Ld/bs5D9GV9zhQEdvrVYL+Xwe8XhcXMQPHz7ExcWF7ADp9XrlGIycMpmMzAHW0V2lUkGv10Ov18ONGzdw/fp1E8H8BjAE8z8gnU7jD/7gD6Sy4PP5cP/+ffGxEHrWLHdV9Pv9MsqR1aFIJCJC58rKCmw2Gw4PD0WX4M3PxrvBYCANfSz56lSI7lyKscB0ru4s0TCF4YJnGqZ9MbrsOzssq1qtWsrG1WoVxWLRUtXSOyeyXE5dg+IxBV2aCv1+vzRBejwei/6ixWBdXtbbrDSbTYRCIUmVWHEDIKM6u90u/vM//xP1eh3f+ta35Hs6XWQ7BH9nfGB4vV4hN1b9otEobt++jffee++3vLMWA4Zg/gd89atfxfLyMn7xi18gm81iOBzi5OREBF1d9eG2qK1WS9r/uak9RdSlpSXUajXUajVkMhmZgjdrPuPTnE9mDqDS83kJloH1hDcAFqGXegY3d2P3sR6lwJ/hebBFgOTUbDYt+kq1WkW1WpVj6DkzfE8SHc9DR09aqKbnhboWSYsbyRHUYEhUnGfDHSp5btS/nE6nuK5feuklABASLxQKojmxbN5oNCQSI0lph7HT6US5XEYul5P+MoNfD0Mwvwa8eb7yla+g0WjIU7NYLKJer6Ner0uUAkCa+Dj6wOl0ikcGgPyb6VOz2US73UatVpNZt4xEgOkwbwqtNpsNPp9PUhhdsqY4yRI5j6VTHz6VuegpbvK9WH7WIzbZvEji0mY2Vl0YLZE4dDTD9AuA5TWzXh7uYknSoxit/UT8rNrfwzI4o8lIJAJg0kLA9gFuqRsMBhEMBlGtVsXMSPczU0C9De14PJbfLT8vPwPd2rQeGPx6GIL5NeAozGw2i2q1ipdffhlHR0dy83OB8ikXj8eRTCYRDAbFqdtoNKQErA15dMfy/5zPSys7wWiAP0PbPjBNZXSJmekObfPj8VjSCl2NIVGUy2WJAJhy+P1+eL1eSzWMc3S3trak96parSIQCCAUCuH8/NziaZkteesIh+c+W0bX3dR6xwQ9WlR7fBjN0ZA4GAxkC16eB5svG40GlpeXUSgUUK1WLT1QyWRSrqHX60WhUBCjnx42zhSZv5N+v28imN8AhmCeArfbja985SsAJpqJ0+nE+vo6CoUCjo6O4PF4EAqFJCIAJguOrf6MMDqdDgKBgCxUAPIzuVxOnsi6X4iLkOkITWZ+v19SCVrtgeli0+IoFwxn1wJTHYF7CDES4jhJRjCBQOCJ4eDj8RjJZBI3btwQgmm328jlcrh+/bqU2Xme/Kx80gPTrWtnIxpgOmB81gek2xz4M7olQ48KjUajktqQ1BiRnJycYGVlRa4Tz8nj8SASiQiZ5PN55PN5EaCf1selvU+ZTAZf+tKX8O67737WW+4LC0MwT8ELL7wgBDMcDqUnhftID4dDuTF1ysBxBlxkFG6Hw6EsQEYErI5wMQBWhy7nwOiIgBuKtdttCd+p4eip+ePxWEZFkojcbjeCwaBERD6fD6lUCna7XTZ9A2Cx4o/HY3H0FotFvPHGG5IWpFIp/PznP8fu7i46nY50Js9GJhxPwc/IChrFVwBiSgyHw+KA5jXTrQKMyKiXUIPxeDyW6XkUsvk6Rn+Mevj5GKnxOhYKBdRqNbl2/J6OHnle5XIZ2WwWt27dMgTz/4AhmBkEg0G8+uqrktKMx2NcuXIFjx8/loXJgUx0nPJ1jUYD5+fncjNTiNSaCefFcBGQiFwulzQD8nici8KKi9/vRzweR6VSeaLawycsUwoOFNd9QVxwFI+1LqPTEj1YihWd8XiM+/fvI5fLAZj05/zsZz+TMjX3LNJVpl6vh2q1KrqSnvtCxy7fYzgcypgI3REeiURkoXOMgx4rqgdlEWy5oGAcCAQs5XidNkajUQyHQxlcxa1TZmf8Mi1i2wZ3Krh169Zvf7MtAAzBKNClCwDHx8cAJjN3U6kUHj58KCnHcDhErVazTG/Tw6h1KZbf0+E+HcEshVKc1Xsi6aFP3IuIg7cdDoel61o3MXJgFL/3tJ0YA4GALDTddAhM9AbOceET2+fzIRgM4stf/jLW19cBTBbcK6+8ArvdjnfffVc8Llr3YeWLZMp/01ujq00+nw/9fl9K9fp7TEkikQgGgwGq1ar0aZG8tauan9vr9YrjmAIzWxL4u2g2myiVSigUCpZdDlhdAmDxGQEQ7Wd/fx8vv/yydJj/0z/90295531xYZy8BgYGc4OJYBQ4ZvHRo0fY3t4GMHnKnZyciB7AsiYn0usp+MzPK5WKuGqr1SocDocY7XSkcnR0JGE5K0U676fwqbdGrdfrEskAEE2o3++j1WqJV4Plah050T+i+3wo5hJOp1MEWVa46HjNZDKiwTQaDaTTaTx8+FC2Gun3+1IaBqzmPt2jxPPVaSPPh3NzGQGyex2AeIwY3fH6MMrRkcloNJL9p1gVYvSou8m73S4uLi5QKBSkmZTnM1tG52iLdrsNu92OQqGARqOBGzduADARzNNgCEYhm82KfsJw+969e+j1ejg+PkapVBKtQZcsgYl4Wy6XpRxMjcNun2xHSo9GMBiE3+9HPp+Xm5o3ryYYANKVfXx8LE7ho6MjEWwBSJrF42g9ZrYcToGV4zVJIlqrYfoGQMRtekmy2axlCFMgEMDy8jLC4TA6nY6ItXocAq8DqzcUT3XaSEIbDAYolUpPmN+YcnEsA9sUSCSAdXqfnjdDncnj8YiFgNeETZP0OLG8zxEOWtfRRsZerydtDNwcz+DpMATzK/h8PqTTaSQSCdy5c0fKth999BE8Hg/Ozs5QLpct1Ro9LLter1tmq3Ch0+5OQqCrlFGLnnvCJz4wjYhYKaG+0mg0LMPG6XSlgEmdiISht59lRKB7gFg61ouJ0QAXldPpRCwWQyqVQjabBQCJmKitcOGGw2EpF/OJT1cwq3BP6+Tm+5Gg+DPValVexyoTu8T1kC3tDAamBsRKpYK7d+/C5/NhbW3NYo5rtVpoNBqyRxSvma4Y8Vi6/YH6EaNUamSXL1/Gw4cPf+t78IsIQzC/Qjwex+rqKra2tpDL5eRGqVQqUuHhzc+QmwY5YGp351Ot3W4jEAjA7/cjm83ixRdfBDBpFeh2u/B4PGg2m5Yyrjbura+vo9fr4cGDB1L5aTQaUkJlJMEUhuLl0tKSRCp62xJWhyj0klDoqdGLnc7WYrEIn8+HaDQq4jJ9OSyfU2Bm1S0ajUpqwVSG29By0zdeQ+2RoeGP/2fFhqQDQK4n+4X4Mxw2rsVqkmS328XDhw+xsbEhm90z0uFuBOVyWXxGPG+OPdXnw+OyhSGRSOD5558Xy8ClS5cMwczAEMyvsLq6irW1NeRyOVQqFWlkpLbAdIddxtQdeFOHQiHLQtOzYHgcYLL1BpvvZp/OLH0Dk3Tt4cOHMoaz1WqJj0NXTDjbdjweI5fLYWNjA/fv35cGST55+W89oElvk6IrT0xXmAbq+Sy6pwiARdegc1mPwuRrSRQsv/v9fsu2KiRMRoKpVEoqbZylU6lUkEqlZJYMyZLd1LPtE0zHEomEvB9NksAk+ovFYkin06KzcIIeiZyfQ0eFXq8X6XQaL7/8MsLhsPzONzY28JOf/ORT33tfZBiCwaT8uba2Js2JDx48kDIwRyhQ+OMoy1AoBJ/PJ9pKqVSybIim/RZ7e3v48Y9/DGCiwVy5ckXSCD7lSVy8+Uk4TF/4hymY9qnQvDcajXB8fPzEMOzZv/n051Oe/VGAddg4tRg+oRkVAVOCYXqj96XWwjLL4tSZ9BArLuDxeCw2f55fMBjEtWvXcPPmTTx69AgA8NOf/lScx3wtNTG9MwKjqm63K4Y8jl8gyQBTox19MnxAVCoVIXNgQjAUjGlQdDgcOD4+xj/+4z8KOXJ7YIMpDMEAWF5eRjabRa/Xw+HhIQ4ODoQ4uMgosvIJmE6nEYvFRKv58MMP8f7778Nut0uUQSFVNz1ubW3JjczXUFgOhUKyOA8PD3FxcWEZkk3oxckUy+124+zsTBY4K1okB91FzeiFEdisWEqRmKShGw/1mAQdUek5uyShaDQqG7GNRiPZ9ZI/o30lhULB4tXJ5/PweDx47bXXpIr005/+FI8ePZJrxSiFHhX+Lmad0k6nU0aT2mw22dEhn8/LFijlchnVahWlUkn8OiQYvStlMBhEv9/H4eEhut0uAoGAEMzy8jJu3LiB+/fvP4O78osBQzCYpEej0UhKylwMwHSEpC5t8kbjBvbAJKX58MMPLSVfEky325WUi2VkPZKAKQsXHgDZFpVRDFsHuEi0oAlMB2IzxdLzZYFpqqe1FwAy75fEwSqS2+1GIBCwdEwXi0WLCJ3P51EsFkVP0SMgAMh1tNkm+w0lk0lJG3Ubw+xMGuocn3zyCf7u7/5ORFSW9EkamgB1JYwRXqvVkoiFHfGRSEQGeDFqLJVKOD4+RrlclsiS5j2en91uF3I5Pz9HrVaTc+DxIpEI0um0IRiFhSeYaDSKVCqFarUqwmqtVhOC4ZOPfyiAspzMBceFqeeiaL8GxdFCoYBUKvWE/4TVHQ4HT6fTuH79Og4PD3F+fi5jCvR+0cCUxOguZYTCxa63ap2dzaLLtQTFTV2+ZsWoUChYBl1dXFxIiVwP06ZQzU5m3bjo8XgQCAQsE+1YyeLYCvpmgsEgjo6O8M477wCAxbnLLV/ZTsGeI8AqaHc6HXi9Xvm37s6ORCL46KOP8PjxY1QqFUmz2CrA6+NwOCQ6K5fLaLfbqNfrks7ys4VCIcTj8d/2VvxCwjh5DQwM5oaFj2AymQzC4TBKpZI4dD0ej+VJxAiBUYTD4ZCUh08xio/0aFA74dOQJc9yuYxYLGbp8mUk43a7JXLisXkcaiMALH0x+ulPLworS4w2AEjEwIhE6yl09ALTrUqA6QxgOnRrtZpoU3a7HeVyGbVazTImgRP9gckIC6YwLMnrjm9CG+QYhTHFu3TpkkRrtAywnG+32yWqYRkdgGgoemaOHqfJ967X6zg4OECpVJLXM/JkGgtMhHm6suv1umUUKQV/wDpiwmCChSYYj8eDXC6HSCSCTqcjU+Y4wwWYjqNk5YMl13a7jUqlIoLh0tISQqEQTk5OnhgOxdcDkxSJjlhulcEKkXbeUjMIBoNiZCNxkLR4bJvNJpZ8LnZgKlADU12DXyMRaJs+Py9JTw+84rBtvi8nu/E8SYDNZlOuCUv7rAxROOZn0NUmiugk01AohGq1iuPjY1nMrOZQJOegKQ7H0mZB+oz4maPRKMLhsJwDANkYjxUuvX8TjZQ8Foe6k5hZGuc0QSKdTmNrawu7u7uf5db8wmChCcZms2F1dVUWx8OHD7G/v494PI5MJgMAEq3ocZaMGJxOJ0qlEgAgFoshGAyKJsIFratEwOSpXqlUxGLPJzJHUGrLPnUNLj6SAf0awJQ4RqORHEuLvQTJjIueA6650Ek8XOy9Xg/1et0yQ0aDkQijBbpddX+WjuBINACkejVryKNZUfcyVSoVi/jL8yCpkAypr/DaUVx3Op1IJBJIJpOyXa8u8dNJrY1/vNZ6nES9Xre4eRnVABBSz+fzWFpaQjabNQTzKyw0wXg8HmSzWVQqFRwcHGA0GknjG29kVpgYvfBJTGMXU6WlpSVLaVovfGAqpFarVZyenuL27dvI5XLY2dlBs9l8YiykbiBkasQQnikOAMtTn+mFFir1yAEtwvJJratjwHQHSEYd9JJQ9NTvywWv5/XqMraeb6u9RNr1zPfUQrpuTKRYy+PpMjrBMr5OTxhBckJfIBBAJpOxbILH8jRd2jp60WSmPTZ0PjMK4m6TAOQasS3EYMEJJhaLwefzYX9/XxZSOp2Gw+GQyCQUCiEUCslkOg4z4lOeNytTIKYsXABcrNqKTxLa2NjAgwcPZMtVnTZw+BRJQy9WbbQjiVCL4B8+3fk6EgG/pytHuuTNhaRJhjZ/TUi6XK6dznqiHd2v9Opw0c++Dph2j1MDotmOjaEApCLE6IQVpF6vJ1v5ApDIginS8fGxaGuFQkH6kS4uLpDP559w7DLy4tcZSbJaReJnZEYwotMNq4uOhSaYpaUlseFzMbXbbYuzlXtNh8Nh2cuYi49uUQDSNMdFqM1runHO5XLh0qVLMnLhy1/+MorFIvL5vDh1gak/xe/3izbDCIHNlMDEBKafqLr3SEcwHK7EKIwNgowU9Ba4s71CWpAmqFswauNTn5oVMHEjx+NxPH78WLZj5XXWZWCCREbyZrTCc6M5b9b4p/uceBw9mrPb7WJnZwf7+/tYW1sT497+/r5ldwVeC53S8utaT6Pgz8+tu8d53qurqzg4OPgt7sovFgzBOJ0iFlL45NMRgLhBc7kcksmkxRSne412d3flJtcaBBcxn/yRSER0n8PDQySTSbz22mv47//+bxweHj5hjNNNkxxNqTUWPlEpQmuBlroMAGlobLfbkk5pbYdEpDcZ02mHfh9gSjB8T1aASIQAkMvlsLKyIpP+aNvXs1Y0SEzcR5pVJxIH/TbA1DfE/+sdMCORiOgqrVYL8Xgct27dwvb2NtbX16X1gP1aJEqfzwev1ytd4rwmvKb696pTT33+g8EAgUDgCfJcVCw0waTTaSwtLcl+OVwsjGSA6RwQOjk5V6VWq6FSqVh0DT18m3oBb0BNCA6HA+l0WgZV53I5bG5u4uLiQtoKdL8Ob3xuDs+bmMfj8bkIdLlWm9lmSeJp6YpuduQsF50KzI7X1HNeSDR8Tb1ex+PHjwFMiUtrUnxPRk2MlBil6RI8wbSPs3N4XXWkw8/D0nOj0ZBtV9xuN05OTgBAnL48Bz0uQqeXjIT0ufJaaLLhaI5kMmnSpF/BFO0NDAzmhoWOYBKJBFZWVnDjxg00Gg2USiX4fD4RRIGpl4STzwaDgYzEzGaz8gQNh8M4Pz8Xu7vWCZh+AcDJyQk++eQTAMD5+TnW1tbQbrdRKpUskRMrKzqvpz+ELQsARK/QbQm6RK13PaBQzWNRe9FhPp/2HEPQ6XQs5WRGCWym5P5N7CSnWMvX1Go1SZ0YtTAy0dEDUzUa+xjFcH8pYBIhsDzNa0TBm9oJADH16c5utnIUi0Wcnp7KZ2VnudarWPbmz3JWjK4Qcu9wHV15PB5Eo1EsLy9Lj9qiY6EJZmNjAz6fD9euXUOn08Hbb7+NSqViqZbwZmeT4urqKq5evYpqtQqPxyOEoAU/LQJrnwYwSRvefPNNvPHGG9jd3cUf//EfY2lpCaenp5Z5tj6fT4ipXq8jHA7LQuV4AWC6XQfFW2oTWtwFpikXiUVvrkbhlJ+XjZUUgll1mp1CR3MiyYJVHn1ONKTZbDaZAKi9McC0U53Hp+mNZKl1JGpJJDNO1NNCuq5iMfWKx+Oo1+t47733ZCgUyZN6k8PhsAzrIlEzTQyHw4jFYohEIvK7r9fr8rsNBALwer04PT21GB4XGQtLMJubm/B6vXj99ddxcnIiQi4b2vQoAeoAhUIBDocDW1tbSKfTMgwKgAiqtOLPVhl4s/Z6PZycnCAYDGJlZQWXL1+WbUFcLpeUx+kT4cIbDAaWXRO1tmKz2WRhUEPhwib4dVad9OgGRgqAdZocy7L6OLqMzQXKhaxHf/IctUGQkRP1Itr36Xfh+VMIZomeIq/P57NEQoxeZit6vOa8fvF4HOFwGIeHh3j//fel7K31NV165s/rVoGlpSUkEglpYygUCqhUKrI1Cz8vB3RFIhF4vV5LNWoRsbAE4/f78fjxY7z99tsol8vwer2IRCKy2yH9LVw0fNLn83kMBgPkcjlEo1GLOGq3T/ZCJknwyairJmz57/f7iEQiOD09xdbWFjY3Ny1jGmng0i0ATItoxQcgYiIrP8DUycoFBEyNcYwmSAIsP/N1s+QzW+3R/UtaqOUi19GQjgC44LWTmK+j+Mu0UPdZcTQpAOmK1mkJK0B6QBQd1TabTYi81+vhgw8+wN7enix6/izPi/+22WzIZDK4dOkSgEn6y3uiUCig1WoJIWoBeDyeTMPzer1YXl5+aqVs0bCwBBONRpHP53F+fi4pUKPRkKFPuvmPmgF7btjan8vlZBKb2+2WHRsHgwFqtZplMWuHK0vZFxcX+PGPf4xSqYStrS2sr6/L4nnw4IHY3/Wi7na7UmoGpgShLfb04Ogy7mw5m+TBErqezaIHZmnvi05DmM7ojd1oDCTpac+Ldu7qKhePq6tATH208ZDvCcCSpjGVYnVNv9bv92NpaQlerxc7Ozu4f/++VPp4fnqbFn6Ora0tbGxsSEWPs2IYsfGcdPOrvgbcuI7tGIuMhSUYt9tt6aLVf7RvhWkCw3gSQKPRwOHhodjCI5EIYrEYYrEYNjc3sb+/j1KpJAtVpw1er1du7E6ngw8++AA2mw2xWMwSWZDUSFJ6fx8uJk5V070zumVBRwkkAKZdswZA/uxsE6ImJx1dEFxk9OjwWPoa6ohKtxsAU7LSM3T487NRlI4IZ7Uu/Vk9Hg8ymQwCgQDOzs7w8OFDGZvJ4/O8STAulwtra2tYXl7G0dERzs/PAUD60HQEpRtOddrKyI/NrPTmLCoWjmB++MMfAgA+/vhjSTX4xNQGtVmhkHZ8LVDqVgF25gYCAUSjUeRyOXQ6HWkGfFpzIjcaa7fb2NnZQTKZlKcmFxZ1DBIBAIuXhcRBPwsXse7fAaYitPbnaM/HbKWIKR9n1upeIn4OEiVfrzeTByBkyM8MwPK+s5EEz5sLXpvbAFi2NOHn0OekU7N4PA6Px4Pz83OcnZ2JU1q/jikjxeylpSXEYjHZA0sTCDvF+VqmldoISOG3UChYZgcvMhaOYKjucyHqGS5c1NrFycUza4AjeBPy5uVohXg8jmw2i+PjY0lXAEjkQNLi/xuNhvThAJDuXV2VmtUxgOmOjbNRg168hDb+ORzTmTVPW6SM3CKRCJLJpAjMun0gEonIOAmepxaEgSlR6iZCvo/uTmY0oX8XOnLjNZ5tjORn0iVptldcXFygVqvJSInZa8Dr6XK5kEwmsbS0JBvZud1uiT50VY1CNUlZk+dwOEQkEoHb7cbq6ioSiYTscb6oWDiCOTs7AzBJcbLZLHw+HxqNBlqtljxF9ULQ4qlOO2abBvWM2EKhgH6/j2QyiVgshouLC8ti0loJb1xuOas1DgBPRBdacNbH4LG1k1hrKEx1+H8tlGrC1OdIsuD/KW4C0yFMiUQCtVpNmkB1tDWrP+n+KHZ0A5C2AO4OoJsKSaCAtQucOhOrYDrqZOTIWS+6Z4nnxWunK0j0MWmNh6+b/TwkuuFwKKkpB0+53W7cvHkTq6ur+OijjyzXetFgnLwGBgZzw8JFMHRxDodDGfjEygmjAl050U87XdmY1QioyRCcOh8IBBAMBqX8rOeZ6JRntgGQKQRL3doTw+oJYB3eNFsy1j1Gs/NTdNrytAiG5sB8Po9ms4l8Pi8bmAGTCKZUKsn+2vp66PSM78XPyWuqIw6mXvS88Jxmz0uPewCmehZ/B3rmDlNdCsB6sJdOaWioo0VAv1bz2QAAIABJREFUp4A6nZztnOax/X6/RC6M6F5++WW88sor+Ld/+zfLvbSIWDiC+eUvfwkAuH37NoLBoOyv02g0pOFRm6zosdAVF+3Y1YtaT+JnqZqjGjlrV6cLugQ76wHROoMmDC5khuXccVE7j7kgZm37JCm2CGjNieRIIdXr9YrI63Q6Ua/X0Ww2hWDcbrdlbKUujevUiteS1n/twtXnzA5qLfiSYHUJWVejdKqqq0j8W7c2ANNqz68jGJK13s6Xn1W7sqndxWIxJBIJpFIpAJN9ke7cuYOlpSWMRiOsra1J68miYuEIhuj1ejLRjpuysxdIRwi6WgFMTWP0n2jvBW8+9sFQa9DVlVarJTfqbPUHmEYauqKlyYiLRm+pwaqKzWaT4dftdtsSwej31J4TzsIhHI7pnk+sHnU6HZycnMiCBCZPay4k7nPEGb2ENq4xWtKfi9dOj43o9Xqi57A3iboPo0xeW12G1+VtABZPDQCLT0YTFrvS6eIlWWltS/eVARPDH2fdrKysIJvNyvvu7Ozg7t27uHLlimxjoo2Ri4aFJRjOY/X7/YjH46jVaiiVSvIk02E+yYE3GqeWuVwuufn11DOG/DoV4pOfNzIXHt8DsFY4gOkIBgqPfGpr4ZcNmByclEqlLBUOYjicTsTj+Tkck8HWuvoTCoXgdrtlzGS5XJbeGh3uFwoFrK6uIpfLIRAIoNVqSXsCZ+QwHeE1ZCoKwJICaeGa10ynU5ok9fByXXbXbuR2uy0RmCZnbagDps5gTg/keenfAb/G93Y4HAiHwzLn1+l0ynyZ/f19aRYtl8tYW1tDPB7H3t7eb3pbfuGwsAQzHA5xcHCAcDiMV155Ba+++iqGwyE++OADlMtly/wWYDoI2uPxyELVHghGPpo8xuOxEBnBn2c69bQ5JMDUt6J7ePQimI10+H7UfgBIhQWwtgRwMj8AXLp0CX6/X7QpdoqTZHq9HprNpkQz1Bu4C2YwGEStVpPIwuVyCSGzeZORyGwJnCCBkiSpP/EaaKIkAfC9GMlo1+9oNBLXtXbqzpoe6W3Re1DrPxqMGv1+P1KplAy1Ojk5sYz0ZM8YB4Dzei0qFppg+OTf39/H1772NXz/+9/HjRs3cO/ePRweHgKY7nTIdMbhmOzyx7mxekwjb3Q261Hb0E9EiocM9/UCGQym+ytr8VX37vy6BaBbAGhT11oSMNV54vE44vE4ms0mRqOR2OkB4OjoyNKjk0wmxduj/Tc8PrUoupzZtgBM+5rC4bCkOna7XVIibQakuMrPMKux8Nrpz83ohQSriUOX9Ck88/9a8J71x+jflY58gsGgaHZutxvFYhHValV27NTHs9lskupxVwMOh180LCzBDAYDhMNhXLlyBfv7+2i327hx4wbW1taQy+VwcXEBADg4OJCtZDm1rt1ui/FMO2X1kxKYpiWzXhXOLiH5aNGRGgat6yQg/ls35QHTRae9GSQ4PUeXP0/iCwQCSKfT6Ha7uHr1qhDMO++8g0KhYOliZicyN43j9bPZbLh8+TL8fr8cX0cnFEH7/T4uLi5wdnZm6abW/iL6UWajEU2S9KvoTnV+5tm0likXIyitr2hxeTye9GHpni+bbTI+k2mtzTYZNUFtq1gsinalPS7cJmXW9TxrPlwkLCzB8Oa+dOkSnE4n9vb2cO/ePemm5k3IEmw8HsdoNEI0GpUmvdntLEajEUqlEhqNhoTenEXLtIFPUgqaPA+tTwCT3iZWekgoHDvJnwcmrlWbzWYxwWkBVOsXDPFZeWL1xufz4c6dOwAmusTu7i7sdjsODw/R6XSQSCRgt086xbVY3el0JN1KJBISrbALOZ1Ow26349GjRzg7O5PPMkuSWojVAjr1GC5QkrW25rPBkDb+2WvJQexML3U1kNU4RnxsWPX7/bDb7eLkrVQq0vJB0mBapzvKAcixZiuAi4qFJZjRaCTOUWBCJPfv35cZvZxIVigUsL+/L09EPv0jkYhlVor2vBQKBZyenj4xDQ6AJSIJhULylOUCYFWDBMMB1PrprNMQVny63a44kvX4g9nPSyIMhUJYXV1FKpVCLBaTJ/H29jauXLmC119/HeVyGRsbG7h69Srq9Try+bylF2l9fR3pdFo2kksmk8hms7ItSLvdxsHBAfL5PGq1mhAcHbkkK72RHNMUu90u5KB7iLSrlhEMS+aEdlszwtH/1v1NuhTNzdm43xXHbsyW3hll8RxIkDoimxXwFxXGyWtgYDA3LGwEwyfL3t6eCJt2ux1HR0fodrsy5yWdTksZm4Ivu6h1CsKeFL/fL0KwbjzUkQwFXbvdLnNdy+Wy/BwwmVfD7upCoSDiIZ/ATNOYgrG6wa1XOp2OZRtXt9uNSCSCQCCAXC6HXC4nKVexWMT+/j6AqVbz5ptvIhaL4dVXX5WGx2AwKCVol8sl5rjNzU3E43GJ/Ji+eb1e2fOJ1RVWvVjlASCfm5Ua/m232y3zW/h1PfFuPB7LBmu68jfbZa61HV2B4+/QbrejWq2iWCzK9WVUyYhQp87UknhtCe0e5ntw7MMiYmEJBpjcOOfn5ygWi1IpoMbCrS1KpRLi8biEvbrcq8vATD3q9bpUWOgz0c2JNptNNAS90RqPzZs1kUhgbW1NFk+hUJC0gguMx+DmcJxDwi5nCpjAVGikf2N3dxelUkl2rSRcLhc++eQTnJ+f4+WXX0apVEKpVEK5XLZUWHq9HsrlspTM6ZPRzY4UdlOplGw2VyqV0Ov14Ha7LRUzbZgbDCZb1larVXS7XctEO15TepjotKb7l8fQpKK7rnX6Qk8Nr6cexclh67xPtOeGVTCv1/vEQDD+LpkKLzoWlmBYTWB1iNWXQCBgsX8fHx9LC8Gso5Y3JWAdzkTXKPUaYDrmkjc69RBgukeQx+ORAVbJZBKZTEaeiMFgUPZNmh0RwM7harUqmsSsyEtx9Pj4GMlkUox4kUjEQhydTgfFYlE2maMvhh3iJCo9va7b7Yrgnc/ncXR0BAC4f/8+fD4fvv71r8u+0MViEc1m0yKishu73W7LH5bGm82maDWcW9xut8W13Gq1ZBA4dRhGd7pbmxU0Xb2i9sMSOq8ZxzPws+oh6RSh+bvSQ6X0/lCM4rTes4hYWIIBJiShG9w44LvZbCKXywGAjMVkpYJpkg6zgcnN3Ol0LPNg2+02ut0uYrGYEIf2aOjRDCQRisvhcFh2gPR4PNjc3ESpVMK9e/dwenr6RNOdHl1JTwrfh+/LKGs0GmF1dRW1Wg0HBwfIZDKSEh4cHKDX6yGXyyEYDMpclH6/L+VoYEIw1WoVr7/+OiqVivh6arWavGc6ncbm5iY8Hg8ePnyIk5MT1Ot1VKtVtNttWZh6O17dHjFboeHnGw6HyGQyWFpaknk7rEzp3wkJgb1ENPLpqJPREVMuVoEAa7vBcDhEPB4XR7LX60UoFEI4HBZLQ71el3Pge5qRmQsKpjm8sfnk5K4AfPqxlWBjYwMAUC6XRRPRE+UZsegGQnpUNJkAkHRG9ztxgBMX+tLSkpSAb9y4IQs4Go3iv/7rv2SQESMWagZaowCs09uYSrRaLXGfdrtdFItF+RylUgnpdFoIxuFwCGmwqsNzfvz4MY6OjuB0OpFKpRAMBpFIJLC0tAQAWF1dRTabRbFYxFtvvYXDw0NpYHyaJV97hdh6wdGTAGS+Tq/Xw/r6uqRKtVoNxWJRiIVkQ4LRxEPC4fvo30koFJI5NwDk72g0Kg+iWCwm0/I4yErPv2FqxC1azK4CCwrm5tosx0iAgioA8bS43W5cv34dN2/exGAwwNHRER48eCCiZ6FQkIlrfMqTqPh1YHrTahGRpjhujwFMOnMjkYgs7G63i16vhzt37sDpdOKnP/0pAMii5WS+4XAojY5+v1/GRJD4nE6naD+XLl1CrVaTtIDXYGVlBYFAQHw4x8fHTywmh8OBRCKBzc1N3Lp1C9lsFh6PRwgSmJDb2dkZ3n//fRwcHDzhf9G+H61bUevwer0IBAJYWVkBALzwwgsyYjQWi+Hs7EyISDuf+fPsevb5fJZ5wbzu2qMUCAQkQuGDh+dXqVSEQBnJ8r4pFAqW1Iznoxs3FxkLSzCMIHSXrDZRETSGffTRR6hWq7h06RKuXbuGjY0NjMdj0VboqWEVh8fWjXkApEpEYxxvfEY8TM1o5y8Wi9jd3RWh0uv1IpfL4datWwAmi/T09FQEYlam2NGtNRgKqK1WS/qp+OTWVv1cLmcRtNkc2W635emfTCaxsrKCUCiE4+NjHB0dIZ1O4/bt20JqR0dH2NnZwd7enkQsNBdqdzOvB8VUVuMSiQRu374tnzUWi+H8/Fy2cuH15GxgHZHw2pP0qItpbxI/Lx82s6+hCN3v9+F2u+Uced0DgQAajYa0C9DJS29MrVaTXTwXFQtLMLR5s6FPt+TroUQkCBLH/v4+Tk9PsbKyInNzgckC9vl8or1ouzvFPwBiS2czod7sy+l0IplMApgsJt6kHCZOUbHb7WJ5eRnApFJDrYdage6YJrRzmKVTh8Mh83D4tI7FYgiFQkin04hEInj//fctTYhcdKlUCtvb21hdXZU5tO+++y7+4R/+Qci0Xq+jXq+LJkWNi0SoR2FqDSkSiWB5eRkvvPACvvrVr0rUl8/n0e/34fP5EA6HpZm0VCo9dXAWrykrPbO6Dn/fg8HgiW1kSaw8JxJ0v9/HlStXcH5+LhvxaXKm1mWz2Szmv0XFwhIM8+NQKCQdyDo312MF9LDn0WiEBw8e4NGjR5aSp27n1/oKFzsXHXWbbrcrRKPt/3TB+v1+KXufnp5ie3sbS0tLohcR0WgU6XRaiIjHZiVEaybaR9NsNnFycoJoNCpVEmDiJGafkt1uF73J7XZLsx8AXLlyBd/85jexvb0Np9OJg4MD3L17F++//z4SiYScH1OJWds8z5HXiCVfthpsb2/j+vXryGazUpU6OTmBw+EQb1Kv14Pf75f9qrWgrf9myZup6uzkQt2kqruv9SgOh8OBSCQikSc9Pn6/3zLVUFfvFnkODGGcvAYGBnPDwkYwXq8X9Xodly5dkuhDdxrr/Lvdbj+Rq7OEqTtm9ShNRi3a6QtARhbon2Faw/4kvt7pdGJlZUW2K+We1kzXAIinRO+OwDRIp2l6GxCmBd1uV6bR6bmyul8oEolgY2NDhGb6em7evIn19XXY7XZ8/PHHeOONN3BxcWERUZlSUMvh9en3+xYthOmix+NBPB5HLpeTBktOtuM1oZhdLpdlrjJHlGrwvSjKMnrRTl69R5X2uWgvEQBpEE0kEjLNbnNzUxzT+hozEtaDtxYZC0swfr9fGvA4TIqkAkyFXi4QPe8EgGWsI8E0YLYxcdbRydfMDmHSZVv+bDabldGb3W4XzWYTjx8/lnk11WoVlUoF/X4fpVJJyrUkOm3Imy3ZkmSazab4b7h5WCgUQiaTwXPPPYdQKITl5WXxwgDA1tYWvF4vqtUqTk9P0Wg0JOVjqkmipTeHKdqskY2jKzmGkmTXaDRwdnYmn2FlZUVGeHLcBt9LV+rYbqCbRHVLAF9HsiWhhEIhGaXBNggA0iaRSqUwHA5xenoKh8OBpaUlPH78WM6B3eD0PM3OillELCzBnJ2dIZvNisGq0WhIWTSdTkuEwi7iVqslBDMcTjajn53zoclk1vSl/9ZzT4DpTgPcUJ6v4/Q5+jDOz89xcnKC09NTye95LmdnZ7IPECMGOlz5Om2hZ3RBA5pedPxs0WgUfr8fuVxOrgE9KYlEQvQglq/5HiQh9hExotIT+7VmQg0mlUqJx4TDxrvdrhAO9bJSqSRCL01+eki3Bp3OugKkPUnj8WScJw149C7psQ6MgDisq16v45133pFqFl+nXdjtdlsGzC8yFpZgAIjYmUqlcHZ2BrvdLlb8eDwOYFIuZvmST2A9uGl2aBJJRje96RtfE4Be9C6XC/V6XSoPyWTSUhEql8s4PDyUjdiZIg0Gk83W9c4HNMTNRk76fBghcaTnbCpH8x5HO7hcLotLl0TENEEPStfVKz04ioKvHn0APLn9yHg8RqvVQiwWk/QJmKaUJAIOdeIsGD0qlN8jMZDkZkdfsHw+W77m75pwOp3w+XyIx+NIJBJC6jRJ8pqFw2FkMhm89dZbn+JO/OJioQnG6XQin88jl8uh3W4jEAiI1kL7N/dO0pUG6hTaKKbdv4C1ZKmrJ3xy60rHcDgUVyrfd2trCzbbZGZsqVTC/v4+9vf3cXFxIQOQgIl/hDN/2UCodSAucC44rTdRD2k2m5atccPhsDRVdjodVCoV2R+JaWQkEgEwcTZ3Oh30ej20Wi2ZkwNAWipmUxUSLM+bg8t7vZ70fbGJUUd1Ho8HXq8XwWBQHg7sw9LkQKJnVYjXWTes8nfE3iRW4Eh+enymNmCyb4ppK/cXByYEmMlkAGChO6g1FppgTk5OEIlEZHh1uVwWVyfzan6NXgoShNvtttzAXEizPTUkJi46EooeJs60aTQaibbC0L1er+P4+Bg7OzuSGukZtvV63TJsnOnFaDSStA6YtiPw/Xu9nkQBvV4PhUIBAMRnokvrpVIJ+XxePjevC7cp+b/tXclzW/fRbIDYNwIkAJLgKpKSrIWWzLKdpFJJnMSXHFK55M/wv5JjLjnl5CSHVKWy2KmKK3bkeJFsWbJEaqNIAgRBAiSIlSAALsB3wNeDebAcy5bg9ddVKlomBLwH4M2b6enpYXA5PDyUuS0AFr6DQYWtfJ2x7O/vY2dnRx5D6wQev844eK78t1wTq6efe3c+8b3Rx8Pj0+Var9OdLuHI17TbbWxtbSEUCon2iZ8ly+uNjQ3885//fPIv6LcA3+kAA0C2Fo6MjKBSqcgdkzwC75QU0fGLSIJRj/RTSMZSQPMMvEhsNpuFQGbZwhSfviypVApjY2O4d+8ebt++jXQ6jVqtJl0o3v339/dF46K5F30sACRrYVBkwGRgY4DJ5XKYnZ0F0A2atMdkRsXz5U8daILBoJyztvwk+csMSwsBef6VSgV+v19M1UulknA9/CyYebEbxFEOfa7MzPTkuy4PdZDRpaweOej1fmGA4TnXajWZwSJHNDs7C6fTiY2NjSf7Un6L8J0PMHa7HQ8fPsTIyAhCoZDI/LUKs1wuy4pQcjPDw8NoNptS0lCRy4uHHZpH3YV1C5nBgfYHHEK8fv06JiYmcOfOHWxubloUsUdHR9KhYAud/ATJUXIKenKYbVQ+jhseWQYBHWUws5FGo4FQKIRoNCrtcJZGPOZSqYRKpYJSqYRWqwWfzycEdK9i1mazIRKJwOl0igkV0FU30/aTe5ZKpRJKpZKID/X7x/Z+oVAQW1E9nc4unSbetTyAx8cgp7tMupwEutPU5IJoPM6WPEukYDCIBw8e4NVXX32Cb+S3C9/5AMOMIZfLYXh4WLIY3Q2i2pbtYJpmc/sh0CU2exWrjUZD1q4CkFkXoOu8pn1nmW5ns1nU63Wk02kUCgUZXmw0GigUCnIRM0NgW5XPqRe8ARCbAU6B0+A6GAyiWq2KwVYul8PGxoaYVvn9fsRiMcv8DwDhbXZ2dlAoFGSt7OjoqGRXvbNBenK9UqlY/FbYjWE7ngEmn8/LfBa3VjKjqNfr2N3dlWxNB5JeDoWvr0l3EsYMKsxkNPGun4+/Z/ZHAprdo5WVFTx8+PALfhO/nTBKXgMDg77hO5/BAJ077ebmJsbGxjA4OCgrZIHuLmi61VHxWa1WxSoSgGhQNNdCKwDtGndwcCB8gTZJIlHKvUPNZhPpdBo7OztijcDshVaVBD1t+bz0tmHZBUBsIO12O6LRqGQ4VO3y+EqlEu7du4fR0VHMz89Ll4nclCZXC4WCmEhxcjkcDkvJoG0w+Pybm5ui2tXcCss3ZjAulwuVSgX5fF6WllHdSwKawkLtw8PPjJ+rJsB5HJo/osEU/9CRUPNnfI/JzTB7oXaHM0vLy8uG3O2BCTCArJCt1WqIx+NotVooFosAuj4qdDQDuuUBCVCgE2C0mREJzuPjYwSDQSECqa/gxDW/+EdHRyiXy8I30Iy7Xq8jkUhI94JcB7kVrXvh1DM7WORbAEgwYVCMRCJ4+eWXUa1WUSwWLT41pVIJOzs7SKVSCIVCYsepzy+fzyOVSiGfzwsnMjk5ibGxMdy9exdAl0Bll65Wq6FcLmNqagper1dauXqPN1vGHo8H9XodpVJJHpdIJCxL29LptAwxNptNKWl4U9BKaupvdMtcl4+RSAThcBilUgl7e3sWj18GJl1ycawhHA7j1q1bAIxy91EwAeb/Ua/Xkc1mEQ6HEQ6H5QImWVqr1VCpVMQ+kq1ePUkLdAMS73Yc59eL0siD8MvPC4HdGqCjCuUGg3a7jb29PRSLRRH9kfvhAndOUbPtSnWwFrpFo1HMzMyI1YLH48E//vEPNJtNyTpItCaTSdjtdgSDQZHmHx8fy6R0tVpFLpdDpVLB8PAwgsEgzp07h4mJCcu2AGY2dNKjeI6CRqAbdPmnWq3K+XFcAOiQ7ewqFYtFpFIpsYQg0Q1YVdNaj6SV0wRb/py7ohaqVqtZNDHaHMzpdMLlciEWi6FWq2FtbQ0AjLjuETABRiGbzWJqagqANWAww2A7lGn8o3xgSQYyg2D6z8BBL9f9/X0JMNq1ngNyHo/HQnwybSeJrNXBehc2gxWJSArjnE4nYrEYfvzjH+PMmTMAgLfeegsHBwcIBAJCMjNgcb5IB8t2u40LFy4A6ASYjY0NOJ1OzM3NoVwuY2dnB+FwWDK9XC6HRqMh80OtVguRSAStVssSYFwul1hSUl3MNnCj0ZAWOgcceXwbGxtCoOvBUq0UZubyqFkkgkbnADA2NoaJiQlsbW1JdsobCQNmu91GKBTC4OAg3nnnHeP78j9gAsz/Y3V1FS6XC9VqFYFAQOpq8g9s27ZaLRnc0051WohFTYU2yO71W6FHCe+wbK0ywPD/MWMJBAKWaWhtcfkoroMdJep53G43xsbGYLfbkclkYLfbZUuBzWaTzMRut4tatdFoIJfLyQrc6elpTE9PA+jodAKBAE6fPo1wOIxisYhMJoPJyUmcPn1ajqdWq6Fer2N9fV3c+Kn5YVD2+/3CQVEkyGluqmeBbsCy2+1YWVlBNptFtVoVNa3O1gg9ksHAr28GnI7n+3FwcIBYLAa/3y9ZC/k2jiDQkKtQKODu3bu4d+/e0/oafutgAoxCvV6XuzC/pA6Hw5Iu69H+XlWotkJgnc/FaiSNGWC4NlYPCupMh6UFh/Wi0ah8yfkT+OQeat1O5fAm0NnBzaHFYrGIbDaLW7duwWazyVAj0BmNcDgc4sFbKBSwubkJn8+H2dlZURo7nU6cO3cO2WxWgsfh4SGuXLkivrw00M7n8yLUY2Ch4I7vSSQSwdbWlowXsH3fbrflPclms8hkMqhWq1haWkK5XJZMiNkQPyNN7PaOZ2gSmJ8ry16+h72CQYIEtd1ux82bN42p1GfABBiFZDKJSCSC6elpS2lBOT0vDofDAY/HI7MxAISUJB8AQIKNFp/x7k3ClBcQyVMtPmNpUq1WxVGOBKheh6GVqHqQkpYCAHDmzBk4nU6sr68jlUphd3cXfr8fo6OjKJfL8rq0q1xdXcXKyop0w+jmxmyJZcT6+joGBwdxfHyMQqFgWd3BuSR2tpj19Y5PeDweTExMIBAIYHNzU2aMGo0G/H6/XOjVahX37t1DMplEOp2WCene5XJAl3/R6O0MMfhoe4mjoyP5DDW/xuBDQnlzcxPLy8uWpXUGn4QJMD3I5/PIZDKS5pNvIYFKgV08HrfMoWguRXcuuIGQGQJbsbyjM3Nh+q7l7byLVyoV8eHd2tr6xIXT6ylDb5toNCoBplwuY319HdlsFoeHhxgbG0MoFILP57MsgWs0GhgeHsa5c+ewubkJm80mytparYbJyUl5vtu3b0vLO5/Pw+l0IhKJiKUnMz/yUZy6pqCR3EWxWEShUMDg4KBsUmBQ0mZShUIBNpsNyWRShhP1uTOw6ZkxnWU+6u8k4nWZSr5NT5jzxkI+jtsczFjA/4YJMD1Ip9MIBAKyKoOj+brlPDw8jFAoJBce0JHY9ypKdZuUbWpOcLOtrQleXlgARG3Ljksul8OpU6dEzcsLS7u8eTweTE9Pi5/N/v6+XAAMEAyWpVIJkUgE4+PjFil+pVJBvV7HzMwMRkdHcf/+fdm6+Nxzz8n53r59W8qFWq2GUCiEw8NDVKtVi3EXMymuedU8CjOPSqWCYrGIUCgkhLP2MGb2xzKTg5Y6IGvTb63CZtDtLZn4OE2Ya9mAzhD5mXi9Xni9XhSLRayurmJ6etoEmM+AUfIaGBj0DSaDeQTu3r0rvh7f//73MTIyIovX6ZXCtJodDipKqakg4cuSRXvt6jUgWp+hO0IsoTweDzweD7LZLKanpzE8PIyNjY1P8A2Dg4M4c+YMvve972F0dBR3794V/xiCJQC7Ypz34XpcALIq9vDwEPF4XERt7XZbOBKgo08ZHx+XThXFZzpb83q9yOfzcLvdMq0ei8XgcDhw/fp1i0EVuSiuX+EfTXy73W6xcaDWR2cxBN/T3t/1cjDkaXTmQt5M71kicU4uLpPJ4OTkRPaXG3w6TID5FDx48ABAZy3I5cuXMTg4CIfDgXA4LHX4xsaGTD+TX9BEpsvlEgc0cjVU4vZO9PJiYN3PzlOr1YLX60WpVEKhUEA0GsXW1pZFZk+jo9nZWQSDQRQKBSwvL8s2RYI2BlrJ2mg0ZP0rAOGLOOxIDQmJXPIm1N7QxY2DgxyZADqakrm5OSnjbDYbXnzxRRwdHUmbmed6cnIiZCsAWb6muzQnJycWewqeU+9OJB1cdGu61+KUwYWyA/rykDBnqcffBQIBpNNplEolJBIJ/O1vf/siX63vFEyA+RRw9/ONGzdkY+HR0RFGR0fh9/uRTCYt2wW0vwpd5V0uF6LRqPAAYxsoAAAawUlEQVQUgHWHNX9q60xNQpKbIY+wu7uLRCKBYDAo9grtdsfrtlgsyjL7paUlfPTRR5Z2OS8YGk31GlPxcXxednZ4J6f/LXU6R0dH0iKm+pnbCbRilsG1VqvJyMPu7i4mJyeF5+DiNPIkAwMD8Pv9GBgYkEwO6HZ5eo2gerkVoDsLxvEICiP1Yxhg9NwZZQitVksyseHhYQQCARQKBeTzefGBMfhsmADzGUgmk7h27ZrspWbbmK72vDCZ2WilbbvdllkfdlZoQE0XfE0EA12CUm8cYAejXC4jGo0iFovJ81Hlm8lk5K69vb0tHRxdfmkXOy2rp7cLAOnerK+vi3fLyckJAoGAtI6BTvDgbud8Po9qtSqaHq0ZWltbg8/nw9DQkPw9Go3i/Pnz8t5RwUyPHLu948x/cHCAer1usbjUQjmWPOzYEcym+LoUKfK9ZxbGeTAS+CxxGeRY/g4ODmJhYQE3btxAtVrFyMgI/vWvfz3Fb9m3FybAPAZyuRzeeustPPPMM3C73SgUClKn6zSaFwQVv1pxq3ca682CvSI5PZ/DnwMDAyK3Z/eHa0aKxaK0vZPJpJQC7FCx7GAQ4Wv6/X4p2zh8SbRaLVQqFZkz4gyQznR4wTLDYSbQ+xjdgXG73YhEIlhYWIDD4RANiTb6AiCWpTs7OxbjJx4bSyotbtQg7zUwMCBKYkr7p6am5PmKxaL8KZfLoh4+OjoStzygo1qenJzE1tYWTk5OsLS09IW/S981mADzGBgeHsbt27fxhz/8AS+88AL29vawtbUlhCPQ5RH0HRGA5Y4LwHJh8PG907oaumyw2WyoVquIxWJCQnMYkz9Zjuk5JACWFns4HMbg4KAEpoODA2kZ09ScowzhcBhTU1O4ePEistmsLHPXGQ/PgefGC542EK1WC4VCAUCnnZ/L5WToE4DYPTAwRCIRWQrHYMnX4syUHotg4NTBmVaefA/ZCk8kEiJBuHDhAhwOB9LpNJaXl5HL5eR8dDl1dHSE5eVlPHjwwLIHy+CzYQLMY+D27du4fPkylpaWxIeXBKrWXLBDwzs6yyTdzdDBRXc1NAcBdAMRf2p9TL1ex9jYGIDORUwtBmeGXC4XvF6vhTgdHx/H9PS0jC5wSJAaH5YYvHuzc+RyueD3+5FIJODz+eR4Nzc3cXR0JGpmivvYdQIg61RInjI72NvbE7Kb7wkDCbUwmUwGh4eHcLlcFgGdDtAavd4tuiPHf1utVsViAuiokbkD2+Fw4ObNm9jb27OUS0Bn5IH7sRiIDR4PJsA8Jsg/LC0tYWpqSiwbNZfBi6nZbMLtdotVg4YeutOZCaGVqWzR6jLh5ORETMqBzghAq9XZRsCygORxOBzGs88+CwA4d+4cfD6f2FCWy2XU63UUi0ULGUzSWAe4RqOBa9euSRcLgJROWszm9XotGxEBiK0lTbz0+8WMg+1ot9uN0dFR2Gw2i68vj00fp+av+B7qLhGDOjtK+nNksG40GiiXy1hcXMT09LSUSeVy2cJTORwOVCoVHB8fi7WowePBBJjHxL1793DmzBmsrq5KdtBsNi0zS263GwcHB7Kki1mJDhDsLunhOi1zJ/TkNLUhzHhqtZroW86dO4fFxUWEQiFks1kpjRKJBBYWFsTPtlarYWtrS1aQFAoFKVF0RkCFLXU/zNJSqZTFC3hoaEhWwmpTLpKrQCcIjYyMYGZmBqVSCZubm8jn85YlaHxNj8eD0dFRhMNhZDIZ7O/vywXOTETrixhIOQk9MDAgnwW7QPydJoN11snO3N27d7GwsICpqSnkcjnLzBU/20qlIp45Bo8Po+Q1MDDoG0wG8zkwPj6OYrGI3d1dDA0NIRKJSAnErhIXqHu9XtTrdcsdFIB4olC1+ii1KcGshX64dPY/PDwUg6Td3V1cvHgRs7Oz0jHRmpfl5WUAEAMpalLolqfLIQCiHCZZHIlE4PV6cf/+fXg8HjnfUqkk+5f4HMzU2N5lOXbq1CnMzs5iamoK29vbkj2xc0UlciKRQLVaxfb2tqW7pssi3XnTnBWtL4Du9kjd3iZ0ycqW9O7uLra2tjA3N4fz58/DbrejVCoJz9VoNFCr1ZBKpZ7wG/TdgwkwnwNvvvkmJicnUS6XMTc3h3q9Lp2KUCiEZrMpGgyHwyF8BclfoKu8ZVqvd1vrL7/T6bSMEfAxAGSFCgBxlaOHDXU3tNjUXRcujGdQYBcJgKT/uh1+fHyMmZkZ/OAHPxAhH1vLDFAsObSlAS/6ZrOJvb092bm9sLCAS5cuyYXNYysWi7DZbNjf30cqlbJ4vOgAo+0v+f+o09EqY9pb0NBbDzxqzQz5MpvNhs3NTUSjUVy4cAGjo6NCWAPAq6++alEZGzw+TID5nEin05iYmJCJY6LVamF6eloyDE4008dX61qoMmVXhOSl7nzoORlyEVr2z7s/pevkPUqlkixJ0zodSuAZUHjB9baWOSvVaDTg9Xqxs7ODQCCA2dlZZLNZ6aJQVKfFbwwKuiNls9lQr9fFt/a5556T7QDMMGi3STsJtqvZsdMEdK9at/d9JdgZo2BRc108Ph4/d2Bzuf3p06dht9vxpz/9CUDH7ZD7sww+H0yA+QIYHx/H2toaFhcX8aMf/QgAcOvWLZw5cwYulwsrKyuo1+tSlhweHlpUufV6XbpO9HxhRqODic5eNEnMuzafj50mdj48Ho9cWPp1GRS4SE77ofAipkq53e5sIaBRVCwWsxwPbRW4YmRiYkJWvlLzoj1vms0mMpkMQqGQmKBzfCKdTmN7e1u2B+hOFI8ZgOVcAFgCj/4JdK0XCAZUvocEg2y9XkcymYTb7Ua9XsedO3fw97//HQBM5+gJYALMF8DVq1cxMTGBd955Bz/84Q8BAL/+9a9xeHiIbDYLv98vJkq8i+sUm+UFYF1Z2jsr0+trov1LdIeFbVo9G8VOixaLaQNxXri88FieUXtCJz4e0+zsLIaHh+Vx1L243W5cuHAB8/PzWF5exvr6+idWrDJboRalVCrB6XRKSbO3t4dKpSLDk8zuWMoxUOjzZxtf8ysMStqTh++fnm7XQVxnjvz8VlZWcPfuXRNYngJMgPmC2NzcxP7+Pv74xz8CAF555RXk83ksLS3JHdfj8VhKD6Bb+tDNnxYAvLC0Arh3RklrYXgRt1odh37aINAaguZX5IgajYbochqNhmW5GLkKoLOeNRQKoVgs4vz588hkMjg+PsbIyAjOnj0rpdng4CAGBgYQj8fx/PPPY2VlBffv30elUrFkDvxvkscMcq1WSzIYroJh6Qh0nQQ1ejMUBhsGDf5bPU+kZ7EA6woSHdz593w+j7W1NYsPr8EXh3kXnwCDg4N4/fXXAXRk52NjY+JMT1sE8gD8wlL9yklmm61jScnf8wJmWaX5Ea2p0RPAzBQuXrwomyFzuZxlyJJcBoMQSzNqdnhx+v1+jI+PY2JiAhcvXkS5XEYmk4HX68X+/r74xkxNTcHtdiMejyORSMggIPdiAxBzdL42TcDZHWMpxTKSQZYBkNmPzmCArqIXgKiW6dPD37P0aTabFj9lkrpAV8SnRYJUKJvs5enABJgnQCqVkqHD1157Db/61a9EvMWNAEz1ey0H6MJ/eHgoC7+oFgWsnEFvkAG67VaWRw6HA/Pz86jX66jVanA6ndI2BzqBw+v1CglbrVZlAT0JaaBz0QUCAWkbHx0d4ebNm1hZWUEymZQu0sOHDzE6OoqLFy/i1KlTYiGqMxgGWdouMEAdHBwgl8the3sbAEQRzTZ4s9m0lIeEHhkAuuJGHi+zOu5ZKpVKlgxQB2X+ZPDnqppGo4F4PC4+PwZPBhNgnhBsF9+7dw/Dw8M4e/YsvF6v3M15gTGTYNeI6T85EbalydVwH1JvqdQLZjmNRgM3b95EKpXC0NAQbDabtH8BIBqNYnFxESMjI9je3ka5XEapVEKpVEI4HBZOqFarIZvNyobI4+NjbG9vw+PxyNwSzzuTyaBer2N8fBzRaBRTU1NIpVKi9tXBstVqIZ/Py/I6kscAxCkQ6AQbdqZ6MzjNQ1ERzRUi9BsGOgQ0bScODg6kk8WMSAdnrrUdGBjA7u4uWq2WaIcMnhxGyWtgYNA3mAzmKSGfz+P69evwer2IRqMyo6NtGQFYxHhutxsulwuRSAShUEhsN4GuDQMtHXQXpNcjxePxoFar4fbt27KonpkSUa1WEQqFZIYI6GQ15CZ0lgB0Heu0QleTweRx7t+/j2vXruGll17CuXPnZJobgIj1tLkWp6jJQwHdZW+7u7sWxzq94xqAJbPhqhU+v7bEpF2Fy+USPoyvrwcuOSnu9/vFa9joXZ4uTIB5iqCZ9eLioowRcFixl5QlR6LNpXXXid0NPVKgW9O9viQMBBykJBjY2u02VlZWMDg4CJfLha2tLTidTjHQ1h4uLpdLBHs+n0+IY+p3+Di73Y79/X28//77GBsbQzwex+TkpAShdrstGyJJKvO8w+GwPO/JyQmy2ayURwwWevKcz8fuEG1JAQinxddlh4n8lC4xWYoCHZI+GAxic3MTe3t7ePbZZ3Hr1q2n8E0wIEyAeYpIJpOYnJzE0tISLly4IDuMmK0AXQd9usjxLlwoFGThO9CdCObdGXj0tkJegBw/0Bdl71xTs9lELpdDPB6X12dGQYVvpVLB0NCQ8BfBYBCXL1+Gy+XChx9+KAFLZ1u7u7t44403cOHCBYvHLTMOPo7aGXr4soVOQSLPj0FAd4MAq1OdBl+jV5B3eHgoM1mcfOfcEwAkEgkkk0lsb29jbW0Nq6urT/YFMPgETIB5ykin0xgfH8fKygpOnz4tmhLtLse7P2D1LeGdHsAnyE3teterB+HjSVpqb1k9SMls6uDgQDZVcnsBg8LR0ZF0dUqlEsrlMsbHxzE/P49KpSJqW1p18lwymQx2dnYshkzMePTsFdvB7CTxcTw+h8NhEQjqgMpumW45u1wuUf7yXLl9gO/t8fGxxRRrbm4OQKesTaVSiEajMspg8HRhAkwfkMlkpO06Pz8Ph8MhLmoUhNHmkXdj6jUIPSVM8ALUWQFBUZmWyOv5HJpQca1IrVZDPB6XLEtnScfHx3KMzWYTOzs7cLlclh3aXEOigx23R+ryTQ8bMmuiCJDny2PjeWjHP6CbkfSafw8MDCAYDMLpdMLr9cr0c6FQEGc6ggOhZ8+elczpzp078Hg8uHbt2uN/uAafCybA9AmccnY4HJibm5OLZXt7GzabDT6fzyJ0Y7uVFwV5G2YkvAh5sepRA00Aa2NvffFTuLa5uSlt3EAgIDaYzDza7bZFL8N5pFQqJQvHeHzanY6aEl2aaQ6EmRczHq1L4THrDEUHh14zLj4/j31/fx/xeFw0OhsbGxbuxefzIRqNYmFhAW63G++99x6Azkoag/7CBJg+YnV1Faurqzg6OhKj6UQigUKhAIfDgeHhYUxNTWF8fFw8X+nzws0FvZPUugsCdEcK9ByTXuqmBwRpD8EsolKpYHJyUuaO+DgqaX0+H2KxGDY3N0VnwgBDdSyDhH4dHRD07JBWImtuhcfK7I4aIK3i5bkyI2KZRAdBigd5bFQP+3w+hEIhnDlzBrFYDG+//Tb+/e9/P/mHa/BYMAHmS8D777+PU6dOAQCeffZZvPDCC0gkEojFYhgbG0O73cbNmzct5Y3H45FyhEOCtVpNyFU9i6Q7TL2kaK+fDElYu92OQqGAoaEhBINBuThpDRkOhxEMBsXAih0xzY30Lizjxa8DHIlqTdzy32srTI4waCJbd414PpwSJ0/DDK5arUrbm1kfRxNGRkYQj8dliNHgy4MJMF8S1tfXAXTVo/TS5QparfoFgEgkIloPp9OJZDKJSqUifydYGnETYr1el3JIZxO82DVxfHBwgFQqhUgkIhnI8PAwRkdHZRtitVqVQKIDIFvivMiZUXA2COhkXVTuak6FwUUPIFKVS3Kax8ugxfeu1yuGz9NsNoXn4oqWVquzdnd8fBy7u7u4ceMGPvzwwz59wgaPglHyGhgY9A0mg/mS8fDhQzx8+BAbGxsol8t4/vnnLR4t9EjRk8H04iWZ2mv7ODAwgGg0ilAohHQ6LUpe/nsAFhKZ5Q3LrHK5jKGhIQCdLKFYLMLlcskWRLZ5NSfEbCQQCMDv9wtHFAqFJMMqFosWPQszKr1RAYC0mjkAyuPo1fLwfKiFob0DO198Pp/Ph1ars097fn4etVoNN27cwBtvvPFUP0uDz4YJMF8RPvzwQ5Hjz8zMiBiMFxiH9LQ9QyAQkN09emcPyxQStbyAAVguYho5aQl9IBBAOByWAMNdTPV6HeVyGZVKBYVCAfPz8xbTb3IhsVhMBgiDwSCOjo5k2JHiPaBbyjE4kqgFIHYRdPHrHVvQpZR2/SMPw9em1ohewrFYDLu7u/jtb3/71D8/g8eDCTBfIT7++GP4/X78/Oc/t8zbAJA9z/RJ4Z4ifccGup2iWq0mMzhan8KLLhgMWoR43AXNjlGxWATQnR8KBALIZrN4+PAhHjx4AK/Xi0gkIqI4bjkAOsFmaGgI1WoV+XzesrJVK4t11kLtCgDpbjHA9JqH8ydFeNofhmMXFNEBQDgcxvHxMW7evIm//OUvffnsDB4PJsB8xXj33XfRbrdx+fJlhEIh6eZoK0cK4ZgBkPwFuutS2OXRw5C6A8OyQpt+U3CnlbwkTuPxODKZDDY2NrCzs4OrV6/iwoULlkzHbreL6dTJyQnK5bJ0qHgO/KkHNAcGBkSoB0CIaaA7U8VAojtPFACyXOTzOhwOxONx2eKQTqcNofs1gQkwXwO89957qFaruHTpEiYnJwF0HOn29vZgt9txcHCAcrks2yK1Ty2DDg3E9TpW3ZXyeDwSdJxOJwKBwCfWmgCw7J9eXV1FLpdDq9VZXn/v3j2cP38eAHD69GlL1pBKpSRz0ZsM9ObHdrst4kM97a33eeupaAYUrWrmxgPyPk6nE2fPnkU0GsWdO3cAdDyTV1ZW+vJZGXw+mADzNcHS0hIqlQouX74MoCPIa7fb2N3dlenher0ud36tb2HQabfbCAaDKBQKUmbQyCkYDIp+xuVyyVYADhlqw2yOHRQKBcv4wt7enlzEc3NzmJ+fR7lcxvb2tuhlIpGIDBNydokZCGeR6EncO8bAx5Dc5eyU5mRo9eBwOOByubC4uIhoNIqrV6/i+vXrAGCGFr9GMAHma4SNjQ3Zinj+/HnMzc3B7XbjwYMHwnn0DjFSF0L7yGAwKBPSdGvj41qtFvx+P3w+H2w2m/AeLK8Ih8OBRqNhmVGihw0d/D766CM888wzsqjN7/fLvA87Yel0Woy9eYz6tTQJTH6FP+l6pzMdamXI31y+fBlDQ0O4cuUKbt26JVojg68PTID5moEX8NLSEnZ2dvDyyy/jZz/7Gd59912USiVp5fKio+gsGAwiGAzC5/OhUqmI2bj2kGHWwzKKnM/e3p5c7LQ04KSybjPr1nYymUQymcTU1JTwNtzkyHMgIazLIto99No4kHPxer2Ix+Ow2WxIJpOStQHdmaXp6WmZiP7rX/+KK1eu9PETMXgSGKGdgYFB32AymK8puIjs7bffxiuvvIJgMIjXX38d1Wr1E90gt9ttEbgNDAwIscrH6XWpLH30biSWXG63G8ViEdVqFX6/X/QwWuQHdNrUa2trmJqaks7O/v6+tL8BiDhPk7XMhvTWSaCb5QCdUmhubg4zMzO4c+eODICOjY1hfn4ePp8P6+vruHr1Kh48eNDvj8LgCWACzNcY+/v7WF5exu9+9zv89Kc/xcWLF7G6uopCoSCdGpK23MK4v78v/Im2PKCCl6UKdzExOBEkYA8PDxEIBDAyMiK+MHobgtPplO0DLJOoz2EQ4pAjlbUkczkjRGEgVbwkcBk0FxYWsLi4aJmSXl9fx5tvvomVlRXs7Ox8KZ+DwReHCTDfANy4cQONRgPz8/NIJBLwer0y2MfdR+wKlctl7O/vW0hcoJPp0DYS6KhnY7EYzp8/j0KhIB2YUqkkXjW0ceAuI024ejweGW04d+4cgE6XaWhoyKJp4TFwja42DafQzu12i77H7/cjGAxiaGgI8/Pz8Hq90rn685//jP/+97/GmPsbBBNgviG4e/cu7HY7ZmZmMD4+jkuXLgEAYrEYPB4PisUitre3JZDQyZ8dG70/iRfz6OgoRkdHsbW1JQHr4OAAbrdbSNfbt28/8njq9Trm5+dx69YtzM3N4YUXXkA+n7f4smxtbSGdTqNQKIgNZy/ZC3S0N7RWCIVCOHv2rGyLfOedd/D+++8D6BDfBt8smADzDcLy8rJoTYaHhwF0hg2r1SoajQZsNhvcbjfGxsbEO0bvWCY3E4/HcenSJdjtdly5cgXLy8vChwQCgcf2TPnggw/wwQcfYGJiAr/4xS8wPT2NVColnMnKygrS6bQch7aL4LpWoJMN8bhnZ2fRbDbx+9//Hh999JHJVr7hsH3axkAAsNlsn/5Lg68Uv/zlLwF05m7cbreUGXpcQO8eKpVKODg4kD3OQHey22634+OPP37iY3rttdeQy+Xw5ptvAugI3rh2hceh56Q4dpBIJJBIJBAMBrG9vY2bN2/iP//5zxMfj8GXh3a7bXvU/zcB5luCn/zkJ6KF0fuvqZbN5XJiL3l0dCSl0tNek/rqq6+KQ/+7774rQ5Q+n0+6XA6HQ1bNAhD18Z07d7C2tvapZZnB1xcmwHzH8OKLL4rNAwCR/H8ZPMZvfvMbAJD91+x00W6BJRG5mrW1NTx8+FCCjME3DybAGHxpeOmllwB0dCvRaBQ+n0/2LbFkKpVKkt3UajWzUfEbjk8LMEbJa2Bg0DeYDMagb7h06ZLskKYmptVqGY7lWwhTIhkYGPQNpkQyMDD40mECjIGBQd9gAoyBgUHfYAKMgYFB32ACjIGBQd9gAoyBgUHfYAKMgYFB32ACjIGBQd9gAoyBgUHfYAKMgYFB32ACjIGBQd9gAoyBgUHfYAKMgYFB32ACjIGBQd9gAoyBgUHfYAKMgYFB32ACjIGBQd9gAoyBgUHfYAKMgYFB32ACjIGBQd9gAoyBgUHfYAKMgYFB3/A/15YYGBgYPAlMBmNgYNA3mABjYGDQN5gAY2Bg0DeYAGNgYNA3mABjYGDQN5gAY2Bg0Df8H5RqYEjRyh+mAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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YxM9//nPcvHlTuvw5HA4sLy8DAB5//HEsLy/jK1/5Cv77v//7JG6DUw9jYE4AgUAAZ8+exfLyMnZ3d/HSSy+J8pYhQrvdhtvtht/vRywWk7/xScsmTXTtPR4Pms2m1CZp4pMcjK73oSHRqlpqVwCIMK5arUqaHICtRokeTDweRzweRyqVEgNDAV0mk8HGxgZcLpfUSOmUuE5L85jYbErzTTSe9Fh0YyxyLW63G/1+Hz6fT86bxHIikZAwLxAIoNFo4Mc//jGuX78uKf9wOIxer4dbt24BmBrAz372s8LJGDx8GANzAvD7/Thz5gycTid2d3eFMAVg05UUCgVks1n4/X7hL6jQ5f8110JxmuYlPB6PbaHyMzQUuucKAPFsuOjZjoGhjyaKGfq02210Oh0J6YApAdvpdBCNRnHlyhUkk0lsb2+j0WjYdDXdbteWQaJ+Zd74zbf9fFCnReqEmCWj+pnZJ57DcDjE7du3sbe3J8dK4xcIBGS/h4eHuH37NtLp9Ef+zg0eDGNgTgCJRAILCwvo9XpotVrw+XzimXBhtVotHB4eot1uI5FIIBaLyaIBZryEDhGYyh0OhxLSMIvkcDjQ7XbR7XZloerWDXzS0ziRqyGXQtk+U+E0VsPhUFS6Xq8XFy9eBDBtCL63t4dms4lIJIJ8Pg+Px4O9vT3ZVq1WQ71et9UoPYiA1ipiKpKBaZjI0A6YCe10ESQzXNpIVqtV3LlzRzJwTqdTyF4S5dxeoVDAuXPn8Oyzz+LFF188idvhVMMYmIeMQCCATCaDWCwmqWemeAm9wLWugw2XANhSusBsEbpcLiSTSQlVGo2GTd/COh9+hou43+/bjoONpijPJ6gGJmjgDg8PUS6XpTqbnAo9nEAggFgshlKphN3dXTmHfr+ParUqKWtNDmsvhV4MjSfT0bpGinwOvTpWfgOzNhPANMPFNDp1OHzf/OfZEIvpd4OHC6PkNTAwODEYD+Yhw+PxIJVKwev1Sv2Ohq4n0pmhg4MDWz0Nn+bMDPFznU4HsVhMCE0A8qSmxzM/JgSAjXdhWBUKhSQjxeNkbxaGHSR86amwVefm5iYWFxcxGo1w79498aJisZgQ0LVaDW632+aVkRfSfV6oy9FhEzNdDIn0++bf73K5pOASALa3t1Gv122pczbR4nb0NW61WkK0GzxcGAPzEBEKheDz+ZDJZCRTohW2BLNALA1wOp3SNIk3ul5M+t9gMEC9XreFQdSeaK6D29cyet3QigI/KoN19zoK4uY74gGQECkajSIUCuHdd9/F4eGhGMpMJiPhRjQaRalUklaZWiMzfz34j9kw8i3aUPKa8DWto3G5XNILeH9/X4wuDRANnVb/Uj8zGAyQTqexsbEhGSaDhwNjYB4iBoMBcrkc1tbWEAwGZTJip9ORhclmUEzXkpDlE53kLbkKYMbZaDKXC14L7qji1QpcDb5OItfv94tmhNvjtEcuYE6ABKYLXMvx6/U6dnd3Ua1W0ev14PP5UKlUxLtaXl5GLpfDcDgUb4ZGZr4fjW7jqWuqdEMsNtya5258Ph9KpZJ4V5wTxdYVLpcLwWBQWkHQaDKFXqvVcObMGWxubhoD85BhDMxDhM/nw4ULF7CwsCCZi2QyKeEQ0e120Wg0pNGU9kDo5rPXLclbACLDZx0TMBOsjcdjSVnTkPAzwCx7xV63Pp8P2WwWkUjEVhdEcR/DrVAoJK0gGP4BU29tf38ftVrNlr2yLEuM5J07d7CwsCCfKZVKcpz0anhsui5KK311Sl5nm/Skg/F4jO3tbRwdHQGApLKDwaCtdy/FfNwv1dHD4RDhcBhPPvkk3n77bUlvG3x0GAPzkBAMBrG2toZHHnkErVYLBwcH0vvW5/PJ4uANH4lE4Pf7USwWpVSACxuY9VLxeDzy1ObTt1Kp2AwCFzYrrbWyl2CowDCBvWLu3r0rqXQAwsnQgHW7XQSDQaRSKfh8Ply6dAkAsLCwgOvXr4shIPejpf3j8Rj37t1DNBpFLBaDw+GQ0bTzKXSGdTo9rxt+8328Lnq/842pmFKn8jcSidhS2nrSAvvVhEIhJJNJnDt3zhiYhwhjYB4SPB4Prly5Aq/Xi5dffhm7u7twOp0SJul2juzyFo1GEY1GsbOzg2q1Kl4LMKumZlihCVA974gLm4uaYRffNy+0Y+g1HA5RLpel8ZTuBscyBdYEdbtduN1uG4HLMSlerxehUEi2A0Caa/FcaaSi0SiSySTK5bLUGgGwhWNc9DoU4k96avPpd+6DRZZMvQcCATHuDMt0aptV2ZlMBpZlIR6P49lnn8Xrr79uWjo8JBgD8xFBZevS0hLy+TzeeecdvPnmm1KExyc6h4wNBgPRv6TTafj9fpw9exaNRgNHR0cSXgCzkEBXQHO73K9W7mpFL8MLDWpvOOZEjwHhIuYipLfEuiJ2pNvf35d9LC0tiaI3nU6jUqnYskOtVksahbdaLdTrdWnarclbGkX+1FMOKL7j+2hc6O3Qy9ED5SzLEgNDEltXktOwsRTj7t272N7exvLyMjY3N7G0tGQMzEOCMTAfEbypz5w5g8FggFu3bonn4XK5ZJFpodzR0ZHwIEdHR1Lgp4ldALbB9JoU1rzMPNdCcMFqMpiGg/U8uiUmjZPmfSiko5EZDAY4Pj4GAHz/+9/Hn/3Zn+H555/Hd77zHbjdbuFzyCMBkBIBksM0aCza5LFpUloXROrXdUjF/1PMRz4GgKSlacTIWxG6dUaj0cC9e/cwGo1QKBTg8/lw+fJlvPfee7YyDYMPB2NgPgKi0ah4JsvLy5Ie9Xq9aLfbtnQrix1ZdzQajXB8fCzTAuazKvRAKK1nVkW7+MDMy+GTXROnWmYPzDgMhhU0hDrk0mQrn/66ARTl+PV6HYeHh3jppZfw6quv4vOf/zwmk4nMPQKmHgy72VGTouuQtMEgJzSfitaeyXyTLF5HfR0I3ZeG4Sbfx991b99YLIbRaIR6vY7NzU1Eo1EUi8UPe2sYvA+j5DUwMDgxGA/mI2A4HGJpaQnA1O3e39+3xfj0XiaTicT0bDbl8XhsfItuIgVA9B+65ywnC9AjAOxhg/ZgOOpEP+EfRAbTW2AWiR4Ova/5hlYMLzjJYDwe48knn8SVK1fw5ptvotPpSDgEwKb5YV3WgzJc9Nh4zgzn5qG1NPNNtwjtOTLDxn0MBgPJNrFPMTsGMtu0sbGBc+fOGQ/mIcAYmI8Av98vzbxJYlKYpovqdAaIHIhlWfeN7dBZH71gdF8VLn4aGM0tkPwkMaoXqCZOGRYxHGHVMrfB8IiLne8PBAJyHqlUCqurq/iHf/gH1Ot1/N///Z9oTPR56YZZPD722dUtJ/TMJh63JraBWVc8hlMstZjnodhXh8aTBZwMBbUUwOVywe/3S5aLx/HYY4/h3XffBQAJbw0+OIyB+ZBgNzpyMPfu3ROFrX6yUlSm5xPRC9HKVKZfdZpa60M4c1qrUPmTC5Gf0xkTzcnMp33ne8QAED0OpxiwhkeTsgBw4cIFvPbaa9jZ2UE+n8eNGzeEfyKxzOkHPHfqfPTi5zFrT4n/dGYJgAyDY6c9j8cjvYrpIfGa0DvT3iTPQxssj8eDZDKJWCyGdDotjcc5fhYwBuajwBiYD4leryc3JAAZtUHCkrJ6juHQocl8oR5g763L9wGQdCwNjV6kBElMZoV4DDoMYcjBJ/k8GaxFarrkQNfwuN1uLC4uApjOpv7ud7+Ll156CYeHh7Zj47aZFufx8FhpOEgY0yCyifi8YFAbZ6/Xi2g0KqlvNrPSxpSGm9d5Xgmsw8hwOCwiQvaioTjw0UcfBTDV9dy5c+cj3zOnEcbAfEg4HA6sra1hZWUFALC3tyeTCKPRKMLhsMT0+/v7UosEQBohAbAJ4eYzRPQAtPqUgjKteQFmXgkXKBcdFzYAmVcNzLQ1NGo6jT6ZTGQKY6vVQiAQEGPJjnuvvPIKXC4Xnn32WTQaDVsBpw4H+Tu9L4ZdejwJPTcttpvvn8PrQWNFTklnu3RZBKGLTdl0iu/jg6BSqUiGy+VyIRQKYXNzE/l8HgBQKBSMgfmQMAbmQyIWiyGfz0v189NPP418Po9GoyEGxu/3o9lsIp1Oi5s9HA5xeHgoojR2mqPHoPkB6jw0GclCvvnBZfqpHAgEZPA9m0lxUdXrdbRaLSFouajndTUkUdmmgYuzUCjIfv1+PyKRiJyHrkniNnTZAACbt8F9+Xw+MYo6vNHnBEDGvbCzHzkZp9MpKWleDx0G0ihFIhGMRiPR6ZDHqdfrtrKEVqsFp9OJCxcuAIDwbAYfHMbAfAj4/X4sLS0hnU7b2h8wRCiVSjg8PLSJ2LTHwc74zWbT1rVNP11JBHPR6RnQWkBHz4FlBlxQDC+Y0QkGg6J98Xg8qNVq94VDxLzQTYc6OtzodDoi++exz2txdNiiZf4ul0v4q1QqBZfLhVKpZCuB0F4KwSwXe/+yQFS3ptBqYHI1DMs08awzTayjosejvbpUKoVnnnkGL7/88kO6g04PjIH5EPD5fFhfX0c0GpX08zvvvIP33nsP9XrdVpw4zyPo6YzArO0jb3K+bzgcisEiITz/lAZgC0k4G4j7YH0NABn+Thm92+1GsVi8bwAaf9dZLHoo88Ss5pPmCWT9Hk0wOxwOeL1eZDIZrK+vA5jWNdGwMCTrdDrCa/GaWJaFaDQKp9MpGTsejx4Ap4spaaD1uN15nouGjHVLbrdbiF9g6q1ylpLBB4MxMB8CqVQKGxsbmEwmuH79OgDg2rVr8iTVfIJ+ogOw9SOhB6GfmjobxGI8LlD+jU2zAdjKCDTZy4pt1iw5nU6kUilYloV2u41sNou9vT3cvXtXOu5zvwBsT3BmW0iy8jV9HvSO5mug9HZZMLmysoLNzU2Zc01OiqFaLBZDs9kUNbQ2IvRGAoGAXGNdRkHQmGiFMw01z5GpePJb5KwymQw2NzeRyWRkG9Q7GXwwGCWvgYHBicF4MB8CKysrSKVSKBaLMrGRnerYmEkTrwBs7jsHh1G7wRQ0CV9gGu5oD4fboKeivQtglv6lB0Wuhe/z+Xy26ZHxeFzEZbdv38bh4aGcB8Vw5F902DRP2pIf0kWH2gsjNxIOh7G2toaLFy9iY2MDS0tLcuz7+/vSLAqYhnO6DcU8J0TOiLVObrfbporWWiAAosXp9Xq2QlFqe5hhCgQCSKfTWFpawsLCgnhrlmVhY2Pjw98wpxjGwHxAZDIZrK6uyiRDLmByHCRZySnMNzmicWCWhhwDJe28qQOBgE0AxxCE3II2OtoITCbTZtmBQEAGkgHTOUapVMpGinq9XuRyOWnKBEy70LXbbRvHwxBpvgxCC+MYtunCyclkglAohJWVFTzyyCO4ePEiVlZWJIXPYwuFQkJ4x+NxW4kFryFBXoWD7Jm90hkrPf1yMBjIaBct4gOmoRlDJhoYv9+PbreL/f19Ob5oNIpsNosvfvGL+O53v/uwbqVTAWNgPiAWFhaQzWYlE8I0MDM7jPVpCDRHAkCqo4HZE14bJHow7CETCATQ7XZRKpUAzHQzhG4pqSuRPR6PTdrP8apsg1mr1aS1pMPhwNmzZwFAPJqjoyOMRiNbiliXJXDB8vx4LPTQgGmF+aVLl3Dx4kXk83kkEglpYxkMBsWIZTIZhEIhlMtlEf1pDQ2NKT26fr8vWbzd3d37pgroa6NJ6XkC2+l02jJJrFNiHRgzcPF4HFeuXBFdjMGvD2NgPgASiQTOnj0rT99sNisCOk1+9no91Go1m5CMhGij0RBDxNdoaKh5AWYGKxAIYGNjA263G4eHhzYDAswyPARDI12zA8zI1kAgIAuIrQqazaZsz+fzIRqN4t69e9jZ2ZE0NLvb6dCIRoD9hAOBAJaWlnD+/HkAwKVLl7CysoJYLIZwOCxqYGbXtFo5GAzKuc2XNehhcfSWKpWKNIyiQeNPygO8Xi9isZgMZRuNRjLkDpjVjzFDR4/R7/eLgA8Ajo6OkEgkjB7mQ8AYmA+AXC6HS5cuSfgSjUblpqP3wJQre8VyPKwW0On0qvYwANjCi9FohO3tbZHq0xBpYdx8LRIzLXr8K7fH97M3r9vtlmmSNJTdbleMTDqdxo0bN7C7u4t2u22bkFoz5asAACAASURBVOh0OmXOs9PpRDabxZkzZ7C2toa1tTUAU8+ENU1UzdIYzZcrUDCnK7YJ3QKUXkm5XIbP55Nev7ocA5g+DLLZLNxuN9rtNtrtNhqNBprNplw73YOH30e73ZZsE73FXq+Ht956C1evXsXjjz+O119//UPeQacPxsD8mojH47h8+TJWVlZk3Guj0ZDFEAwG0W63Ua1WhdTc2NhAPp/H4eGhSM3ZEU4/VdnZXhO65FWazSZu376NcDgsRX2j0UjcdxKsOnyhwaH8HZh6RJVKRXQyFJzpCmtgyodwQYZCIaTTaaytrUnXfi5IciDhcBiLi4tYXV1FJpMRkhSY8j4MTWhcyD3p49XHTRJ6vmgTuL8tQ71eh9vtRjweRyKRkDqpZDIJh2PaYPzevXsyHpaeita/6CpuHgNT3Pwu/H4/CoUCHnvsMZw7d84YmA8AY2B+TeRyOVy8eFFUupSn8yZk0V2pVJLubbz53W43FhYWAExDqXq9DmD6RPb7/