GFDA_Demo.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Hnqlt5I5_D5b"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "from PIL import Image\n",
        "#from utils import FDA_source_to_target_np\n",
        "import scipy.misc\n",
        "import torch\n",
        "import numpy as np\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "aYU1DHI4_uuC"
      },
      "outputs": [],
      "source": [
        "def genGaussianKernel(width, height, sigma):\n",
        "    kernel = np.zeros([width, height])            # creating a blank matrix of kernel size\n",
        "    for x in range(width):\n",
        "      for y in range(height):\n",
        "          kernel[x,y] = 1/(2*np.pi*sigma**2)*np.exp(-((x-width//2)**2+(y-height//2)**2)/(2*sigma**2))     # creating the kernel F = 1/(2*pi*sigma^2) exp(-(x^2+y^2)/(2*sigma^2))\n",
        "    kernel_2d = kernel/np.sum(kernel)       # Normalizing the kernel\n",
        "    return kernel_2d\n",
        "\n",
        "def extract_ampl_phase(fft_im):\n",
        "    # fft_im: size should be bx3xhxwx2\n",
        "    fft_amp = fft_im[:,:,:,:,0]**2 + fft_im[:,:,:,:,1]**2\n",
        "    fft_amp = torch.sqrt(fft_amp)\n",
        "    fft_pha = torch.atan2( fft_im[:,:,:,:,1], fft_im[:,:,:,:,0] )\n",
        "    return fft_amp, fft_pha\n",
        "\n",
        "def low_freq_mutate( amp_src, amp_trg, L=0.01 ):\n",
        "    _, _, h, w = amp_src.size()\n",
        "    b = (  np.floor(np.amin((h,w))*L)  ).astype(int)     # get b\n",
        "    amp_src[:,:,0:b,0:b]     = amp_trg[:,:,0:b,0:b]      # top left\n",
        "    amp_src[:,:,0:b,w-b:w]   = amp_trg[:,:,0:b,w-b:w]    # top right\n",
        "    amp_src[:,:,h-b:h,0:b]   = amp_trg[:,:,h-b:h,0:b]    # bottom left\n",
        "    amp_src[:,:,h-b:h,w-b:w] = amp_trg[:,:,h-b:h,w-b:w]  # bottom right\n",
        "    return amp_src\n",
        "\n",
        "def low_freq_mutate_np_gauss( amp_src, amp_trg, L, sigma_gaussian ):\n",
        "    a_src = np.fft.fftshift( amp_src, axes=(-2, -1) )\n",
        "    a_trg = np.fft.fftshift( amp_trg, axes=(-2, -1) )\n",
        "\n",
        "    _, h, w = a_src.shape\n",
        "    b = (  np.floor(np.amin((h,w))*L)  ).astype(int)\n",
        "    c_h = np.floor(h/2.0).astype(int)\n",
        "    c_w = np.floor(w/2.0).astype(int)\n",
        "\n",
        "    h1 = c_h-b\n",
        "    h2 = c_h+b+1\n",
        "    w1 = c_w-b\n",
        "    w2 = c_w+b+1\n",
        "\n",
        "    kernel_gauss = genGaussianKernel(h, w, sigma_gaussian)\n",
        "    print(a_src.shape)\n",
        "    print(a_trg.shape)\n",
        "    print(kernel_gauss.shape)\n",
        "    a_src[:,:,:] = a_trg[:,:,:] * kernel_gauss + a_src[:,:,:] - a_src[:,:,:] * kernel_gauss\n",
        "    a_src = np.fft.ifftshift( a_src, axes=(-2, -1) )\n",
        "    return a_src\n",
        "\n",
        "def FDA_source_to_target(src_img, trg_img, L=0.1):\n",
        "    # exchange magnitude\n",
        "    # input: src_img, trg_img\n",
        "\n",
        "    # get fft of both source and target\n",
        "    fft_src = torch.rfft( src_img.clone(), signal_ndim=2, onesided=False )\n",
        "    fft_trg = torch.rfft( trg_img.clone(), signal_ndim=2, onesided=False )\n",
        "\n",
        "    # extract amplitude and phase of both ffts\n",
        "    amp_src, pha_src = extract_ampl_phase( fft_src.clone())\n",
        "    amp_trg, pha_trg = extract_ampl_phase( fft_trg.clone())\n",
        "\n",
        "    # replace the low frequency amplitude part of source with that from target\n",
        "    amp_src_ = low_freq_mutate( amp_src.clone(), amp_trg.clone(), L=L )\n",
        "\n",
        "    # recompose fft of source\n",
        "    fft_src_ = torch.zeros( fft_src.size(), dtype=torch.float )\n",
        "    fft_src_[:,:,:,:,0] = torch.cos(pha_src.clone()) * amp_src_.clone()\n",
        "    fft_src_[:,:,:,:,1] = torch.sin(pha_src.clone()) * amp_src_.clone()\n",
        "\n",
        "    # get the recomposed image: source content, target style\n",
        "    _, _, imgH, imgW = src_img.size()\n",