eJBPMhIcDAY+/iSh9DQEyDpHbBwj9tsNpuSnYlEIhLyUAeiF3E8Hkc4HEa73RYjkslksLW1JQaSnfhTqZQMW8tms1heXhbCmLyNz+cT40IjMt/ik+dGL0Y3/eZ7qfGhkev3+2i325KhyuVyAKbVz9evX5f51PO9Y+YnN2jymiQ9Q15gamgqlQrK5bJMVTD49WAMzK+Bs2fPIp/PYzAY4JVXXsHh4aGEERSycfGw4JFPwePjY/R6PVl09ArIwbDFA2Xt7Mg/Hk/HnXDhMezhItSSemZ62Gel3+/LJAAu0kqlYpP0x2Ix4TB0KwYaAI786HQ6aDQaogDm9ERORYhEIkgmk8jn81heXobf77cZQPauodCOx6tT7e12G8fHx1JnxGwUeRodTmpDwBKGTqeDwWAgXuL169dRLpfFwJEroiHRxoZ8D0NK8kxaQUxF9Z07d/ClL30J2WxW0voGvxzGwPwKPPHEExgOh1heXsbu7i5u374Nl8uFer2OZrMpWZZQKASHwyEZEC5a3szkONrttixWPiVpnOZVplyUWsEL3J8RIaHp8/nQ6XRQq9Wk4xwXO8OxSqUiC5jjXxmSALOnOo+FEyAZjnCBVyoVmZe0vr6O5eVl4XUIckXD4VBUsyS23W63hG+FQgG7u7vodDpyDiRZdUpeX0+tkRkMBjg8PBTjTOOiSwN4LnpcCr0lfd21XolgiUWhUMBgMMCTTz6J73znOw8M8wzsMEpeAwODE4PxYH4FCoUCzp8/j0wmg5/85Cc2z4TtMQHYOBBg5m1wiJmud+n3+6jX69JYiTG/zi7xSUvOgW0tmYrV40h4LGzrwFlFtVrN1vuEHgTDMqZ9o9GorScv+7UwZKAIrdFo2Aa4ud1uLC8vY2VlBcFg0Kb+5bmyeJBqWoYr7XZbtD03b97E3bt3RfDWbrfvI2P5U19HPRtJh6XMVHk8Hvh8PvFm5vkV/l93zmOLCp4jAAlRu90utra2sLm5ie9///vGg/k1YAzMr4ELFy4gk8lIS0gd0zMEYXoTmC6EaDRq40Z0S0qtW9F9YLSBITRXMZ/qBuwD6TkCln1jGK7xb91uV4aRkZvgouU22CJzPg1OMpr7rVarCAaDSKfTUp09H+axXILZIBLQrVYLlUpFesvcvHkTxWIRqVQKrVZLiHJyU9roBgIBMQjUz0SjURtnQsPG1hiBQACFQkGKNXluej6Sbh/aaDTQarXkPFhmAAC7u7uIRqPweDy2roIGD4YxML8CiUQCiUQCgUAACwsLODw8xGg0kp4uhCYTeQOzrkfzKOQ3uHD593nPh1J+NtwmvF6vreEUyV+mqvkkZ12UTntTjk8dD70dj8cjrT/pyczPKaIRYke7fr+PRCIhqWiegzaewIwrIfHMCZYHBwe4ffs2gGl5Ar2MRqOBcrlsa8jNbdJL0/wUM166l4x+P40KSfV5A0hPze/3yzRIck3zWb3hcIhKpSLnzWygwS+GMTC/AouLi6Kf+NSnPgVg2uCb2R1tEJgSZQqbUnstpyfZOC+08/l8tpufnfD1NACtCNZZH4Y6LNyjMeEQeB4ftzsajUTv0mg0hFgFphoShoCaXKUQjoaIIj2GRtyHJqC5nV6vh0ajgUqlgmKxiEKhgEKhIIWi7CB3dHQkRZM6e6TrougJcd9UADMs4jVhMWm5XEaz2ZQWoNqDpBEGIJ+1LEsybCSNi8WijJnJZDJ49NFH8cYbb9i6+xk8GMbA/ArE43Hk83kkk0lRvdbrdXQ6Hdy7d0+qgPl0ZpMknRnSYc98AyZ902sVK11wuvs6fQrM2khyO3w6M1zRRYl8HyXwbBHpdDrRbDYRDoclozOZTKQBNo2l1+sVo0gPh6HfvLHUGhdWOVerVRSLRRwcHGB/fx93796VqZbcFsMQPVKFP7UB0/VWumeOnnjAAkhuu16v21Lx8y09uT2WHYRCIcTjcaRSKQCzGdYejwdPPPEEzp8/L3Viuteywf0wBuYXgPU0S0tL4g7v7u7i4OAALpcLmUwGi4uLOHPmDIDZzOlCoYCjoyMpJpxvFsX3aoJXV/lqjQbHzNJLobHSI2F1tza6/Fxw8+0iyDU0Gg3U63UxXPF43FaxzMppehE0IjoFzYU/38t33piSUzk+PkahUMD+/j5KpZKQrvp66PYQ9KgorgNmRpShI+cZcd/01kajkVSEM3ykQdLeJHkjGtVcLofl5WX5TnR9WSwWw/nz57G2tiZNqTgi2OAXwxiYXwDOxMnn87h37x7effddFAoFqdgNhULweDwyVeDixYtyA965cwd7e3s4OjoSTcb8AvZ6vTaOhUaDHocWlDE00lJ7LmTtJZE/YKaIIRPBofexWEyac1PPQzCEo7ZGd4TT3gnDN/6NIj5NSrOQslwu4/j4GMfHx9ILWHfHsywLi4uLCAaDuHPnjq3RuWVZNu+K1y4cDuPcuXPIv99ondcSAEqlknTp42fIx2gDQ92O1+uVthLUO1WrVbkuzWZTdEWpVErUzqFQCNVq9eHccB9TGAPzAGxsbGBzcxPAdFHu7Ozg8PAQ9XpdQg2Xy4Vut4s33ngDwDS7wGFd6XQaqVQKhUIBb731Fmq1mu0pS95ChxIU6jFsIIdDbkd7LNoz6XQ6ks72eDxSbKl70QIzxS8NAglghjH6WBgOsEet9qzmCWeex3xjLGBqEJrNJmq1Gmq1Gur1upDEOrQaj8eoVqti1HQTct3nRRdw9no9lMtlqdReX18XtfTCwgLG4zFKpdJ9fJLunePz+RCPx5HL5VAoFHDr1i10u13cvHlTMl38jGVZuH37NhKJBK5evYrFxUUsLCwYHuZXwBiYB4ASeAA4ODhAqVSSlC8LHenB8OYvlUqo1+u4desW4vE4otEoWq2WGAl6MH6/H/F4XHrcsu8sAFv/FSpdGWYx20G9jDY4PA6WETCM0i0H6NlUKhVbUWE4HL5PvzNfcEjookAaIGA2NZIejT62druNWq0mqd9er4doNCoD6YCpkaxUKtIki9XV85XjLGvgdXv99ddx48YNLC8vY3V1VXr85vN5uFwu/PznP0ez2RT5ALkxPSa31WqhXC6j0+mgVCrZas1IAHPetsPhEP3S+vo61tbWcPv2bdHzGNwPo+Q1MDA4MRgPZg7xeByZTEZCgXq9LqIvuueBQEAK7ehxMI3bbDZF8UrdBvUwAEQYRnef/AAA4R2AGXnLmUds6+D3+1GpVGxksE5vDwYDhEIh+Hw+WzU1AFsmioI3jmHVYjb+Tm+BYZkmjtnjhSEX+Y/5Ua0cFMdqcKqJ2WBLf4ahIIsjGUbRI+L++VmGd4VCAe12W/rQ+Hw+hMNhBINBSTVzn5qoZutQttgYDAao1+ui56Gnw6LTtbU1LC4uwuPxIJvN4urVq7h27ZrxYH4JjIGZA1tLMjtAMVUsFkOj0bC1WGR6lWA1MzBbnHw/5zAHg0EpICTBSx0LpxsCkHCHBX8Medrt9n09all5TdEceRi6+Dw2wN5ThaERFx8w42B0z13uB7A3yAoEAmK0+F5mprgviv6obQEgbTrnz4ELW1dba/6Ex87tMizjADgaD8uy0Gw2cXx8jGq1KoQ6SWgatk6nI98hR6eQl9LqZrfbjVwuhyeeeAJ+vx83b95EOp3Gk08+iRdeeAE3b978EHfa6YAxMHOgMpSGpVarodvtYnFxURpC86lNjgSYDRmbnwTAmzUajQKAdIELhUKyQLiQNJmqpfxUojYaDdn+vPZES/I5p0gbNmDGlWivhIaQAjr2zNWeyHzvFmBmYHQVtuZ8ANj2oTvZsVfOPJGryWJeY60yBiBqZKbvWYahea7j42NpmwHYB8fpQXP0HnXvHWp93G637HdtbQ2f/OQn4XK58Oabb6JcLiMej+PChQtm2sCvgDEwc8hkMvB4PDJLul6vo1arIRQKSUOlSqVy35RAYKpI1QWKTB1Ho1EkEgkA9tCHxkrX8ehCOz5pdfhCXQfBnik0PJZlSSaKrTYByHbnSw+Aaec5Ti7UxO28sG3esOkCSX5Gh3x6GoFOEdMQaAOjwzeGhACk5SYwEw1SoczXSUrzeOr1OqrVqnhCNKLakAAQ71A3wnI4HFhYWEC32xUJwh//8R9jMBjgtddekwF7brcbzWYTwWBQGqYbT+Z+GAOjwK5s7CAHzG5qNoeOxWKIRqOSAdGLS7ddJEfAm5yehC6OpEReF+9p8RnDBQAyikRXJQOzsEFXKnOBs/CR22N5A0MapqNTqRTS6bTsh/vUoYnmeXje5JHmhYQ6JT/fgIqLWX9Gt+7U4SevhdbB0ECQ/+F1YdYPmIY+rIBm1o2dAbWXyDBLp+wHgwHOnTsHYKaW7nQ6eP311/H222/j6OgInU4HHo8HhUIBZ8+eva+HsMEMxsAohEIhxGIx0WQAsLn9pVIJg8EAkUgE8XjcpqilvkK73FygnU5HQi7e9NVqVVowkHxkzQ8AqcmhuE4X/ulKX4IGg+EIuQZtYFg/RG6Iodrq6qp4WNpz0dvWoRswa3rFf1r5ys9aloVEImFrP8lQSgsAdXMrGkyqkbVBmG+XyVYS5LN0XZE+fsAuWJznzWh8hsMhrly5gj/90z/FYDAQjdO1a9dw/fp1FItFIappvFk5b/BgGAOjEI/H4XA4UK1W5UYmT8JqYFbVJpNJhEIhWSitVgudTkdCCS50ehcUbXFsiM4g0TjwNWD6VGdrApK4JEJ1qMJj5E0PQDwZvZD4Pr1gmQ2h/J3v4U9N7PKz9CZ4zJpv4nlrHQznSO3u7toWvX6f9v5oRHUBp564oElnivJ0OwxgppfRg9W4PX0MNOqDwQDpdBqf/OQn8Qd/8AdIJpO4c+eOhJo3b97E4eGhrXyBIkOWERg8GMbAKPj9fjSbTZuHQHk9Q4vBYCCNnDhzB5g9IUmw6lQsU9zATKDG8EcToVq4R6+GT/VAIGArDiTorWhilJkRPbyMi5QlAjRga2trWFhYuC81Ddh70TCEmzcwesbRvOczmUwQiUSwtLSEN998U17X0n1eOy5WLnituNWYbzNKb7Hb7domLWij3e/3bXyWlgI4HA6srKzgi1/8Iq5cuYJGo4G33noLBwcH2NraAgDs7e0Jv8ZsHb8jv99vDMwvgTEwClSe6j4qJBT5NCVJW6/X0e12JfZn6wCPxyMTAjQ3wpufCAaDNl6Dal2SxzRAXLh8GnPRaM6CRoVGkK9rnkNXVfM80uk0zp07J82xgFnF8rxXwNd1Jz3ukwtVL17CsizkcjlEo1HhOLTh43XXXp/ml7Qn5vf7EYlERFcDzDQ0WkFM48nPaqOlQVKcxP7169dRq9UwHA5RKBTEwHBYni4YnUwmMgWSEyMM7odR8hoYGJwYjAej4PP5pPeqJiZ1V3wANq+CT8V2uy1DzUgckqTlCFjuQ2eWNG/BXrncJ1s0ALO5QfPpcd2XhTyDDgH058nn8DNnzpzBxsaGLfMEwOZdaN5GczDaI9L8jGVZtukHbrcb2WwWuVwOW1tbEq7ozItOYzPM0ylyzenwPCjoY8aO43yBWf9hVm2z4JLXU7eY6Ha72N7ellG01Mqw5YY+V86I4nfP7TCdncvlsL+//4HuuY87jIFRsCwLCwsLKBaL0kiKbQDInfDGJ9mqZf40LLpAjwueZf2xWExKCig4mydn+Tsrt1mwp3uuaIMwn33h57l//p/7m0wmMnkyGAzausfxM1r/wtc46IzbexAJrAVvDH38fr+0Y2BnuXnCleHHPEeiM07sE8PrzpCR4jmt5SGpPh6PcXh4iGazaTtO/o3kfa1WkxCOITHf53A4JDyjRKHVasHlcqHdbsvAt0wmYwzMHIyBeR9+vx+Hh4e4fPkyvvSlL+GFF14AMG1ureuG2DtWN90GZi0ztSKXi5S1S8BUGUxJ/2QykcFtmjsBZkPsNU+j64S0l0GCV6db6dFoIpWLldqXWCwmNU6aC+L2tbCPXBL1PzRMNE5a1EZolW8oFEIkEpGGXdoI65S+Jq11jxlgpluhQWW6ne0seY2DwaCIDLlvNkGfv9b8rugx8uHB68qf4XBYasj0kDZ+n8C0ipupbYMpjIF5H06nU4jaZ555RjIDe3t7KJfLqFar4mazpaSu1eEi1LJ/qlMpugNmEwG0Mpaf1VkYhhe9Xk862zE8YRjB4+b/dcaHJQbUhnDhUvsSj8fl+HSxIo9hvg6JHgMzWZFIxFbOQGHbgzrp9Xo9yfJoo6nbJmj1L4+dRpFGi+9hGEaNEAtPOdbW5XIhFAohGo1iMpkgl8uhVquhXC5L32RCiwn1+fIYgFkb0clkNrmT8oV6vS4ap8uXL+Pll18W79fAGBhBIBDApz/9aTz11FMIBoOi5jx//jyKxSLu3buHra0tcb3v3LmDRqMhNz89AeD+kaR0xQGI+00Dpfvaas0HWz7SaFiWJRXJ8+lgehIs0LMsS45Ny/FZZ8Q+MNRy6AJFLVLTUyr7/T5arZYYGB6j1sFogRyPazgcotVqCZ/BEHLeMwNm3pPOKvHY+XdeEy54fczcB8O4y5cvY2VlRarj33vvPVHhArOCUnox9GzIxc1n1nj+NKLMJHFk7blz57C0tGQMjIIxMO/jzJkzWF5exs7ODm7cuCGvr6+vIxaLIRaLSTvMg4MDSUXT7aYnwRh+nnTlIuFiZjih38PPAbN+sboKmJXDupaIC468RLPZFDdet39g5TMwVSwvLS1J0yxNpDKl22w2pXcuz+Xo6MjGbfDYWUPFlLDujdvtdlEqlWRkLY+XYkNuSxO6VC1rsR1gnws1b5Qmk4l0y2NdktYCcUSuJqHZNZDHwTCYRK++xjoVTu+l2WwiFAoJ73Lp0iU88cQT+PnPf/7hb8SPGYyBwfSpms/nsb+/j1dffVV0FABwdHSEtbU1ZLNZxGIxLCwsoNPpIJvNotls2sIWYJYR8Xg8sCxLwgjdulKHTNpD0U9Rbov8SLvdvo+k5H51uwS2R6AgjJ4TPRUW8y0uLkpoogV0/X5fyhjoZfV6PbRaLVv/Xk5RYOvKVqslUx55bsPhEI1GA/v7+7YpkwyPdIaL14HGI5vNYjweS1jDc6BBo4FmCKWbf7tc04Fs9Xodt2/fxt27d2Xagy4W1R34aOA0h6bDUP5k7xwa4W63K+dbLpdx6dKlj3AnfvxgDAxmdTqvvfYaDg4OEAwGUSwWAUxveGYNUqmUZHPY0IjZIS2CA3CfkSHmuRk+KdkiQFdK6xT2fLpWZ31YH0PPgISl7sivxYKZTAZutxvValVCDa0O5oLmtWEZRKPREI+tWq2iVCqh0WhgZ2cHzWZTPC5dirC3t4f9/X3bDCL2+tWiQho/YBq6HBwcwLIsBAIBhEIhAFNj32635Vqxrw73x5BKGz/dKlS3zwSmBoahKK+PLgTV/WV4LVnpzevQ6XSkFqnX6yGXy+HRRx/FtWvXfq177+MOY2AwIyzL5TKCwSB6vZ7E8VT3jsdj7O/vw+mcDlUrl8sy+gOw9xbhk5ZGRlco8+90xzWJyb9zvwy56J3MlwQAs3T2PN8ynwrm7+l0GoFAALVaDaPRCDs7O3C5XDJFgdfBsizhHTgrulqtCgdTKpVQrVZRr9elaTiNArMqo9EIN2/eRLValQkDTEXrNDffqz2GdruNTqeDZDIpfVlYHBoKhVCr1Wx1XVqpy9CT3pDukaOvN0M2GimSw/Re5zN7k8m08poGnNIFVqKz3/L6+roxMO/DKHkNDAxODMaDwZT0ZIhDjoRPYT5J6/W6eA967pBWrbJlJj0X8gQMHYBZ2haY6VcY8uin63g8Fi+Cx6TriB5UCKg5hPlix36/j1AohFwuZ8t+WZaFs2fPSmhWKBRw+/ZtGWrPTBLVsCRSi8WizDuix3Pjxg1bv+BqtYrt7W30ej1J8etz0t6aTu3Tw2FtF5t/9Xo9UUvTEyJRy9eAWS0StUacIkndDN+nx8fEYjGsrKwgGAxKPyDyTUyzs9aL/1KpFKLRqHhOhUIBoVBIPBoDY2AQDoelLQIAMQY6BGEMrwlBnV4mKA7jdlwuF6LRKILBoBQ7jsdjNBoNWahaSKZJXnI9FH5pibw2MDwOnZXSIZoOVxh6FItFuFwudDodbGxsoNFoSEjYaDTQ7XZlbjUNnQ6FuD1qg46OjuBwTPvUbG9vy1B7psHb7TYqlYoseBqHee0Nf2qxG8e/8FxbrZaEJ2yPwZCRoVQkEpERKPzuWLoxH8KNx2OsrKxgfX1dwuBqtWory9AZM17/SCQCy7JQrVYlszYajWwzsAyMgUGv1xOlLZ/4Og2qGxTR27Asy1arBNiNgyZUfT6fZFO4DQBCYPKJzg759G70AHjdQoH74uKk18UeJfqYNXHL7bBpeLfbRSKRgGVZuHfvnry32Wzi6OgIiURCuCi3241arYZ2uy2G0ul0olQqycjVdruNWCyGUqkkngmrzWmwtR5ovgxBp9vne7jQIASDQZEHkL+aLxvgNdE9g5PJJLxeLyqVingswNQQXbhwAclkEru7u9ja2kKr1ZJjIHS2jd8v5zo1Gg3b60dHR1L6YWAMDEajEZLJpGQ1dKcyAEIA6tQwQxmOKgFgk6EzTTwYDHBwcGBLZep6Ju5nYWEBkUgER0dHMgJjvpm4NoBaBctZ09TfMJPFfr+aoOTrLEqMRCIYDAZoNBqigqWhqFQq8mS2LAvlchmDwUAIULb8ZHjZaDTQbDbhcrmwtLQEANjf38edO3ewsLAAv98vIjVtPPX3wPOlgfd4PKjX62KUScZzYoLO6gwGAxG4MRzL5XJYW1uDy+WSFDsLFoFp7dBwOMRPf/pTbG9vy7Vlf2PtifCYaAQZmulj57Waf/icZpx6AzMej7G6ugoAuHXrlrj18xXFOjzigh8MBvK0omGiEE6PApkvKaBsn4uYNUnJZFLUqFqGzxtaF/7pehmK0rjQdJpVczrkf/x+P0KhENrtNgqFAvr9Pg4ODgBMQ5JoNIqjoyObd8dt8LrQuOjpk/ydT3SWOmxvb8Pv99smHPDYgZm3RuUzU8IOhwOlUuk+zRCFi8zO8XryerdaLUnBJ5NJDAYDLCwsyERNhlzb29t47bXXsLe3J16nNuza29IjbWlseC10H+VMJoNIJIJPfvKTePXVVz/w/fhxw6k3MBR1LS4u3lcHBMw8kk6nI3oYtlXQXAHdcgDylOVNSz0Gt80wi2K2g4MD8aQYSnEBkQzlfpjeJvS2tWCMXfP0edLzolaG7jz1OsAsDKG3wcFxXGR6FIieoUTOyOl04vDwEMDUQ4jFYtjd3YXD4ZBSBW2weNzkZ3QankZnvlSAaXgaTH5v+rowjHG73VhfX4fT6US5XMbbb78tSu07d+5ICEjDr9P79EQYarEUgh4o+ysTPJ9oNGrCpPdx6g1MNBoVV5oNsbXOhO44jUytVsPh4aG0AND1Kpq45EKnMdFKX/Ih5Fw076DresgtaHdd8xXAbBwJvZf5aZDzVdI0PNSFkEvQLSWZleG+/H6/zWACsGXRyD+RHCbq9TpGo5GQrd1uF7FYzCYg5D71Iidno7UmAKSXDMstSNJy0fN9Ho8HKysryOfziMfjODg4kKkAh4eH900p4Hegp0DQ8HJ7uhWq/qz+zizLwvHxsW22+WnHqTcwuVwO4XAYd+/exdbWlrRM1NJ+Ftex2po37t7envAUdK2B6SL2er22cak6bKDwi09KLnDWEAGzDAdl6VodO8+tMIXN1+kZaUPJJzKbKtE4kPjV2S8SxCSpeUzs3q+hK7gZ2jAsY58WGirWNOnzAWb9ZLgNHRJx0gMwC334vbCUAZgubhLQCwsLePrpp2FZFn7605/iJz/5CXZ2du7r9Ttf9e5wOGQ7OkTSRab8fumZai+RxicUCtmKQk8zjNDOwMDgxHDqPZh8Pg/LsvDjH/8Yb7zxhlQga36AT3yfz4dQKIRkMolkMonNzU0JCYrFIkqlkjy5GJuzYTQJTl0xTY0JMM18zKfEGebMN3aa725HD+FB/AXfx7od/X4A4gVonY5OxesJAHrKIttS8lj5Wd3mk14Lf9cTLB9EomvvjF6jw+GQfivcL8NB3bdFT8+8cuUKfD4fXnrpJWxtbeHo6EjCOO3B6NopboNNuzi8jedHYtfv90thZbFYtA2N4zn6/f77mryfVpx6A7O5uYnRaIT9/X3RiGiOg/9nirff76Ner+P4+BipVEpuavYdodqV2SRyGbrITqeZw+EwstksOp0OKpWKGCg9MJ4LUM+x1lkkre0g2UzRnTYwwCwTxBCM6lTdJoKaGj2jmuEVeQ6SqAxjqPjVrQ40oQtACjCpWdEV1JpYB2aGk1MegNncbIaWmtyNx+PI5/Py+Z/97GcoFAqSrtdaIq1F4k8WgLJIkpwL38+HwXg8xsbGBs6cOYNr167h1q1b9w2jSyQS92XMTitOvYFZWlpCu90WA0APhjcfMGuYbuAtVAAAIABJREFUrb2DXq+HRqMhGRP2a+UiHA6HKBaL9ylTyXmQmymXy/D5fLhw4QLK5TKuX78OANJWUqee55/6AIQIBmYFkvwcMx0AbGI3Gg722KV3BsC2GLWehqJAbo88EzDlHJrNJnq9HsLhsJCommTm+Wi1rm5gzr/zd93NjvukQpnnSq6IpCyv8TvvvGObnBmLxXB0dCT8EI+JRjOXy8HhcODw8FCyhJ1Ox/Y+6n1CoRDOnj2LT33qU7hy5Qpu3LiBnZ0duU+efPJJXL161dZP5jTj1BuYUCgk5CJd6PkUo05d8ilI74KLu9ls4uDgQDwAhhC8MRlKaeUpvY/9/X1EIhEsLCzIvtn/BZi1k+Bi0kSqVphy8XAR6g55mqyl0eL7qSomNNFLDy4cDttEZIFAQJpYTSbTJuKsOmd7BT3pUpc0zIdIvBYMY7Rxp2oXmBk/ej6axO50OiK0Y0N1p9OJzc1NqeTmotfEcC6Xg8/nw+3bt2X+OL8r9kumcXa5XHjiiSdw+fJlCckymYz0gKlWq8hkMnj11Vdtg+ZOM069gZlMJtIxno2s529+3W5Bu/ZcUMAsBNEqUOok9EgNNqd2uWaD0iaTCW7fvo1AIGBLP1OVS+PC8EcL6HRamtujB8MwB5gtqnlxWyAQsE0m1Iuf2SnuV+tlKEikNobivfF4LEpZXgvNaQGzFp+6lIH71KESPRNdUqB5Fy0l0JkwciXr6+vIZrN4/fXXbSESjXgsFkM4HMbe3p5kp8hJaa5sMplOqLx48SI+85nPIJPJ2FpC0BDV63W8+OKL+K//+q/7hrydVpx6A1Mul7GxsYGNjQ3cunULKysrUhQITJ9yg8EArVbLpoOwLMs2AZLKXoYpej6yFscFAgG52akc1eli3QgbmKlEdd8XTQbrUEJ7Afy7Pj6WN1DyztIIngvfryX8OrU9mUzEO2FRJD0femvacLCWSateSUZrTorejS56JDHu8/nku9BTJGkkeK66SjoWi+HMmTMIh8N44403cHx8LLyVx+MRg5BMJjEej1Gv1+8zXlpakM1msbm5iTNnzqDVauFnP/uZeGe6BWckEhEPp1gs4qtf/eqHuSU/Vjj1BmZrawuXL1/GU089hWKxiHw+j/X1dVF73rp1C0dHR9JBXqs99cLRxY7ATFXrdDpt8TxBoRoAMVSalGU4QO+Fi0+L6bgfLmq32y0Ll96PJipJwGo1LInaedEbQ4L51gfs3lar1YTgpZKX3BMXnA4juY/50bC8dqztoQGmJ0bDzvfTAFIfxG02Gg05tosXL+LSpUvY2tpCo9GA3+9Hr9dDKBSyzZLOZrMoFou2iRAP0tWkUikMBgNcu3ZNxIRUOGtiOhQKYXNzE88//7zJIr2PU21gnnvuOViWhVKphOeffx6BQACFQgEOh8M2c5oqU7a/pIye2RpCL1amOnWXfcAuTGMal4QnJfmEHjWiu9rNC+jIU+gOeTSAuiCPQjdNXtJD06EPQyKv14twOIxUKiWEL8+lWq2K8WHBJIlaXYnOdC89BK1YnhczUvrP49GGkNAZJLfbLTVaw+FQ0tmNRgMvvfQS7t27B8uykEgkRIXs8/lkEmM2m8XBwYFNtKizU/TqCoWCCOvoLfG71GnqarWKe/fuYTQa4Qtf+MKHuyk/ZjjVBsbv9+Oxxx5DOp3GG2+8gevXr+Ott96Sgfd8DxcGbyims3U/GBoA3UiaPXd1iMRUp+YLmPnRdUXUZ3DxMGtC46KbedMAMlXM4+EC1SCJSo6G72PI4ff7RR8Si8WwuLiIVCqFcrlsq7vx+XxSwMgyAIYvPAbyM3qiAIfW6VQ7jej8sXOh83UaWB2GsSfucDgUryGfz+PFF1/Ezs6O9OPJ5XKIxWJIJpMS1h0eHkqDLL0/pscJ1ivpJlk0RLr+iTqher1uI6pPM4yS18DA4MRwqj2YYDCITCaDer2Ol19+Ge+8844tXADsFbokLHXjI03GMgvENg7kFvjUA2Y8AnkXneXh9EMeG1/TM6V12haYhVp04XksbJ+gK8SZIeFPnRmiB0MvJBaLIZvNIpvNCu8RiURE40Jvjm0qKAxkBgmA/D4ajWQmNQl0hnD8O/kram2YpdE6GF2kyeJThnPtdhuXL1+W72x7e1salvt8PumER48KAO7evYtKpSLZN2CWRdP6Ip1a57HqUEp/v3qgncEpNzDkVG7evIn9/X25sTURyf4mDH2YGSLBx5s/FosJ4ckqay4wTVRSI8M0qG4NwEXFYyM3My9x13OEdL8XtoSkNkXzHNwW09yxWEy4CaaYAYjRSKfTSKfTmEymkwW4aGhgGo2GvJehYrVatS02zbXs7e1JFotD4XhsHHnicrkk00PSl8Ph+F0wbGRrUK/Xi0ajgfPnz+Ps2bMAgB/+8Ie4e/eudOVjyMOpEDTEPFYaMj3mhWEbYJ/HBMA2Ilcbk0AggEQigWAwaEKk93GqDQz70vIGb7fbEm9rbkVzH1S1UtuhR1awMTizFg7HtE+srs/R3sN8RbTmIXiD0/DoHipsaUCQ86EX43a7kc1mpYE1AJkJxF61iURCKpUjkYgtbcxj06lxnoNOj+vhbvS4tECQKWFmsxqNBnw+n6SvdbkDM3Q6VR0KhWSAGjA11DqDR6L97NmzeOaZZ7C9vQ0AuHbtmrTJ1L2NtQEnmAGjseLx+P1+W+sMfveaCGZ/X16TbDaLVCqFSCRiyyieZpx6A9PtdtFqtaR+iISsltizZgeAEKputxurq6uSbTo+PpaSApKBJAGj0aitgTRvdor4gFkJgU7d6mbezDBx8enj4ROdT+FUKoXNzU243W5pwclFHwqFkEqlkEwmEYlEEIlEbPVD9XpdQkHLsqRrXa1WE4IaAJaXlyV9S+KWgkKeA/UmnMPU7XbFO0mlUvL34+Nj3L17F6VSSTweEqa6uz+NsDbGjz/+OK5evYrd3V28/PLLACAGj6EiDbQOebg99sRhK4pgMIhIJGLLXGnD6vf7kUwmEY/HEQgE0Gw2pbxjOBzKmGFTKjDFqTUwHDRGPsDn8yEcDsvTUT/NdFWwy+VCLBZDLpdDJBKReJ4pX4YQDKkcDocI0ADIlMT5plCM+9lXRoviqPfQ4QcXCxc4M1jJZBKPPPIIzp49a5PVTyYTBAIBrK2tYWlpCeFwGNFoFO12W4wKMCtItCwLtVoNe3t7MrpFp9zj8TiA2bzoTqeD4XAoo0AA+6jVTCYj40dcrum0BfbuDYfD8Pl8Iukn90TDorVGBMV2gUAA29vbePXVV+X9WolLHkobcnpO4/EYfr9fwhy2C2VGbp47C4fDyOVySCQSwpW5XC6sr68DgHhzemLnacepNTBctMBM0Xl0dCRxvhaskWcIBAJIpVLCV7AQEJjeXK1Wy9aMiNzEfJEevSByL7q9gg6F9HB5alp0JzgA8h6v14tEIoFPfepT+H//7/8hkUhIWQKPj1XADG1ovPx+vxRt8incarVkpjQ772muplQq4fDwEIuLi8hkMvD5fNjf35eUMLfFBc66ncFggEwmI1MZgWnTr2QyCYfDISpZ6o3mQxXdamI8HuPGjRvSfEq32GCJAXk2rRAmaKDoZebzedvMJBoRNgp3Op0oFou4fv261I9xxjcAJBIJRCIRdDodMaanHafWwOjaonA4LCFLrVaztZBkDM/CPs5o5lORTyryAxw+z654JFS5mBgmcHEz9JlvJaBf0wI1hlha3+LxeBCLxfD000/jD//wD7G4uCjD5tlOIpFI4MqVKwiFQqLIZXkDJwYA0yfywcGBzAfi61zwukfKwcEBisUiVldXsb6+DpfLJVkbYBqO0TsgaV0ul8XgclvpdFqyWY1GA2+99ZZUeuvaKBoJ/r/b7aJYLMLn89kKOyORCLLZrIQ2vBbzHfO8Xi+SySTS6TQeeeQRXLp0SbQ9mocbDoeoVCqSCEin0zg4OMDNmzcxGAxEQTyZTLC6uopqtSpN1E87Tq2BIUlIwtHhcCCdTiMej+Pw8FCK36gUZT9endrl6wBsHohOq/Lpx4Xudrtx586d+wzGfBaDrzNbwcWlK7qBWVvJq1ev4stf/jLW1tYkPctu+sDUS8tkMnLeDPs4ffHevXsApmRwqVQSUpilBUwLc3uxWEy8Pg5lW1paEnUtACwuLkraNpFIIBaLoVwuo91uo1QqSYNzNvKi51Qul6WXS6vVsvU5ZtkEjTmNl9/vF8I9GAxKGw4OzOM10xMgFxYWsLi4iIWFBVy+fBmJREJaNTBMAqYZs3q9Lv/PZDI4c+YMOp0O7ty5IyGS3+9HqVQSsZ3BKTYwfKIWCgWRgsfjcWxsbCAej8ucoHK5jEqlIq4+Mz7kLHRxIolZkpDxeFz6+C4uLgKYNaZ666230Gw2JaQiCUkXnlyIbk7FzBT3BUwX59WrV/Enf/In2NjYkO0EAgEEg0FZdLrdAr21crmMH/3oR3jllVdsrQ7YWIvHQgPT7/fFEDUaDQSDQfFW7ty5I+fMxUUOhka53W7LOFgSqkQgEEAkEoHf70ej0cD3vvc9HBwc2EIandHj/xk6er1eucYkgumZ6QbmDodDDMLGxoaQ9ZZl4b333sPR0RGq1aqNl6L6mbVM7XYboVAIn//85/H222/LvbK6uopQKCTclYFR8hoYGJwgTq0Hw1GtnK1M/sWyLJw/f15CmoODA1iWhWKxKMVu9BI0H0BCl6lpailYzs+nHLMRS0tLKBQKkq0gN6BrlBgKADPOiD/5vkcffRRf+cpXsL6+bmvRQI+AYj96DQyz2LvkBz/4Afb29sT9pwBOC/R0lzu+zpCBNUuDwQA7OzsYjUaSui+Xy4jFYnIdIpGIZKTcbjfW1tYAQDwQYOppPffcc6jX6/jhD38odUy8djwecjskeMm1cL8U2JH8ZZZvfX0dzzzzDIBpH2VyRu+9957072UYp9Pa1PSwayHrt5577jlJU4/HY5w7dw43btzArVu3HsJd+vuPU2tggJkyFJipOVkgd+bMGQDTeH5lZQUul0umHQIzd10vfOpWmJmg+KxarQrf0Gg0bD1HdApa92IhVzLf15YGjVzIZz/7WWxsbNgKKvlZrTKlStnhcKBareJHP/oRvv3tb+PWrVvSegCYyfYZUmhNjy6KJEHMnyyfIH8BQAhTGgSOfOl2u9jZ2bEVlFLgOJlMkM/n8fnPfx7FYhE//elPpU8xSXN9nbivcrlsaxrFsgUSwOFwGJubm/jc5z4nWbiXXnoJS0tLQtgeHh6iXC7LvaBFhdQKsTgSmD58VldX8dxzzwEAXn31VTidTly+fBmvvfbah74vP044tQZGK2IZmw8GA9RqNWxvbwsRyNaIvJFbrZZUAlNgxu2R/CU30ev1cHx8LEphYCaoo5cTCATkWJh9AmZaDt3aUrc1OHfuHADg3LlzknamupgLlU9twul0otls4sUXX8T//M//YGtry2YQCO2xMONDA6gNLD0i1gdRu0JjCkDmSSWTSVtanwI/YLpQB4MB8vm8qGDPnj2Lz33ucyiXy9ja2gIAIY9pyIFZO0v9XdAwkwBPJpNYW1tDPp9Hp9PB//7v/wKY9gJaX1/Hzs4OCoWCpOR18zBgxteNRiOpImcKe2dnB1/+8pcBTDVVu7u7SKfTSKVSH+7G/Jjh1BoYwu/3S2+TRqOB0Wg6YYAGge40RWyhUEiyOjqU0C0E2u02jo+PpQaJrjow85QeNJBNjwXhZ/QUQl2IeOHCBQDTFC+JVBKaNAp6fOxkMh3w9sILL+Cb3/wmtre3pVeL7kGj389whK/rNhFs66BbTzCE5Htef/11OBwOUb2yzw6bcrPxU7lcRiAQQLvdlimYTue0n+5jjz0mpPHe3p6tex+PT7dR4LEGAgHxoNbW1nDhwgVUKhW88MIL+MEPfgBg2kiqVCrh1q1bKBaLaDQacj40JBr06Or1usgPer0eisUigOnDh78bod0Up9bA8GnPuqL54kHeKDdu3LDVDbGhEj9DN59FgcfHxzKlgJ6HdreZHuYioSfA7fGm1r1lyPVwQafTaWmapI2I7kTHzA0NYK1WwyuvvIJvfvObePfdd0Vtyv3oUE+nwXWnf62I1f1vyEfpdDuv4RtvvIGlpSWsrKxI2QUVr9xnPp+X0G00GiGbzYqwcX19XTIytVoN9XpdxIU0uLpuDIDNo6FqOh6PYzgcwrIs8S7G4zFu374tHhRDQMuyEA6HhUtioy494XEwGIhC+8UXXwQw5aVyuZw0HTc4xQaG7r4eyE7NiU4Xs3WmHgqma5UIajZIzM4PUdNkrQ6XSJzSm9GkMYlfejNcvNFo1DYFgPvU5Qk8BtYiXbt2Dd/+9rfx9ttvS2MqPq318dEo0oAwjPT7/fdJ4PX1YrU3eSUe1927d/HDH/4QFy9exOXLl1Gv15HNZhGPx8XzsSwLnU5H9DGj0QjRaFQEhEw/7+zsiEdH4lYbF35n9CzZhe/mzZtiuBg2AVM1MkfLkIyPRqMy15oelsPhQKPRwM7ODra2tsTotlot6W6I/9/elz23WV/vP5JtLda+2fIe20kIkBDWkoZ8WbpNp53SaTu96UX/hl70vn9B/4dewfSmU2AmtECBhCWQBshiO17i3bItydolS3Zk63ehPkfnVcKvQCNoyeeZYUJiWXpfSe95z3nOc54DyOdCv2KD+zjAeDweVCoV4U1qtZp4umhzb9010pO8erYFgKX+Z+DQA3PtHrrap4XPqy0BaE/J7IBBwev1is0lX59TvVp5ur+/j0qlIh2Ot99+G5999pnM6zCTYCanrTWZUXEavLe3V0yu2ZVilsYyRfMevNA5FDozM4M33ngDIyMjUmJ6PB4JVrRmiMfjosMhF8LuE9DkbTKZjCWAMZPRJRIDn84guVhPnyu7XwwsQ0NDOHHiBI4ePYpQKCSfMd//UCiE3d1dbG5uyjlQ1Q20BmHbRxLuZ9y3Acbn82F7e9uS0rPcYQoPtFZvaAWt9oshdObTLgZjkODf9QAiL1AdZIDW5LCeBtb+M+0GTcywyuWyGEDNz8/jzTffBABcunRJ/FpISGsnf4Llm8PhwMjICOLxOFZXVzE1NQWv14vHHnsMQFOQR65Kn4f2rdHB+f3338fp06fx/PPP3zEewXNxOByIx+M4ODhArVaT7EtvndSBWRuw6/eY0J7GNAa32+2S/fH3w+GwWIPabDbMzs6iVqsJHxYKhUQJ/fTTT+PGjRtYXl5Gf38/nE6nzHFxvopiRoP7OMBcvHgRQ0ND8kViuVCpVGSwjSBxqedT9EUJWLcK8A5qs9nkotCDeCy1tCKXd2Iti2dwIV+jdTLUrXB8gSUWW8VLS0t44403cPHiRXkcj5mG3no+h8/LQDY6OorJyUnE43HMzs6iWCxaygsOTaZSKZlI1x0wADJb1NPTg52dHZw/fx7j4+MYHR21mHmz88XAyH/je8DnpfOc/myAFgGtAxazKl3C0YuH5+p2u3HkyBG4XC4UCgUZT9BWGEAz243H4xgfH8fg4CAmJiYwPz+PjY0Ny2jE7u6u6KcMB9OEUfIaGBh0DPdtBgM073w7Ozvwer3COezv74snCdDSQOhOD9C8u3EVBoC7Zja82+oyhP/PLIbPxd/VqzxYarXbL5ZKJdGG2O12DA0NIR6Po7u7GxsbG1hfX8d7772Hf/7zn9Li5WuQ12FGxtJKE5X0483lcohGo2LE1dXVhUgkAgA4d+4cxsbGsLa2hsXFRayurspgoiaqdft8enoab7zxBn79618jEAjI+fOY9EwW/6zVamJ9wBKHGYu2t9Stav5cO9np1+B7wbknbnbUBDd/H4Aovjc3N/HQQw9hcHBQhmL15knNDRkOpon7OsBEIhGkUin4fD5pZ/ILRj6GrWyWE+wi0ZyI6TRLFip8NRfT7o6m02dN/mqehyWX1rWwrV0qlbC8vAwAwlWwlTs3N4eZmRnMzc2JJB9okcm6lcvShF6yAMSsnNsO8/m8TJtzUTzQ4i9OnjyJkZERXLt2DVNTU1Ky8ZxISFOQd/HiRYyNjeH//u//5HE8Rw5VsqQsl8tIpVLY2tqSc2Ww5bHz7/z8gJYaWXfx+Fnofy+XyxarTs0dtfNoLIXm5uZweHiIYDCIUqkkCmSer7bhMLjPA8y1a9dw/PhxxONxkauzXUkikMvRV1ZWkM/nLSMBWj1Kebq2VdByf/0lpOsZ+RfefXVWwzs0u1LUaPB5KJ9PJBK4ffu2mEPNzs4ilUqJFaQml3kX11qZWCyGvr4+4REymYwEwVAoJM/PaWJmRO+99x5SqZTYbg4MDMBms2FqakqmkPma9K3t7u7G9vY23nrrLYTDYTzwwAMAWp0wivf29/dRLBaxtbWFRCIhroHs3HCTAYMA33edPTKY8rPgeWsbBo5SMCDpx5M/A1qcWqPR9G3e2dmB2+2WGwwDEVfdbm9vG6Hdv3BfBxigpfvw+/3Y29sTodXJkycBAEePHsX29jaWl5flrs2MgkpYPg8vTN06pR6GF7omijWYYegBO/3Fpuyfd3vehel1u7+/j1QqJeZK7a1bPg/3TJPwrFar2NjYsGhIuObj4OAAoVBIxIFut1uyiXQ6jVqthkQigUaj6VgXi8UwPDyM9fV1AC3XQJYc7OrMzs7izTfflHMdGxuD2+2Wn+/u7iKRSGBjYwM7OzuWEQG3220xEmdbm5kPzxWAJejwPW9f+cLX1MFEl8H8s7u7G16vV0YZON+kfZTD4bCU3X/961+/5Dfx24n7PsAEg0E4nU4cP34cN27ckP3CVMrSIrFcLsuXWIvZeEenjoZ3RabjvHsy09FZSrt2gzoKPk5PVuu768HBgdyFOY6gTcN1ak/o0ojPR9k7ORK+FmeJdGerq6u53J6vywubF9vm5iay2ax43AJW209yMQcHzR1Jn332mRzT448/jsHBQbEm3d3dFdMvlmoAJLjQQ0e3pe/2vuohTT3ywLKK76luZet5Lip+Q6EQAoEAvF6vjEOEQiHUajWLsVQwGBTDLoMm7vsA88knn+DIkSM4e/Yszp07h2QyiXq9jtnZWQBNJS/vogcHByK/z2azFg0N76qaR2EZ0q59oXkTeQ2gRUwS2qsXgLRwORCprSx5sfFYAGuJwNdl5sLnpfseswE+HwDxwuV8FO/Y7TYO2nCcrncMjNwPRA6Ha0QODg6ws7ODy5cvAwBSqRSOHz+OwcFBBINB7O/vi+UC33OgWYJwUp1+v+Q72jUw7e+pzur02IYeN3C5XHA4HPD7/dKSBlo7r4rFIpaWllAsFlEqlRAOhxEKhSToulwuLC0t4fXXX/+S38JvL+77AAM0l5ZvbGzgZz/7GS5cuIDLly9jbm4OAKQMouKTvAYvGO1op3kXDsyRf2CazyHHRqMhA3nae5YXBO0WeAHp7kp7x4R3XwDSGeKoQHtnhUQ1gxKzF54HS0bu5GZW4XK5ZEKcz8fj1KSmLs30rBPQ0tiQP+GdvlwuI5lMYmBgALFYDL29vahUKvKe0fnO4/FYunEMtsyyNEGurRZ0SWmz2Sxlkg44vb29iMfjGBgYQCgUsthEZLNZZLNZpNNp6TRGo1EMDAxI2bizs2Oc7NpgAgyaF9VHH32EyclJ3Lx5E3Nzc/Ll0jNA5E94ETMIABA7RV7cOttgmg60LkxaWpI/YcaiyyLdQWKQ0cvJ+DjenZ1Op9zhmZUwILDtrQcTGQhZwhA642JmRv6HBC5/j+dEHkObUlGNzHPT74HOzmq1GjY3N4U89fv9kv3wvABI5sLgwkyQYBbDwEriWGcpekZM82RcDFev11Eul+WY+dkyGLPr5HA4sLu7i2g0Kj40y8vLFqsKAxNgAADvvvsuGo0GFhYWpPzQZQ7nZ4DWtsJQKIRYLCYDcQDEWIqDe8ViUbIAKmB1SbG/vy/7hnjx8HXYgiWxycE6PRjJx/Gi445pBr3e3l7L3iISt/oOz2CiNRyckOYxMBvTuh9yLz09PaKTIVGryxV2wLQCl+UVwd+hx06tVoPf77eQqnxcV1eXdOyYWbbzXBx18Pl88Hq9liCkX5uBh2Ur/+OO8PYW+OHhoZDokUhEjofHl06n8d577321L+G3FEbJa2Bg0DGYDOZfyGazWF5exvDwMOLxuGULIZe8h0Ih9Pf3o6+vD36/H41GQ3iE9fV1pFIpIVGZUWgBGdCcV+Edm+Qg0CIhdYuUk97kQXp6eiSN13dhh8Mhz8kpZ3IN2hKB7WY+B49NlwNaiUsSl9kMjweAxWnP5XKhWq2KEROJa2YOWuSnW8f6dchBaWEgs0nadBLMckgC65kmfmbcXEnfXpaEPCegtWep/TPQni8A5Lw1z6X1TvQOMuXRnTAB5l84ODjA8vIyzp07B7/fj9XVVQCtNacsh1gSpFIpbGxsCKlHzoZBhRe7XuIGtFq3vODo+9I+UkARHwlWep/U6/U7BhdJVFKkpie0Nbil0uVyyUZHcktafUveqaurS0hu7nZqv+h0d41mUHqSWBuNt3fTGEzYwgZaSmgeV3t3TZdRHH7Uw6P8DBjk6NHjcrkQiUTgcrkkIHD3E8s9lo7kwvgecxiW5SVfj2UtV7589NFHX+m7922GCTD/wszMDHp7e3H9+nU88sgj0qJkdlAul5FIJLC1tYXt7W1ks1lUKhXL3RBoEYes5zVHALS8Wujdy+DAjEA75OmLRm+B1IGo/UuvLxKtDWHWw5/RWoDqYL4u0PK+9Xq94o8TiUQwNDRkCYBc8Uq9SiAQQKFQkGBB+0t9rCTJ2zMZZltaWKiXpPH3qcQlH6WDK8Fz4mdAnorT4Hrqu1qtwuVyia+Lfp/bOSP9d7a1U6mUBBiDO2ECjEKhUMD09DQmJiakpFlcXMT6+joKhQJKpZJ8sbVqV6PdfrJdycv2th5mZMdDZxI2m01MshmUGMx0MCDo7aI7OdpCQrezaTbudrsxMjJi0XJwS6PNZsNZDGunAAAeSklEQVTw8DAGBwfhdrsxOTmJU6dOiflTLpdDPp9HNBpFLpfD9PQ0UqmUBBUAlqylPeDpwU79OGZGesyCZR6zP7aweW6akNd/stTh55DL5VAqlYRwf/DBB2G325HL5bC6uopkMimP1aXT/v6+tMr5GfBz4kyYwd1hAozCwsICHnjgAfnCAcD09LRsddSirs+TpfMiYgBp9xYBWndytpQ5N0SFKgARkenRAN6ttYBOl0FsnzocDou7Go+PF1u75oZ8EtAMHGz/cmdTLBbD5OQkGo2GOOJxx3YoFEI+n7dMm/NcObGtSySdcehgo4Mi31dmIXqOa3d3V7xxdelEjoW/q7U+zN5KpZJkbwBkDqtUKknZmE6nJagTdBfUnTducNzc3BTBoMGdMAGmDclkEouLi0LekoOg9yo5DvIj2jqTojMtP3e73ZYUXt+ZuStIt5C18pSye965mcnoPUYkb7VWhruA9NyTXqhGodvBwQEWFhawsbFhWcui9x0dHh6iv78fAHD+/HlMT0/Ledjtdty6dUssJDVPQfDvfM/0mIUOukBLuk9upF6vi44FaAYOlp13+z1NGjPA8H0htJZnbW0N1WoV4XAY4+Pj8jlwXxazFU5Sk5uhITkzW4PPhwkwbWBnSNsokDOgN4yeK9K+rbokoTpWy+MBCPnIAMPhSbvdLsELaArcfD4fenp6pDzTgUF3WyqVimUIk89BHgNoaU20EI4XfqFQuMOTlxfr3t4eQqEQdnZ2cOPGDbmgeJ6ZTEaW0PO5GRD0hd8+xqCVt/w3rbYFIGS4ns4mqawVw7pDpM9LZ5T8fZ2JbG9vY2dnB/F4HENDQzh69ChyuRwWFxfhcDgsXT69AcLn8+HwsGlozu+Jwd1hAkwb6vU6tra28PjjjwOALFDnReP1ei3SfYKBR/MCPT098Pl8lklfr9crLv28U/PLyzECAJaSg3dTbZ3J4+nt7ZVSgsdPCwF2ifh8QIuX4FaFu/E6PIbR0VFEo1H5GcsioNmS5TgBgx4vaF26kFfRRuk6aOvX5u4k2k1wqFMbqjPD0kFQv298fj3gqEGiGICsF2E36siRIzh+/Djy+TwymcwdnTW26B0OB3Z2dpDP53H16tXP+yoZwASYO3D16lUcP35cAszAwACWl5cRj8eRy+VEj6JLIqCZsZB4ZLDRsnLW/cFgUDYa8ItNgyodsHjX1gpflhZerxfDw8MAmiWc5g34fOxw6a4Uf19rY3isvHjosB+NRnHmzBnk83lUKhVEo1HLRcxRBKp7WSK139EZJOkLA7SyJP7d7/ejp6cHfr9f3odCoSA+MAyCzHJ4HgwgLPt0AOOxaN6Kj2XA8nq96Onpwd7eHjKZjHjbHDlyRMzT+XzsBlJXs729fVfbDQMrzDtkYGDQMZgM5i4ol8uycO25554ThS7bm06nE+VyWdS6AGRwkVkMy49cLicet0AzzefdmXuhSd5q8ZneU61b2twoyN3U7OCUy2WxbyRPwcyI4PPofc4kqlkOeDwexGIxxONx6azYbDbE43FEo1Fsbm7KeegWvS6P9LwSMxvt6t8+D0UuKpVKSanHskpPhGtLU6C1ypWvoTtQmmhn1kGFM7kVzjoxm8xms+Ly5/f75XFaOc0hx1KpZMqjLwATYO6Czc1NXLt2DUBzN/VTTz2FS5cuybKwnp4exONx7O7uyiRtvV6XyWP9hWTgYClVKpVQLBZRKBQsnRqSkrrVyt/VbV22W2knEYvF8OSTT6JarYoWpdFoSGtdt9NZVuhhScBqb1CtVpHL5WCz2cQDhSpmakEAyPgDL3rqeBgEee4sT3iBU3ms+REGHm5y1EFAT11rTQ27bAxemrzlazKw6Ja2HhUoFApic0mym8S83++XEo3lFnkkboM0+PcwAeZzwC/rO++8g9/85jc4duwYbt26Bbu9abodCATQ398vd/SVlRWLIxrl5ZS2U56u5fecpSEfoSeCAdzBvfDOXy6Xsbi4CKBlXXn69Gk89thj+Pjjj5HJZCQw8Ty0zQOVssFgEA6HA6VSSYLC3t6euLR5PB4R5SUSCdEGAa0LX1syBAIBdHd3I51OA8BdF6zpC1OTtEBzo4E2S9fdH4JZ3uFha3Xs3t6exROHAkgajnPUot3cm4bp0WgUvb29aDQaMjnd398vPFg6nZZxia6uLpTLZVy/fv0rf7fuJ5gA8zlYWVkB0PxCT01N4dSpUzKo2NXVZSmJAMiMkrY0oH0BbSKBli4EaBkwuVwu6aDwS01RH++ch4eHQvjqblUmk0GhUIDf78f3v/999PT04MKFC3KRt3dX+Nz1el1MzgOBgLwuyeFCoYDBwUH4fD7UajXMzMwgl8vJ6liK8PTcUDAYRCwWk4CSSqUsMz66Da1LGmYm1WpVrEf571obxOxH+9iwvNNZCjtDDERerxfd3d0olUqW7O3w8BCVSkVsOL1er3T0hoeHJWPb3NwUcv3mzZt37U4Z3B0mwPwbeL1evPvuu5icnMTJkyexuroqO4qXl5dl6prKWXI1zGa4hpbcgvZdoa4iHA7j2LFjKJfLkiXcbU+PLg+0huTw8BDLy8vY29vDmTNnUKvVcO3aNRQKBSkHqH4Fmu1gLWrT3idaAcvAwd1ENEXnebAkomfO4OAgHn30UcTjcQDNzQP5fP6OaWqee/tIgc4A+Z9+nPbi5SoZqoV125tlEZ0Ceczs/jEjokZpd3dXpAN8rkgkIjzX/v4+MpkMrl27hlQqJR1Bg38PE2D+DaanpzE0NIQLFy7gl7/8JQKBADKZjAQXXujUnrAkIAeirSgB61Aky4/Tp0/j+PHjuHLlikUHozU1er1G+x2U7eaVlRV4PB5EIhEMDw9jdHRUgkoul0OhUBDth57/0dwPL1SeT61WQy6XE9Mp3TKmgI4ZWDAYRCgUkt1J4XAY8/PzSCaTltfVQkWgZXJVq9WkfGy3BeXjmBFpawWqa9t1SXw8AyGHHvUGBXIyFDLq1SmBQABAa4/5zMwM6vU6Pvnkk//0a3XfwASYL4BEIoEPP/wQJ06cwLPPPov19XWk02mLnJwSfa7SYGCh1qV9Toak5sTEBEZHR1EqlZDL5SxdH901YTlCsOvj8/ngdrtFuMdVHw6HAwMDAxZidm9vD4VCAcViUYYagZa/LQBxzms0GvD7/bKf6OGHH0YsFpMRCgYYl8sFt9sNr9eLYDCIbDYrGcLx48cxPj4uy9uo9O3q6kKtVpPXZ6BbWlrC9PS0vGcE/5+lHdDa4qA5LO0/w+4TPxOdOeluE4+JfjYOhwO1Wg0ul0sGO71eL+bm5rCzsyPkv8EXgwkwXxB2ux3nz5/H6OioZSpZ8wi869LDhem39u7l4JzD4UB/fz9GRkaQTCaxubkpZQfQWmOiU3qgdRcPhUIAmsQoFcO8+3O9hs1mkwBjt9vh8/kQDAbF8oDkbrVaFRKawaa3txexWAy5XE6yEp/PJ8dSLpfFXCoQCODo0aMYHBwU6wagNXzJTZjd3d3C8RwcHEip4fV65Zjn5+ctwUCfuw6wzFyY3TGLAVpeOsyEqtWqBETdwWrPLvlYm82GjY0NjI6OAmhyMFevXjXB5SvABJgviFu3bmF/fx+XLl3C5OQkHA6HtKyB1jwMZfzckMi7JAMR77a9vb2IRCJC3JLUJYnKMot8i77Q6NgGNNffNhoNeDwemTQOBoNybCShd3d3LW1r8hhA80LTbWqgGbgcDgfS6bQEOv26TqdTujhDQ0NyMXq9XtlfXSwWsbq6ip2dHRkO5YS49qBhwOH5MlDr1jzfE63O1dkeRy4AiOk5p9mpf2kHMxUS6CxrSXgz2C8uLgppbvDlYJS8BgYGHYPJYL4EnE6nkL6RSEQ8aAHIOD9LB6C1tkOn+nRbo6UCtzHy7ku18O3bt0WlSyEaSUntexuJRCw7l3Z2dhCNRvHwww/j4OBAfGK9Xq+Ql9VqFeVyWdrCh4eH8rhisSi2FJlMRtrsLPW00tbhcCASiWBiYkLa7OQ8AGBrawvz8/PCkySTSfj9foyMjNzhqVOpVMT+gBmM9pEBWr4xevaJz1GpVCwZGe082wch+T4RFAsyg2M3LRKJiB3qp59+KjYVBl8OJsB8CSwsLMDhcGB9fR3Dw8NIpVIWxSmnjduNlvil5eP4H/cWVatV8SBhcIrFYmIH0C6/1yUXhwh5gdC5rVarIZlMir0CywuutiXXQv8TkrfpdFqMxn0+nxwPxxrY8qWd5vDwMKLRqEXaTw4mmUyiWq2iu7tbxgDof2O324VE9fl82NzcxMbGhmVglC1wLT7U1gwMuppsB5pBnO8vVcYMzJxyB1p2Eu3CPXr3fvbZZwCADz744N58ge5DmADzJTE9PY1wOIyxsTFMTk7KnY3bCBlQyMe0b0LU5ty8w5KD0BdKLBaD2+0WwRg7IfxdLZ9n65d3+NnZWbG05N1a73ryeDwIBoOycyiVSmF7extAMxMjIUp+RxuLM+D4/X709/djYGBA1M1c7Uotz9ramuhvKpUKxsfH4fV6hXAmUW2z2bCysoJsNisBlEHEZrNuYgSsc0qar+H5kUPh75IEZobDm4L2sWHG5HQ6MTAwgI2NDSwsLNy7L859ChNgvgKSySSuXr2KZ599VsqT2dlZeDweMY92u91SNmlylSCpy84PfV9ZInm9XgwNDWFxcVHu6CR7tRUnS4VqtSorTbPZrHjNMGAxwBwcHCCXy4lgzGaziSUD0MoQKK7jAjNerBzaPHLkiKy9TSQSsqTe4XBIaZFOp+Uc2e3a29uTpWo8142NDayurkr3Rw806u4QM7VGo2HpmrXrZdqHHenrGw6HEQ6HJZhms1mL1UN3dzcGBgZQr9dx8+ZNMw5wD2ACzFcAW6l9fX144oknADQv4Pn5efh8PhQKBYuVYrssnqk6tRzsInV1dSEWiwEA+vv7kc/nsb29bVlTwjut9sblXZizNdSysGMDWIV+FJuxlc2WO9DankjhW6PRQDgchtPplKXwQLPLtLCwgNXVVclSisWixZyrVqvJhLfH47GYcAWDQTmmW7duIZPJyOAnxX7Mlthq7+vrk9eKxWKi5+FrtiuDdTkKQFTT3Bixvr6OpaUl+Hw+1Ot12ZwwNzeHjz/++B5+Y+5fmADzFbGwsAC73S5qT2Yza2trCAQCIpFneaMtOCmJ50WpPWf7+voAQC6gRCIhZKxuVTOAFYtFDA0NIZ/PS8ZCuwbtIscp4UqlIqI3rSHR6lpyH263GzabTcqZSqUi5PL29jampqbEeImlm+ZLqCkJBAJCZAcCAYTDYXi9XnHkX15eFqMp8iJsR9vtdmmB00/X6/WKeplozxB1e5tlZjqdxu7uLp588kkAwNDQEHK5HGKxGCKRCCKRCObn5/Hqq6/+Z18OA4EJMP8B5ubm8Je//AVA8y77gx/8AK+99pq4o3E3tZ6TaZ+X0QOPlNoDTSc9Bql2uwIO6QFNlfHg4KBMA7cL/7QlJgcxyedoX18S0bRpcLvdePjhh7G2tgaXy4WxsTFL9yWTySCbzcoxUqrfbvjNiWzO99BXplKpiOdOJpOxGKNTl3J4eIh4PC5Z0+LiothH6PeUWZgmbwFIpqi1RNVqVV6XHNKxY8ckczFl0b2F0cH8h7h58yZu3ryJl19+Gel0Gi+88AJ8Ph8ODg4QCASEO9G2C7wg6DfLDsbAwABisRhisRhu376N5eVlJBIJy9ZDTvvy+ba2trC+vi5Sfb1mVfM/DCy0/NQtXv18HGHo6+uTVne1WkVfXx9CoRCcTqdwITwvktPkeTjxrT1U4vE4jhw5gng8ju7ubiwvL2NpaQlLS0vCozDjYIDw+Xw4duyYvCe9vb2IRqOw2+0oFAqytZHnqs+b2wg4LmCz2eR1WMKura2hq6sLY2NjyGQyePvtt3HhwoWv5Xtzv8AEmHuEGzdu4KWXXsLe3h7Onj0rBCqJTH1B8u9a5+F2uzEwMCBEJDUk7HSwbAGsi8r29vZk7Ug4HBZjKAYPvi47OWwRs1XNC5vlFa0ltra2ZAjQZrNhcHAQIyMjiEajiEajCIVCQtyy5NNO/0DL5Gp0dBSnT5+WLlIikcDU1BRyuRxyuZwlSPDY6Mly9OhR6U4BrUlwck06sOhukdvttvgn8/mr1aoonlOplASrN998E3/72986/C25/2ACjIGBQcdgOJh7iCtXrsDhcODFF1/EU089hZmZGeTzefT29lp2WDMbIQfCu632GVlaWhKbBJLE7YI7Pl8+n0c6nZb2MvkdnU2wbOEOJaDVztVmUMxCCoUClpeXJatYXFxEIpGwzA9xhql9lkd3cyYmJvD8889jYmIC1WoVq6uruHLlimXZG0ldPTnOLQOhUEgex8VoLMm0dYXWy1BYp3dj2+12mT2iToZT6O+//z5efvnle/pdMGjCBJh7jA8//BCNRgMvvPACTp8+jVu3bmF9fV1+ThtNvc6DS9aApsYGaIrU9IJ3gr+n2867u7vIZDLo7e2V/cuae+Hj9HKydhtO/jtLskajgUQigYODA1y6dAkff/yxEKxAy1qTnSiKBnXJcvToUbzwwgs4duwY8vk8ZmdncfPmTSwvL1sMsHRZpBXKPC7dCWs0mn7DtHTQQ6YsIcmB6eOj14vT6RQN0dDQEDKZjDHv7iBMgOkALl26hEqlgjNnzmBychJOp1M8dHnnp9COd9FwOAy73S7BiHdotqcZLNoDDC/obDYr2pZ2K0oAYi2pyV3NffDur38/lUqJ0pfPzQCooYVt9XodExMTAJqt+8nJSZRKJUxNTWF6elpEebzIeWy6Ba/9b+r1usXWIZfLScbFrpVe4UuQcLbZbCgWizL+cHh4KE51gUAAU1NT+PDDD7/Cp2zwRWACTIdw/fp11Go1PProozh9+rToZebm5pDL5WQgj/MvvPgZOEimagk8Vac6E6GuhoKz9sDDkiYUCokLPwMVM49CoSCKZO0ER/FZV1cXEomERZCnSzZdFo2Pj+Ps2bMAmm3ger2OdDqNlZUVJBIJZLNZmbvic+kuFp9Xz0oFg0EAzaV129vblk4alb6csQKaGiFmibu7uxLE9/f38eCDD4oa+cqVK/j73//ekc/foAkTYDqI+fl51Ot1JJNJnDlzBgDw1FNPYXV1FSsrK7J6g0GGd2OgaTcZj8dRr9fFzrHd6Y3QszRaKwO0AkwwGBStjDZ88nq9sNlsIp8n52O328XVLRwOo1Qq3bF3WoviqPR99NFHpfRZXV3FwcEBUqkUstksCoUCqtWqSPM1F6R9e3nsXAszMjICoDnhzHEMoGW1qcsjoJW90BOHpdWZM2cwPj6Of/zjHwCA11577V591AafAxNgOoylpSXYbDa88sorAICnn34aJ06cQCgUQjKZFAEYl6ExE/B4PAgEAmKjSTWqXj8CWC04deubRCm5nVAoJGRzKpVCpVIRxe/e3p6MHpBwdrvdMu9z4sQJZDIZlEoly3rWg4MDEfCxTFleXpYAEA6HRTmstS7kWzQfpAMESySudGV2xRZ+Pp+XqXU+Vo8KUGTIRfU2mw0nT57ExMQELly4gD//+c8d/cwNWjAB5msA+ReguXhtaWkJTzzxBCYmJuQOzAtb74jm3iJ6wpDw1IpZTYoCsAxBOhwOhMNhAK2dQ+VyWS56rX/RZLDNZpN90XpWB2h5qWj7A85BcTMiszB2fRwOh+hvmKHogAC0ggqfm8LAfD4vYxGRSAT9/f1Ip9MitKPuxeVyWSwrSPy6XC6Mjo4iGo3inXfewUsvvXRPP1uD/z9MgPmakUgk0NPTg83NTYyPj+Pxxx/HqVOnZIqXmyJdLhcGBweRTCbF2Ip3bHIUBP/e09NjKTE8Ho/wDW63Gzs7O9jZ2cHu7q6UKmxrs5RqNBoyspDL5SRzIU+kA5HD4UCxWLQYYTkcDnn9UqmE/f19mRvSpHL7hDm7QczQmIWUSiV5T6LRKGKxGAKBAFKpFBwOB1wuFzweD/x+vwSsXC4nHFN/fz+cTic++OADGesw+PpgAsw3AC5129vbQzqdxurqKn784x/jscceEzI4mUyi0WhgbGxMfF30Ktb2hWp3W0HLAT6gxWewg8PMpV6vw+l0Ch/i9XrF4yWXy8kmAr/fL+1rAOLGx04NdyMxaOnjap970mtHgNZogNa28M9yuSwZTKPRQCQSQV9fH1KplHA5sVgMIyMj0m2am5uTKfNcLofFxUWj0v2GYJS8BgYGHYPJYL5BbGxsYGNjA9euXcPc3By+973v4Uc/+hEAYHR0VKwnqXHh3Ez7OlU68WvLBbfbjb6+Pou9gs5eyNX09vaKqRQADA4OSjlF57dUKoVgMIjBwUGkUil5Dc5bHR4eIhaLwel0ynQ10JqDYtmkF77R+Z/PpVv0+nFsVfPfg8GgTHanUin09PRgaGjI4n0zNjaGhYUFpNNpnD9/vlMfn8EXgAkw/yW4evUqrl69isuXLwMAfvrTn+KZZ57BsWPH0Gg0ZJ8QxXeUu+vVqbqLEggEEAwGJeik02mUy2UptW7fvg2HwyGDi7SJ6OnpQTqdxtbWlvjz1ut1JBIJjIyMCKeTSqWQz+fhcDgQCoVw9OhRrKysyHAkn4s7ogCrVQXLOD7u9u3bMmpAYyrt1gc0ydtAIAC/349oNCrBzu/3I5FIiK9wsVjE4uKi8dL9L4AJMP9leP/99+XPF198ET/5yU9ko+QHH3yA6elpkb0DEBsCPYkMQER0DET0buHPeFHT4Y1t6o2NDaytrWFrawu5XE58XDiJfeLECQDAk08+iWQyiVAoJBmDnnPi6/j9frjdblQqFVHmUmOjW95c2apnqJipkVtxu93I5/Oo1+vw+XwyErCzs4N0Oo0//OEPHf1sDL48TID5L8arr76KW7du4bvf/S6ee+45PPvss/D5fLhw4YKl2+Tz+SyjBF6vFz6fzzLvw6VpPT09ooEJBAJS1tCoe2trC9vb25LtMKOIRCLSfQKaKt2DgwPE43EMDg7i0qVLqFarorIFmpkFl8Dt7u5KtsU91gwkuktFgpjBp6enRywv7HY73n77bSwuLuJXv/oVvF4vrl+/jt///vdf0ydi8GVhAsx/OWZmZjAzM4Pp6Wk8++yzeOihh+B0OjE1NQUAwpWQ7+DF7XA40NvbK1xLf38//H4/MpkMPB4P6vU6PB4P9vb2pH0NNLmaXC5nMaNit0u3gi9cuACn04lHHnkEu7u7qNVqItcnF+L3+2Xam+UP/+Mub6Cp0dnd3ZVyq16vy/BkNBrFqVOnADR3XSeTSVy7dg2vvvoq/vSnP309H4LBV4at3cvU8kOb7fN/aPCN4Oc//zlOnTolXAhnfTKZjCwR8/v9iEQiGB4eFqK4p6cHU1NTeP311/GLX/wC9XpdVq7Q+AmAbBjQ4juaNrH1DQDDw8Po7u7GM888I+tb1tbWZPcR0Myucrkcstksbt++LStzafqtxYFcBLe3tycZ03e+8x2cPXtWsplPPvkEv/vd776md9rgy6DRaNy5mxcmg/mfwyuvvIJcLodoNAqguT5kdHQUJ06cgMfjka5QqVRCpVKR8sLn8wmXQQEbxXG88IFmUJiZmbG8pvZtYQnD/UaXLl1CsVhEIBCQ4UaK9mgJ6nK54HQ64Xa74fV6ZW2J5mDC4TBcLhdCoRCGhobE+f/TTz/FW2+9BQB4/fXXO/a+GnQGJoP5H8epU6cQCoVw8eJF/Pa3vxXVLAcgdZaQz+eRzWbhdrvR29sLp9MpdpFfBT/84Q9Rq9UQCoUQiURkYwAJ6GKxiI2NDZH0e71eDA4OYmBgwGKD6fF4pONUr9eRyWQwNzeHy5cvm4HE/xF8XgZjhHYGBgYdg8lgDP4jnDt3Dh6PR7xt6GMDNEleTms7nU4pozjTxNmkcrmMXC6H7e1tJBIJJJNJI+3/H8PnZTAmwBjcEzz99NMi3mPpw80DLpdLBhMdDocI/f74xz9+w0dtcK9gAozB1wZaZjJr8fl8sNvtxj3uWwwTYAwMDDoGQ/IaGBh87TABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjMAHGwMCgYzABxsDAoGMwAcbAwKBjsDUajW/6GAwMDL6lMBmMgYFBx2ACjIGBQcdgAoyBgUHHYAKMgYFBx2ACjIGBQcdgAoyBgUHH8P8AAZ9qXq9XvgUAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ZTEpa6HK5DIVeaod++7d/G1/84hcP75emcUvQBPMm4bHHHsPMzAxisRjuvvtuAzEA+zoTu92OWCyGqakpWCwWOfxMG6hqZY2E0Q27QCpJkDQ4Zc3Ih9cFICkJhyUp9CPBsG7S7/dhs9kQiUQQCoVQrVZFZEeFLsVz6XQaLpcL4XAYc3NzWF5eRrfbRSaTAQCpobB9zq6Wy+WS8QAAMk5Qq9WQSqUkQpufn5c2Pt8TTmTr7tKbC00wbxLoJmc2m5FMJhGJRKRYC4wNotbW1qQmw/avWowFAK/XC5/Ph36/j0ajISK2g+1bEgbBQ8yiLg9nq9WS6IERhZoa8fFZpJ2bmxOyoXUEr8W0x263Y3d3F6urq5Lq1et1+fdCoSA6HRINhyMrlYpcz+12IxAISI2Ic1DBYBB2u12iK9o8eL1etFotfPrTn5YZL403Fppg3gS8733vkxoGUwIqYUkcTGV6vZ54pbBjovrmms1m+Hw+LCwsSJ2EHRiSDLA/nMhrs7Bqs9kMz4OaFEY/LKDy/yTASqWC3d1dzM/P49y5cxK90IIBGBMMI6NGo4G1tTW43W7cd999iEajKBaLAMYERDsIVbFMLY+qvWFRd2ZmBvPz86jX63j11VelxsTHzWazaDabKJVKqFar+KVf+iX81V/91eR+qRo/EJpg3gSoxVOn0ymzP/w7sB+ZZLNZpNNpIQHV7R8YRzZutxu1Wg1zc3MyyMjHUAV0rJdQxEeSKpfLQjCtVkvUuCQYjg2wkAtAFL6hUEjsHRhZ8DHp60Klbr1eRyaTQS6XQygUwsLCgjxmOp3GYDBAtVpFvV6X4Ux1pIBtcqZFS0tLMlJw/fp1rK2tAYAI9tQVLmptSOONgyaYNxiPPvqopCs+nw+j0QiVSgVTU1Oo1+tCMEw9+v2+KHe9Xq9MFDOSGI1GaDQaKJVKiMVichdnNMADSqk/0xAefLah1fSJP09tCkcJ1OnqcDiM5eVl+P1+VKtVtNttFItFmaECIK1kPtZoNEKz2cTa2hr8fr8h3Wo2m6hUKqhUKhIpcVSCEYzP50MymcS5c+ewuLgIl8uFbreLQqGAq1ev4saNGwDGxBaLxeS97Pf7qNfreP/7349/+7d/m9jvVuO10EpeDQ2NiUFHMG8wVNEahXMc/HO5XBKZhEIhzM/Py7J6ur1xGFFdbma32zE9PS3GThTssZsCwLDwrNvtwu12S9pEawcAYpegTlizGMv0DBgPWXIIktGOul8JgKEGxHZzvV7H6uqqvA4+N2ppnE6n7FhitMUhxzNnzuDee+9FMplEIBBArVbDxYsX8cwzz6BarWJqagrAWPmcyWQwOztraH1rk6o3Hppg3iB89KMfBTDumLDLYzabsbCwgE6nI/WLUqkEYGwjabPZ4PF4EI/HZZ0H7Q9UwZvJZJKhSE5RMw0iIVChy+4Pd1SzPkIiYquc5MMDSgJgV0tdqqb+HNvlAEQno36t0WjIahPVq4bXpoeN3W6H2+1GIpHAysoKgDHBHDlyBKFQCL1eD5cvX8Zzzz2HQqEgzxkYp1I0Ka/X61KTMpvN+OhHP4q///u/n9wvWsMATTBvAD772c8ilUoBgCydZ0t6OBxiZmYGGxsbWF1dlUPndDrh8XikAOzxeODz+dBqtdDr9YRg1CX3jARYEGb7GNg3fxqNRoZIh4eSd3lqWNitYmTCegjrGtSsWCwWqQG1222p6/B7+H8aUpGs+JwBSGvabrfLzmyPx4PZ2VmcO3dO7BpmZ2cRDAZhs9lw/fp1XLx4EcViUfYy8Xqzs7Mi3vP7/dIS5+S5xhsHTTATxmc+8xnE43HZAsD2M+duMpkM+v0+Xn75Zbz66qsSIXi9Xvj9fpjNZjgcDiEYr9eL0WgkaUuj0YDFYoHVahUfGJU0GJnwEFutVhmspNhOLaQ6nU45sBT/sXirziIx5RkOhygUCsjlcrK+Vh1BINmQrBhlqdEVIzWPxyPF4GAwiKWlJdx1111IJpMAIHu3S6USrly5glwuJ8I7RlvAWGNEhfPCwoKQMuelPvGJTwAAvvSlL03q167x/6AJZsLwer2SFhCsW/T7fWxvb2N3dxfXr19HPp83DOoxTaHilvUYOv8D49SEpMSaBUVrXBsCQDo4/X4fpVIJ8XjcYMbNegivMxwOZccSIyK73Q6PxyPPzW63o9lsYnd3F+Vy2dCiBvZNrtgaVwcS1egKgMFgHBhHUI1GQ8YbABha3tTmsFPF94nX5qqVXq8Hv98Pt9uN+fl5FAoFHcm8gdAEM0H8zu/8DnZ2dpDP54Vg2GJ2Op1ius2hQNVegYeGJlHcjUQbBkYJHGo0m80SobC4qk4sN5tNGXCk+AyA7Cwql8sAIHNNTKF4aHu9nsFsnBPdDofDkALZ7XaJTPg1Ri4kGz6uKuMnabBeUi6X8fLLLxuIY3FxEVarVXQwq6urqNfrsNvtksIB4z1LnB6/cuWKjCksLi4imUxKIf1LX/qSRDMak4EmmAnhV37lV1AoFCQ6YIRA2T0PE13j2EliNEJicblcshuJh5z6FH4fBXE8jC6XC4PBAA6HQw4TrQ04ecw0i9fj91F9y1SGxWL+GyOMaDQq3ay5uTlMT08jl8tJ6gfsp0XsPrH2xOhKTaX4/Srp1Go1XLp0ydC5mpmZgclkkjmumzdvijcNSZzDkD6fD5VKRVK7fD6PEydOiKdxIpHA5z73OXz2s5+dxEdAA5pgJgbO8Kju+QCkpsI2MmsDvAOrBMPaBO001YPLg67uCFL9VNRIgt9HqAeSJMHHZXuaaZE6j8QJZV6DKdGZM2dQqVTENvOg124ulxO1MK9/UBV8UOjHwcZyuYzvfe97AICFhQXEYjGYTCYEg0H5M18bxxK4toWzWYywUqmUwQs4mUxienr6zn7RGv8rNMFMCD6fD4PBALVaDYPBQGoX7MQEAgG4XC7kcjkxinI6nXLQGb2wYMmuDnUr6v4gr9crdRqSAgupPMQsyDabTUMkBMAQdZAAWq2WeOyS3LjGBBh3wzj/ZLfbcerUKfH3ZRQyHA5Rq9Vw8+ZNbGxsYG9vTybEWUAm1NfAdIo1mUqlAmCc+ly4cEEGRalspjEW3xMWr1XFMzBOw/b29vDqq68CGKuRQ6HQBH77GoRW8mpoaEwMOoKZAH7zN39TukSse7BQyX3TwP4dnm1r1iaAcUuWUQ/rFhTUUW0L7KtleQ2mA2wD83HZLWIhlrNFqnKX39doNJDNZpHNZg1+LFTuAuNpak6Em81mxONxKSDXajUA48JyPp9HrVaTCIhtejVF4tc5HKkWsVms5nPrdrvwer2wWq0IBoOIRqMolUoGEeBoNEK9XpevUR/E50Afmr29PRm41JgMNMFMAKFQCE6nEy6XC36/X5agAfv1gX6/j3w+j1Qq9ZrCLrDvoasO/NlsNjGSInhYmWZxYprdHbWAygFLq9Uq7W2LxYJ6vS51olqthmKxKEOHJCCmZ3wdwJhA+Bg3btzA1atXkc/npUNVrVbRaDSk3W21WmWZfbfblcI3DcnPnDmDcDiMTCaDTCYjbepwOAxgv4vEusrMzAze8Y53YHNzE7lcTl5DuVxGtVqV+ozqi0MrUGBfp/MXf/EX+NjHPjaBT4KGJpgJwOv1wuv1Ym5uDsFg0GCFydpGr9fD7u4uKpWKKHpZ1AXG9QFGJ2azWZz+e72eONYBkG4QhXH8Gus5/Bo7VGxnk4AYgaikZbVa4XK5pIjLyeZKpYK5uTkAEJOqer2O559/Hs8//7zUk6gzabVahrY0iYKtdrUGRJe+06dP49y5c0ilUsjlcrDZbFKI5cgAdTf0Hj569CimpqaQTqcBjH2OOSXOeo66UTIejwMY3wioktaYDDTBTABut1tk6ru7u3j66acN5kpMd0qlknRYLBYLXC4XAoEAAIjmhUVUpilU9JIQarUaSqUS6vW6tKUpcFOLxkyBaDZF4yYaRZGI1OI0TbBoLxEIBIQkmGZls1l897vfxdWrVyUyUzU/1PIw8qrVapIW8rU6nU6MRiO8+OKLGI1GePTRR3HhwgUUi0XUajXDpoWtrS1cvXoVV69eRaPRgN/vRzweRzgcNth5khwpVuTvJZlMYmlpSd6TSqViEEFqHC40wRwyvvzlL8Pr9SIej6PdbuPpp5/Gd7/7XWmh8jAzAmEtQ9W8AJA7OsVz1KrQ8Y1pSLfbxWAwgNvtFttIpgEHBwAJ1RKTf2erl5GU2+1Gu90W8pufn8eJEycM9ZDhcIidnR3s7e1J10rV8tBtjzuqGd2Q/PjcSEyVSgX/8z//A4fDgZ/8yZ/EzMwMtre3ZY6r1Wrh5s2bWFtbk6iwXC4jnU4jFAoZ1uRSG0SCcblcSCaTOHLkiBBKKpWS1S6PP/44PvKRj0ziI/G2hiaYQ4bX65W5mpdeegnXr1+XSICgDB8wrmqlKhcY34VDoRAGgwGazabchTl4SIJhysQhQE4us8BLYqGehjaSqkk2ACEFpmROp1Oignw+j1wuhxMnTsjzGI1GaLVaMh3udDplMZy6xJ7eudVqVWwtWVdSH7/RaAiRbm9vI5/Pw2azoVarSeqTyWSwvb2NcrlsSCu595pgDYqFXU5W2+127O3tyfcOh0MEAgH5T+PwoQnmkMHi7nA4xPr6umF6mqAmRU0/XC6XKHyBfUc6VQLf7XbFYlM9xLRnUKMS1lFIMFxHwrqOupmAEQT/zH/z+/3odruo1+vIZrN4+eWXcebMGbk+hwgZKbDeohqNezwesYpgYZdFY3U2iToWbm2k1UI2m5UxBg5UUsNDtTJV0Wp3juRGoWCpVBJy5nvHSXX1vdA4XOh39ZDBAcJqtYpsNvsaM2+n0wm32y3zR8B+90hVtKrdJrZvKdW32WxyxzWZTFJwHQwGQigkHU5OA/srSbg/qdvtyvPldLba4uZ12VEql8vY2dkBMPZmYWrFx/5BqRf9XQ760wCQP1MpzLrMwsIC3G43dnZ2UCgUZIdSvV5HvV5/jV8Ni+AUzTUaDelaORwO+btK4HyPuWZXYzLQBHOIeOKJJ+B0OtFoNJDL5dBqtUSZqnqj8M6palSIg14qnGVSNTBms1mIg5ER28WU6rP7EolEAEC8a8vlMgaDgaREjJ5IbJzdYURDnQk7Q9S41Ot1xGIxOaQqeaido0KhgFqtBp/PJ5GXOsgJ7K+utVgsom0xmUzI5/PY3t421Jv4vPh8mRL2+315jrweazGszbBGxPeMXblarYZut4sXXngB99133518BDQOQCt5NTQ0JgYdwRwiuL61Xq8jnU4brBrVda3suPAOyvqFWvhU54nYph6NRuj3+9JqBvY7Jp1OR2aRPB6PFJuDwSCAfTXwYDBAPp8XA6lWqyVpE58fi6sUqkWjUVQqFRkeBMaRDHUqiURC1oyoM04/yLGuWq1KBMPCN2eHuMWSXjU02GK0RkEg57KYelJoyEiFGhi+f6rxlTodzhmvRqMh76PG4UITzCGCB8lisSCbzaLb7cLhcBgKizx0Bw8iUxzWQsrlstRkSECtVstgsA1AiIJpDXcVud1ueL1eKXxynxBFdel0Woqqfr//NbUfYFxPYs2I+49Uf5nRaITTp08jEonA6XRic3MT1WrVoB4mAbTbbelkqQefr59WDVT50hB9ZmZGiCOXy0nhm+knUyv1evTk7XQ6BsMuFnzVgi5JRrUh1Tg8aII5RKg+uZxEZiFUjWDYQVGLqYFAAKPRSGocPOROp1PWubK4SX0Kr0eD7EajgUQigcXFRdhsNsTjcam18HCxiKsueuMYAjBuszNSYLSketKonaJIJILFxUXZm+10OmUNLLC/0I2t6Wq1KrNIKsGqpuI3btzA5cuX8eCDDyIajeLIkSMSXZVKJZRKJZTLZWQyGSmiUwukmmORHOnix9oV9TvAfh2Hz8XhcOBf//Vf8YEPfGAin4+3IzTBHCI428MZHIrK3G633F1VMyf+jMfjgd/vN1gOsJXLg86fUVMsYF8kRye65eVlLC4uigqYRMToiCkZF953Oh14PB4R0PGu7/V6DaZWfG2qnoePHwwGpeOkpoNut1s2RZJUVeMr2jBwMLHb7WJ3dxf/8R//gZ2dHaysrKDf7wvBrKysoFwuY2NjA8PhUAInMjAAACAASURBVIiQ7wmfL71gZmdnEYlEkM/npVCurtA9aO/A913j8KAJ5pDw7//+7/KBzWQyKJfL0p5VP8CMInjInU6nDEOqg4RMr1hvYSuVKRhTH9ZJer0eYrEYfD6fWFmqHRTWSCij5893u13UajXDlsVWq4V2u41gMChpmtr14etgCtTtdkUEp16LnRxGB+zgsKumEpiaNjE6eeGFF+B2u2WrwIc+9CEsLy+j2WxifX3dYMWpPjeuZCkUCkgmk4hGo6jX64Y6FLDvuKduu9QrZg8XmmAOCay/5PN5bG5uGky5OVwIQPxjSQyBQAA+n+81d1faKgDGxWSA8S7Lg2W32xGPx6XmoNYggHHNhHUdpgTdblcEeVThqsVOFmP52FarVV7X+vo6FhcXsbCwgK2tLdy4cUMiBZIaH4N/5nQ2U0EeZn6NDnj8WiqVgsfjkbTx+PHjePDBByXl5LwRr6NGJDSq2tnZEQKnNIDPieC8l1o81zgcaII5JFA8d/36dWxubkrhkPUAtQbDQ+F2uxGNRuFwOFCtVoUYAAjh8GCrH3w1DaGuhs75TENYa+DhLBQKaLVaUsTl8woEAtI1AmCIctiloRiPYwkAEI/H4XA4UKlURL5PQlFl+4xW1B1M7XYbnU5HyFQdSKR4jqmVw+EwvAbV5oHG46rbH99jvs+NRgONRkM2LDB65GNRbcyU8KB1p8adQRPMHeKrX/0qgHGxNJ/P49q1a8jlcpJC8EPLO7Nq9s3p5FqthmazafDR5eZEhvCcfj44IUwBXigUgt1uN9yJ1cPC7pPNZkOn04HL5cKRI0cwHA6RSqXkELOL43a74XA4xLeXbWpaJ8zMzCASiaDX68lEMlePqGZR6pYDNaXhe0GoIw4UCrKwTdVyPB6HyWQypDtq+qm2xUkyFosF7XZb1MJqDYlT3qFQCIFA4DX/rnHn0ARzh+BUtMPhwObmJnZ3dw12CazBHAzL7XY7IpGI1E9ILiQOGkMxZeGh63a7hpSL7dVQKASv1ysqYcAYGXCfEmeB2LLmZPfB7hVbu5VKBbu7u0in04brcQyh0+mIjoTRj6pMJrmaTCZZXcsWs9oW5utj8Zm6GafTibvvvhvAeGDzueeew6VLl8Q5T21FqykS1+uq4wvqRDsAiSATiYQYYWktzOFCK3k1NDQmBh3B3AE+//nPG2Z6qtWqaF8Y8tOigHUDKmR5t+YwJO/CVK3S0Y66Fd7Rgf3oARjXTFqtFkqlktRHOL9EcycAsuWQvjOsn7B1rUZYXJNSrVZRLBaRTqdRqVSk4wUA8/PzCIVCSKVSaDabaDQakh6p6Q7fGw5zMl3hFLT6mEzpYrEY5ubmxKSKr/vixYtYW1tDNpsFsN/yZxtd1bU4HA7ZgqBaZ6rv3fT0NBYWFkTHU6vVpF2vcTjQBHMHUD/U9Xpd0gNVREcxGh3tXn75ZSnEsi7BQ+l2uw3T0EyJ2HWiPoUHFBinDe12W5a8dTod+P1+9Ho9lEolg9aES9nYGaIYkIpYYH+koNlsolKpiKucw+HAkSNHcNdddwEAjhw5IgeYmh+K3XhI6f1L5TFb1rSmYPdHTVkWFxeFfMrlMsrlMjY3NwHsa3k4FsHHIDkdXG5XrVbRbrfF3IqT51y8dvToUSwuLiIajUpxWZ0+17hzaIK5A3BRPLB/gFkDobOc3+9HKBSSgw4YJ6XZmnY6nZiamhK/WBY2s9msdJdITKrtAGeHBoMBMpkMarUagsEgzGaz7DQC9lu4rA+xgMrWMAmm0+lI9EJSsFgsmJqawvHjx8USodlsCtnV63Up4KqFakZnLHjz/eLfVSP0fr+PZDKJqakpfP/730epVDLUg4hOpyMT1FTrcpKaCmIWuPneABBim52dxalTpwAAS0tLmJqagtvtlha2y+XSU9WHCE0wdwCmIsC+AM7lcon4rN1uI51Oo16vo1QqAdifzyG5MMTnYeGhYxeEd1S19cwiKZ8DUyiSUKVSEZLjoeNyMor/mH6pPrkAhJQYJZhMJoRCIcTjcQwGA1y7dg3Avhscr83noJIf7RFUqT4Ag4cMMPZvCQaD8Pl82NjYwM7OjkQ41O3wMVWSpUWoGj0SHDTlf16vF4uLizh79qwI9wKBgBTGaVvB62kcDjTB3AHo6Abse+h6vV6ZH2o0Gtjd3X3Nqg/K31VlKcVeqpiOi9550DlVbTabhdh46Khr8fv9BhLi9drttpAfOzuVSgWtVgvFYlFSOLVrRdNwp9OJTqeDarWKfD4PADLxzJSF5KLqXTjESOMndsnUUQkAQo5UFasdMrWrw04RoxNqYNh2V7tnnKEKh8MIh8OYn5/H6dOnMT09LbUqrmFhW9tut0uqp3E40ARzB1ANkLggLBgMClHQCAnYT1HUWSS2jE0mkxRKWb/g3Vkt8PIQ+P3+10xl86Bx4prT1zzsoVBISIr1Cu6NzmazQlhcDMdWr6q8dTgcouTlDBUjNMrtKWgD9glGnZZWowyCvsP1el0K1l6vV1rrJBxGYCQe6npIgrFYDAAQiUTg8XiQSCSQSCQQi8WE/GnAxcfl+6M+b71l4PCgCeY28YlPfMJwh6Vvi8/nk7sp9xJxrgjYV6pSkUoLAorvmNJEo1Ex8maEwhSJE9iA0Q2O9QmSjipCI0ExPWGhmDoWVVXL6ID6FUYfqjOfx+NBp9PB5uamzB8d1LbQQoKvjQpfRjKqwTkjvkAgIK9R1RPx+9QlcKqaeXl5Ge94xzsAQDY/xmIx+P1+2O120fKonTBeQyVARnlf+cpX8Iu/+IuT+Oi8raAJ5jahtqWBsZDN5XJhamoKx44dQ6fTkcX3qiE2OymUr2ezWRlqVHcK8XAHg0FDu/cHRQI8hIw6+PPq7BDJgamXw+GQKIErUXgtTikzJeP3cwqar7deryOXy0m9RrWBIA4afLNmpA4nUgyXyWTgcrng8XgQiUREbMi2NNejcKGa2l2LxWK45557AIyjsEajIcbp/X4f4XBYxHScMGeKxCIvC9HBYBCRSARf+MIXAACf/OQn7/wD8zaFJpjbwB/8wR+g1Wqh2WzKnmMe6FAohAceeACzs7NIp9MSLdC4mu1XdYaGrWXeoQFIBNHv9xGPx8W3BTAOQjL6UVWqXF/CdIw/o3q5sKvCWSR1mlpNjaxWK8LhsAwMsgDq8XhQKpVkRatKjqxhkER4eDkDpQ5RAjAQRrvdFtIOBoPw+/3yd3Wim2TGKGR3dxcvvfQSAODkyZOyrpatbj42C9iE0+lENBrF/Py8pFSsZbFWo3H70EpeDQ2NiUFHMLeBQCAgO4oYVVQqFRQKBczPz2N5eRmxWAyJRELmaijustvtuHHjBkqlkmH7IiMNRiK8A3O/8/T0tNRP1IIkLReoaWH6xIKoWoOhZy8nvc1mMwKBgHS0gP0dSVT8xuNxLC8vIxKJYHV1VVIuj8cj7nV8/mrhGTDqUdQti+rkNGBU/KobArhvmy1+pmKsM1HLMxqNcPPmTXzta18DADHcqlar4nanWo+qXSKmSX6/HwsLC3jkkUcwPT0Nh8Nh2IapcXvQBHMbYKdHLY7GYjGEw2EEg0F0u11MTU3B5XIhl8vB6XTKFDKtD9bX19FoNIRQOp2OYdsiOzepVMrQMma9RTWupnEVC6msn7CFDeynUuxK8eCxFqP6wVCXw2lvt9uN+fl57O3tYWtrC8C4bkJLTD5n7phm+qa62LGFzSK2WkNSvXvZVeM4A5XCKkikrK9Q7MdrU8vC3UgkZqZY6pQ5C+f1eh17e3totVp497vfLZ0oAPjUpz6FP/7jP77DT83bE5pgbgPqnZB3/m63K1sMC4WCrEotl8solUqG4isX2DOSYJGVhwsYRwgUyu3t7cHj8cDtdktBUi2acmc1DzK7SJxeBiCKXJvNJgTFCErdZsDuUiwWQyQSgdvtFvJbWVkRgqFbHTU6VDGrkYxaY+HPUGOjGmgdJBtGFfTxVc272DHje0BLCRIZMI4mWWdhF0/d7nDQmAqA2FxcvXoVNpsN9957rzw/WnZq3Do0wdwG1OIfIwl1/QXTG64FSaVS8oGncE4VhzWbTUMXBzAuBeOWSK/Xi2g0+prVsXweLPDyEKrEAeyvZ+WfaXSlSupDoZAsP2NURKJTi8kkVramf5hTHLtL6uFWjc/V95Hkw84ORYg86Cxaq6+fr4UDjXxOvBajODVV4/WovuZiN4/Hg263i1QqJXojQPv03gk0wdwG/H6/DCvyUHW7XRSLRdkAAIzXbOzs7EjbFxjfXan1UDU0PKT8MKvT051OB/l8Xv6eSCQMU9zsYLEbxDQM2CdDNWViCsJIRtW3MJq6efOmfC9TH3XjI2s5TLt+WI2DrV9qbtROFsEoSH3tXLlChTMAiWp4fXavKCDk74JfU9/Hg10nvlb+vugg6Ha7UavVkMlkZBSC9TONW4cmmNsAD6fqgFYqlQyt4l6vh93dXbGSVOdparWaHHgO2PF7eIAdDgdsNptMPJdKJYRCIbF45GFkisPoRPW2pcKV39dut+XwApB2tNfrlVQqn88blKwcUBwOh4hGo4hGowDGkRN1KaoAENhPiSwWi5Axi9V83WqrGICBmEiAs7OzACC1EI4qMDVT57rUgjZrS4yAVGWxw+GQ61EqwJ+hypkL9PgeaxvN24cmmNuA0+mU9IYaDe7nocMcD/loNDI41TPi8Hg8htoEUybeNefn52Gz2WTWh9d1Op2GVAWACMp4qNh9USMs2kOq6YTFYkEoFML8/Lyhk8PCKkmBRdR+v49jx44BGKdIOzs7QmhMSYD97pA60Mk1Kvx31a5B3TYAQKwiaPLNIm+5XMb29ja2traQzWYNO494HWC/tsL3n/UhdWgTAFKplLynTPE4msBdToBOke4EmmBuAzSJpqQeGEcwFHHxIHPeyOl0GuTuvPN6vV6Zw2FbNJFIABgbTnW7XTmMbHdT9crDxMPFuzU3K/I5qFsWGdEwVeI1Z2dnJapxu93IZrMoFotSB6J5lbrupFwuo1gsShTH2oa6AI3RCsV1aoFW3WOktrlZ71lbW8NoNML58+exsrICALj77rtRr9dx+fJlfO9738Pe3p4srle3C/Ca7BxxRoyt/nQ6DWA/NSWhcP0sI1COdxysLWm8fmihnYaGxsSgI5hbxNNPP41AIIBIJCLRBACZ8qXoTXW9V4242XVpt9sIhUIyItDv9xEMBiVF2tzcRKFQEFtLm80mLWoAhgljgtJ9bol0uVyGCEYt5HKCu9frwev1ShrAZWtWqxWFQgGlUkkiDt7dgXGxmtoZte6jrg85uIJFXYeiFrk5hc3UhZsZV1dXUSgU5HHe//73Y35+HqVSSWpFJpMJ5XLZsAZFbdkHg0FMTU0hGo2i1+tJesXnzVoXn68qDuR7MhwO8Yd/+If4/d///Tv/AL3NoAnmFmG32xEMBpFMJhEKhSTcVoVubMdSn6K2RlkDaTabKJVKsFqt8Pv9cDqdiEQicpg4u0TS4jySaqIEwJA2qfUDPg4POb+H5MeUTXWfA2CY1m42m8jn8wbPGaJWq0lthNPSfC486NStMB1Tp7PZmeLPAzB0ovjf3t4e/vu//xvAOG1873vfi2g0iunpaRm0ZAqm1oDC4TBmZ2cxMzMDu92OSqWCzc1NpNNpg7UmUzKKJ1UNj5qG6kLv7UETzC2Cd7uZmRmcO3dOiIB7jVRrAnZ4eAAA42Gs1+vSUuZENQ2dyuWyTBOHw2GEQiGDbcLBwiOvyTsyazLqPibWPWgLwTrFwdavSoYApNCr3tWpQj64PE3tBqm+LfTJVd30CPUxVQEe60Y0w/qv//ovLC4uYnFxEYlEAhsbG6hUKnC5XLDb7VIfmpqaQjKZhMPhQKlUwvXr17GzsyP1KfW1MopTdytxFEGtEZGQNW4NmmBuERSy2Ww2XLhwQe7iTzzxBNLptGHimVsUac0A7N8NWSBmF4N7hSjuWlxclO4LIxfOGKlRgjoKwFECNQrgYSKhcMpa1YSohEVNC/1ZWHxVowpg3+Sc12AaqHauVBuJ0Wgkmwf4OLwW3xs+FoV0jH5IdOl0Gs8++ywikQjm5uawsrIithFer1cMp7jC96WXXsL29jZKpZJEkyqZqToa+gqrZluqlujjH//4IX+S3h7QBHMbYHQQDofxvve9D8DYIOrpp5/G6uqq1C0O3s3Vn2edo9lsSi0gm80KwXAns1rbYf3i4LWo4AX2pfZs+6qRDqMJtrT572pkwuiLqmQ1+lLThEajIQSjRhwkBYLtaZKGKtNXxXb8Ox9Dbc3ztXU6HVy6dAlnzpzB+fPnEQ6HUSqVkMlk0Ol0JF196aWXcOPGDRSLRUM0oqp5+Xz5/pJUnE4nAoGAqImBcUSkcXvQBHOLaDab2NvbQ6fTkYXzAPDwww8jmUzi8uXLWF1dxfr6uhQo1UPHGg0/5KzVdLtdFAoFmfXxeDwyAAiMxX2VSgUWi8Uw5cuDyTuuqktRowQ1BWD7lodvNBpJ1NFut0UDw/SBYwdsWwOQyE0lHaZCJBGVuHi4Kc9X29kqETKKIXExJeRzZ3RFP+F0Oo2XXnoJqVRK0lWKHtXpcuC1Hr+q65/NZpPivd/vRzgcxtGjRwHsb3jQuHVogrlF5PN5VCoVbG1todfrYW5uDgBw1113yb7m06dPY3V1FVeuXMHGxgYymYwcSB5qdUiQd26121Sv1+F2u6VOQN9cdpNU4yUeHBKS2gU5GH2o4wnqwCMHChuNBur1uqwBoSiP6Q6JqNFoGK6tpmV8LLUgzRqQalzO10AyUOeVVJEeozqHwyFrRjY2NnDt2jVcv35dajGqP7KaWvGx+d6rgjy+n4FAANPT01hcXMSxY8cwPz8vN4+DqmON1w9NMLeAr371q6hWq9jd3cXVq1fF4xUAXnnlFZw9exanT5/G3NwcfD4fkskkMpkMNjY2sLe3B2A8n8S6AFMftVCqtlqBfTUsSYDCMfWuqtY+WFegvYM6oqCmBjyErPOwe1WtViWCUae7gXFtg4eNGyzVdExV5hJqDYcjDXa7XQriwL7lBIV2LDpT8s8aTTQaxcrKCjqdDq5du4Zr165ha2sLhULhNbNdJCm+TnbOHA6HfJ/X6xV1bzKZxOLiIpLJJOLxuEgJAC20uxNogrkFUO1Zr9eRyWQMA4iVSgWrq6s4deoUHnroIZw4cQIrKytIJpM4ffq0fEjX1tbwzW9+E5cvX5aDpEYCaocD2J8X6na7qNfr2NzcNGyUVDsoBwcJVQ9ddceQenenLSdbt41GA+VyGdVq1VCYZg1FjXR4cGl6ddCm4eBwIdXNrDnxMRlV8DlygptFWT6PhYUFOBwOrK6u4urVqzLrpXrQAPtGV6rXTjQaxXve8x4kk0n5ut/vF8+baDQKn88nIwztdlsIRl2ap3Fr0EpeDQ2NiUFHMK8TX/nKVySCYfeBXRZgf0q6UChgfX0dDzzwAC5cuIBEIoFoNCoRA1uqB02vDzryswjKjg9/vtPpIJPJSF2CBVhVHctibLPZNEwYqzUJVX2rpjdsl9M2czQar/Kg6bc6WMg6EjtcTHHU1rmq/2EERdc8dcqZ38O/q+1qdXHdtWvXkEqlkM1mUavV5PUyOuLPU7vS7XYRi8Xwnve8Bz/7sz+LmZkZ2SpAy1O+pna7jVKpJMbnFN8Fg8E7+/C8jaEJ5nWCi+mLxaIUKx0Oh8ExjgcolUqhUqkgnU7jwoULOHPmjKFm4vV64fF4ZPkZD6o6xKgeZhYigf0uFA/nQdMmWlhyadlBlSwLwc1mU4RnqviMz4HrQ/r9vqw3oeyer4EHXHWyc7lcBpUxiazVasmeIw6BqmBxWC1GM03i+1AsFrGzsyOT1HxdqsEUwbqP1+vF2bNnMTMzg93dXcTjcfld8DVXq1Wk02lsbm5ie3sbo9FIdDYApNircevQBPM6Ua1WsbS0hEQigevXr8thVed7gH0T7kKhIHWW4XCIM2fOABg72k1PTyMajUoxlYpfwDhbpBZv1ShFtXrk3V41jlLXlvC6rC0w8qLOhJGXKo6jYTh9V9QRhOPHjwMACoWCbHpkB4naEZKuOpqgtuqpJj5or6CK4BgNjUYjKUBzdIGPyfedRWMSBms/drsd09PTOHPmDI4dOybjFvy+er2Ora0tvPTSS1hdXcXm5qZ0706cOCGkriOY24cmmNeJbDaLXq+H5eVlZDIZvPjiixLGA+NCIMmBZFCtVnHz5k3E43FxRQuHw4jH45idnUW320Uul5Oiptq6ZRrGCIN/ZudG9VZheqW2vlURHbAv9GP0wP9z57TqGzMcjhfDsbhM4dlwOBQ/GJqFp1Ipg30mtwEQJCl2pFQLT1ULxMiJxWKmUNS9AJCiuPoeMTVT5f5OpxMejweBQABHjx7F/Pw8kskk3G63FOgB4Pvf/z6ef/55XLt2DbVaTSJKr9eLqakpgxG6xu1BE8zrBIVdXq8XP/ZjP4a9vT388z//s3z4aNlI0yeG6LVaDdlsFoVCAcBYQBcMBrGysiIpRCaTEeMkdQCQIrNWqyVrUrxeL/x+v0G5ywgBgEQlB4ci+XVqZkajEcrlshxMlRx5aPmzJCQABh0M/YeZYlWrVdTrdSEc+t2QNFRdzkFfXWBMboFAQEYjSqWSIX1T93yr9Sr+LGs1Pp8PwWAQsVgMMzMzYlFaqVRQKpXwve99DwDw5JNPCkH2ej00Gg1pZ7OjBIyJ8Mtf/jJ+9Vd/9bY/P29XaIJ5nej1eigWi+h2u/D7/fiZn/kZtFotfOtb3wKw/+FXIwnOG9HqEdgnmGQyid3dXYNJErBfFwD27Q5oCu71euU/fvhVkRoHFzn4qKYN9MNVZ40qlYoQDmsanFNS6z/qOpTV1VUAwLPPPoutrS3k83l5zWq7me8ZoxI+Pp+n6j8MQCa4uVGx1+uhUqkY1MB8f1WFLnU1LpdLUppQKIRYLIZYLIZ4PA6Xy4V2u41KpYJUKoVUKgUAorLmpDfXxi4tLeHs2bM4cuQIAMjqFo1bhyaY1wmHw4H19XUMh0PMzMxgenoa73vf+4Q4Ll26BIvFgkajYRjU6/f7qNVq0rmgY/9gMMDNmzeRy+Xkbsz6DbBfpFTXrHa7XXS7XbRaLdF9MG2gNkZdg6LK7FU163A43gNUrVZlTEEdZVCHHKmRsdvtqFaruHjxIoDxvE+lUpG6zw+axlaJlumd2jFSozV+j9rNItGpkQu/l0Rjt9sRCARk0T0wjmACgQCCwSCcTqfsCS8Wi0in0/I74yiEyWSC2+0WW80zZ87g6NGjhq0CJpMJX/jCF/Se6luEJpjXiVAohHa7je9+97t45JFHEI1GEY/H8cgjjwCAjA+ocz2MGCqVCnZ3dwGMhXFHjhzBYDDeWKiqToEf7EcCjA8uI45qtSrG1dzFxBkfdfKZA3zAfhudPrvtdhv1et0wswNALBhILrzD08JTnffpdDqylwiAIaXgY/K1kCzU4uzBtjJTFHrNUOGrXuegupiPm0gkJOJwu90GS9NqtSot6FwuJ7UV1na8Xq+MChw5cgTnz59HPB6X11EsFpHNZvHMM8/c+gfnbQ5NMK8TmUwGS0tL8Pv9aLVa8Pl8MJlM0sp84IEHpLBK4lDnikgwbrdb1saqreZ2u21Q3rLYyuFDHrRqtSoyfQBSl+FoAImGalZqOQaDgdRcWG9oNpuv0d+oIwXsxMRiMczNzcFut8vEcqvVkoiJHSRGIQSvoxprk/gOesAwsmL7XJ2lUgvaJF4SVLVaxWAwQDQaxdmzZwEAS0tL8m+5XA65XA6FQgHFYhGlUkmiSdafmF7x/2q0B4zV11euXJEVthqvH1rJq6GhMTHoCOZ14vOf/zwef/xxnDx5Ejdu3EC1WsX8/Lz8+7333iumRUyLWIfh3mNgPLC3ubmJQCCAeDwuKQew710LQO7magFX9Zdh2sCdzExPVFc7FkCBcTTBlIgaF9WRTq2HcCMBU49Tp07B7/cjn88buk2NRgOj0Qh+v1+MtdRujtVqRbvdFic+1dqTQ418zOFwKDuLuMWARWNGMOokNqMYtvAvXbokepUjR47IY45GI9mMyUiGq2ZUESBV2rVaTd5z1mpu3LiBUqmEkydP4jvf+c4hfaLeHtAEcwv4yEc+ghs3bmB+fh6VSsWwYXFmZgb33nuvHNyDRk4Mr69du4Zer4dz587hxIkTUnhkuH5QQMcDy45Qp9ORGgIAWXui+rxQis92LzEajWQHtpquqB0dr9eLRCIBk8mEeDyO+++/HydPnsT6+jr6/b4oeW/evCm7najkVZfJAfv2oN1uF5VKRYhPHeoExmTV7XaRTCbx6KOPotFo4IUXXsDGxobUYng9u91uWD/L11wqlfDtb38bADA9PY13vetdQpL03OEYBMmUz5vvozqISbEkMN6f5HQ6cfr06UP7LL1doAnmFtFoNBCLxZDJZFAsFsX8yW63Y3FxUXxUKC5TP7jA/ubEwWCA2dlZnD17FuFwWO6WKsHQlsHr9cJut4tlQ6FQkAPaarVQrVYNhMbIRHW+44HkjBF9e202myy6B4BIJIJEIoHhcIhAIIDjx49jamoK169fRyKRQDgcBgBcuXIF5XLZUCMxm83w+/1yLS6vdzgcKJfL0rI+WKhttVrw+/1473vfi5/4iZ+AxWLBfffdhyeeeALPPvsscrkcAONKWL5XtFUwmUwioHvyySdx7tw5mEwmie7UGSq17c2v8ffk9XoRDodhNptlZ3WpVILf78ev//qv38En5+0JTTC3iOFw7Nvq8XhkyRqw7z9LkiGpsKCqer40Gg1cvXoV5XIZs7OzSCQSCAQChsgkGAzC5/PBbDZL65giNtWewO/3i9XAaDRCqVRCOp0WkmHqxHSNmhHO+XDhG1uyNKByu93o9/vI5/Pwer1oNBrwer04f/48gLEfzPXr16Ug63K5pLNG5HI5lEolg0qWxVO1XxphPQAAHXFJREFUJR0Oh/HQQw/hrrvukg2Xx44dkwFLbhVgcZaDoCQ3RnAkkUajgb29PRnHqNfrohZWSZe/T654CYfDsi2i1WoZpAV/9md/dkifoLcXNMHcIsrlMpaWlhAKhSRaAfbrA36/H8vLywaPlFQq9Rq5ebvdxs7ODiqViqQyqtK13++jXC6LPwvXwZrNZjSbTRF+eTweaY0Hg0HMz88jFApha2sLtVrN4MbG6WhqTOr1uqQgtOrk/BI3IS4vL2M0GmFnZ0eiKQD48Ic/jGq1KmkEO0qlUgk7OzsAxged6llGMIw6+BgAcP/99+PcuXPIZDLY3NyUtSRLS0v4yEc+ItHaU089JTUSRoS1Wg1Wq1U6e8C4BqP65dCIiynmwRW2fr8f8Xgc09PTMtKxt7cnr03PIt0+NMHcIrLZrKwUYdpCUOcRDoextLRk+BoPMA83CYXu/aogDYCkWMD+JDQLpVxxAozTC/rnkgSmpqYwNTUFm81msOpkmsRDRlLg4Vcfi7UeDitmMhnDQQsGg4jH44hGo+h0Oshms9jb28P6+roQTCqVksI3Iwz+ORqNyuAkVc3b29vY3d1FLBbDAw88gH6/j0QigZ/+6Z8GMCaEZ555Rkym1J1LPp8P999/PwDgnnvugdPpFAKlSRhFdXytg8EATqcT0WgUs7OzWFpaQjgcRrvdxt7enqibten37UMTzC3i53/+53Hp0iVJPVThGMnBarVienparAxsNpsI45g2sNjKTgmjkIP7gtSpbdUGgeBoAAknn8+jVCoJAapm32phlNdQdxfx+9jN6na7cLvdiMVi6PV6iMVi8jidTgf9fh/ZbBaZTAbr6+vY2NjA9va23Pn5f3qukGA4jMg0b2NjA6+++qoogzOZjBSGjx49KlHFhz/8YczPz+Opp57C+vq6pFNOpxMnT57Egw8+CGCcNpZKJWxvbyOVSqFQKKBcLhs2UQJjdfbc3ByWl5fFMtPhcGBzcxOpVEq+LxqN3tmH5m0MTTC3gXq9jkAgYDiYqndJt9uFy+XCzMyMeLkwfN/d3cXNmzexvb0tbV4e8oOG1LwuiYspDk2bgH0rzFqtZrCXpOWlajhFWwfVBgKA2DsA+50mtcNCe4V4PC4pEgcR0+k0bty4gVdeeQVbW1uoVCoS1bHAqpqbs7tVr9fx4osvynNlzYjK4NXVVUPLHxh3hx588EEcPXoUV69eRbFYhMViQSQSwezsrBDC5uYm1tbWsLGxIfNj3ONktVolvZyfn8eZM2dw5MgRxONxidAoyCOZqoZXGrcGTTC3gYcffhivvPKKQeJPIuBwYL/fF79Xt9ttKAZXKhVks1nZ/sj9P36/3zBPw7YvUyBOX3P4EIBhmpmtWK6OVQ2s1OFAdZaHh16NYIbDoehC2FoeDocIhUJSSOV81SuvvIIrV66IlwoJj9diKqYagqsT1wCks8VxBkZQL7zwArLZLBYXFwGMxzU4EnDfffcZ5pf29vbwyiuvABi30NPptOyV4ryWw+GA3++XTRDHjx+XelogEIDVakWlUkG5XBYNEAA96HgH0EpeDQ2NiUFHMLeJvb09RCIRg20Ci4Z0pPf7/aI5YcQRDocNOhTaSLrdbhw9ehT33nsvgHEnxOVyoVgsYmtrC7lcTq6jitSYVmWzWaytrUlLmNdXtxMA40iL6zqoMmYxE4B0eFic9vv9cDgc6Pf78Pv9BsVvOp3Gyy+/jO3tbenuqLNIavTE58m056DVJ1v76vcPBgNcu3ZN5rji8Tj8fj+8Xi+i0aikqbVaDblcTuakisWirF3hNR0OBwKBAJLJpJhmLS8vY2pqSuxBR6MR8vk8yuWymE4B48hJ4/agCeY28d73vhfPPfecYTCQDnG1Wg02m018W2hKDUCWpjFF4cFzOp2YnZ3FqVOnAEBa3fl8HtVqFa1WCw6HA9FoFBaLReoCtCool8v4zne+gxdeeEFaz2oNhv60wPiwcR+Q1+vF1taWdLnYdeLg5crKiihtmb7x9eZyOezu7qJYLEpNSDXNot2EOtjIsQB1s6Oayqk1IupcVMtM2irQDNzr9SIYDKLRaCCbzcprUAvuHAhNJpM4deqUpFzUH7GQzpGCwWCAQCAg3r3vete7DuUz83aEJpg7ACMQYHzgnE6nrC212+1i6mQymaSLFA6H4fV6ZSMBaw9cCsaDZrFYsLa2hueff14KwiQY2jMA47urx+PByZMnEQwG0el0cPnyZblz8/+cxu73+4jFYjCZTPD5fFhZWTFYeu7s7CCfz4u/7pkzZ3Dx4kWMRiMEAgG5Hn1a1K4UyeSgNwxHJyjxP6huVpfMqY53qnkXweVz/FnWTFThHmUAqpAwmUzirrvuwsrKinSF1OiM9qWVSgV2ux2hUEjXXg4BmmDuECzeVqtViSzUYcOdnR1kMhk89NBDAMadiwsXLqBYLOL555/HYDCA3+/H0aNHkUwmDSZHV65cwbVr12Q8wOVyoVqtGtrUPPR+vx/Hjh3Dj//4jyOfz2N7e1tmcIBxitRut+HxeBCPx+Hz+WC1WsUTmIXPYDAoCtapqSksLS3hP//zPxEKheByuWSmisrd6elpWZHi8XgMrXbVyLvVahm8XdQhxpmZGZjNZuzt7YmHDcWHB4cTVU8Y1QPY5XIJ6ajk4vf7ZfndXXfdhVgsJsTBjhUtNnK5nHjyRqNRwzI3jduDJpg7wIULF/Dqq68CGKcUtVpNDlq/35e6STKZlBaoyWTCPffcg/n5edx///3Y3NyEzWbD8vIylpeXDfuabTYbstmsONRxLYk6xMhxhYWFBczNzeH48eM4e/YsisWiYWKZcn4aMbHOkslkUK/XJcJi6hIIBJBIJGA2m1EqlZBIJGQyGRjPLK2srKBcLmNqakrMwVUfFbbT8/k81tfXZTqcUQlb90ePHkUikUA6nZb5Jm6qdLlcMonebDbF0vOguRa/DoyJg7668/PzOHHiBE6fPo1kMimT4gCkw9RqtUSb5Ha7EY/HEQqFRLincfvQBHOHYM2EVpKcPUokEmJ4HQ6HDWlDo9HAzs4Ojh8/jne+853SKg6FQlJHaLVaOHfuHL7xjW9gc3MTLpdLDqYqlR+NRqLb4LjAuXPncO3aNaTTaYMwzm63y1pU9bnmcjkZtlT3ItGAO5PJ4MyZMyIOBMYp18LCAlwuF8rlsrSB1XGHXq+Hp556Ctvb2+KIR8Jj/QQYC9nuuecePProo1JkZdoSjUYl4tja2hJHPjXVUscPgHHK5fV6MT8/j9OnT+P48eNYWFiQ66j2oKrZNxfiRSIRuZbGnUETzCGh2WzC5XLBbDZje3sbvV4PFy5ckMiDH2rWXBjWs/ZC5zpGEo1GA9PT0/jABz6Ab37zm7K7yGazyXgAMJ5FGgwGqNfrKBaLcDgcWFxcxKlTp1AoFCTSqVarKJVKGI1GIlzb29tDo9EwEEetVpNaCu/41WoVkUhEDj2fHwV5fr9fLDjVgc2ZmRlMTU2hUqlIwZY6HbvdLgQzPz+Pubk50blQ0WsymXDs2DEsLy8DAC5fvox0Oi1DkBzuLJVK4nEDjMkvmUzi3LlzOH36NBKJBNxut8GIHdgnWI4z2Gw2BAIBSUU17hyaYA4J73znOwEA6+vrsNlseOWVV5BKpRCPxw31Bqp8z507J3dhmiaZTCbEYjEAkKVsFy5cgNlsxubmJm7evCnKVILXoF/L7Owsjhw5grvvvhtra2vSHXK73XJoaLtJOwMVtOekqrZSqaDdbiMYDKLX60nLlhssOe9TKpWQyWQk+gDG1pWxWAyzs7PY2NiQ1jGvTeuHRCIhBfJGoyGzRcFgUCacAeDYsWOoVCrweDyG3VPq1DYwjhKXl5dx7NgxeQx1DovkTKsLSgW48WEwGODd7373YX483rbQBHPIWFpawnA4xNLSElqtluT7qjO+uuKV9QPOG9HTJJ/P4/r167hx4wby+TwqlYqsenU6nZIi+f1+WK1WbG1tIZ1Ow+VyYXFxEefPn8epU6eEVIrForStmRpQ7cupYgAi6w8Gg0IMTFUqlQqefPJJAJBlZVarVVI0Eghx5coVRCIR6c6w0Gu32+HxeKRzFYvF0Gg0cO3aNeTzeQwGAyQSCaysrCAQCMhzm5mZwfz8vDxvdrFWVlYk1SMikQg8Ho+0xbnShWpnYJ9oOXPFQrH23j08aCWvhobGxKAjmAmAArJmsyk6GHUtiDplzZbqaDTC3t4e1tbWAACrq6u4cuUKMpkMarWaKGV/kOUkl4rx35vNJlqtFmZnZyVKKBaLEjFRTKdacqqzSJFIBKdOncLCwgIuXbokYrYrV67g61//OgBge3sbJpMJkUhEFMGsNbE17nA40Ol0UCwWZU6L+hq2j4Fxa/zFF1/Et7/9beRyOZjNZqysrEgniYVqSgLUIjcHPNXXUKlUxAOGcgG6AXa7XZnyLpfLsjHT7/dLvWl9ff3QPxNvV2iCmSDcbjfy+bz49AKQgwbsrwhpNBrY3NzEjRs3RBa/vr6OUqmE4XD4mjSGnrEApOjL1jBVt2tra8jn86Kr8Xg8UmvgCAGvAewL8mw2m3i9BAIB6UzZ7XZkMhlJuZxOJ7rdrrj1qTUOEgyfC6eY2d2x2WyIRCJYWFgAMCbdq1ev4vr168jn8zLMOTs7KyQDAIuLi9JJUw3BSTJ002PBnOCupW63K/uR+HUK8fj+bG5u6hWxhwhNMBMG54dY5KVal4emXC7j5s2bWF9fl1oLYNwBTYLh3Zx3cmDf20RdvEaXPG4cAPYnm0kwbPEehMfjEaGgy+WCyWQS5TG7RoBx6wELzezQqBYWHFlgpERV89mzZzE7OwtgvHNqd3dXCKvT6WBjYwOpVAqnT5821HUYAfLxGBWpxEb7CXUcgxssua0AGJMk9TKj0XhH+C//8i8fxq9d4/9BE8yEEQgEkMlkDHJ3bizMZrO4fv06dnd3USgU0Gg0pBPC1R0kJ8rxqW5VUxp6yvJuDuzbM3CQsVarCRmp8z7U4KgESIMsOtvxANO/BoCI4egrQ3k+9ToAZAMA54foHvfwww/joYcekoOeyWSQyWQMCuBWq4VMJmMw2rp69Srq9bphBa3ZbIbP50M4HJZUyufzwel0iisgoz9GNfw+boC02WxiVqVxuNAE8wZgampKOhw81NlsFs8995zUMur1Omq1moTvXJ/KjhO7TzzM6nQ0dwp5vV7DxDJbvsD4zu/xeCSdUU2ggP1DR5Ly+/2oVqsol8vw+/2yZVKdeKZ3DEmKGh+SH7UnVqsVwWAQyWTy/2vvXH7bqvMofuI4tq8fsR0/8lQSmiqkakQjgQISVIhFgH+AHXv+BCR2bNmwZcMW1mxYgRAIITYgQK1CQmKUpG3i+P1IbMeOPQvrfLmeGTQzTG/SzpzPpmrj2te27sn3932cLzY2NrC+vo6xsbER8eOGRtp4hsNhHB8f45tvvrH3sL29bbNIjuNYP004HMb09LQ1Pd64cQPhcNga+7i7m++T4hSJROD3+yUuHiKBuSLcnaE+nw9HR0f44YcfRvIBZ2dnloBko5l7L1Kv17MZIrfFQr/fR61WM2f8UCiEVCqFBw8emD/u5eXlyHI2DmcyMuINGI/H7ehycHCARqNhbnGdTucfdkvzeWOxmE2K8wgXj8fR6XRskpl9MeVyGbVazaK17e3tkU0DtJrI5/P4/PPPTWA478Vr4GfDZsWdnR0AwNbWFjY2NuyoxGMexwL4Xv1+v82ICW+QwFwR7vD/8vISjx49Qi6XM8NtRidMvPIYEI/HkUgk7MjS6/XQbDZHqlKs3vDotLi4iOnpaYRCIRO2hw8fmncvn5t9MfSnAYC1tTWsrKygVCqZVWYwGDQxcc/xMOHqOI6tWWFOAxgmZTn5HQqF0O/3sb+/j3w+bybhwNCnuFqt2voRdum22220Wq2RqIn5HOakmOCu1WqWID87O0MoFMLq6qqJFXuSKNAA8Pzzz3v+vf+/I4G5IniTcBk9/WRDoRAajQbC4TACgcCIXUMymcTy8jIymQwCgYCtNnVXkZrNJlqt1shv51qthlwuh0wmY232juOY5YP7qEPj7NnZWQDA6uqqPRf3J/HY4q48uTdJcoCQiVTmOgKBAOLxuCWVm82mCUuxWLSxAuZKWOJut9vIZrPo9XoolUoWEdG/mNfB5jl25vLafv31V2xvb2N+fh7FYtHK1YzY+HjhPRKYK8LdjzI+Po7Z2VksLi6iWCwiFotZZYkRx9TUFFZWVrC8vIxIJGL7heLx+Ii5Uq1WQ7lcNosFbnlkNMTRg6WlJXOpo4eK276BIwCdTge5XM6iG+ZTBoMBQqGQHS94bOGRhSMF7FAGhsLBMjO3PNLd311t4utwqR2PbRRCPl8sFoPjOLi8vLTIhiLn9pfhcbPRaODo6MjsKdjF7J6XEt6iTl4hhGcogrlipqamkM/nsbm5aTkJuuhzBggYevJy7obRQSaTQSgUwvn5ueU5KpWKTWAXi0Wcn5/blgH39oF0Oo1kMmnJ4sFggPn5eUxOTqLX641sY8zn85ifn7cKEcvT8Xh8xDeG0Yu7WkOnPgA2d8TNCDzKue0s+bhgMAjHcazLNxwO4+DgYCQiYpTHqhUd71iG5vNls1nb4TQ1NYVsNmsdzt1uF1tbW55/z2KIBOYamJ6eRrlcxmuvvYbnnnsOrVYL7XbbchYAzBqTyU8ONbLTlh26yWTSGsUoLGwo6/V6lg85OTmxZWeDwQDhcBipVMoGJTlkOT09jU6nY6tluUrk4uICmUzGXpciwX1QtGNwl6nr9bqVzVle5zGQlR8AZoQViUTgOA5u3ryJhYUFfPXVVyYKfC021nH1id/vt0Q4J6efffZZrKys2H7pQCCAdDqNwWBgU+/iapDAXBODwWBkDxJvWLeJuHtRGW9gd4kWgC11Y35lYmICpVLJdimxk7dcLsNxHASDQfuNn0gkbJbIPcrAStDp6alVcur1OtLptOWS3B4yHD3g+AAFwefzjfj2MrfCSIVRWCKRsIY3rpR1v19+JswrOY5jAsOcUCQSwfr6OgDgzp07CIfD6Pf7ZgHa7/fxxhtvePV1ij9BAnNNpFIpnJ6eWtMbS9DuRW6smtCj1u1iR6GhBzA9ZdgbUiqV0Gw2TThYDaINJR3uJicnR+Z2xsfHLSl6eHgIYDi0WalUbM0qMEwu8/XY/zI2NmYRFwB7P7xGXhuHJ2m+Tb9f7vXmGhaWoN3i2+12rRzOvdOMjO7cuWOfLcvn6XQa5XJ5ZNGbuDokMNcIh/NOTk6sX8O9sbHZbNqid/5GZys/q01s+e92u5YXYXdrqVSy2SaWkClOfJ7T01MUCgU7ms3NzcFxHBSLRezt7ZkbHW9SNuHRfY8eum5DcIofxS0WiyGVSgEYRhrceMn3n0wmTUzHx8dRLBZxdHSEcrk8UkViVEcXPZbou90uKpWKVYfoFEg/GI4SiKtHAvME8PPPP2N+ft6GCgHYjh7e4O78DP8OYCT6+fvjRzQatRGFcrmMZrNpTXM0JeeOafdO7F6vh1wuh0KhgFarZf+30+mMlIwXFhaQyWRQr9dxfn5u5Wd3zoQ9NsztMKpIpVJWQo9Go5YzqtVqKBaLODw8RK1WG9mgQFGl+xxLzzwa8nXb7bbtQhLXiwTmCaBQKNjqEUYwzWYTlUoFtVrNKimZTAbJZBLdbtfEhvmZZDKJUChkMzq0nGSOh+bdnICemJiw/c31et2qV+12G0dHRzg4OLAlcrTW5IoPXnOn08Hc3BwmJiZsQ6TbztPn82FychLJZNLmmdx5GEYV4XDYenOq1aoJX7/ft6Q0MLoGhTui6EKXSqXsyOU4zogwietDAvME8Pbbb+P3339HsVi0LlNOSV9cXJhZNzt5k8mk3cjpdNoqK/yTQkOfEwDWOHd8fGweLqenpyYgvCFbrRYODg5MUGhzyUiHj+MWApo9sRGwUCiYCNHjlmLHpC4Ai7oA2DgBy+yVSsU2Fbin0IE/ophQKIR4PG45quXlZcvBsBlRXD8SmCcErjPlnqXz83NkMhkkEgns7u7i5OQEpVLJXPKYSKVpEqMEln8pMO51se79QY7jWBQSi8XsyMXqU7fbxU8//QRgGE19/PHH2NrasiT03t4eEomEVYBoKeH3++3mZsJ4aWkJmUzGtgqwWsT3UCwWkclk4DgO8vm8HRM5o0XBYpmeEVA0GkUsFsPMzAxu3Lhh+aFqtWpmVuJ6USevEMIzFME8YdDT5P79+/D5fMhms5iZmcGPP/6I3377zdaE8ChFOwTOAXFnECspjGA4kc0SNjt2OWPEpWSs2vD44oYVKQA4PDy0GaS5uTmsrKzg3r176Ha7diwLh8OYm5vDM888Y2taacngnmvqdDpIpVJYW1uznhtGXO7EcjAYRCQSQTQaxeTkJFKpFGZmZszek5HT2tqaF1+N+AtIYJ5Qbt++DQD4+uuvMTs7i1deeQV+vx97e3toNBpWHWJOptls2oK0VCplQ4PMYfAmXFpaQrVaxffff2/VId6kwLDaNDY2hu++++4frumdd97BBx98YI+LRqMoFotYXFzE5uYm8vk8vv32WxOr9fV13L59G9PT0+j1emb+7fP5UK1W7TW5SXF1ddWEcX9/30yo2FRIT99UKoVsNmtDmoFAALdu3fLw2xB/lTFm6P/pD8fG/vyH4sqgyJydneH+/fvY39+3nhMaarMrOBqNYmpqyuaWGIkkk0lzket0Ovjll19st9HS0hKWl5cBAPv7+3j//ff/5TVtbm4iGAzi9ddfx5tvvmmNgSwzA8ONjdlsFtFoFPl8HrlcDuVyGZOTk1aqBobjCbRqYLNeLpfDycmJzRoBsH6bRCKBeDxuIvriiy8+7o9c/IcMBoOxf/bvimCeAl599VXs7+8jk8lgY2MDwWAQu7u7AGAm1iwpMyk6GAzMpAr4w4GuXq9btcnv95v3L48//464AMM+mGaziZ2dHdy9e9c6dm/dumVHFVaHLi4u8ODBA1su32q1rBwPwEYiHj58iEgkYuV4+sTwiMTH8v12Oh2JyxOOBOYpgS36x8fHeOGFFyy3sr29jVqtZu3y7Xbb+kUuLy8tH8KbO51Ow+/3o1gsYnx8HNVqFZ988sl/fD1ffvklgGGZfHd3F6urq+j3+8jn8yYI7MSt1+s4OTlBu902R71Hjx5ZFen4+BjZbBb5fB6BQACNRsPK339fpu52uzg/P8fLL7/81z5IcaXoiPQUUigUzBnv+PgYOzs71t/CHUzuKWNgmOdIJpOIRCKoVCq4e/fuY72mDz/80KIaRie9Xs+MuWmXwCMdRxeAYdcyLTW5boS7jmgoBcBc7N57773Heu3iv+fPjkgSmKeco6MjXF5eolQqIZ/Po1wuo1AoWDXHbf+QzWYxPj5uDWmPm3fffReNRsMimFQqhYWFBcTjcfj9fhvIZEu/u7mv1Wqh1+uh1Wrh7OzMhOqjjz7y5FrF40UC8z9OLpdDr9ezRryzszMbegSG3a29Xs8zcXHz2WefAYB5vHCvEgAzD+d0NwDbrhgMBnHz5k3Pr088fiQw/yfcu3fPPF9oPgUMk8EvvfTStVzTF198YWteOQnu9tD1+XxaH/KU82cCo05eIYRnKIIRV8qnn34Kv9+Pt95667ovRTxGdEQSQniGjkhCiCtHAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCMyQwQgjPkMAIITxDAiOE8AwJjBDCM8YGg8F1X4MQ4n8URTBCCM+QwAghPEMCI4TwDAmMEMIzJDBCCM+QwAghPONvD68laXg+dUMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vZHuSlYlde67GnkAGIH9nrwyfB49wFB9WpPiY7XYb+Xwem5ubWF1dxebmJtbX1+X4xfeEr4V9P2wqVEYXFZgRwh4hcB6IF3mz2RQLSpfLJYLDhK/X60UkEoHL5UK5XAYwuBAnJibkvpn7YDNcqVRCt9tFNBqVvhr7dDYTyhQde3KZj8/ohMLFnA5/VigUEI1G4Xa7kUwmRVR6vR62t7cBAIuLi7hx4wY2NzfF+pOjD6xcARCHPgpMNBp19gNRfmRUYEaEP/qjP5IuXQBiVcktjKywUIR4O5fLJc5z3DPNvphyuSwRB824G42GlLLZ+cu5It7O7ssLDPv58mKnJ419tID9N7xNt9vF5uYmfD4fUqkU3G43AoEAyuUybt26hf/7v/8DACwvL6NSqYjTHoWV1hMUJZ/PB8uyREjD4TD+67/+C9vb22q3OaKowIwIjFQYGQQCAbTbbel5YeTB+R0eS3h0sUcPFBwAIkT2Dl8KUCgUkgoP74/7qOnvwhEFmkvZG/zsxzMajNt7a8rlMlwul8wVFQoFJJNJpNNpvPTSS7h27RoAyBHKXmqnV419M0EgEEAqlUIkEkG73YZpmrIDWxlNtIo0Anz1q1+Fz+eTnhTDMBAMBiXCsNsl2JvQeHzgN3yz2USlUoHX60U4HJY+mH6/j0AggFAoJMcLYk/MtlotFItFFAoFFItFGIYhpuC86DlkaTefskc/9oudYtdutxGJRODz+ZDNZrG8vIylpSWUSiWUSiUxFbfnke4cMXC5XJicnMTZs2cRj8dFbMPhMCKRyHvy/lXuPhrBjABMjrJKBEDyLLyI6b3C1n17Upat9bVaTSwa7EclYHC8sOdg2LNi740BgGq1ilqthl6vh3g8jnA4LA12dJwDIMlb+y4migKrSBQBetOEQiGk02ncuHEDuVxOHpORCgCJwjiW4Ha7ceLECQDAI488gvvuuw8+n08GMfke3bnFUhkNVGBGAF6g9m9/uxjYE77stLXvMeLRhYOJPp9vqLwMDCo1hUJB7su+7rVer6NUKgEYHJE6nQ4SiQTi8ThCodBQste+0oRCwiiJlSc+N3rt0nem1WphbW0NKysrUioH9vyAuTIlGAwiHA4jkUjg+PHj+MhHPgIAOHnyJAKBAIrFomxF4NCkmlSNJiow+8yFCxfkAgP2SrE8Fng8HsmR8GjTarUkV8OcCtvqG42GRELMk/D+gL1tjLxfzvek02kAgwgmEolgenoalmUhGAyKLQNFBMBblroBkOMQxxdmZmYQi8VkZ3Ymk8Gbb76JXC4nOSc+JyaM6VUzOTmJBx54AOfOnZNKGBPXzA/l83kUi0VUKhWZAFdGC83BKIriGBrB7DMsJTOXYf9WZwcvvViYV+F+IwBSPWI5m3kLu/8KgKHtAfT0LRQKqFar0jULDPpbpqamMDMzA8uyxKuFTnr00T179iySyaSUzNnJ6/F4MDk5CQCYnZ2VDQiVSgU3btzAxsaG7GG6c2WK3+/HxMQEFhYW8MADD+DBBx+U18j3hEfAVquFfD4vfsDNZhN/9Vd/BQD4nd/5nbvx0SnvARWYfSaXyyEajco0Mo8d9uqQvURs3zkEYKgsTC8WlnEbjcZQUrZarcqRiseKYrGIXC4neZO5uTmcPHkSU1NTQ/mOTqcjeSFgcJQ6fvw4UqmU9K9Uq1XE43FJyk5MTCAajSKbzeL73/8+NjY2sLu7K6+VsOclHo9jfn4eDz74IM6fPy9G4DxyhUIh6e4tlUrI5XLI5XIol8vweDxyO2V0UIHZZzhJDAxyK+xb8Xg8kudgRysvblZ0AEiyk01pvV5POnntDnT0dOl0Osjn8yiXy6jVatje3obL5cL8/DwA4NSpU5ibm4NpmqhWq9jZ2cH6+rokZRlVfOhDHxJzKtM0Ua/X4fF4MDY2hkgkIq8vm83i8uXL2N7eliiI5XiKHyOv8fFxnDlzBg899JB0EpumKcnver0+5AnMLZP2crgyWqjA7DMLCwvI5/OIRCJvueh4MVEkGE0kEomhlnsAMipAoyd7KRrYG2Ks1Wryrc/y7sTEhEQds7OziMViqFarePPNN7G4uCgWm81mU44/pmliZWVF+li4YjaZTEp1KZ/PY3V1FYuLiwgEAtJQx6OaXUwty0I8Hoff70e1Wh1qKKTlBEvedw48ctyBVhdq4zA6qMDsMzMzMyIsjUZDLhJgUKoG9gYQ7ZUfzuEwR8KyMU267/R5YccuXecajYasPEmlUhgbGwMA8ZF58803cfnyZdTrdUxMTKBaraJUKiEej8v9pdNpKW+zzyaTyciMUbFYRCaTQaVSGer85WuyzzUlk0mEQiFUq1Wsr68jEonI8Kd9MwGPimwa5PiD3apTGR1UYPaZdruNyclJuFwu5PN5+VanWROwd1GFw2EREvs0tcvlQqlUQqVSQSKRkJItV7ICewZW1WoV1WoVoVAIExMTCIfDmJqaEoFxuVxIp9NYXFxELpeDy+VCJpORwUmWx0ulEm7evIlqtSrzTc1mE5lMRh6z0WjIYnseg5jMtR/f3G63HOtCoZA00K2uriIcDsvxjaMEHHPgYjm66N26dQvA3noUZf9Rgdlnfvu3fxvf/va3Aew5tgGDtn+7l244HJYLstfrSd7GbgoeDodlARr/zS5SvBANw0AsFsPk5CSi0SgmJyeHjLrpweL1elGpVFAsFhGPxxGPxyWaSKfT2NjYQCaTQS6XE5G0T1NT/DgCwAHLqakp1Ot15PN5AAMxZRPg5uYmPB4PfvZnfxbT09NoNpvymMxDcQVKuVyWJHWhUEChUAAA7Ozs4JOf/CT+4z/+w/HPT/nBqMCMADTZjkajWF9fBzC46NjVSpsGjgXYjwLM01CMmIOhZwwb9ziZ7XK5YFkWJicnkUgkYJrmUNnb7/djcnISp06dQrvdxvr6+lDEwftLp9OoVqtDy9l4JLOvSgEgRuN2+8w7xRSAbDJ4/vnnMT09jcceewyhUOgta3LZKGg3ouIeJ2Bw/BofH3fuA1PeMyowI0C5XJatjRsbGwAgA4IsEXOuh//LXA0v2J2dHdkAYE/88u8s746NjWF8fBzz8/OYmJiQMQC7rUMgEBDDbq/Xi52dHVQqlaEBR1o8+P1+yYV4vV5JEAMQIeEWydXVVTSbTaytrYng8LlxhQqnyF9++WXMzMxgYWFhyDSLQkbzKyaDaYAFDBLQR48evRsfnfIuaCevoiiOoRHMCLCysgK/34/FxUXJI3DDov0bmpsZOaMEDCIOLp03DEO6bRuNxpC1JjuDx8fHJanLHhz6/PL+WJGZnp6W3A09c3k7Vqr4O7SXYEQFQPxtjh8/LmVtTn7z94BBBcrv98vvGoaBTCaDpaUlhEIhsca0W21yvondzm63WxLkpmnKxgJlf1GBGQFWV1eRTCaRSCSQSCQADKo0HDA0TXPI/8Ru69Dv9xEOh5FKpdDtdpFOp6Wiw0lpYM86gfuf3W63VKpcLpccfSg4zN8wv8JS+Z17p3l8459yuSxVLCZ0z58/j1arhUuXLqFYLMpjsJfHPirBI1CtVsOtW7eGEtBcc8tjXLvdlhyVz+eTSphhGPj1X//1u/TpKT8IFZgR4NixYzh9+jQCgYBUVtj92mw2YVnWkGcKNzACe3YNFB269XOvNPMhtJmksOTzeYkY7JPN7Jbt9/vSXMeOYruhN0vn9v3SNK0ikUgEU1NTmJycRLPZlB4bVpcokjSzYrcxI6rV1VVMTU1JmZqmVexuNk0TY2NjIlqMjOz7s5X9RQVmBLj33nulx4R9JsvLy7LF0L6fmSJBGAnYjwmRSESqO/aIg/NEbLNnktaeGLYPVTJKoQUnrSCAQb8KL/RWqyV7qHu9nhxV4vE4otEo+v0+IpEI4vE41tfXRYwYmfDIQ7NxLnXb2dnB8vIy7rnnHgCQZXOserELmQbhbEzk4Kay/6jAjAAf//jH8corrwxtC+CFzvZ+9pfwuMKKiT2q4PGBc0TckggMLjpGG/aKTTgcHtoWYHfwZ76H3rrM6wBAKpVCIBCQ3UmsRtFWExjsQYpGo2JgderUKWxsbMgE9J27nfi6uVbFMAysrq7i+vXrAICpqSmx8Wy1WtKcFwgExEwcAH7zN3/TqY9K+SFRgRkROI3MC5i9IzRisve68IgBQIYca7UagsEgLMuSiAKA5GBKpRKq1aocQXgfbLPngGIoFJLohMcyXvT1eh07OzsAgPn5ecRiMXGUazabknzmVHMkEkEgEJDHW1hYQCqVQrlcFssFAHJsY6Ka4uN2u1EsFnH58mUAwIkTJ3DkyBHx8qVY0XiKAqOMDiowIwIjALuVJLtpGVUwZ8I8BLC3KqTdbourPwcKmZgFIJUgCgwrMoFAAJ1OR2abLMuSx2SS2D40aV9+lkgkkE6nxacFGERHFCsmpKvVqtyeUYzdcoJzUaZpys5sNvG53W6JYP73f/8XwWAQ09PT4sSXyWSwsbGBUqmk09QjiArMiFCpVBCPxyWCoZAAGPLhZYXHLjAApIRt96blojJgEE1w4ppLy2KxmEwlM79xZ+TEqWy7sACDfEi/35e8RzAYlPwPmwC5c8nv94utw6OPPop0Oo2LFy+KqDHHxG5cu/h4PB6Jxl5++WUEAgE89thjmJmZQSQSwZEjR3Dr1i0sLy/LkUsZHTTdriiKY2gEMwJ885vflJ4X+94jHoUikYgkb5kTse8NYj6F7fdso08kEnJ/ExMT6PV6iEQi8Hg8kuC9c1kaqdfrEr2wVG23WOAaFc4EdTodiYbsM0K1Wg3JZFISv/Pz8/iZn/kZlEolLC8vA9gbxGTyl4177InhYzYaDVy6dAmGYeDRRx/F3NzcUA/NL/7iLzr8SSk/LCowI4BlWVIlurN06/V6kUgkpJuX+Q57TwzzKPSModj4/X65P26JpJjwIraviuXjcoCyXC4jn8+jWq0OTUMDe4OHXCFrF0T7Yjf6tnBOqtls4ujRo/jMZz6Df/u3fwMAvPHGG9jd3ZX7ZKLX3oPD15rP53Hx4kW0Wi389E//NKanp+FyuWTzgDJaqMDsM9/61rdgmiZqtRq63e5QrwcjDa/XK1PPwWBQhgiBvQ5dOt+x6c7efQsMcjzBYFBK1HYhsnvkMs+Tz+extLSE27dvI5vNSgTEHhw+Dlv8mdcJhUKS5I3FYhgbG0MsFpPczY0bN1AqlXDixAn8/M//PIBB+fnFF1/E5uambJmkaLHhD4Ds3gaA7e1trK2tIZVKSSSljB76qewz9XodsVhMyrl0jLMsS7x4q9WqmCvZfXoByNHF7t3Lfhp7dYii0+l0hqwVGJnYp64zmQxee+01XLlyBcCgYe4nfuIncPPmTbkd903n83kRK8uyYJqmvIbJyUkRmXA4jEajgVgshlqthq2tLTmWnT17VtbVUmjZh+P3++U1cC+SaZriP8P3z159U0YHFZh95MKFC2JaPTY2JnkRYJCrWFtbQzablYuY396MagCISHCnMwXDPkcEDNtuAntVKvaoUDjS6TSuXr2Ka9euodfr4b777sOpU6fw0EMP4V//9V9lGDMSiWBubg65XE6ORZZlwbIsTE9PA4AMS7JbuFgsolgsYnd3V9zygEEFamZmBslkEqurqzLIyL4a+wjAsWPHMDMzg/vvvx9TU1NilG4YBv793/8dAPDEE084/tkp7w0VmH2EHaztdluOEcyZHDt2TGaR2ESWzWbFKIrHEOZAOPDHI4+93R+AtOGzaY4ixKloJoP5eNxNPTc3h7m5OcTjcUxMTEgbvsfjwfnz5+F2u9FsNuH3+2FZFpLJ5JC/b7lcRr1eRzqdxiuvvIKtrS0x6eZgZyKRgGVZmJ2dlUlw+/R4MpkEABw5cgSzs7NIpVJIpVJyTGMOiU2FyuigArOP2McB6DXLdn6Px4P5+Xl0u10sLi6KeXaxWEQsFpNjSDQaleY2Rjb2XhZGJuwzYVRg79RlFQgYRBPsDKZJOI9hhUJhyIh8bm5OHOfsxzT77qTd3V2k02m88cYbeP3119HpdODz+aTjGIDkllKpFBqNhuSLIpEIUqkU5ubmAECivGg0KgvmeGxiR68yWqjA7CPsqOWg4NbWFr7//e8DAO655x4p7YbDYTSbTfF3odQFM6oAABSzSURBVNgAg85ZVovY7MbGPHvjGaeuKUD2bmB7tzCtEEKhkNxPsViUpWl2tzxgr+HO7hHMSCKXy+HatWt4/fXXsba2hnK5LN259oX1PCLFYjGcOnVKSt5MGFOwuCYlkUhgZmZG5qGYBGbk9Ld/+7f4tV/7NSc+MuWHRAVmn+HaV14oL7zwAoDBwrJEIoEXX3xRBMjtdiMUCskOIv4+F8GzZ4WetfbtkISVIB5RGP3wYq9WqwgEAkgmk2+p5HCqGhgkp7lqhWLWarWQyWTE3f/q1atYWlpCJpORUQWaY9XrdXH/Z/6GFSf7BgRWsYCBTWehUEA0GsXp06fxYz/2Y5idnZWOY4qey+XCX/zFX6Ber+MP//APHf4ElR+EdvIqiuIYGsHsI/ymDgaDcLlcOHfuHD7+8Y8DAF544QVcvXoV6+vrYosJQHpiWG2iVSUjEFodcIuA3TCb80XM94TDYem+ZUWn2WyiWq2i3+9jfHwcoVAI/X4fi4uLuHHjxpCdBDtwy+Uytra2cP36dSwtLeHmzZsAgK2tLUkg2y0uGe3wNd28eRPtdhsLCwuyGTKbzWJzcxO5XG5oiLFWq6FSqUhXMn107HuWGN3x6KTsHyow+wgd4DhxXCqV5AJOp9NDFgTMmXDCmdUcNtrRDtOyLASDwaGcDWGCl1YI7XYb5XJZGuWAvcQze1cWFxfFLqFUKsmR66WXXsK9996LarWK119/HYuLi9jY2EAul5OeFHblulwuyRXxomdPDu93aWkJ6XRaksa7u7tiuMVjmX0UgpPU7XYbY2NjcLvdkpeyr0dR9hcVmH3EbktZq9Vw5coVsSbI5/NycXHK2N6Gz29rJlU9Hg8KhYJMNPNbnAlSANLt6/f7EYvFpArDcjXvt9frIZfLYWdnR4y7FxYWpHIFDKKOSqWC27dv49KlS7LkjU1yAOT5ut1uWfHKaek7NztyFoklcpprMfoB9taWUHBYJePtKGws/dunspX9QQVmH2m320MrWDkcCAwuznw+L70r/HOnZSZLz8FgELVabci0yl5JYmTCpfPsT+GwIKtAdqsGbgmgMVWn05GS8alTp7C8vIxLly5hfX1dIhWKAO/L3pPD52Ff1gbsCYfH4xGxsW9OoAUn4awSIxVGK3wNPH6pN+/+owKzjzDkX11dlRIwL7pwOIx0Oi35EooA/78dCg5FhKVk+/3x9+wT0XSz40Q2sOcHw99nJMELllGM2+1GPp9HpVIRYfD7/Wi1WvJ8gsEgut0uKpXKUDPf2/m2sLrFLZJcR8Jjlv01UIDskUq9Xhdh5b+12238wR/8Ab761a++Hx+X8v+BCsw+YhgGotHoUNTAizAajSIej4thk90y0568ZETDZjced3ghvt3MEku6tETwer1DEQab8viYNJACBn03ACR3FA6H5fbcBEmB4SR4KpWSnAvL8nSkAzA0B8Vxhng8LvkWCkylUpFkNQ3My+WyCI090c0/f/7nf+7Y56e8Oyow+wgjh3a7jUajgWAwKHmEQCCAkydP4tatWzIAaN9RZP9WZx7G5XIhkUigUqmgXq8PTUnbIxN7VQeA2GwCGBIXihOnte1bDxiR2I9uPNbwMdvtNizLwoMPPohTp07B6/WiWq0in89jZWUFL7/8MoBBAx2PNd1uF+FwWNz5eFQDMHR86vV6KBaL2NnZwfz8vAgnXx97Y5T9RQVmH5mcnJS2eK4T4UUfjUYlt0BTa4qAYRiSl6CjvmmasCwL586dQ7vdxosvvoirV69KZELBYKRkFwTTNCUqshtus2GPAsRuYQBi8m0vf3NUwZ4L2drawsrKCubm5nDkyBEEAgHkcjlEIhFp7d/d3UWxWBwqXXNbgb3aZF/PAgwimhs3buDYsWOyVgXYW9GiFg77j34C+8if/umf4tlnn5WJ4VwuJ4N9kUgE7XYbx44dw8LCguQVmIewmzCFw2EcOXIEx44dkyHA2dlZ/NM//ZO4xtH5n9/skUhEzLzte5fsuRCXy4XJyUkcPXoUKysrQ2tVWNpm5MBErt/vl9s0Gg2xZWCvDuerAoGArHe1LAu1Wk1mscrlsnT9RqNRER377iY+97W1NVy9ehXj4+My6c2KlgrM/qNpdkVRHEMlfp+5cOECvvGNb2B3dxeGYQwlcGdmZhAOhyVfwr6YUCg0lJfgcWViYkIa8s6fP49sNivHi7W1NVSrVblto9GQfI/dCpNJWrfbjWQyiYWFBYyNjWFzc1NK1rydvS+HxxI2/fF+uWd6Y2MDS0tL8Pl8iMfjSKVS0o3sdrvx/PPPY21tTR6DR8ZGoyGJZVbB7PmkXC6Hy5cvY25uThrtKpXKUPVJ2T9UYEaAiYkJaYCbnJwEAMzOziIej4tZEy8smm3brQ54tMhmszJh3Ov1cPToURw5cgQAxFCb5lT0hzEMQ7xvgb1u38nJSZw/fx5jY2O4du0acrkcfD6fTEqzSY8JYB69mCQGIAOavV4PhUIBKysriEQiCAaDiMfjchxMpVI4evQo/vu//xuvvfYaMpkMAEjJmjmdXq83ZDrOtbUUTx7N+FqYz1L2DxWYEeDTn/40/vEf/xGnTp3CzMwMgIHosITN+aB2u418Po9SqTRkJJXNZhGNRtHtdrG8vIzz589jamoKPp8P29vbAID19XXk83lZRUvHOEYJvCh9Pt9QXwkNx7e3t+H3++ViD4fDkgy2RxX2zQh8zj6fD6VSCbu7u9je3sb4+Di8Xi+KxSKAQbL7gQcewNzcHB5++GG89NJLeO2117CzszPUV8OKGfMvtKZg/ooGVtFoFH6/H88999xd+gSVd0IFZkQoFouIRqNSWen1euK0X6vV5ALlCAEb3mgYTr/etbU1rK6u4pOf/CSOHTuG++67D8BAYNLptNyWj8GVrTxK0eFue3sbL730EgDIKEM6nZYjXCKRkL4bOsvRLoICQzFg1SoSiWBsbGzI5gEYzCKFQiFMTk5idnYW58+fx+LiIi5duoRLly6J/QPFitWkfr8v5Xl7tGJfJKfsLyowI8Bzzz2H3d1dZLPZt5hA2R3maCXJPhFgEHHMzMyg0Wggk8mg2Wzi2rVrkkehtea5c+ewvr4uTWn2+R3meXh/PHpUq1Wsra2JKBWLRZRKJQCDIxywt7/JvkeJ+ZFwOIx+vw/TNDExMYHZ2VkcPXoUZ86ckaMfACmHc8rasix86EMfwokTJ/DQQw/h1VdfBQBcvHgR6+vr0uRHU3AOelJ04/G4CsyIoAIzAnz+85/H1772NZluBiBm1vF4HKZpDu0yikaj4rTf6XSQTCZRq9Vw48YNEaJ8Po9CoSDHhuPHj+Phhx/Gzs4Otre3ZSUKO3nZV8PEKPM1TAaz0Y+J1Hq9PuRIx8lt+x4jltSnpqZw+vRpOQLSnsK+c9tuu8mck2maOHHiBBYWFgAA999/P9544w3cvHkT2WwWvV5P9i6NjY1J2TuRSODJJ590/HNT3h0VmBHB5/Oh2WzK8aXb7Uq1iD0prCCZpikCw6XyuVwOoVBI+l18Pt9QMnh6ehqPPPIIAOD69eu4fv26CE2v1xta+8Epb6/XK/YLhmHIKhRgUKmhSHAg027JCUCS1vfddx/uv/9+zM3NwbKsoeY8ANLzwt/xer0iNp1OR44/586dw4kTJ5DP55HL5VAqleByuURwWW265557HP2slPeOCsyI8LnPfQ5f//rXh/YYJRIJhEIhBAIBWJYFt9stGwV4MYVCIYRCIanYcEp6Y2MDr732mnyrr6ysSHPcuXPncPr0aSwtLeHq1avY2NiQC5xl72azibGxMfj9fmQyGYmoWKlhh2273ZbcTDweRzAYlOPJ1NQUzp49i9OnT2NiYkJW3zIq4nGL5XMelZLJJEzTlCjL3vLPiOXkyZNDHjadTmdoZkoZDVRgRojf+73fw9/93d8B2OvQ5fwPqzmmaQ7NGDG5yr4PXmw3b95EJpOBZVkAIMcbv9+P8fFxzM3NYXZ2FpOTkyiVStjZ2QEwMLrK5XLwer0yP7S0tIRGoyE5IQASSdFhjwvXJicnJYI4duyYVLM4g8SENccfAEjUxsgmEolgdnYW4XAYkUhEytk0IudrZh5KGV20k1dRFMfQCGbE+NVf/VX5+8svvyxHIFZ2Go0GisWiHJFYqTEMQ6pLPLrUajXpg2GnbSQSQbFYxMrKikQd4+Pjkgw2DAOhUAiWZSEWi+HSpUvY3NyU4xGjhmAwiOnpaRSLRczOzsIwDMRiMZw8eVLWh9RqNSwtLSGXy6FSqaBUKg3ZK9iPZWzS4+aCRqOBVCo1NCeVSCRkTcrU1NTd+UCUHwkVmBHmgQceeNt//973vieJ1GazKXmaubk5TE5OyuT1nT0pbN1ngnZnZweLi4vw+/3Sts9yb7/fx/r6OpaXl6XzluVmYLCDqNfrYX5+Ho1GA+FwWGwTrl69CgBYXV1FOp1GqVRCo9EQCwk26PG5cV81e2HsVTJaVQCQ7Zb0I1ZGHxWYA8jjjz8uf7948aIkeOfm5nDy5ElsbW1J/wl7Umh5Wa/XZWaI/jLcQQRAZp4KhQLW19dRKBRkfaxpmhKduN1ulEolxONxWWrf7XZx6dIlMQnPZrNiBcrqE6e1WaoGBklev9+P8+fP48Mf/rB0GLOb2G5IVS6X8dRTT92V91n50VGBOeD8+I//OK5duyYNb0ePHkUmk0Emkxly5K9Wq9jY2EC1WpW9z+x58fl8EjEwccuydCQSkWqP2+3G1tYWAGBhYUF+RruJ5eVlvPLKK0in0wAgq1OAQfk5mUwiEAigWq0OHX38fj/OnTuHRx55BDMzM6hUKtIAaB/E7PV6ePjhh+/SO6u8H6jAHALsQ4ezs7OwLAuZTAb5fF6OUisrK8hkMiIuNJxi/oZiw0oR17yaponV1VUEAgEcO3ZMPFe63S4mJyfR7/exurqK27dvY3l5GRsbGxJxcE7J6/Vienoa586dw5kzZ5DJZLC0tCTVo1QqhZ/6qZ/CzMwM2u02vF6v7KG2Rzqcg1IODiowhwDueR4bG4NpmlKq3t3dlc5gXvgsM3NSmd229l3TjUZDhiPL5TJqtRpWV1fh8XiQy+UADFzouM9pa2sLV69elXwO+1E4YR0KhTA2NoaxsTHce++9CIfDOH/+vAhGMpkU/2Fgb1iRM05Ey9IHDxWYA8q1a9cA7G1YZIs9l5u53W6Mj4+LwGxvb0vug5EJu2b7/b4ID+0PisUiGo2GHI92d3dx+/ZtGTwslUpIpVLodrvY3t7G9va2NOPZdyxRuFgxKhQK8Pl8SCaTQ65829vb8Pl8sCxLoixWtpSDiwrMAeXMmTMAgCtXroiVJv10g8GgTEUzectl9Z1OB4ZhIBAIyPbGer0u0QQjFrr+s4rjdrtRKBSwuLgIYBARTU9Py6iBvduYrf30qel0OsjlcshkMqhUKhLhMCLpdrtIp9OIxWIy/a0cDlRgDjjdbleqLRwS5AQ2Z4MASCmahlChUAiRSAThcHjI9DsUCqHb7SKfz8saFR5dgMHObAD46Ec/ihMnTsCyLMzOzspKEXYTA3ubF7lSpFQqyRoU+yzSzs4Ostksnnjiibv51il3Ae3kVRTFMTSCOeCcO3cOr776qjTW0dmu2WzKMQgYNMaVy+WhdbJ08rcPT3Y6HZRKJVy5cuUHPu5XvvIVnD17FvPz87j//vuRSCRkrzQtL2/fvi3Ht3K5jFwuh0ajAb/fP7Tald4zyuFDBeYQEI1G0el0RFhoqVmr1cRwamFhAcvLy2g2m2/Z5AhALvZ6vY6///u/f0+Pe/PmTSSTSUxNTWFubk56Yew7m65evSp5HOZcWMZmLubDH/6wHo8OKXpEOgQcP35c8im0reT0NPMgtDdgZce+o7pUKiGbzSKbzeLrX//6e37cCxcuYGdnB16vF9FoVBLGxWJRLEAnJiaQSqVkb1MikYDL5UIoFJIZJC0/H14MfoO97Q8N451/qIwkrPLQfMqeoP3Od76DW7duid0Bm9iq1Sr++q//+kd63IsXL8Lj8aBUKuH69esAIB3FhmFgfHwcJ0+exJkzZxCNRmW5GzCoNrGTWDmY9Pv9t90RowJzSNna2oLH45FpasMwUCqV8OqrryKdTksHb6/Xw1e+8pX35TGff/55eDwe6fbd3NyU3phUKoWpqSlYloVIJAKv1yuRi91nRjmYvJPAaA7mkNJutxGJRHDq1CkAA4tLj8eDe+65B8lkEoVCAcViUTx23w8ee+wxfOc735EksmVZcLlcMiQZi8UQjUaljM78kHJ4UYE5pMzPz+Py5ctiw8BjkWVZ6HQ6kp95v60PuFIEgGxAiMVisCwLlmXJiIIeiT4Y6BHpEPPP//zP0lUbDodRKpWQy+Wwu7uLTCaDL3/5y44+/ne/+11EIhEZWvR6vbIhQDlcaA7mA8o3vvENABDDJ7riPfvss/v8zJTDxDsJjJapFUVxDI1gFEX5kdEIRlGUu44KjKIojqECoyiKY6jAKIriGCowiqI4hgqMoiiOoQKjKIpjqMAoiuIYKjCKojiGCoyiKI6hAqMoimOowCiK4hgqMIqiOIYKjKIojqECoyiKY6jAKIriGCowiqI4hgqMoiiOoQKjKIpjqMAoiuIYKjCKojiGCoyiKI6hAqMoimOowCiK4hgqMIqiOIYKjKIojqECoyiKY6jAKIriGCowiqI4hgqMoiiOoQKjKIpjqMAoiuIYKjCKojiGCoyiKI6hAqMoimOowCiK4hgqMIqiOIYKjKIojqECoyiKY6jAKIriGCowiqI4hgqMoiiOoQKjKIpjqMAoiuIYKjCKojiGCoyiKI6hAqMoimOowCiK4hgqMIqiOIYKjKIojqECoyiKY6jAKIriGCowiqI4hgqMoiiOoQKjKIpjqMAoiuIYKjCKojiGCoyiKI6hAqMoimOowCiK4hgqMIqiOIYKjKIojqECoyiKY6jAKIriGCowiqI4hgqMoiiOoQKjKIpjqMAoiuIYKjCKojiGCoyiKI6hAqMoimOowCiK4hhGv9/f7+egKMohRSMYRVEcQwVGURTHUIFRFMUxVGAURXEMFRhFURxDBUZRFMf4fyPy9P+t3+2fAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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o1WqoVCr6GN5mO69gyf14p63l+QFAqVSCYRjI5/MwTROVSgW2bePg4ADf+c53cOHCBQCHYiqdwGKAJa9FHjMSiSCVSiGVSr2mIUpy56HAjBASfQBQl7pQKDRURpZhQLnAJHoBDkvMpmkiGo2i2WxqiTkajWqzmpSDJaqJRqOaO2k0Gto0JyME3sFIiXQksSwiIMLgNZxyXRfhcHjo2FQsFnH16lVcvHgRhUIBAPR5iWh5X5sciwBgfHwcp06d0tL3l770JdRqNfzu7/6uj58K+UmgwIwITz31lOY6gEFlxTAMzYmI9wowiG68VpihUEgHG+WYJElfiSYikYjOFUnznuRZZDYJAOr1Osrlsj6+9KfI8ejmapOIiBy7ROTkMWVGyjRNxONxtFotvPzyy9jd3R2KkGQkQEYIZKgzHA5jamoKAHD27FnMzMwAgI4uiOCR0YQCM0LEYjEVhGq1il6vpxGKtNPH4/Ehj1yZI3JdF5VKBc1mE/F4XBO6kitxXRfFYlGPU1I5arfbqNVqKJVKAAbHmna7jVgsBtM0kU6n9QjjzcH0+320Wq2hJjhpvJOciXQZey00Nzc38dJLL2mZHTg8ZnmjGImMFhYW8PDDDwMApqamEAwGUSwWtTxfq9V8+zzITw4FZkSQI4YcDyRqEOsFmYY2DGPIo0W6ZKWbV6IMiQq8UYIch/r9vopSvV5HpVJRb5ZqtYpQKIRcLodkMolMJoNCoYC9vT09XgHDuR15HiIOUuUZGxtDOp3Wuaf9/X288MIL2NjYAHC4z1qes+Rg+v0+EokE3vGOd+D+++9HPp8HcHgEFDNzmfz+h3/4B9o6jCjs5CWE+AYjmBHgySef1LyJt2tVkpwAhrp0xZoBGEQBkkcxDAOZTAbA4VI07x4j+TvTNNFsNlEsFlEul7G7u6sRTCAQQDabxeTkJPL5vOZ3CoUCSqUS9vb2AAx2G504cQLxeFwjFLF+GBsbAzDoRp6ZmUEsFkO5XMbGxgauXr2qxzeJYCQik6golUrhoYcewrvf/W4YhqG5J6ks2bYNx3FQLpeH7DnJ6MEIZgTwrv8Q+wKh3++rzYJUj2QAUZrsut2uttq7rqtiJEcmmaoWe8t6vY5SqYRKpYKdnR1sbGxoh61Uao4fP46pqSkdqhRzcekIliHEfD6PTCajtp1iOC7/xsbG0Gq1cO7cOXz/+9/H7u7u0AAlcLgCJRqNIp/P42d/9mfxMz/zM0gkEjrAKfufpE+m2WxqN3K5XManP/3p2/65kR8NI5gRQTpmvU788r1EHtKO702cencXhcNhFYGbS76NRkMd5iqVCkqlEmq1GlZWVtDv97GwsAAAWFxcxOzsLBKJhDb67ezs6IaB+fl5AMCxY8dQq9V0H5M45CUSCW3lD4fD2NrawoULF7C6uoqDgwM0Gg2NrrwVIKlYnTlzBr/4i78Iy7LQ7XZhWZZWzESA5f2SRLVlWZywHlEoMCOAdOF6qz4SKUg52XVdNXFKJBJDq1tlKDKXy6lnrkQIUn4WgajVatjc3EShUNCu3lOnTuH06dMAgLm5Oe22XV5exurq6pAlpojH2NgYgsEgGo0GXNdVP5dsNquitr6+jpdffhnLy8saYUn52SumchyMxWKwbVvHDmzbVvsGYBDpSQezbEsQm02vVw0ZHSgwI0AqlVJH/Xg8DmBwbJAtjNLQJrkK2UkEQE2epCckFAqp0Xer1Rrqq2k2m6hUKtje3kaj0UAmk8Hk5CROnjyJiYkJANCq1dLSEi5cuIBGo4FEIoFQKIRyuawVolQqhVKphFKppFGF5EU2NzcBADdu3EChUEC5XNZIDDgsS3utNeUY1Ol0UCgUkEgk1ANHHlMiuUAgoOVzOW6Jby8ZLSgwI0AsFtOl8yIctVoNtVpNbRhEQKQk7Z33kSY8OT5JVCEDjXI7yVk0Gg1ks1ksLi4ik8lgfn5eL2IRtmvXruHg4ECjnsnJSSSTSR2edF0XW1tbQ9GN67q4fv26JoxrtZomr6URLxKJaKnce8wTIdzZ2UGhUIBlWVhZWYHrunjooYcAQBsRpRcIOFx1+0//9E/4vd/7vdvxcZHXAQVmBJiYmEA4HFb/E+DQ6kDWkYjtpUQLIjChUAitVgv1eh3xeFzb/mXjonergCRybdvGwsICFhcXNTEr+RDpzE0mkzAMQ5eqGYahQ4sAUKlUcOPGDdy4cQOlUkmb+8ReEzj035VjnFSKUqkUQqGQNslJtCXiF41G8fjjj2NxcRGFQmFoOluOSZKzSiaT2NvbQ7PZxCc+8QkAwN///d/fjo+NvAYoMCOA5B96vR5u3LgBAJrgFMMpMb6WeSDJsYjoSFdup9PRhK53VEAc+03TxMTEBO677z5MTk5qE5/XCnNychJve9vb0O12sbS0pBFRIBDQI9zBwQEODg5QqVTUu0UqWl7/YK8RuSR3O53O0OhDp9PRbuVms4kXX3wR2WwWjz/+OGZnZ1UkZdZJ5rFufizh13/91/GVr3zF18+MvDYoMCPARz7yEXz5y1/G/v4+Dg4OAAwEwXsM8Hb2vpIjXKFQGHKgk25XubgloTszM4MTJ05gbm4O6XQaBwcHelv5u3A4jFQqhfn5eTiOg+vXr6NWq+l8EzDI/cgwpVhDmKappWUAKgCyVE2qV7JDWxAx9ZpLff/738fc3BwefPDBocpaOBxWQyxJFMuxS/pqvJslyZ2FfTCEEN9gBDMinD9/Hqurq3pssG1bJ6llk4A0o8l2R+CwfyadTqPf72N7exvFYnGoKQ6AzvdMTU1hbGwMsVhMK1PiiSv3J964wWBQE6qSpJWjlHj7SgQjDXneaWrHcWBZFubn5zE3N4eLFy+iWCzqihWJwqLRqM5GSWWoVqvhwoULmJiYwNzcHABop7BYiHq9aMLhsJawP/e5z92Oj4y8BigwI8Kf//mf44/+6I+0z6TZbGJrawuNRkMvdDmCSE4GgLb+x+NxrTiJuffNSV7Zc1Sv13XIUUrIImzyN1LWLpVKuhHSO7ogPTmSuJVjSbVa1SOSYRiYmJjAW97yFuTzeezs7GBrawv1eh2u6+pzM01Te2TkqNPr9bC1tYWVlRUtoXuNp2Q0QV5bIBDQMQkyOlBgRoj3ve99WlZeXl7WFn6JLqSXRKah5WcyjRwKhTA5OalueMViUW0YxFqhVCqhXC6j2Wxqy79UmAAMbQeQhLE8llSE5GuZbJbbezcAAAPTrOPHj2N+fh7JZFKd+GQuSkRScinyuiRZXCgUsLKyok2AMzMzQ6Vu8flNJBKwbXvIDJ2MBhSYESKfz+sWgL29PT0ySKTgTWgK3o2MhmFoP4pUW6QULEchSZC2Wi1t2gMw1BksRxiJDGzbRrVaRaPR0KOZdBPLY4oQBgIB9YMZGxvTeSYRAjGlarfbeqTxbkOQEYJut4tqtYq1tTWsra0BAKanp/WoKEcz2dP9xBNP3IZPiLxeKDAjhDTUydfSgCbRBnDoGyN4jbIlquj1emp72Wg0AEB3ScsgpBx7gMNpZkHMnqLR6NC+6Gq1ikqlAmAgHpKTEV8WAFqBAgb9PZOTk2pSPjc3h1wup5HTzatSJP8jEYyYSy0vLwMYbLuUHhgxJpfnT0YTCswIIVEFAI1IvDuZb15uL7eTVSVyXGq1WtrfIsg+JVnc5jiOrnFtt9s6AyUdw5JIrtfrKBaL6HQ6KJfL2NraAgDce++9SKfTqNfrGpVI/iebzQIYeOhms1m1WZAJ62KxqFEMMBAYKXPLqIPkdrrdrkYwN27cQC6X027jQqGAYrGI3d1dfOYzn8EnP/lJfz8g8rqhwIwQ0jAHDARBog2JFLzHCO+0tEQRIkTSOeuNdCQS8m4IkKa9RCKhohCPx1WopK9GFt33ej2tFqVSKYyNjelCNpngzuVyQ34w3hGIsbExvOlNb8Lq6qpGLAD0aCX3a5qmJoLD4bCOHnz3u9/VOaRCoYD19XXs7u4ORWpktKDAjBDyvzcAnSuSSEbEQI4P3kY775FG8jRyP5KvSafTuvLDMAwkEgld5WqapuZNvJFDtVpFsVgEMBABwzBUiKLRqBqMy9K3aDSKXC6nt0kkEmrPMDMzg3a7jbe+9a24du0aXnjhBRXAer2us1RSXpdkr/fotry8DNM08da3vhXpdBqRSESrU+vr635+NOTHhI12hBDfYAQzQniNogBoVGLbNgzDGFq76t0dJP0vEuHYtg3TNJFMJvW4Io1ysiHSG7WI0TZwuEKkXq9ro58kXG+2WIjH4xoFyYpX2ckEQAcus9ks0uk0rl+/jnw+j/e85z0olUqavJWNkKVSCa1WS/tc5Ego+aFIJIJSqYTd3V3k83nMz8+j3W4jn8/roCMZLSgwI8Kzzz6LRqOhFRgpS8fjcV3/IR2sYtgEQH/WarX0uCMXpswIAYd7lqTEa1mW9q94fW+9FpzSMyOGUt4NkCIwmUxGfVvEdkKES/ZIZzIZtY7Y29vDzMwMHn/8cXz9618HMOhiLpVK2lnc7/dRq9X0uXlFtVQq4dKlS2i1WnjwwQeRz+dRLBbx1a9+FY899tjt+8DIa4ICMyLIRe7dw2wYBmKxmHrqSgQiq0oEiWwkKSzVJ3HDA6ATzLFYTJvrRCy8U8nAIPLY39/XZj9gkPz1lrMty9KSsyRYZahxcnISwKCULXaeMry5sbEBx3EwOzuL9773vQCAXC6H559/Hvv7+9r0JwLpbQIUKwrZeb25uQnLsoaMtchoQYEZEbzHAABqoi1Wl7KFUY5R0jbvrQZ553MMwxgqP4uXithpSscugKF1r81mE9vb27hw4QKuXbsGy7IwPT2NRCKB5eVlTR5bloXJyUkVMUkcJxIJ5HI5ABha2ibJ3rGxMf1ebvfII4+gXq/j29/+tiZ5pWNXjnre98g0TeRyOd1WaVmWihUZLSgwI4Jt27Bte2gP89jYGIrFIur1uto4iAmV3E56Y8TKQXI4XrMn4LDjV8rcMjgoPiwS6ezv7+PKlStYW1tDNBrF2bNn8eY3vxmu62J/f197V0KhEPL5vG6cFCOoVCqlVSTLsnQostvtqjGUzFbJMS+VSuHBBx/Ezs4OXnrpJY3Y5PgnryEWi+kqlMXFRaRSqaFlcGT0oMCMCHJxinDk83kcP34chUIBm5ub2NjYQLFYVOGR/9VFNORo5DUJ9x6lWq3W0HYC6RQWwyqJZuQIEg6HMT09jYWFBW2oS6fTQyMFs7OzME1Te1rC4bBucgQG0VC5XNZ+mpdeekmPgfPz8zoWAQzWwj7wwANoNps4ODjQRG8ymcT09DQAYH5+HlNTU5iamtLoSDYlkNGEAjNCGIah+YxgMIjx8XEd9FtfX8fBwYEup5fjRTKZhGVZiMVi2vQmSVHv/iE5HgHQHUsiQJJclefgbYATU/FgMIhSqTSUq4nH4wgEAtp5K0c32Tu9u7uLtbU1FAoFbG9v48qVKwiFQrqITV7biRMnEIlEcOLECfR6Pezu7iIWiyGXy2FqakpXx0oeSiw35ZhYKpXwb//2b/jgBz/o0ydDflwoMCPAZz/7WTiOg729PayurgIATp48qRPG09PTOl1cq9WwtbWlQ4zSMCdVHTlayMXnHWb07nQGoBUlb05HEsnpdFqPMVJJajabegRzXVcHMuVoFo1GUa/Xsb29DQB4+eWXdSdSu91GpVLRvJDMHwEDMZUNkKdPn8bi4qLOJbmuq6MC9XodjUYD4+PjmJ2d1SOa5KnI6EGBGQEkSRqNRnH9+nUAg2nqyclJrK+vo9FoYH9/H41GQ0vRIggyIe3NRcj4gNcSATh05ZeSciaT0WOICEez2UQsFkM6ndZoxls5kiRvtVrV/hcxuyoWi1hZWcGVK1cADMrPYjlhWZb22xiGoeVmYCAcZ8+excTEhHrDlEol7OzsYGdnRyOiXq+HSqWCXC6Hs2fP4v7779eem2g0ii984QsAwBUmIwQ7eQkhvsEIZgT4xCc+gW9+85u455578Pa3vx0A8O///u/Y3NxEp9PB1tYWKpWK9rJI1AFgyD5TcioyNe3NwcjvxJFfzMOj0agerQDoChTTNDE9Pa39OTdu3MDOzo5GDI1GQw2gyuUyrl27hosXL+LKlSu4du0aAGB7e1t7b+QoJfXuE34AABF9SURBVHYTYhoODFagbG1tYWJiQp3qSqUSqtXq0IR5IBDQ3U6yMvbMmTNIJpPafQwA//qv/4oPf/jDt+OjIz8CCsyI0Ov1sLe3p7mEarWqOY69vT29yMTqUsrWUsoVzxVZdRKJRFRo5P7Fq0WqTWKT4M2tCNlsFsFgEJcvX0alUtG1J3LkOn/+vN7nxYsXcenSJWxsbGB3d1eFQypi0mUsz0mqVnJfrutid3cXxWIRoVBoaP+TjDgAg1yN2E3I+yOC6y1nFwoFfz4k8rqhwIwQm5ubmiDt9/tqr+A1yZbyslycEnFIP4z49kq5WiIYbz+M67qIxWI67+P1x5XH3trawubmppayT548iWQyqVFCtVrF6uoqNjY2cPXqVU3gegWh3+8jFovpcjh5bLmdPCfJzdzcjSuVLq+DH4Chcrx3dYm8J7/5m795Sz8X8uNDgRkB/uzP/gyXL19W4yZgcPQpl8t6MXkFwms6Jb+T//krlYoKk/cilgY7+bnXAsJb0fHepwxYShLZcRwtj58+fRrb29u4evUqtra2dF4pHo9rH4xsGPAmoOX1yD8A2rkr5XOvi5701wCHy9W8jnZiJ+ottZPRgQIzAuzs7OixwbvKQy7OaDSqF9PN09QAfui44b14va52UvWRiEEmpuU+AAxNbEuZWMrljuNoT0osFlMxk8cR1z0RGDEjlw0HYv3pFRD5W/ERlnEH7+sTxBRcIiHp0ZH8kryGL37xi3jyySd/0o+F3AIoMCNAMpnUtn45gkSjUYyPj2Nvb0+PPt5VqyIg0u7vHW5sNpsaKYhYyO3kKCUXPzBoYJOL03v0Euc727Z1pEB2U0sEZJomwuEw2u02arWaWkYAQCaTwczMjK5LkQRtuVzW1bPAoaNdp9NRQRPnPO8uJm+U5bou6vU6qtUqxsfHf8irmIwG/ERGhHq9jlgspg100nQmvR8ANB8CDEcmkqwNBoPa1i9rXeViv9niQRrjAAyJgnd0QP5GogZJqAKH3cCS/JXn5TUAlw0I9913H06cOIFoNIpWq4VyuYwbN27gBz/4AQDg4sWLKJfLQ7NScmzyeuR4mwTFh3h7exvHjx/XYU8AjF5GCArMCPCZz3wGf/u3f4tyuTzkeStHgZ2dHRwcHAxd+CIwkuC0LAuJREI7gJeWlnDhwgU9Akknr5SpvU10XoEBDnMwElVZlqUXugiMCI/YKTiOo4IlIlCv17G2tgbbtjE2NoaxsTHk83mdFJfn1mw2sba2poliOcJJdcs7xiDPWx73xo0b2N3dRSQS0erRM888g49+9KN+f2zkNUCBGRFM08T169cxNTUFYOCl0u12kclkdAGabF28OUcRjUZ1ylg8cVdWVvC1r30NL774IoDBlLTMHfX7fR0DEC9cESxvfkSGF6empnBwcDDkLuddgCY5lHa7PRRJdDodrK2taQI4GAxicnJSe2IknzM9Pa0exOVyWQcY5e8Ex3F0vEEEb39/H6urq0gmk2oOLpU4cudhJy8hxDcYwYwIH/vYx/CHf/iHQ4nXmZkZJBIJANBEqhxxvHNHMl+Uz+d1Tml+fh4///M/r5HJ+fPnsbOzo8ZP0vErkYJEHXL7WCyGZDKJ2dlZTE1N6WS1HFfkyCXOewDUT1e+l96WYrGI1dVV3UKQTqeHbB0kKpEjoVh99no9NBqNoVyRrHORActyuYylpSXk83mdWSqXy/5+WOQ1Q4EZIf7u7/4O//mf/wlgsId5bm4Otm1rOViOBrVaTW0dxOip3W6jWCzCtm1ks1m4rouxsTHMzc0BGBwbRCBk3StwaBouiEClUinMzc3h5MmTqFar2N/f18lqAEMewCJ4spLWO7rQbrfRarV0j5GsNxkfH9dxh3Q6jfHxcZw/fx5LS0vY3d3Vo5I3OS0jDl5zcbF3qFQqQ4lvMhpQYEYMKQMnEgmt3gQCAbTbbXW28y6kDwaDKBQKmhtZXl7GPffcox4rCwsLAAZ+MjKZ7N077V07CxyKgkQh2WwWpVIJKysrsCxLK1qSDxFTbmkSlPsDBi37IkSWZWFsbAzlchn7+/uaaAYGZfoTJ04gl8vh9OnTWFlZwcrKCvb29lCtVlUAvaV02Vwpfr/eJLN3ZxS5s1BgRoy9vT0Ah6s8otEoHMdBuVxWl3/DMDRBats2Wq2WXsi7u7vY3t6G4zg4deoUjh8/DgB4y1veov/Ti0m2jAh4y79ybKpUKlhdXVXXOYkUpFIj/SryXGXfdavV0vknSR7L0U7Wysbj8aE5qUAgoEvhstks5ufn8aY3vQnr6+tYXV3F5uYmAKBWq6lBudeRT45r0ifz7LPP+v45kdcGBWbE+OVf/mUAwJe//GVYloV8Pg/DMLQbViIBadkPhUI4fvw4arUarl69ik6ng+3tbQSDQV13AgwMrHZ2dlAul7G3t6d5G2mo84qFNOG5rju02VH2VAPQI5qsog2HwxoVSTQVi8XQ6/V0MntqagqTk5O45557dARB7sNr5ymWmhMTE1hYWFDDqatXr2JnZ2eo70a2X7LRbjThJzJi/M3f/A2AQSSTTCbVqV+OLolEAqlUSvMX9Xod8XhcV42USiXNewCHx4pcLocHHnhAS7m1Wk17TiRZCxzOLEnZWcYVvPuKgIFNZTwe120CkheS/IjcVzgcxtTUFO69917Mz8/rKhOv657MQsmxSfpwTNPU3hkAmJ2dxbVr17QvqF6vqziZpolPf/rTt+MjIq8DCsyIUSqVAAyODblcTndASwJVHN9kBkj+5xYhKBaLeqF7hx2DwSBmZ2fx6KOP4sSJE1haWsL169dRLBb1CCN4K0Vi1SBTzVLlkryPRC8SqRiGoQIju6zvu+8+nDlzBsePH1f3PG/ex9vsJ7aeMg4heR0AmJycRDqdRqlUQqlUGmrM+7Vf+7Xb8OmQ1wsFZsT4q7/6K/36P/7jP9RU2zRNjI+P60ZGiSS8+4OAgUDVajWsra3hO9/5jiY8ZT9RNBrF9PQ0ZmZmcP36dVy+fBlra2va3g8cDkyKpeb6+jpqtZqupAUGSV7ptK1Wq+j1ejpJnclkAAyaBRcWFrC4uIjp6WnYtj2UlPWaYcmRrNlsIpPJaGUMGLaaiEQiyGQyyGQy6PV6OHnypJ8fB/kJocCMMO9///sBAOfOnUMul0MwGEQ+n8eLL76oF9/4+LhOSMtCtXa7jUuXLmF1dXVoeFESxPPz8zh16hSmp6fxwAMPYHFxUZPL+/v7qFQqiEQiOHbsGILBICqVCur1+tDeJkmyhkIhJJNJ9RWWShAw2BZw7NgxHX+oVCrodrtoNptDpXbvlHWr1UIsFsPi4iJs21ZPGQA6uHnixInb8O6TWwEbBwghvsEI5i7g7NmzQ9/ff//9+vX29jYMw0Cz2VTnfplwLpVKmluR7Y2JRAIrKyt4+eWXYds2JicnMTs7q1FGIBBAIpGAbduIx+NYWlrC1tYWQqGQVmsAqHNeMBhEIpFAu91GJBLRmSi5r0KhgNXVVZ2lKpfLaDQaOgMFYCiJLDuPXNfVnI000JmmiWPHjvn7ZpNbCgXmLmdyclLL0sePH8fx48dRrVb1qOR1vwuHw5oQDoVC2N7exvr6Oi5fvqyVmlwup8euvb09LC8vo9Pp6NbJVCoFYNAcF4vFNFdiWRay2SzC4TB2d3cBQCedK5UKqtUqyuWy+vp6fV4ikYiKXzabRTab1b3c3qa/n/u5n7udby25BVBgjgArKysIh8OYmJjAmTNnhrplJX9Rr9c1AVytVhGPx7UDt9/v6xyPZVnodDool8tYX1/H+vo6IpEIstksQqGQzkbJFkqZf7JtG4FAQBPHwKB7uFqtavJW8iyyacC7QTKZTGJxcRGLi4sIh8NadnddV0vy5O6DAnMEeOc734nvfve7cF0XMzMzeNe73oVisQjHcbT5bGNjAxcuXEC73dZqTzAY1MY2qfxIb4s0vQWDQVSrVV1PK9UmsXsQi4ZWq4X9/X1cunQJW1tbAAbG4LJiJBwOI5/P61oS6SYGBmMRCwsL+Kmf+imMj4/rBkvZLvmud73rDryr5FZAgTki/PRP/zSuXbsGy7IwPT2tXbhSzpYuYPH1lQY76TORaMKyLNi2ja2tLezu7qLX6+kC+1wup/cnuRfXddUCc319HWtra9rkJ4ZVImALCws4c+YMut0ulpaWVKwymQzOnj2LY8eO6f7rY8eOIZ1Oa8RE7k4oMEeEtbU1zV84jqP9ItJmDwxyHd4yszTNGYahTnXZbBaVSgU/+MEPsLa2pjYN4lons0jtdhvZbBbtdhuFQgFra2tYWlpCpVIZmqaWfU3SuzI1NYXp6WmcOnVKG+1kv/bBwQFc18Wjjz5629434i8UmCOC5C1isRgcx9E2ejmGeJefBYNBWJalR6FoNKpT3LVaDefOncPq6irq9fqQB02lUsH6+rrezjRNVCoV7O3tYWNjQxvuvPYK4XBY/VuAgRD2ej3Ytq2Vq0gkogvbHn744dv91hEfocAcEaanp7GxsaF5F+kAlm5Z2S8kkUo8HtdRhG63q417MjHdbDaH8iQymvDtb38bAPBLv/RLOHPmzJARudhLSNWn1+tpt6/cl+M4uhZWKly9Xg9bW1t44oknbtO7RW4XFJgjxPb2tg5DivGTVJGkxOz15J2dnYVhGGoFAQyOS7Zt6/evxp/8yZ/gzJkzME0Tk5OTas0g3cTAIMpxHEe7dhuNBizLwsTEBBqNhppXbW5u4rd+67d8fGfInYKdvIQQ32AEc4R4+9vfjhdeeEHLwGLuBEC7fb17jiqVytBMETDI5Tz//POv6fHe//7347nnnlPf3nq9jkqloq7+q6ur2o8jy+q73S7y+TyazabmZaQyRY4eFJgjxoMPPohvfetbMAwD29vbOv08Pj6Oq1evDu1JEje7UCikg4fPPPPM63q89773vfjGN76BbDaLQCCA733ve/qY9957L4LBoN63VKvC4TAsy4JlWQCGRx/I0YICcwR55JFH8Pzzz6tvLjAoP8uKWK/zW7vdRrPZxL/8y7/82I/3C7/wCzh//rzmYETEstkscrmc9tYsLCxgbm5Oe3DI0Sfg3ej3Q78MBF79l2Sk+drXvqbucMBg2PHChQtYX1/XBjupMH3+85+/JY+5tLSEcDiMa9euARgknbe2tnSMQTyCxf9lenr6ljwuufP0+/3AK/2cEcwRRvYfAYMj0ezsrLrU3exidyu49957AQBXrlwBMFh/OzU1hVAohKmpKaTTaZ3qnp2dvaWPTUYTRjBHmG9961uaDykUCigUCjr0KL0on/3sZ2/54168eBEAhhamiXmU7GsiRwtGMG9AHnnkETz33HP6vde933VdbZC71bz5zW/Wr69cuaKrSyYnJ315PDK6MIIhhPzEvFoEw1Q+IcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfIMCQwjxDQoMIcQ3KDCEEN+gwBBCfCPQ7/fv9HMghBxRGMEQQnyDAkMI8Q0KDCHENygwhBDfoMAQQnyDAkMI8Y3/B8J7+3D4bu/mAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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RaKS5GTK/sOZHCDEGI5g54Rd/8Rdn8heSPBUfF8uy9HgU9L0NDizG43GkUqkZo6mgh654uliWpfM+3W4XlUpFe1L6/T4SiQSWlpawuroK27bRbrdhWRZc10Wj0QAwLUHLypNUKoV8Pq+rasWrJp/PY319HYlEAs1mE0dHR9jd3Z3xfwEe5FwkuVsoFLC1tYXHH39cbyM/l14YOfJ94QtfoGfMHEOBmSMcx9FEp2VZKjDidSv5k2DDmSRag0vPxOBJVokAU8GSxjkRln6/j+PjY+zv76uw5fN5nDt3DufPn8fS0pIOQ4obnhyFyuUyyuUy8vk8FhYW0O/3dQRhaWkJALC6uoqlpSWcnp5ie3sbd+/excnJiU5Iv7nsHQ6HYds2Ll++jIsXLyKZTKp3MDA9SjmOg36/r+V0lq3nGwrMnCC5FblgpPU+mUyqcIgdgzSvAQ/sGGKxmJaixZYh2PUqEYxELq1WC67rYn9/H91uF4uLiwCAzc1NnD9/HgsLC4jFYtoTI93BksC1LAvlchnFYhGFQmFmJ3ahUNDndnh4iBs3buD111/H8fGx2mpKyVyQ3NPi4iKeeOIJpFIpTURLMjjoOSP/BTuLyfxBgZkT0um0Hl8AqMOb2CxIM9pgMEAymdRO3nw+j3A4jEwmowlZ8WiRCxKA+rP0ej1UKhU0m029z+XlZfXLPX/+vJaDDw4OcHp6qkOHskQNAK5evYrNzU2NuGScIZvNaiXs/v37uHXrFvb393F6eqqbJoMlcgAazch9yffEFEs6g6UXx/d9ZDIZ9Pt9/NZv/Zbpj4a8Cygwc4JlWZhMJjoTJFFLpVLRQUNpaAuucJXBxclkgnw+/xb7SYmIBoOBtv/LzI9lWVhcXMTm5qaWgvP5PCzLwunpKXZ3d3F4eIh+v68T3CKAi4uL8H0ftVoN3W4XnufpJPbe3h6Aqfduo9HQo59t22p2FRw7kIhGJrjb7TYA4OTkBP1+H+fPn9f3ZDKZ4IMf/CAA4Ctf+Yrpj4W8Sygwc4IcB+SvugiBHD0ymYwO/wUNvCUyaTQaM7NF0rgmf/2DAtNqtWDbNtbX11EqlbC+vq7NbPF4XAcRT09PUavVMB6PsbGxodaXcjvHcbR8Lc/jxo0bKjCdTgcAtLwt4iJCGez69TwP4/EYJycn2N3dxdbWFvb29tDtdjW6EgF67bXXMBwOcXx8/BA+GfJuoMDMCalUCp7naZWm0WggFApheXkZhUJBE5y9Xk8tKIEHIwDHx8doNpuax5ELXvIXkUhE8y/RaBTr6+t43/veh1wuh1KppDmdyWQCz/OQSqV0KFKiikwmo/kViZR2d3dRr9cxGAxQq9VQrVZV/EQMY7GY5phEWNLptFaPHMfRHp6dnR28/PLLyGazeOaZZ3B8fKxCJP1Atm3D8zzYto2//Mu/xK/8yq88vA+KvCMoMHOCNJjJ8SASiaBYLOo6WLGlFNuDoPGTJD6BqUBIQlb2JAEPppwTiQRWVlZw7do1rK+vq/mTHFl830exWEQsFlOPXbFciMfjWoIeDoeo1Wo4Pj7WSEPMp4K5FKmGyQ4mmacKbpOU1zUYDNDtdvH6668jHA7j+eefx+bmpt5OOonl92OxGFKpFP7wD/8QlUoFn//85x/CJ0XeCWy0mxN+//d/H57n6ZqRWCymrfZyvJEybjabxeLiov63vLyMYrGIRCKhQ4hSQRIHOSlDb25u4urVq7hw4YIubQtWm+SitSwLq6ur2NjY0MRucJByMpmg3W6rMZSUxKWSJMbdUi3a2NjA0tKSGoSXy2W02220222Mx2P1s5Ho7NVXX8W//Mu/aKJbBDXo1mfbNkqlEgqFgj5HMl9QYAghxuARaY544403NN+Qy+U0eSrDjdKpGywFy0qPtbU1jMdj3Lt3D9VqVXMpkg/xPA/pdBpra2tYWFhQ6wM5qgQHF4FpmVyiD7F+CFonSGOdNP0FBxGDXcSWZWFjYwPXrl1Do9HQRjuZlAYe9ABZljWzd/u///u/sbW1hR/7sR/T1yDlcjHakrxQsOOXzA8UmDniq1/9Kn77t38bwDSJenh4iPF4PNMjY9s2ksmkXujhcBipVAq5XE4TqtVqFfV6HY1GY2ZtiW3b6Ha7ODw81GpQu93WYxiAmb1GruuiXq9jNBrpmIIcp+RiFwsJEStJQstjFotFbG1tYXNzU609O53OzKiACI4MMkoJ3XEc3LhxA5cvXwYAzSdlMhlYlqU7sWXXE5k/KDBzxvr6OoBpK76MB8jFJxd50DRbxGcwGCAWi2FrawvLy8uagC2XywCmJeNut4v79+/D8zzs7u5qbkY2MArBtbIiPJZlqZ0CALVgEK9fub0IDTCtjJ07dw4XL17EuXPncHJyoqV06eeR+5I8S9BYfDgc4v79+9jf3wcAXLt2TXNEqVQKrutiOBziR3/0R01/LOT7hAIzZ0g/ivjkioeLHAtisdhMBBM8omQyGY0o5ChVq9UAQKMS6SWp1+uIRCKoVCoz7fZybBHvmVAopMcpx3FU2KQcLlWhoB2n2GRKE9/y8jIymQySyaRaN8jxCYCKjVSgpPFuNBqhWq3izp07AIDLly8jn8/rFgM5NpL5hQIzZ8jGRmm6E2EQkQlGMoJ48kpbfavVwtHREY6Pj7XZTTYHpNNpzZGIwbcsrgceWGFK2TxYNep0OnAcBwCwtramwhI84oTDYe2VOXfuHM6dO6eeMKurq1heXtYxBcm1BD1qRLSAB6tqt7e3AUyjuqWlJS3bB0WKzCcUmDlDjg1BW0wZEEwkEjO7nYGpEIXDYbRaLYRCId0x1Ol0ZvplZMNAtVrVWSXJc/T7fY1ipHfGtm2k02n9PRl6lD6dy5cvI51Oaz5FkrapVGpmmnphYUHHHxYXF3HhwgUcHR3NHL9EVCRxK2In2wWkG7lcLuP8+fOIRqNotVrodrv6fMh8QoGZM4J7mCWCkGglGDEEcyGScJWuW0noBgcFZZmZCIG452WzWayvr2vUIdse5egjVR9xultZWQEAFaBkMqn7oyORCAqFggrMysoK0um0ikkmk8GVK1dw7949fS4ANHczHA5RKBR0YZt44ogQffvb30av19PNBLu7u/ijP/qjh/TJkO8HCsycEbTMDB6J5Agh5t9Br93gqlbxsnVdV/cZAdOLPR6Po1gsqmO/5EOCy+hFvIbDIVqtFlqtFhzHQafTQSQSwWOPPQYAmmtJp9NwXVcfe2VlRQVGyse9Xk9tHi5evIinnnoKp6enGn1IqTwUCulgp5iXB19rvV7H8fEx1tfX9aj02c9+Fp/97GcfwidDvh/YaEcIMQYjmDlDej0kByNl2WQyqTmY4EK1YLOaeKUUCgWtzEh/iPSg2LYN3/d1mFEihKAzXDgc1jmkYHQUNNpOpVK6pVGmpBOJBLLZrCaqJdoSU6x2u41kMomf+ImfQLVaxXe+8x0A0B3YMkMlM08SWUkOR/6dTqexsrICy7LQ7XYZwcwxFJg5Qy5g27ZhWZYKi5R4xZdWjg3xeFy9ZCzL0s2I0vwWtHWQHUqu6yKfz2uCVwYYAehUc7vdnhlylMY2STyLVSYAPV4FO42BqQjZto1cLqfNcI1GA8ViER/5yEf0OHj9+nVUq9WZUrUkcaXLF5iKnOxVcl0XGxsbLFPPORSYOUNyJtlsViMWiQ5isZg62UniU74/Ho9h2/bM78igIwB1kwuFQmi1WtqdKyXfYMJVXO92dnZQq9VQKpWQTqfViQ6YjjI8/vjjOmwoEdLKyorab+ZyORW24XAI3/c14imVSvjJn/xJANNmwZdffhnlclmb/ILPO+jK53keWq0WgGmUxyHH+YYCM2dIhCAXbqPReMue6eDiNfHiBR7YVoqwyIUJQHcpSc+LzCmJVYJECa7rolwu4+7du6hUKiiVSrh27RoODg7Qbre1KhUKhbC6uopSqaTHFYm0ZI9RIpHAycmJzjUNh0NkMhlNTEvl6kMf+hCGwyFefvlltNttnZYWe4bgsjfgwXiEeNyQ+YUCM2eIwBQKBayuruLk5ASO46DZbOr8jm3bmueQi1EuSIlmRECCtg2yZC24oE2a2eQoVa/Xsbe3h2q1ikwmg/e///144oknMBwOcefOHbV9kNJysVjUVSkySyRRmOd5qNVq8DwPmUwG9Xodk8lELSckSsnn8/jxH/9xtNttXL9+XbuYpXImncH5fF7tKc6dO6edzmR+ocDMEa+88opeTDKFXKlUcOfOHdRqNTiOg2KxqKbcgji9SSdt0FYz6C4nfTHBpKwcXeR2ss4kkUhga2sLTz75pIpZLBbTiEGSr/K4MugoTXwAUK1Wsbu7qy56h4eHmggejUZ6lIrFYlhZWcGzzz4L3/exv7+PyWSCRCKBXC6nfsFi8bm4uKhrVILevmT+oMDMEfF4XI8gwDQ3cenSJYzHYzXQdl0X3W5Xe00ymYxWkIIWCDKMKNUhscscjUbasJdIJDAYDPRYJb8ny9Oy2SwmkwkajQZGo5EmfoEHRla9Xk/nmpLJJHzfR7VaBQDcvn0b3/72t7Xb9+DgQHtnOp0Orl69CmBqghUOh/HYY4/hueeew/HxsVpFFItFlEolAFPRjUQisG1bBbLX6+Hv//7v8fM///MP4RMi7xQKzBzxgQ98AP/0T/8EYDrrI12rzzzzDGzbxvb2Ng4PD7G9va0zQdlsVo8llmXNbH2UoxIATdB6nqfJ0uDCeYkEQqEQ8vk8MpkMMpkMBoOB5l5k+BCY5mq2t7cxmUyQzWZRKBSQyWRQqVTw+uuvAwC+853v4MaNG6jX62oV0e/3kcvlMJlM9DX4vo/HHnsM8XhcrR0GgwE6nQ76/b7uzZbnnUqlsLi4iHQ6rUbmZD6hwMwRX/va19Qp/+DgQOduZK+Q67rI5XLI5/MzOZh2u416va7l6+CwYHB7oqyZlehFFrbZtv0WkygZJwiupo3FYjqd3Ww24fs+0uk03ve+92E0GmF/fx+vvvqqCszNmzdRqVT0qBOJRHSvU7lcVuEol8t46qmnsLKyolFQs9lErVZTS01geizr9XpIJpNYX1/H1taWPjcyn7CTlxBiDEYwc4RURgDgxRdfxOnpKZaWlvDKK6+gXC6rGXg+n59ZzxqNRnUDpLjMBTcnAtCEr3ioyABiPB6fsT2QVSe5XA6+76Pb7aLRaKDVaqHX6+n8kEw2r6ysoF6v4/bt27h58ybu3LmD3d1dAMDx8bF2D0s0Jfcr098AcHp6inv37ukWBXke8hqC9qC9Xk/Npnzfx+LiIpvt5hgKzBzxxBNP4F//9V8BTLtgb926hcPDQxweHs50uFYqFRUEsdFMp9NIp9PaATwYDGY2O0ofjQiM9MXIMOKbb2dZFjqdDmq1Go6OjnRiWpLQ29vbOpx4cHCA27dv63MVDxrZACCrapPJJLrdrr7e4FL7brerPxPrBqlQSWVNjliyYbLRaGB5eVmPi2T+oMDMEX/3d3+nEUI6ncbe3p6WfdvttkYDYqUAQKOWWq2m+ZR8Pq8WlpK/kItZ1oskEglNCkvFCZgKTDgcRrPZ1Db9arWqM0DBrtpOp4P9/X3UajXNp4g9AwBdRyLRlRhnSX+O5E7ErU8qU1Jul9cQLEUPh0P1qZEKmHQ3k/mDAjNHSHMbMO2ClaqLdLTKRRlM3op3izTMiVtc8HgkvPl7wdmmoDm4zBRJA12j0UA2m9USMTBtBIzH42g2m2g0Gto7IyZTADQqkaHJUCiEZDKpA5bB0ri8BrGL8DxPv5YIRnYujcdjfW9kcRyZTygwc8TR0ZEefUREHMfRnIN0z4ppNgAdCZCqDzC9YIMm3AB0+FHuNzg2ELzYZdxASsLStAdMIxIxJRfnOdk0EBx4lPyQTGD3+300Gg00Gg3txxFxEMTVTvIpUg2TxsHga5DXJX09waZDMl/wk5kjhsOh5iFkcPD+/fs6HiArQYIRhwiLHEOkz0UuVDlKybEqOHckDXepVEovdolyZEZJStryOGI4lcvl0Gw2NfIAoIIkr2FtbQ1XrlxBJpPBeDxGq9VCo9FAvV7H0dERjo6OAACtVkt9fWX/kkRS4gcMYMZ6QjyIZZvCN77xDTz33HMGPx3y/UCBmSP+4A/+AL/5m78JYKbUhyYAAA0RSURBVBoJbG5uotvtaoI0HA5r9SS47lUSwGKB2e/337IoTYRJbCjlMeS+gk56wPRiHg6H2pAnSEI1mUzq+IJEJHL/EvFI74vMEMlUdbfbRa1Ww+3btwFMrTAPDw81TzMejzXCCc5TyXsQjGwajcbMelsyX1Bg5gzxUslmswiHw3j/+9+Po6MjVKtVzY1IKVmQjQGS4E2n03AcB6+99hoajQaAB5GMDEFKVCK/L3kOyY+Iz6/sTQIwY0Al9ymCIsInJXNgutTt4OBA16oUi0WNSiT5C0BtO2Wwczgc6nyTHOsAaCQnIwNici47ssn8QYGZMz73uc8BAP7kT/4EyWQSKysr2NjYQLPZRLPZnHHcB6Bt/mK2nc/nsb6+jna7jW9+85v493//dwDAzs6OXoSj0WhGUOSoBEyrUuPxGI7jIJPJIJVKYXV1VUcNgo+bTCbVbc9xHDUel4hDStjyvclkovkZca0DpkOM4/FYO3w7nY5GM8H8StCMXI5wjuOg3W6/bVKbvPewk5cQYgxGMHNKPB7HwsIC8vm8etGK3UJwbYkcSUKhkE5Ap1IpJBIJPPPMMxqp/Md//AfeeOMNdYMTsymJiOR2Ym4liePFxUVcunQJlUoF1WpVj1rB5yDbD6RyJYg9Z61W0+HFq1evYmFh4S1HNKkaRaNRVCoVtFotTWRLdUz6cmTaO5lMwnVd7O7ustluTqHAzCmf/vSncf36dWSzWb0QJTfS7/e1dCtJW0mONptNbVzL5XK6x2h9fR2dTkfLz0E3O7FwAKBraW3bRiwWw+bmJjzPw8nJCXzf14a6brerfSvBBO9wOFSxCjbYyRqUSqWCdDqNXC6nt5PVsvl8HqVSCaenpzMiExx2jMfjaiIuTYdSAifzBwVmjikWi+qoLzaXruvC87yZ/hZZimbbtk5dX7x4UfMnAPDYY4/h8PAQtVpNd1TLbiOpQgEPFrkBwJUrV7CxsYGjoyO8/vrr8H1fm+ikuiQ7lIIL4yTiEPc8EZRUKqUiKB27wHQsIZfLIZ1OY3V1FbVaTSOmZrOpuSMRm2D0JIIZjJzI/ECBmWM2Nzdx//59AA+c5qQhLbg+ZDKZqF3DaDTC7du