        "    src_in_trg = torch.irfft( fft_src_, signal_ndim=2, onesided=False, signal_sizes=[imgH,imgW] )\n",
        "\n",
        "    return src_in_trg\n",
        "\n",
        "def FDA_source_to_target_np_gauss( src_img, trg_img, L=0.1, sigma_gaussian = 5  ):\n",
        "    # exchange magnitude\n",
        "    # input: src_img, trg_img\n",
        "\n",
        "    src_img_np = src_img #.cpu().numpy()\n",
        "    trg_img_np = trg_img #.cpu().numpy()\n",
        "\n",
        "    # get fft of both source and target\n",
        "    fft_src_np = np.fft.fft2( src_img_np, axes=(-2, -1) )\n",
        "    fft_trg_np = np.fft.fft2( trg_img_np, axes=(-2, -1) )\n",
        "\n",
        "    # extract amplitude and phase of both ffts\n",
        "    amp_src, pha_src = np.abs(fft_src_np), np.angle(fft_src_np)\n",
        "    amp_trg, pha_trg = np.abs(fft_trg_np), np.angle(fft_trg_np)\n",
        "\n",
        "    # mutate the amplitude part of source with target\n",
        "    #_, w, h = src_img.shape\n",
        "    #kernel_gauss = genGaussianKernel(w, h, sigma_gaussian)\n",
        "    #ones = np.ones([w,h])\n",
        "    #print(kernel_gauss.shape)\n",
        "    #print(src_img.shape)\n",
        "    #print((amp_src - amp_trg).shape)\n",
        "    #amp_src_ = amp_src - kernel_gauss * (amp_src - amp_trg)\n",
        "    amp_src_ = low_freq_mutate_np_gauss( amp_src, amp_trg, L=L, sigma_gaussian = sigma_gaussian )\n",
        "\n",
        "    # mutated fft of source\n",
        "    fft_src_ = amp_src_ * np.exp( 1j * pha_src )\n",
        "\n",
        "    # get the mutated image\n",
        "    src_in_trg = np.fft.ifft2( fft_src_, axes=(-2, -1) )\n",
        "    src_in_trg = np.real(src_in_trg)\n",
        "\n",
        "    return src_in_trg"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "pah3nZ5T_hGP"
      },
      "outputs": [],
      "source": [
        "# im_src = Image.open(\"/content/drive/MyDrive/Domain Adaptation/source.jpg\").convert('RGB')\n",
        "# im_trg = Image.open(\"/content/drive/MyDrive/Domain Adaptation/target1.png\").convert('RGB')\n",
        "\n",
        "# im_src = im_src.resize( (1024,512), Image.BICUBIC )\n",
        "# im_trg = im_trg.resize( (1024,512), Image.BICUBIC )\n",
        "\n",
        "# im_src = np.asarray(im_src, np.float32)\n",
        "# im_trg = np.asarray(im_trg, np.float32)\n",
        "\n",
        "# im_src = im_src.transpose((2, 0, 1))\n",
        "# im_trg = im_trg.transpose((2, 0, 1))\n",
        "\n",
        "# for i in range(1,15):\n",
        "#   src_in_trg = FDA_source_to_target_np_gauss( im_src, im_trg, L=1, sigma_gaussian = i*0.1)\n",
        "\n",
        "#   src_in_trg = src_in_trg.transpose((1,2,0))\n",
        "\n",
        "#   #Image.fromarray(src_in_trg.astype(np.uint8)).save(f'/content/drive/MyDrive/Domain Adaptation/src_in_tar.png', 'png')\n",
        "#   scipy.misc.toimage(src_in_trg, cmin=0.0, cmax=255.0).save('/content/drive/MyDrive/Domain Adaptation/Medical Results/src_in_tar_{}.png'.format(str(i*0.1)))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from PIL import Image\n",
        "import numpy as np\n",
        "\n",
        "im_src = Image.open(\"/content/drive/MyDrive/Domain Adaptation/medical DA/source.jpg\").convert('RGB')\n",
        "im_trg = Image.open(\"/content/drive/MyDrive/Domain Adaptation/medical DA/target.png\").convert('RGB')\n",
        "\n",
        "im_src = im_src.resize( (1024,512), Image.BICUBIC )\n",
        "im_trg = im_trg.resize( (1024,512), Image.BICUBIC )\n",
        "\n",
        "im_src = np.asarray(im_src, np.float32)\n",
        "im_trg = np.asarray(im_trg, np.float32)\n",
        "\n",
        "im_src = im_src.transpose((2, 0, 1))\n",
        "im_trg = im_trg.transpose((2, 0, 1))\n",
        "\n",
        "for i in range(1,10):\n",
        "  src_in_trg = FDA_source_to_target_np_gauss( im_src, im_trg, L=1, sigma_gaussian = i*0.1)\n",
        "\n",
        "  src_in_trg = src_in_trg.transpose((1,2,0))\n",
        "\n",
        "  #Image.fromarray(src_in_trg.astype(np.uint8)).save(f'/content/drive/MyDrive/Domain Adaptation/src_in_tar.png', 'png')\n",
        "  Image.fromarray(np.uint8(src_in_trg)).save('/content/drive/MyDrive/Domain Adaptation/medical DA/results/s_t{}.png'.format(str(i*0.1)))\n"
      ],
      "metadata": {
        "id": "A6yfZMho4t7Z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6coB8gcBZl8z",
        "outputId": "72b01376-0176-41a6-d5ed-554c2c020dbf"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-4-ca266b514309>:4: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
            "  fig = plt.figure(figsize=(100,100))\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
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        {
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          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIAAAAB6CAYAAAB3N1u0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAGpElEQVR4nO2dXYhVVRTHf3+1UewTyizKrGgYMKQvsYZ6KKLIiATpYXyoiMCKgoJeoqCH3nopCqMQCgr6otLwwb6gIHvI/MCa1CYmUdJi0gg1TAd19XBPcrlz75x1nXPvObe9fnCZM2cvzl3j/bvPPvv+914yM4J0mVZ2AkG5hAASJwSQOCGAxAkBJE4IIHFmlPXGkuL5s3vsN7M5zRpcPYCkOySNSBqV9FST9pmS3s/aN0i6dIoJB8Wyu1VDrgAkTQdeAZYAC4DlkhY0hD0I/GVmVwAvAs+feq5BN/H0AIuBUTPbaWbjwHvA0oaYpcCb2fGHwK2SVFyaQafwCOAi4Ne63/dk55rGmNkx4ABwbuOFJK2QtEnSplNLNyiarg4CzWwVsApiEFgVPD3AXmBe3e8XZ+eaxkiaAZwN/FlEgkFn8QhgI9Av6TJJfcAQsLYhZi1wf3Z8D/ClxdeMvYGZ5b6AO4GfgV+AZ7JzzwF3Z8ezgA+AUeA74HLHNS1eXXttavU5qKz/qN0cA3geSKZNy+8MvQ82nn/TEydOFHIdJ5vNbFGzhpgKTpwQQOKEABInBJA4IYDECQEkTgggcUIAiVOaI6goPBM4M2fOzI2ZPXt2bkxfX58rp/Hx8dyYw4cP58YcPXo0N8YzoTQZ0QMkTgggcUIAiRMCSByPKXSepK8kbZe0TdLjTWJulnRA0tbs9Wxn0g2KxvMUcAx40sy2SDoT2CzpCzPb3hC33szuKj7FoJPk9gBm9ruZbcmODwE7mGgKDXqUtsYA2YKPa4ANTZoHJX0v6RNJVxaRXNB53BNBks4APgKeMLODDc1bgPlm9rekO4GPgf4m11gBrGjjPXNjPJM8c+fOzY0ZGBjIjZkzp+nqqgns27cvN2ZkZCQ3ZmxsLDfmyJEjuTGTOYu8S8NOo/bhv21mq5u8wUEz+zs7XgecJum8JnGrzGxRK3tS0H08TwECXgd2mNkLLWIu+G8lkKTF2XXDFt4DeG4BNwL3AsOStmbnngYuATCz16hZwR+RdAz4BxgKW3hvkCsAM/sGmPRmbGYrgZVFJRV0j5gJTJwQQOKEABInBJA4lXYEedw+HiePZ5Jn2bJluTELFy7MjQEYHh7OjVm9esJ0ygQOHTqUG+NxHx0/frxlW/QAiRMCSJwQQOKEABInBJA4IYDECQEkTgggcSo9EeRxBHmWa3mcPJ5JnsHBwdwYL+vXr8+N8fxtU92Q1esI2iVpOLN8T9jlUzVezjaL/kHStVPKKuga7fQAt5jZ/hZtS6h5APuB64FXs59BxSlqDLAUeMtqfAucI+nCgq4ddBCvAAz4XNLmzNnbiGdD6aCCeG8BN5nZXknnA19I+snMvm73zdq1hQedx9UDmNne7OcfwBpqNQTq8WwoHbbwCuKxhZ+erQlE0unA7cCPDWFrgfuyp4EbgANm9nvh2QaF47kFzAXWZM+bM4B3zOxTSQ/DSVv4OmobSo8Ch4EHOpNuUDQeW/hO4Kom51+rOzbg0WJTC7pBpWcCPWtLPJYoz1o9j43Li+danpw8f9tU19/EdwGJEwJInBBA4oQAEicEkDghgMQJASROCCBxKl02zmN3mjVrVm5MbBJlUTYuaE4IIHFCAIkTAkgcjyFkoG4X8K2SDkp6oiEmdgvvUTx+gBHgagBJ06lZvdY0CY3dwnuQdm8BtwK/mNnuTiQTdJ92BTAEvNuiLXYL70HcE0GS+oDfgCvNbKyh7SzgRN1u4S+ZWd5u4ddNKfOMKBvnKhtXyETQEmBL44cPsVt4L9OOAJbTovuP3cJ7F5cpNFsPcBvwUN25elt47Bbeo1T6yyAPMQbo3hgg+B8SAkicEEDihAASp9JLwzx4BkEe14xn4ObdkMkzsPbk3Y0BevQAiRMCSJwQQOKEABInBJA4IYDECQEkTgggccqcCNoPNHoLz8vOF4pnQmWy0mo5dCTngpnfqqG0r4ObIWlTr7mFejHneuIWkDghgMSpmgBWlZ3AKdCLOZ+kUmOAoPtUrQcIukwlBCDpDkkjWc2hp8rOx0teLaVeoPRbQLbg9GdqtvM9wEZguZltLzUxB5J2AYsmqaVUearQAywGRs1sp5mNA+9Rq0EUdIEqCKCX6w3l1VKqPD3vCSyZQmoplUkVegBXvaEq4qilVHmqIICNQL+ky7Il6EPUahBVGmctpcpT+i3AzI5Jegz4DJgOvGFm20pOy0PTWkrlptQ+pT8GBuVShVtAUCIhgMQJASROCCBxQgCJEwJInBBA4oQAEudfS5sEoYN3X1gAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIAAAAB6CAYAAAB3N1u0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAG0klEQVR4nO2dW4hVZRTHf3+dJqEsQe1CFw0aAi90EyvqoYhCJfGlB32oiMCKhIReooceeuulKIpEKKjoBpXhQ2VCQfWQeMHKS+YkI2lSWjmaJePg6uHs5HA8Z/Y6uufsvfvWD4bZs781e68z5z/f3vs7/299MjOCdJlQdgJBuYQAEicEkDghgMQJASROCCBx+so6saR4/uwdh8xsersGVw8gaYGkXZIGJT3Zpv1cSe9l7RskzTzLhHuOpJ5+9Zi9nRpyBSBpIvAysBCYBSyTNKsl7CHgTzO7GngeePbMcw16iacHmA8MmtkeMxsB3gWWtMQsAV7Ptt8H7lQJMg+6xyOAy4Cfm37el+1rG2Nmo8AwMLX1QJKWS9okadOZpRsUTU9vAs1sNbAa4iawKnh6gP3AFU0/X57taxsjqQ+4EPi9iASD8cUjgI3AgKSrJPUDS4G1LTFrgQey7XuBzy0+ZqwFuZcAMxuVtAJYB0wEXjOz7ZKeATaZ2VrgVeBNSYPAHzREEtQAlfWPWtQ9gOdho68v/1bHEzNhgm/g9OTJk7kxo6OjhcQ437/NZjavXUMMBSdOCCBxQgCJEwJInBBA4oQAEicEkDghgMQpzRHkwTPI09/fnxszefLk3JgpU6bkxkyaNCk3BuD48eO5MYcPH86NOXr0aG7MyMhIbsxYg0XRAyROCCBxQgCJEwJIHI8p9ApJX0jaIWm7pMfbxNwuaVjS1uzr6fFJNygaz1PAKPCEmW2RNBnYLGm9me1oifvKzO4pPsVgPMntAczsgJltybaPAjs53RQa1JSu7gGyCR/XAxvaNN8i6VtJn0iaXURywfjjHgiSdD7wAbDSzI60NG8BZpjZX5IWAR8BA22OsRxY7k7O4dLxDPLMnDkzN2bOnDm5MdOnt51ddRoHDx7Mjdm2bVtuzNDQUG7M8PBwbsyJEyc6tnmnhp1D481/y8w+bG03syNm9le2/TFwjqRpbeJWm9m8TvakoPd4ngJEw/S508ye6xBzyX8zgSTNz44btvAa4LkE3ArcB3wvaWu27yngSgAzW0XDCv6opFHgH2Bp2MLrgccW/jUw5qcyZvYS8FJRSQW9I0YCEycEkDghgMQJASROqY6gPMePZyDI4+TxDPIsXrw4N2Zg4LSxrbbs3r3bFZeHxzV07Nix3JizHggK/r+EABInBJA4IYDECQEkTgggcUIAiRMCSJxKTw3z1OTxTNfyOHk8gzxz587NjfHiycnz2rx1izr+vidI0pCk7zPL92lVPtXgxaxY9HeSbjirrIKe0U0PcIeZHerQtpCGB3AAuAl4JfseVJyi7gGWAG9Yg2+AKZIuLejYwTjiFYABn0nanDl7W/EUlA4qiPcScJuZ7Zd0EbBe0g9m9mW3J+vWFh6MP64ewMz2Z99/A9bQWEOgGU9B6bCFVxCPLfy8bE4gks4D7gZaZzWsBe7PngZuBobN7EDh2QaF47kEXAysycwbfcDbZvappEfglC38Y2ARMAj8DTw4PukGReOxhe8Brm2zf1XTtgGPFZta0AsqPRLoqbrtKcjkmatXlI3LeyxPTp7X5vkbjUV8FpA4IYDECQEkTgggcUIAiRMCSJwQQOKEABKn1IGgvCIinmXTPPPnPAWZPPS6SJTntXn+RmMRPUDihAASJwSQOCGAxPEYQq5pqgK+VdIRSStbYqJaeE3x+AF2AdcBSJpIw+q1pk1oVAuvId1eAu4EfjKzveORTNB7uhXAUuCdDm1RLbyGyFvRVVI/8Asw28x+bWm7ADjZVC38BTPLqxZ+o+OcuXnFsnGuZeM2d3Jid9MDLAS2tL752QmiWnhN6UYAy+jQ/Ue18Pri+iwgmw9wF/Bw075mW3hUC68pLgGY2TFgasu+Zlt4VAuvKTESmDghgMQJASROCCBxKj01zPMg4RkI8Syt5qm67S3I5Jmu5XHyeGLO9mEreoDECQEkTgggcUIAiRMCSJwQQOKEABInBJA4bkdQ4SeWDgKt3sJpQKd6xFWlDjnPMLO289pKE0A7JG2qm1uojjk3E5eAxAkBJE7VBLC67ATOgDrmfIpK3QMEvadqPUDQYyohAEkLJO3K1hx6sux8vOStpVQHSr8EZBNOf6RhO98HbASWmdmOUhNzIGkImDfGWkqVpwo9wHxg0Mz2mNkI8C6NNYiCHlAFAdR5vaG8tZQqT6U9gTWgkLWUyqQKPYBrvaEq4lhLqfJUQQAbgQFJV2VT0JfSWIOo0jjXUqo8pV8CzGxU0gpgHTAReM3Mtpecloe2aymVm1L3lP4YGJRLFS4BQYmEABInBJA4IYDECQEkTgggcUIAiRMCSJx/AWpNbOoA5AKrAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIAAAAB6CAYAAAB3N1u0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAGx0lEQVR4nO2dT4hdZxnGf4+TaQNVI2mjFa21waShWfinIVV0oRSlGYRsBJOFliKkLS1Y6Ea66MKVbpRKxRK0YEXtQo1kUa0FBXWh5A/ROmkbpkOKTYsmjUzSamgmPi7usVxu7sx5J3PmnnP43h8Mc+85L+d7Z+aZ7zvnu8/3frJNUi5vazuBpF1SAIWTAiicFEDhpAAKJwVQOOvaalhSPn9OjjO2N407ERKApDuAR4Ap4Pu2vzFy/mrgCeBW4DXgi7ZPribjJpE0sRiAyNxKUzFBXlrqRO0QIGkK+C6wC7gF2CvplpGwrwD/sv0h4NvAN68812SSRO4BdgJztudtvwk8CeweidkN/LB6/TPgdkX/XZJWiQjgfcDfh96/XB0bG2N7EVgArh29kKR9kg5LOnxl6SZNM9GbQNv7gf2QN4FdIdIDnAJuGHr//urY2BhJ64ANDG4Gk44TEcAhYIukmyRdBewBDo7EHATurF5/Afit82PGXlA7BNhelHQ/8DSDx8DHbc9K+jpw2PZB4AfAjyTNAWcZiCTpAWrrH7Wpe4CpqanamOnp6UZiIm0BXLp0qTbm4sWLjcRE2gKO2N4x7kROBRdOCqBwUgCFkwIonBRA4aQACicFUDgpgMJpzREUITLxsn79+tqYDRs21MZs3LixkbYALly4UBtz9uzZ2piFhYVG2lpusih7gMJJARROCqBwUgCFEzGF3iDpd5KOS5qV9NUxMZ+WtCDpWPX18NqkmzRN5ClgEXjQ9lFJ7wCOSHrG9vGRuD/Y/nzzKSZrSW0PYPtV20er1+eB57jcFJr0lBXdA0j6IPBR4M9jTn9C0l8k/UrS9iaSS9ae8ESQpLcDPwcesH1u5PRR4Ebbr0uaAX4JbBlzjX3AvqH3y7YZcelEJnm2bt1aG7N9e71mN20au7rqMk6fPl0bMzs7Wxtz4sSJ2piII2jVE0GSphn88X9s+xej522fs/169fopYFrSdWPi9tvesZQ9KZk8kacAMTB9Pmf7W0vEXP//lUCSdlbXTVt4D4gMAZ8EvgQ8K+lYdewh4AMAth9jYAW/V9Ii8B9gT9rC+0HEFv5HYNnB2vajwKNNJZVMjpwJLJwUQOGkAAonBVA4rTqCmpgIijh5IpM8MzMztTGbN2+ujQGYn58PxdVx5syZ2pjz58/XxiznGsoeoHBSAIWTAiicFEDhpAAKJwVQOCmAwkkBFE6nJ4KaWhoWcfJEJnm2bdtWGxMlklPkZ4vWLVqKqCPopKRnK8v3ZVU+NeA7kuYk/VXSx1aVVTIxVtIDfMb2UnOTuxh4ALcAtwHfq74nHaepe4DdwBMe8CfgXZLe29C1kzUkKgADv5F0pHL2jhIpKJ10kOgQ8CnbpyS9G3hG0vO2f7/SxkZt4Un7hHoA26eq7/8EDjDYQ2CYSEHptIV3kIgt/JpqTSCSrgE+B/xtJOwg8OXqaeDjwILtVxvPNmmcyBDwHuBA9cy+DviJ7V9LugfesoU/BcwAc8C/gbvWJt2kaSK28Hngw2OOPzb02sB9zaaWTIJWZwLr1o5E1r1FiiRF1uo1ZeOKXiuS02oLQEXIzwIKJwVQOCmAwkkBFE4KoHBSAIWTAiicFEDhdHoiKLJtWqTqdqQgU4RJF4mK/GyR39FyZA9QOCmAwkkBFE4KoHAihpCbh6qAH5N0TtIDIzFZLbynRPwALwAfAZA0xcDqdWBMaFYL7yErHQJuB160/dJaJJNMnpUKYA/w0yXOZbXwHqJoRVdJVwGvANtt/2Pk3DuB/w5VC3/Edl218Fvr2sxt4xrbNu7IUk7slfQAu4Cjo398yGrhfWYlAtjLEt1/VgvvL6HPAqr1AJ8F7h46NmwLz2rhPSUkANtvANeOHBu2hWe18J6SM4GFkwIonBRA4aQACqdVR1AdTS0Ni1wnUnU7WpAp0l7EyROJyaVhyapIARROCqBwUgCFkwIonBRA4aQACicFUDhhR1DjDUungVFv4XVA/V5p3aIPOd9oe+y6ttYEMA5Jh/vmFupjzsPkEFA4KYDC6ZoA9redwBXQx5zfolP3AMnk6VoPkEyYTghA0h2SXqj2HPpa2/lEqdtLqQ+0PgRUC05PMLCdvwwcAvbaPt5qYgEknQR2LLOXUufpQg+wE5izPW/7TeBJBnsQJROgCwLo835DdXspdZ5OewJ7QCN7KbVJF3qA0H5DXSSwl1Ln6YIADgFbJN1ULUHfw2APok4T3Eup87Q+BNhelHQ/8DQwBTxuu5nKjmvL2L2U2k1p5bT+GJi0SxeGgKRFUgCFkwIonBRA4aQACicFUDgpgMJJARTO/wB5+X6fMzL5BQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIAAAAB6CAYAAAB3N1u0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAHXElEQVR4nO2dXYhcZxnHf39ndhOykXy0NQmxaUoaAvXCqktU9EIpSlNKcyOYXFQRISoWLHhTvfDCK71RlIolaMGK2gs1kotqLVSwXij5INpO2soatthNN1o3HzYxaWZ5vJjTMs7OzvvM5uycM77PD8LOnvfPOc9M/vu+57zzvM8rMyPIl7dVHUBQLWGAzAkDZE4YIHPCAJkTBsicZlUXlpR8/mw0GsnzNJvpt+A5j0cjKakB8DxaLy4ulqJpt9ue87xmZrf0a3MZQNI9wHeABvADM/tGT/sa4HHgfcC/gE+a2azn3IPYsGFDUrN58+ZSNFNTU0nNxMREUgNw/fr1pOby5ctJzcLCQlmal5drSw4BkhrA94B9wJ3AQUl39sg+C5w3szuAbwPfTEYV1ALPPcBeYMbMzpjZG8ATwP4ezX7gR8XrnwN3y9tfBpXiMcB24O9dv79SHOurMbM2cBG4qfdEkg5JOi7p+MrCDcpmpDeBZnYYOAy+m8Bg9fH0AHPArV2/v7M41lcjqQlsoHMzGNQcjwGOAbsl3S5pEjgAHO3RHAU+Xbz+BPCMxdeMY0FyCDCztqQHgafoPAY+ZmYtSV8HjpvZUeCHwI8lzQALdEwSjAGq6g+12Wxa6jl/27ZtyfNs3957P7qUrVu3JjWbNm1KatasWZPUAFy7di2pOX/+fFIzPz+f1MzN9Y7GS2m1WifMbLpfW0wFZ04YIHPCAJkTBsicMEDmhAEyJwyQOWGAzKksI6jZbCYTNTyTPLt27Upqdu7cmdRs2bIlqVm7dm1SA3D16tWk5ty5c0mNJ0nFQ6vVWrYteoDMCQNkThggc8IAmeNJCr1V0u8knZbUkvSlPpqPSLoo6VTx72urE25QNp6ngDbwZTM7KentwAlJT5vZ6R7ds2Z2X/khBqtJsgcws1fN7GTx+t/ACyxNCg3GlKHuASTtBN4D/KlP8wcl/VnSryW9q4zggtXHPREkaT3wC+AhM7vU03wSuM3MXpd0L/ArYHefcxwCDgFMTk4mJ4I8mTyeSZ49e/YkNZ5Jp3Xr1iU1AFeuXElqNm7c6DpXCs8Ko0G4egBJE3T+839iZr/sbTezS2b2evH6SWBC0s19dIfNbNrMpj1r+oLVx/MUIDpJny+Y2beW0Wx9cyWQpL3FeSMtfAzw/Bl+CHgAeE7SqeLYV4EdAGb2KJ1U8C9IagP/AQ5EWvh44EkL/wMwcJ2fmT0CPFJWUMHoiJnAzAkDZE4YIHPCAJlT2cN4o9FIZrx4lmt5Mnk8kzw7duxIasqcCPJw4cKFpObs2bM3dI3oATInDJA5YYDMCQNkThggc8IAmRMGyJwwQOZUWSw6WXvXU5PHs1zLM4Hj0axfvz6p8eK5nue9eesWLYc3I2hW0nNFyveSKp/q8F1JM5L+Ium9NxRVMDKG6QE+amavLdO2j04O4G7g/cD3i59BzSnrHmA/8Lh1+COwUVK6xltQOV4DGPBbSSeKzN5ePAWlgxriHQI+bGZzkt4BPC3pRTP7/bAX604L9661D1YXVw9gZnPFz38AR+jsIdCNp6D0/6SFT05OrizioFQ8aeFTxZpAJE0BHwee75EdBT5VPA18ALhoZq+WHm1QOp4hYAtwpEj7bwI/NbPfSPo8vJUW/iRwLzADXAE+szrhBmXjSQs/A7y7z/FHu14b8MVyQwtGQWUzgWaW3F3LU3XbU5DJk6JVVhpXmdfzvDfPZzSI+C4gc8IAmRMGyJwwQOaEATInDJA5YYDMCQNkTmUTQYuLi8kCR56t1TxVt8sqyFTm2kDPdm+e9+b5jAYRPUDmhAEyJwyQOWGAzPEkhOzpqgJ+StIlSQ/1aKJa+JjiyQd4CbgLQFKDTqrXkT7SqBY+hgw7BNwN/M3MXl6NYILRM6wBDgA/W6YtqoWPIcNUC58E7ge+0qd56GrhzWaThYWFgdecn59PxlXW1mqegkyj3jZudnY2qfF8RoMYpgfYB5w0syWRr6RaeKPRWHHQQXkMY4CDLNP9R7Xw8cU1BBTrAT4GfK7rWHdaeFQLH1NcBjCzy8BNPce608KjWviYEjOBmRMGyJwwQOaEATKnsoygdrudnAi60QJIb+LZWs1Tddsbj2e5lieTxzPJ48ksGkT0AJkTBsicMEDmhAEyJwyQOWGAzAkDZE4YIHNU1be2kv4J9OYW3gwsV4+4roxDzLeZ2S39GiozQD8kHTez6arjGIZxjLmbGAIyJwyQOXUzwOGqA1gB4xjzW9TqHiAYPXXrAYIRUwsDSLpH0kvFnkMPVx2Pl9ReSuNA5UNAseD0r3TSzl8BjgEHzex0pYE5kDQLTA/YS6n21KEH2AvMmNkZM3sDeILOHkTBCKiDAcZ5v6HUXkq1p7KcwP8TStlLqUrq0AO49huqI469lGpPHQxwDNgt6fZiCfoBOnsQ1RrnXkq1p/IhwMzakh4EngIawGNm1qo4LA9991KqNqThqfwxMKiWOgwBQYWEATInDJA5YYDMCQNkThggc8IAmRMGyJz/AoJKf5thJxKBAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIAAAAB6CAYAAAB3N1u0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAAHS0lEQVR4nO2dXYhcZxnHf39np/lYQ0LaRkNc10IWoV74taSKXliK0hQxN4LJRS2lEBULFrxRL7zwSm8qlooltIVWrL1QI7mo1oKCeqEkE9LWpB9sQ8I2Cca6ZpMmJs0sjxdzWsbJ7LzPbM7OOdP3+cGys+f955xndv9533Peed7nlZkR5Mt7qg4gqJYwQOaEATInDJA5YYDMCQNkzkRVF5aUfP6cmEiHV5am0WgkNZKSGgDPo/XS0lJS0263y9K8YWY392tzGUDSncBPgAbwqJn9sKd9DfAk8Eng38BXzOyE59yD2Lx5c1KzZcuWUs6zYcOGpKbZbCY1AFevXk1qLly4kNQsLCwkNWfPnvVoTi7XlhwCJDWAnwI7gVuBPZJu7ZHdB/zHzLYDPwZ+lIwqqAWee4AdwJyZHTezt4CngV09ml3AE8XrXwF3yNtfBpXiMcA2YL7r59eLY301ZtYGFoEbe08kaa+kQ5IOrSzcoGxGehNoZvuAfeC7CQxWH08PcAqY6vr5A8WxvhpJE8BGOjeDQc3xGOAgMCPpFkk3ALuBAz2aA8A9xesvA3+0+JhxLEgOAWbWlnQ/8Cydx8DHzeyopB8Ah8zsAPAY8HNJc8ACHZMEY4Cq+o/abDYt9Xw+NTU1sN2r2bp1a1KzadOmpGbNmjVJDcCVK1eSmnPnziU1Z86cSWrm5+eTmlar1TKz2X5tMRWcOWGAzAkDZE4YIHPCAJkTBsicMEDmhAEyp7KMoImJiWQyh2eSZ/v27UnN9PR0UuNJLClzIsiTyDE5Oem6XopWq7VsW/QAmRMGyJwwQOaEATLHkxQ6JelPko5JOirpW300n5O0KOlI8fX91Qk3KBvPU0Ab+LaZHZa0AWhJes7MjvXo/mJmXyw/xGA1SfYAZnbGzA4Xry8AL3FtUmgwpgx1DyDpQ8DHgb/3af60pOcl/U7SR8oILlh93BNBkt4L/Bp4wMzO9zQfBqbN7E1JdwG/BWb6nGMvsBc6kyqpjCBPJo9nkmdm5ppQVnSttWvXJjUAly9fTmo2btzoOleKixcvXte/d/UAkpp0/vi/MLPf9Lab2Xkze7N4/QzQlHRTH90+M5s1s1nvMqtgdfE8BYhO0udLZvbgMpr3v70SSNKO4ryRFj4GeIaAzwB3Ay9KOlIc+x7wQQAze4ROKvg3JLWB/wK7Iy18PPCkhf8VGLjOz8weBh4uK6hgdMRMYOaEATInDJA5YYDMqSwjqNFoJMuyeJZreTJ5PJM827alZ7fXr1+f1ABcunTJpUuxuLiY1Jw+ffq6rhE9QOaEATInDJA5YYDMCQNkThggc8IAmRMGyJwqi0Una+96lmJ5NJ5MHs8kz7p165IaL56Yynr/g/BmBJ2Q9GKR8n1NlU91eEjSnKQXJH3iuqIKRsYwPcDtZvbGMm076eQAzgC3AT8rvgc1p6x7gF3Ak9bhb8AmSekJ+KByvAYw4A+SWkVmby+egtJBDfEOAZ81s1OStgDPSXrZzP487MW608LLvKEKVo6rBzCzU8X3s8B+OnsIdOMpKP1/aeHXe/calIMnLXyyWBOIpEngC8A/emQHgK8WTwOfAhbNLF3nNKgczxDwPmB/kfY/ATxlZr+X9HV4Jy38GeAuYA64BNy7OuEGZeNJCz8OfLTP8Ue6XhvwzXJDC0ZBZTOBZpbcXctTbMmj8azVKyuNy3suT0xlvf9BxGcBmRMGyJwwQOaEATInDJA5YYDMCQNkThggcyqbCFpaWkpuoe7ZWs1TdbusgkxlFonybAnneW+e39EgogfInDBA5oQBMicMkDmehJAPd1UBPyLpvKQHejRRLXxM8eQDvAJ8DEBSg06q1/4+0qgWPoYMOwTcAbxmZidXI5hg9AxrgN3AL5dpi2rhY8gw1cJvAL4EfLdP89DVwpvNJgsLCwOv6ZksKWtrNU9BplFvG3fyZLqj9fyOBjFMD7ATOGxm/+xtWEm18EajseKgg/IYxgB7WKb7j2rh44trCCjWA3we+FrXse608KgWPqa4DGBmF4Ebe451p4VHtfAxJWYCMycMkDlhgMwJA2ROZRlB7XY7ORlS1hJyz9ZqnqrbZU4EeTJ5PJM88/PzSc0gogfInDBA5oQBMicMkDlhgMwJA2ROGCBzwgCZo6o+tZX0L6A35eUmYLl6xHVlHGKeNrOb+zVUZoB+SDpkZrNVxzEM4xhzNzEEZE4YIHPqZoB9VQewAsYx5neo1T1AMHrq1gMEI6YWBpB0p6RXij2HvlN1PF5SeymNA5UPAcWC01fppJ2/DhwE9pjZsUoDcyDpBDA7YC+l2lOHHmAHMGdmx83sLeBpOnsQBSOgDgYY5/2GUnsp1Z7KcgLfJZSyl1KV1KEHcO03VEcceynVnjoY4CAwI+mWYgn6bjp7ENUa515KtafyIcDM2pLuB54FGsDjZna04rA89N1LqdqQhqfyx8CgWuowBAQVEgbInDBA5oQBMicMkDlhgMwJA2ROGCBz/gfBuH9364oRgwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 7200x7200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import cm\n",
        "for i in range(1,50):\n",
        "  fig = plt.figure(figsize=(100,100))\n",
        "  plt.subplot( 50,1, i)\n",
        "  gaussian = genGaussianKernel(10, 10, i*0.1)\n",
        "  # plt.imshow(gaussian, interpolation='none', cmap=cm.jet)\n",
        "  plt.imshow(gaussian, interpolation='none', cmap='gray')\n",
        "  #plt.title('Sigma =', i*0.1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oxdMVYgWX9q_"
      },
      "source": [
        "**Without Gaussian**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "tn1bAEldPP0n"
      },
      "outputs": [],
      "source": [
        "import torch\n",
        "import numpy as np\n",
        "\n",
        "def extract_ampl_phase(fft_im):\n",
        "    # fft_im: size should be bx3xhxwx2\n",
        "    fft_amp = fft_im[:,:,:,:,0]**2 + fft_im[:,:,:,:,1]**2\n",
        "    fft_amp = torch.sqrt(fft_amp)\n",
        "    fft_pha = torch.atan2( fft_im[:,:,:,:,1], fft_im[:,:,:,:,0] )\n",
        "    return fft_amp, fft_pha\n",
        "\n",
        "def low_freq_mutate( amp_src, amp_trg, L=0.1 ):\n",
        "    _, _, h, w = amp_src.size()\n",
        "    b = (  np.floor(np.amin((h,w))*L)  ).astype(int)     # get b\n",
        "    amp_src[:,:,0:b,0:b]     = amp_trg[:,:,0:b,0:b]      # top left\n",
        "    amp_src[:,:,0:b,w-b:w]   = amp_trg[:,:,0:b,w-b:w]    # top right\n",
        "    amp_src[:,:,h-b:h,0:b]   = amp_trg[:,:,h-b:h,0:b]    # bottom left\n",
        "    amp_src[:,:,h-b:h,w-b:w] = amp_trg[:,:,h-b:h,w-b:w]  # bottom right\n",
        "    return amp_src\n",
        "\n",
        "def low_freq_mutate_np( amp_src, amp_trg, L=0.1 ):\n",
        "    a_src = np.fft.fftshift( amp_src, axes=(-2, -1) )\n",
        "    a_trg = np.fft.fftshift( amp_trg, axes=(-2, -1) )\n",
        "\n",
        "    _, h, w = a_src.shape\n",
        "    b = (  np.floor(np.amin((h,w))*L)  ).astype(int)\n",
        "    c_h = np.floor(h/2.0).astype(int)\n",
        "    c_w = np.floor(w/2.0).astype(int)\n",
        "\n",
        "    h1 = c_h-b\n",
        "    h2 = c_h+b+1\n",
        "    w1 = c_w-b\n",
        "    w2 = c_w+b+1\n",
        "\n",
        "    a_src[:,h1:h2,w1:w2] = a_trg[:,h1:h2,w1:w2]\n",
        "    a_src = np.fft.ifftshift( a_src, axes=(-2, -1) )\n",
        "    return a_src\n",
        "\n",
        "def FDA_source_to_target(src_img, trg_img, L=0.1):\n",
        "    # exchange magnitude\n",
        "    # input: src_img, trg_img\n",
        "\n",
        "    # get fft of both source and target\n",
        "    fft_src = torch.rfft( src_img.clone(), signal_ndim=2, onesided=False )\n",
        "    fft_trg = torch.rfft( trg_img.clone(), signal_ndim=2, onesided=False )\n",
        "\n",
        "    # extract amplitude and phase of both ffts\n",
        "    amp_src, pha_src = extract_ampl_phase( fft_src.clone())\n",
        "    amp_trg, pha_trg = extract_ampl_phase( fft_trg.clone())\n",
        "\n",
        "    # replace the low frequency amplitude part of source with that from target\n",
        "    amp_src_ = low_freq_mutate( amp_src.clone(), amp_trg.clone(), L=L )\n",
        "\n",
        "    # recompose fft of source\n",