3MRqNcOnSJTVrunTpEqrVKhqNhvbLiF+MGIQLctFKGbpUKiGXy+Hu3btqODUYDDRh++YksURXMkskz9u2bRQKBS1fC2LyLcfCQqGAlZUVtNttFRsA6ksT9LKRiC7oP0zmBwrMnHPhwgXcu3dPcyOWZSGbzeqmxPF4jFKphHg8jt3dXQwGAziOg1u3bqkJFAAsLCzgySefRLVahed5aDab6Pf76Pf7GokADwYNpbu33W7rdgDpyAWmF/v58+d1ta1Ma08mE82HyPZIy7JQLBZRKBR0Ejy43ynY5CeRjeSSSqWSRmES1Ug3sOu62jj4x3/8xw/vQyH/bygwjwCy7rVeryOZTCKXy2mJV/pPpG+l1WppJBPsl4lGo7h48aIOUx4eHqJer6t1Q7DRTvpZpLtWciy+7+ukdLlcxrVr11AoFFAsFtFut3UeKZiDEdvLxcVFlEolZDIZ7cQVpPQsjxu0aQguXpOyeavVQrVa1Zmkz3/+8w/ngyDvGArMI0CxWNSvxRA72A8TTKY2m010u139qy/9IeLm/+STTyKbzeKNN97A/fv3cXx8jGazOZM0lgnmeDyO8XisfSkiOsA0mnBdV5eryUYDmegGoM11GxsbOH/+PJaWlnTdyJt3HwWFRZa8SVQUzK/k83mNWj7xiU8YfufJu4UC84ixvr4+Y48QtIsUMajVatr1Ki30khuRprwf+ZEfwblz57C9vY29vT09+kgCOBqNYmlpCbZt4+DgAPV6XZPCwDRyarVayGQy+n1puhNBzOfzOH/+PK5cuYJz587Btm2NXoKdyFIBE4EsFovqBxxMIA+HQ614/dRP/ZT5N5u8aygwjyCSuAWAV1999S2zOfV6HZ1OB47j6NEnuAtpYWEBKysrWFpa0kqReO3KytZoNIpCoQDf91Gr1XQzgHTpSl+OrIqV7QapVAqXLl0CAGxtbeHChQvI5/MzlhJylJOhSFl3AkAXr125cgW2bWMwGOhjPvnkkw/nDSY/MNjJSwgxBiOYR5ynn34aR0dH6PV6SCQSOoHseZ7aXAKYaayrVCrY3t5GNpvV1a+SNJZdSbLjem9vDycnJxiPx+oVA0ATsLJqZGlpCePxGLFYDJcvXwYwzR2Nx2P1E+50OqhWq9pAJ3mfYKOfRE07OzsolUr44Ac/+LDfUvIDhAJzBlhbW8O9e/ewtraGCxcuqFG3WEoC0AHB4XCoRlOyJjafz2sDnVSFIpEIHMfBzs4OarWaGktJRUfyKZlMBul0Guvr6zPlbQC4e/cuyuWyVn1OT0/hOI5Wl6QhT/plbNtGIpFAqVRSQyvyaEOBOSPcvXsXxWIRV69eRb/f19Z+uYhd10WlUkGn00Gv19PSdCQS0fkkYDo/FI/HMRwOcXJygjfeeAOu6+pmALFuCO6FTqfT+v12u43t7W0AwJ07d1Cv1zEcDtHpdNQGUwy9Ben23djY0NGGdrvNxfZnAArMGeFnfuZn8LWvfQ2FQgE//dM/Dcdx4DiOlnh3dnZmFrOJn8pgMFBREcTwSTp5g0bhMhckwuU4jpaVXdfFzs4O9vb2AExHBdrttlamSqWSevvK4CYwjZoWFhZw8eJFlEolHB8fw/M8vPDCCw/xHSQmoMCcIS5fvoxer4dMJgPbttHpdHRTZLlcVutKydNI30nQRFzMnGRFba/XU6OpdruNu3fvAgC+/vWv46/+6q8QCoW08lMul3H79m2NiMTvV8rXS0tLuHbtGjKZDPb391VgEokE1tbWsL6+jqOjI/zcz/3ce/DuERNQYM4QGxsb6Pf76HQ6iMfjsG1bIxhpnpOGuGQyqYvXLMvS0YN8Po9ms4mbN29id3cXrut+10llmaaW1v3d3V3s7e1p8lb8fmXYsVgsIpVKYWNjQxsBgWk0lEqlUC6X8eEPf9jwu0QeJhSYM4ZUgVqt1szeZulDkdUhqVRKv5dKpbQhz/M83L59G9vb26jX6zpa8HaIx26r1UKtVkOr1ZrZDDAajTQxnM/nkUgksLOzg16vh6WlpZl8juReyNmCAnPGOD4+1txKcD2rLJVPpVLqi7uwsKCDiiJE0iW8s7Pzfz5WcBOA2FvKLiUAmr+R9SKyIcBxHLiuq/mcj33sY2beDPKeQ4E5Y6ytreHmzZs6OyRbD6PRKIrFoiZ4o9EoLl26hMlkgqOjI41UWq0W/u3f/u3/9VjPP/88vvrVr+qGyGg0Csuy0O/3AUy3SI5GIziOg1arhXQ6jZWVFayurqLdbvM49EMAO3kJIcZgBHMGeeKJJ/AP//APWF5e1jkez/O0+U7sHqrVqjbeSdTx13/91+/osX7hF34BX/nKV5DNZrGxsQHHcXQQMx6Po16vq53E6ekpFhYWsLq6iuXl5R/oaybzCQXmjOJ5Hvb29rTzVuwXpJu33W6j0+kgEomg1+u9K0+Vj33sY/jHf/xHJJNJtFotnbi+fPkyjo+PUavVtGQtJuZBRztydqHAnFG63a7mWgDopgDLsmZ2Vw8GAzSbzXf9eD/7sz8LAPjbv/1b7W8RjxeZst7a2sLm5ibC4bDabZKzDQXmjHJycoJsNqtzQbLuRGwXpJozHo/x4osv/sAe96Mf/Sj++Z//GQBwcHCAWCyGtbU1rKysYHNzU+0zyQ8HoaB14Vt+GAp99x+SuecLX/iCHpH6/b4ei0ajkXravvTSS8Ye/+tf/zpGo5GaUFmWhccff9zY45H3Dt/333a1JgXmjPPFL34RAFCv11GpVBCLxdBqteA4Dr785S+/x8+OnBUoMIQQY3w3gWEfDCHEGBQYQogxKDCEEGNQYAghxqDAEEKMQYEhhBiDAkMIMQYFhhBiDAoMIcQYFBhCiDEoMIQQY1BgCCHGoMAQQoxBgSGEGIMCQwgxBgWGEGIMCgwhxBgUGEKIMSgwhBBjUGAIIcagwBBCjEGBIYQYgwJDCDEGBYYQYgwKDCHEGBQYQogxKDCEEGNQYAghxqDAEEKMQYEhhBiDAkMIMQYFhhBiDAoMIcQYFBhCiDEoMIQQY1BgCCHGoMAQQoxBgSGEGIMCQwgxBgWGEGIMCgwhxBgUGEKIMSgwhBBjUGAIIcagwBBCjEGBIYQYgwJDCDEGBYYQYgwKDCHEGBQYQogxKDCEEGNQYAghxqDAEEKMQYEhhBiDAkMIMQYFhhBiDAoMIcQYFBhCiDEoMIQQY1BgCCHGoMAQQoxBgSGEGIMCQwgxBgWGEGIMCgwhxBgUGEKIMSgwhBBjUGAIIcagwBBCjEGBIYQYgwJDCDEGBYYQYgwKDCHEGBQYQogxKDCEEGNQYAghxgj5vv9ePwdCyBmFEQwhxBgUGEKIMSgwhBBjUGAIIcagwBBCjEGBIYQY438BN5sujuGnwnoAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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tVhGNRtFoNPTPZMqUy+WQTCbhOA4sy8LFixcxGAxQq9Xw4IMP6sltWj4MmCPOtm0Ui0VtzZDJZHQaBEDbIEjT7kqlgul0ilKphM3NzYUjBb1eT8/8yGjnxIkTeoBSSNPwbDar54w6nY6W/IsgCDAYDHDp0iW89tpr2N3d1XACZuFXLpextraGnZ0dvPjiizoSCsNQQ9J1XS0AlDUf6aonZ6RoOTFgjrhIJIJ8Po9sNqsNueV8DzCbqiQSCb0JIJVKwbZteJ6HV155Rb/E+XwerVZLbwgoFAo4efIktra2FhpOyQ5OEAQoFAoolUqYTCZ6Vkh2m2zb1j68lUoF1WoVnuct7P7k83k4jgPXdXH27Fns7+/rOtJ80Z7v+1oAKNOnQqGg1ci0vBgwR5x095fq3MlkAtu2F24CkHNFYRhiPB7rlrTruno/dCKRwP7+PnzfR7lcxpkzZ3DDDTegXC4vlO2Px2M4jqP3KpVKJfT7fdTr9YWAkWpg2T2SrXMZoQip2pXXrNVqGA6HCyMdqYmZ7zVTq9UwGAyQTqfxxBNPAAA+//nPm//A6VCxkpeIjOEI5ohrNBpIpVJa/xKLxZBKpRbaMMTjcW3k1O/3Fwra5hdVe70eYrEY1tfXsb6+rl3upFYGmE1X+v0+UqkUut0uIpGIHliUamFgthgsI5ggCLTuRm6EBKD3KUmf3xtuuAFvvPEG+v2+HowEZlMpqR4OggDValVbN7znPe9ZWPeh5cKAOeKkpF+mRXIAcb4V5vy/+76PXq+Hvb091Ot1LWbLZDKYTqfwfR/D4RDD4VCnJrImAlyebrVaLbRaLYxGI4zHY8RisYWeMlJ5K88vC8CJRGKhU14ikYDjOMhms0gkEtjY2EC73dapHzBbz5GdL3k/0l6iXq+zdcMSY8AccX/4wx9w99136xd7vokUMPui27aNWCymu03dbhcrKyuoVCq6rdztdnV9ZH9/H9PpFP1+H47jaE0LcHlnaDAY6A6V1NjM94OR55LdLKnPmT8CICe/i8WiFtmtr6+j1WrpCEt+BsdxkE6nkU6n9a7raDSKIAh0J+mJJ57gOsySYcAsgfnphyykyvaztM9MpVLIZrM60pAyfqmWrdVquvs0mUxw4cIF7c0izwtcvixNAkeeI5fLodPpaDDMX3AfBIH+ejQaLbRryOVyOnqxLEsDRnalAGjhoBwZmO9pMx6PtcfvfAMtWg4MmCUgvW7lnNF8w245iCgnp2VHSNZi5HFyKlq2gEejEQaDge4GyRRJdqBkZCQ9fuVxsm0s70HuQ5JpXDQa1VsN8vm83nIgBy/lalnZFQOgPWV6vd7CPUsAdIdKPgdaLgyYJSCjBPmbXdpmApd74cqayng8RqvV0u1jeZycsrZtG9lsFul0euGAobRrmEwmC20x5f8nlbfyZ57naXjJ68gVJhIwUgMzf61JsViE4zhaJQxA36uEkKwRxWKxhfUlWj4MmCWQSqX0ehAACxebJRIJXWyVilupiYnFYjpFkkXiyWSiFbdyFcl8j19ZXE0kEtoyMwgCfR0JClm/2draQr1e1ytOVldXtbgvl8vpCEimUaVSCdvb26jVagvd8WTUIkcVpE5Gzi4BvN96GfG/2BJIJpO6gyN/y8tIQppNSTvNMAzhOM5bLqqXZk8SOlLUJueJ5PHy5zIqkXUVOZ4go5Z0Oo0wDPVIgqyxnDx5Ug9OFgoFpNNp+L6P8Xis2+ubm5u60CykYbhcHlcsFgFA20oAWFjcpuXAQjsiMoYjmCUwv+Api7zzRwWm06nWw0hty/yNjgD0TiOpVZERh4xeZPolU6X5ehk5IT1/fmh9fR3A5VaXsrg7fzJb1oqGw6EeBQjDEMViEWfOnNG2DuPxWBeapdan1Wrp1El+Vo5glg8DZgkEQQDXdbUT//wuSyaTWVhclVPJUpMij5NpUTweX7hpUb7UsqYjUyZpxyBXwgZBsNBHN5PJIJvNamGcLEK32219zWg0im63i2g0qvdgy27Vddddt3AifDAY6LRN7mZKpVLaBhSYXdD2rW99Cz/5yU+u0CdP/18MmCUgIw5gtvYx3wozl8vpqKNQKOhIRUYoEgipVEpHEM1mU686mW/2DUDvPmo2mzg4ONCtblmPkS+7LAbLom6j0dBudBIiUj8zH2ayIG1ZFk6fPg1gNmo6d+4cGo2GFu9Jl7z54wnS3IqWBwNmCcjIYzKZ6G7MfAc6+T3ZzpUG3VIMJ78nuzKDwUCnIvMVs8BslNBoNHBwcKDVv+VyGcPhEGEY6tTrYx/7GADg9ddf1ymSbGXLc0moSaGchF8YhtpeAgBuuOEG2LaNF154AW+88QYsy9IRVDqdXuh89/Of//xKfOR0SBgwS0DWXuLxuPZTyeVyAKDb1zLycBwHAHRaI1/O+QvS6vW6fnllfUQe12q1cHBwoPdXl8tlbG9v4+LFiwCw0IoBgIaOHFSU4j0A2qxKtrlle112iuQ1Pc/DiRMn8L73vQ/T6RQXLlzQ9ZtYLKYjNB56XD4MmCWQSqVQKpV0OgNAv5yDwUCrXeevFwEub/0Cs2DodDrak7dUKqFQKOgXXp6v3W7r6KJQKODMmTMolUp49dVXMRwO8ec//3nhvZ05cwbA7MpZOSX95u54MjWSU+EyypmvRgaA1dVV3HzzzXBdV0dQYRguXKlCy4UBswSkedT6+jr6/T4ajYbWkMgoZTweazNvWQfxPE9DSVoryHmiTqeDVqul06j5XalYLAbXdXH69Glsbm5qf9xOp/OO7/HN6yXA7FJ7mXJJ8yqp45k/dT1/p/WpU6dQLBaxt7eHvb09TKdTDSxW9C4fBswSsCxLL6Tf2NjAxsaGrmvU63W9LUDWNuTmRDkICVw+UAhATy1LZa7cKQ3MFntd18XW1hauv/56OI6DnZ0dVCqVhRPQb5ZMJrV1gzyu0+mg2WyiWq1iOByi0WhokDmOg3K5DOBy43JgtiWfz+cRi8WQyWQW1mpk8ZiWBwNmCcj2cKVSQb/fx+rqqv6tXi6XkcvlsLGxoX1dZBt7fvdJgkRGDtLfV44CzPdwcV0XGxsbyOfzemPAk08++Y7vb3d3F7FYTA89yu2PEi4SMPNnkuYvcTt9+rQ2wJIF3ul0qr2GJUy5g7R8WMlLRMZwBLMEWq0WptOp1qW0Wq2FKU0+n0c6ndZTz8Bsd0c62AGXq2XT6TQcx0E+n8fW1tZbzizNF9QNBgNUKhVUKpV3fG/PP/+83nfU6/VQr9f16ljp+yIjK+mUZ9s2bNvGpUuXAMzOG505cwZbW1u6UyQ3WHa7XZ16+b6Pn/3sZxiNRvj2t799iJ8wmcKAWQK+76PZbGoLg/l2k3KHUTweXzhCIAEjEokEqtXqQnMnaQY1f9WItGuQqVS3233XtY9bbrkF//73v/UUd7Va1YBpNpvaQ6bf76PZbKLZbGoNjuu6AGZ9g/f29rC2toZcLqdHBOa34IFZ+A2HQ60ApqOPAbMEpBWCbEXL1STALBCkpYE05pbaFOkOB8y+7L1eT5twt9tt7O7uamWwbFOHYQjXdbURd7fb1TND7+SVV17RkUcymdRf9/t9PdMkVb4AdJdrvqOdXAonJ66lmZVt21rbI7tdbNuwPPhfagn4vo/BYADXdbWznXyJZcdGeqnMl/LP98cdDAba00WeT5o+zY925ovuwjDU5t/vZm9vD7FYDGtra9pQCph1tKtWqzqykYOVEjzz55+m06mGpYRgPB7XC9jkvQHcTVomDJglEASB9tuVM0QyMnFdV+91ljM/8iWWkQMA3fKValrLsjCdTtHr9RYuQXMcRwNiPB6j2Wyi1WrhxhtvxMsvv/y2729lZQWdTgej0QhBECx0tNvc3ITneajX67h48SIajQZqtRrq9bpOdeQqWblCRWp3crncwohlvuk4LQcGzBJ48skn8fWvf32hlkUCJplMIpPJ6FQnCAJttg1AbxVotVpa8StrIPIll4VdAFrBK1fQZrNZvZT+ze6//37ceuutei9SEASo1+v6XNlsFqdOnUI0GsX6+jpOnz6NRqOBbreLg4MDXaup1Wro9Xp6NECOOWQyGQ1OYDZFku1rWg4MmCXR7/d1XWL+uhA5kOj7PqbTKVzXxebmJs6cOYNcLqfFbFJLImsfMpKR/r0yakkkElqiLztJr776Kvb29gAA99xzDwBoXcylS5dQKpX05PZ8v2BpL1EqlfTeo5WVFe0dXK/X9TkuXbqEZrMJz/O0jef8FbYAdKQloy06+hgwS+Lxxx/HZz7zGdTrde29AlyeXkwmE5RKJZTLZayvr2NjY2Phb/pkMonV1VW02230ej095Cj9YWRNR1pjep6HVCqFZrOJnZ0dxGIxXHfddXjttdf0OX/605/i0UcfRSaTwcHBge74yJSmUChom4f5Xa7pdIpkMqkjk2KxiI2NDVQqFVSrVbRaLXiep02/528VmK86pqOPAbNEfv3rX//Hxzz99NM4e/YscrkcfN/HwcEBgNm5oGQyiUKhoLc3zk+XZMFV1nuAWUCsr69rvYycZ5p34sQJrK2twbIs7O/v6+0GwGw0VC6XkUqlFq4jkeZXEhxyc4DjOMjlcqhWq3pvkrSUAC73Ff7Od75zOB8oGcdKXiIyhiOYY+auu+7CwcEBLMtCKpXSHZ39/X29WTEIgoXL1qT2BLh8FqlcLqNUKul6jdTDyMKsqNfrKBQKKBQKupMko5xaraavK1XIt9xyCzY2NhaaXElPYal7cV0XtVoNrVYLlmXpNnkikcA3vvGNK/I50uFgwBxD5XJZ2zfIdCWVSmE4HOoOk1x2Jl90eVwymYRlWXj99dfx+uuv47nnnkOlUtEFVrlOZHt7G88//zy+9rWv4bHHHsP29jby+Tw6nY6ukcgBxiAIsLKyom0bZIt8vtJYWkTINrnjOCiVShiNRroA/W6nueloYsAcU5VKRfu/ALN6GblWVip1ZU1kvujNdV296E1uEwBmu1jya2BWV/PBD34QJ0+exIULF1AqlWDbNorFom5pS2PwlZUV5PN5+L6vNzfK/dnArF6mXq/D932EYYjt7W0AwM7ODra2tq7YZ0aHjwFzDP3xj3/EM888g5MnTy40dcrlcrqdLDcRpFIp9Ho99Ho9ALOAOXHiBFKpFMrlMnZ3d2Hbtra8FOfPn8f58+cBQFtrXn/99dp4HJhNaTKZjDaakkpkz/MQiUQ0YACgVCq95edguCw/BswxJLUt0kUOwFvqR4Ig0F2k+YbhhUIBjuNoVa1sZzuO87ZTlGeffRbvf//7kU6nUSwWsb6+rgFz4sQJFItFDRdgdixA+sDQ8ceAOYY2NjaQTCYXFnmlIG91dVUrfn3f1xPVEj6RSESbPF28eBH9fh+JREJHK2/n3LlziEQiKBQK+OhHP4rNzU0As7NIq6uriEaj6PV6iEajbNx9jeE29TF0xx136MFH+Z/c6CgtKcvlMjY3N7G9vQ3HcXSEM5lM9PxRp9N5S5/ddxIEAV544QX89a9/1SmXbdt6sDIIAobLNYgjmGPot7/9LV588UWcPXtWRzByWdt4PEYikcDa2poW3M03ppJL0TzP0xHHSy+99B9f89y5c7j55pvx7LPP6jmoUqmkV5nI7QN0bbHe7VyHZVk89LGEHnnkEeTzeaytrS2MPuRYATA7qby+vo58Po/RaKRToHa7jb29PZw/fx7f//73r8bbpyUUhuFbT8OCUyQiMogjmGPqscceW2jMJOeN5DJ513WRyWRQLBaRTCb1dLbv+6hUKrj33nuv1lunJfROIxiuwRxT0jZB2l3OV85mMhl4nqel/0EQLDR1+uIXv3io7+XBBx/Ehz70IXzkIx851Oelo48Bc0xdf/31qFaraDQaAGZd+qWht1zUBkBHL7LIO1/8dlgeeughPPDAA3jqqadw9uxZ3HTTTYf+GnQ0MWCOqc3NTWQyGa1JkUOI7XYbjUZDt4/7/T4ikYgu/v7oRz869Pfy8Y9/HM8//zw6nQ4++clPHvrz09HFgDmmzp49u/DvL730EjzPQzKZXGj2LTcPzB88PCxPP/006vU6XnzxRfzgBz849Oeno48Bc42Yn5b85je/QTabhe/7eun8fffdd2iv9bvf/Q7AbNSUz4M/vuoAAAIDSURBVOdx2223Hdpz03JhwFyDPvWpT+H3v/89kskkPve5zx3680v/Ftd1Yds27r777kN/DVoO3KYmo375y1/iC1/4wtV+G2QYC+3oinvkkUd0F4uuTQwYIjKGUyQi+n/jFImIrjgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJjGDBEZAwDhoiMYcAQkTEMGCIyhgFDRMYwYIjIGAYMERnDgCEiYxgwRGQMA4aIjGHAEJExDBgiMoYBQ0TGMGCIyBgGDBEZw4AhImMYMERkDAOGiIxhwBCRMQwYIjKGAUNExjBgiMgYBgwRGWOFYXi13wMRHVMcwRCRMQwYIjKGAUNExjBgiMgYBgwRGcOAISJj/genO4UuEgw1BQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
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          "data": {
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            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
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        },
        {
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(240, 240)\n",
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "needs_background": "light"
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
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            "(240, 240)\n",
            "(240, 240)\n"
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
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            "(240, 240)\n",
            "(240, 240)\n"
          ],
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        },
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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAARgAAAEYCAYAAACHjumMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAADnElEQVR4nO3ZMQqAMBAAQSP5/5fjB4TYrILMlLnmquUgY611ABTOrxcA/ktggIzAABmBATICA2TmZu6LCXhi3D26YICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwAAZgQEyAgNkBAbICAyQERggIzBARmCAjMAAGYEBMgIDZAQGyAgMkBEYICMwQEZggIzAABmBATICA2QEBsgIDJARGCAjMEBGYICMwACZuZmPV7YAfskFA2QEBsgIDJARGCAjMEBGYIDMBY3XBjLcklm9AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "(240, 240)\n",
            "(240, 240)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-OhHk1p8JL_d"
      },
      "source": [
        "# Gifs Creation "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NhlplsG-7gfG",
        "outputId": "d5b54b81-6df6-491e-84dc-e9259dfbf134"
      },
      "source": [
        "!pip install pillow"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-packages (7.1.2)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lWysQIrY7j38"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Axial_GIF/Flair/*.jpg\"\n",
        "fp_out = \"/content/drive/MyDrive/Axial_GIF/Flair_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.jpg')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GsOBIszRDnZ5"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Axial_GIF/Prediction/*.png\"\n",
        "fp_out = \"/content/drive/MyDrive/Axial_GIF/Flair_Overlap.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.png')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uTDc3uweDoGP"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Axial_GIF/T1/*.jpg\"\n",
        "fp_out = \"/content/drive/MyDrive/Axial_GIF/T1_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.jpg')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Krz76nXpDxH-"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Axial_GIF/T1ce/*.jpg\"\n",
        "fp_out = \"/content/drive/MyDrive/Axial_GIF/T1ce_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.jpg')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SytG14h_Dx_B"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Axial_GIF/T2/*.jpg\"\n",
        "fp_out = \"/content/drive/MyDrive/Axial_GIF/T2_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.jpg')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1NyxgLoLvepA"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Gif/T2/Sagittal/Brain_MRI/*.png\"\n",
        "fp_out = \"/content/drive/MyDrive/Gif/T2/Sagittal/T2_Sagittal_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.png')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v9t43_NEx589"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Gif/T1ce/Coronal/Brain_MRI/*.png\"\n",
        "fp_out = \"/content/drive/MyDrive/Gif/T1ce/Coronal/T1_Coronal_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.png')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ef6KJC3g5FwP"
      },
      "source": [
        "import glob\n",
        "from PIL import Image\n",
        "\n",
        "# filepaths\n",
        "fp_in = \"/content/drive/MyDrive/Gif/T2/Coronal/Brain_MRI/*.png\"\n",
        "fp_out = \"/content/drive/MyDrive/Gif/T2/Coronal/T2_Coronal_Brain.gif\"\n",
        "\n",
        "# https://pillow.readthedocs.io/en/stable/handbook/image-file-formats.html#gif\n",
        "img, *imgs = [Image.open(f) for f in sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.png')[0]))]\n",
        "img.save(fp=fp_out, format='GIF', append_images=imgs,\n",
        "         save_all=True, duration=500, loop=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eTcdr9XLsODw"
      },
      "source": [
        "fp_in = \"/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/*.jpg\"\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 130
        },
        "id": "putZ5c1qqx6e",
        "outputId": "a4c4bc4e-abd5-45d2-9abb-1031bd599ae5"
      },
      "source": [
        "from PIL import Image\n",
        "import glob\n",
        "# Create the frames\n",
        "frames = []\n",
        "imgs = glob.glob(\"/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/*.jpg\")\n",
        "for i in imgs:\n",
        "    new_frame = Image.open(i)\n",
        "    frames.append(new_frame)\n",
        " \n",
        "# Save into a GIF file that loops forever\n",
        "frames[0].save('png_to_gif.gif', format='GIF',\n",
        "               append_images=frames[1:],\n",
        "               save_all=True,\n",
        "               duration=300, loop=0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "SyntaxError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-29-6418967eb008>\"\u001b[0;36m, line \u001b[0;32m7\u001b[0m\n\u001b[0;31m    new_frame = Image.open(i)\u001b[0m\n\u001b[0m            ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid character in identifier\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "uyKAqoWztNJ7",
        "outputId": "9c83084f-3542-440a-e413-bcfdb9b16b03"
      },
      "source": [
        "x =\"brain_name7\"\n",
        "x.split('brain_name', 1)[1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'7'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yaPfDLcDs0Q2",
        "outputId": "eaaa6136-d02c-4391-e0dc-e2a1a12192f9"
      },
      "source": [
        "sorted(glob.glob(fp_in), key=lambda x: int(x.split('brain_name', 1)[1].split('.jpg')[0]))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name10.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name12.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name53.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name54.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name55.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name56.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name57.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name60.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name63.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name65.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name66.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name69.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name70.jpg',\n",
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              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name133.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name134.jpg',\n",
              " '/content/drive/MyDrive/Gif/Flair/Axial/Brain_MRI/brain_name135.jpg']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 49
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RN0lkueksTpl",
        "outputId": "3a9da7a6-5d5e-4045-d5fe-f60899e3834c"
      },
      "source": [
        "glob.glob(\"/content/drive/MyDrive/Gif/Flair/Sagittal/Brain_MRI/*.png\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              " '/content/drive/MyDrive/Gif/Flair/Sagittal/Brain_MRI/brain_name93.png',\n",
              " '/content/drive/MyDrive/Gif/Flair/Sagittal/Brain_MRI/brain_name78.png',\n",
              " '/content/drive/MyDrive/Gif/Flair/Sagittal/Brain_MRI/brain_name88.png',\n",
              " '/content/drive/MyDrive/Gif/Flair/Sagittal/Brain_MRI/brain_name94.png',\n",
              " '/content/drive/MyDrive/Gif/Flair/Sagittal/Brain_MRI/brain_name83.png']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    }
  ]
}