        "    fft_src_ = torch.zeros( fft_src.size(), dtype=torch.float )\n",
        "    fft_src_[:,:,:,:,0] = torch.cos(pha_src.clone()) * amp_src_.clone()\n",
        "    fft_src_[:,:,:,:,1] = torch.sin(pha_src.clone()) * amp_src_.clone()\n",
        "\n",
        "    # get the recomposed image: source content, target style\n",
        "    _, _, imgH, imgW = src_img.size()\n",
        "    src_in_trg = torch.irfft( fft_src_, signal_ndim=2, onesided=False, signal_sizes=[imgH,imgW] )\n",
        "\n",
        "    return src_in_trg\n",
        "\n",
        "def FDA_source_to_target_np( src_img, trg_img, L=0.1 ):\n",
        "    # exchange magnitude\n",
        "    # input: src_img, trg_img\n",
        "\n",
        "    src_img_np = src_img #.cpu().numpy()\n",
        "    trg_img_np = trg_img #.cpu().numpy()\n",
        "\n",
        "    # get fft of both source and target\n",
        "    fft_src_np = np.fft.fft2( src_img_np, axes=(-2, -1) )\n",
        "    fft_trg_np = np.fft.fft2( trg_img_np, axes=(-2, -1) )\n",
        "\n",
        "    # extract amplitude and phase of both ffts\n",
        "    amp_src, pha_src = np.abs(fft_src_np), np.angle(fft_src_np)\n",
        "    amp_trg, pha_trg = np.abs(fft_trg_np), np.angle(fft_trg_np)\n",
        "\n",
        "    # mutate the amplitude part of source with target\n",
        "    amp_src_ = low_freq_mutate_np( amp_src, amp_trg, L=L )\n",
        "\n",
        "    # mutated fft of source\n",
        "    fft_src_ = amp_src_ * np.exp( 1j * pha_src )\n",
        "\n",
        "    # get the mutated image\n",
        "    src_in_trg = np.fft.ifft2( fft_src_, axes=(-2, -1) )\n",
        "    src_in_trg = np.real(src_in_trg)\n",
        "\n",
        "    return src_in_trg\n",
        "\n",
        "im_src = Image.open(\"/content/drive/MyDrive/Domain Adaptation/medical DA/source.jpg\").convert('RGB')\n",
        "im_trg = Image.open(\"/content/drive/MyDrive/Domain Adaptation/medical DA/target.png\").convert('RGB')\n",
        "\n",
        "im_src = im_src.resize( (1024,512), Image.BICUBIC )\n",
        "im_trg = im_trg.resize( (1024,512), Image.BICUBIC )\n",
        "\n",
        "im_src = np.asarray(im_src, np.float32)\n",
        "im_trg = np.asarray(im_trg, np.float32)\n",
        "\n",
        "im_src = im_src.transpose((2, 0, 1))\n",
        "im_trg = im_trg.transpose((2, 0, 1))\n",
        "\n",
        "src_in_trg = FDA_source_to_target_np( im_src, im_trg, L=0.01)\n",
        "\n",
        "src_in_trg = src_in_trg.transpose((1,2,0))\n",
        "\n",
        "#Image.fromarray(src_in_trg.astype(np.uint8)).save(f'/content/drive/MyDrive/Domain Adaptation/src_in_tar.png', 'png')\n",
        "Image.fromarray(np.uint8(src_in_trg)).save('/content/drive/MyDrive/Domain Adaptation/Medical Results/src_in_tar_noGauss.png')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rfXuEuj_YchS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 236
        },
        "outputId": "15842692-3154-41bf-d7ee-e93d894fa077"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "plt.imshow(src_in_trg)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**TESTING**"
      ],
      "metadata": {
        "id": "fLyeiYEg3Jgl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import cv2\n",
        "import numpy as np\n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "img = cv2.imread('/content/drive/MyDrive/Domain Adaptation/medical DA/target.png', 0)\n",
        "img1 = cv2.imread('/content/drive/MyDrive/Domain Adaptation/medical DA/source.jpg', 0)\n",
        "# img = cv2.resize(img, (1024, 1024))\n",
        "# img1 = cv2.resize(img1, (1024, 1024))\n",
        "\n",
        "\n",
        "f = np.fft.fft2(img)\n",
        "fshift = np.fft.fftshift(f)\n",
        "magnitude_spectrum = 20*np.log(np.abs(fshift))\n",
        "amp, pha = np.abs(fshift), np.angle(fshift)\n",
        "\n",
        "\n",
        "f1 = np.fft.fft2(img1)\n",
        "fshift1 = np.fft.fftshift(f1)\n",
        "magnitude_spectrum1 = 20*np.log(np.abs(fshift1))\n",
        "amp1, pha1 = np.abs(fshift1), np.angle(fshift1)\n",
        "\n",
        "# amp_1 = low_freq_mutate_np_gauss( amp, amp1, L= 1 , sigma_gaussian = 0.5 )\n",
        "w, h = img.shape\n",
        "kernel_gauss = genGaussianKernel(w, h, 1)\n",
        "ones = np.ones([w,h])\n",
        "# print(kernel_gauss.shape)\n",
        "# print(img.shape)\n",
        "# print((amp_src - amp_trg).shape)\n",
        "# amp_src_ = magnitude_spectrum1 - kernel_gauss * (magnitude_spectrum1 - magnitude_spectrum)\n",
        "\n",
        "\n",
        "# plt.subplot(121),plt.imshow(img, cmap = 'gray')\n",
        "# plt.title('Input Image'), plt.xticks([]), plt.yticks([])\n",
        "plt.subplot(121),plt.imshow(magnitude_spectrum, cmap = 'gray')\n",
        "plt.title('Amplitude Spectrum'), plt.xticks([]), plt.yticks([])\n",
        "plt.subplot(122),plt.imshow(pha, cmap = 'gray')\n",
        "plt.title('Phase Spectrum'), plt.xticks([]), plt.yticks([])\n",
        "plt.show()\n",
        "\n",
        "plt.subplot(121),plt.imshow(magnitude_spectrum1, cmap = 'gray')\n",
        "plt.title('Amplitude Spectrum'), plt.xticks([]), plt.yticks([])\n",
        "plt.subplot(122),plt.imshow(pha1, cmap = 'gray')\n",
        "plt.title('Phase Spectrum'), plt.xticks([]), plt.yticks([])\n",
        "plt.show()\n",
        "\n",
        "plt.subplot(111),plt.imshow(magnitude_spectrum*0.2, cmap = 'gray')\n",
        "plt.title('Amplitude Spectrum'), plt.xticks([]), plt.yticks([])\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 576
        },
        "id": "qg--hzKt0Kud",
        "outputId": "957a8487-d4ef-4056-edb7-a5777a1274e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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XV1dKJBKanZ1VtVpVNptVPB5XtVpVPB5XPp/XycmJWq2WwuGwksmkvbN+v6/NzU1VKhUlEgldXV3ZvOFvznl1daW5uTmdn58rmUyq1WopHo8rCAJFo1HFYjHV63WFQiGl02kNh0M1Gg1dXV0pGo0qn8+rXq/bOp+ZmVGj0VAqldLl5aVKpZKq1aqazaYSiYQymYxOTk5sTM7OzjQ3N6dOp6Pr62vF43HV63Wtr69rb29Ps7OzOjg40NLSkprNpgaDgfL5vPb29rSysqJGo6FkMqnr62uVy2UdHBzYXO50Orp165YuLi50eXmp27dv6/nz5yoWixoMBup2u4pGoyoUCvr44491+/Ztdbtd5XI5HRwcaHFxURcXF8pms6pUKpqfnzcjvbi4qGfPnikWi+nP/Jk/88q599oUxPX1tarVqkajkebm5pROpxWLxRSLxSbAEvANhUL2UrvdrqSxBYvFYrq6ulK9XjcwjsfHzZkAIoBaugGJeDyuWCymaDQ6YbljsZiBGosaTwEA8V4aAOTBV5JZMUkTHjzfwSoDRhgGnr3X65kn5EGL7057wwAYFr7X69kiwZixYAF4xtSfB1CTZNfhmt4oBUGg6+trDYdDXV3dlNnjTeAJcC9+PCKRiFKplAaDgRqNhvr9vo1Lr9fT+fm5JE0YVowL9xyLxRSPxw18R6ORLi8vbW68iQPD/ODBAy0vLyuZTCqTySibzWp7e1vZbFaHh+Mq91//9V/X8vKyGZpisai5uTnNz8/r008/1c///M8rk8loZWVFn376qQqFgs3Rer1u4xuPx3V9fW3vdG9vT8ViUZ1OR71eT2tra9rf37d1kc/n1el0tLS0pFarpXK5rEgkosvLS0nj9889npycKBaLKZvNqlAoKJVKKZFIqF6v6/LyUktLSzo6OjJvHoej1Wrp8PDQPLpWq2XzOJ/Pq9lsGsjiWJyenqrT6ajdbuvq6krX19daWVmZeMaZmRldXl4qCAI9f/5c2WxWzWbTDDyGLpvN6vz8XIVCQZFIRBcXF8pkxsV68Xhc3W5X9Xpdw+FQDx48UCqVMiNyenqqaDSqeDyueDyuhYUFi06urq5UKBR0dXWlZDKppaUl1et1ZbNZA/Wvf/3revTokTKZjK6urgxrGo2Gtra29K1vfUuPHj1SMpnUzs6O1tbWtLW1pcXFRUWjURWLRa2srKjT6ZhDEY1GtbS0ZGv4ZcdrATCLlsXW6/WUy+WUSCQUi8V0fX0tSeZJRSIRRSIRXV9f6+rqygBBuvHuBoOBms2mer2eEomEksmkARgLOBwOG9AD5tJNSOdDKb+gPG1BSBWNRn+Lp8f9eEDz3mU4HDYDA/gCUoAWICRJl5eXBqz8DG9h2tNkkgDgeOseMDFq/n4Gg4F6vZ6NEyDHvXsj6L12wjPA0HvFfJ+xYDwGg4FisZgSiYT6/b4tJh/+4ZXXajVJYxDG6+IeWCAAtAdfT1181UcsFlO1WtU777yjvb09HR0daXNzU3NzcyoUCvrwww+1vr6ui4sLDYdDpdNpdTodLSyMWxGcnp4qkUhoY2ND+Xxex8fH9vvvf//7SqVS5sECFKenpwYKeHWzs7NqtVpaXV3V+fm5jTfA8+6772pra0v5fF7JZNJAqVgsqlKpKBaLqdfr6erqSqenpwqHw7q4uFA0GlW9XpckFYtFnZ+fKxQKKZfLGeAdHh4qGo1qcXFRMzMzisfjikQiikajSiaTZnCi0aiazaYZb95nLpdTrVbTcDjUxcWF5ubm1G637b3HYjFtbW3p9u3bZqiz2awuLy+VTqdVr9dtHgwGA6VSKfOud3d31W63NTMzo1QqpdnZWQVBoHQ6rWQyqVwup1KppHA4rNnZWe3s7Kjb7SqRSGhubk6RSERHR0cWsV9eXiqbzapYLKrdbisSiejg4MDGdG9vT0tLS7q6ulIul1MkElGn09HXvvY19ft9zc7O6vj4WF//+tfV6XRUq9XMEx+NRgbOyWRSR0dHNvYvO17bA/aebKfTUbfbVaFQUCKRsBcHyEgy4MNbAgQGg4HRF3hU19fXSiQSisfjEwtbknmv3W7XXhSeIiCE5eY+p71PuDQALxqN2t94s1dXV2YAODAWLKJOp2MAh3cIsGH5AelkMmmAyH1LNx6r58ATiYTdI9/BEkejUaNFGENPgXhKwdM3gD1Az7Nx/4xFt9s1Y8GiCYJAsVhMMzMzSiaT6na75nFJmnh+b9Dw4liYgDfRSzKZVK/X0+XlpRkd+Mo3cQyHQ+XzeV1dXWl9fV1nZ2c6ODhQp9MxHm9/f/+38MN37txRtVpVPp9Xr9dTJpPRZ599ppOTE5urs7Oz6vV6ajQayufzWl5ett9fXFzo3Xff1cOHD7W5uanz83Odn58rn8/r7OzMPDwMYLPZNOMFCE7PhUgkos3NTRWLRQvfK5WKut2ustmsGe5ut6u9vT2Vy2UL5ZeWlhSLxdRut5XJZAwoz87O1Gw2NTs7q729PY1GI5VKJVu/iURCtVrN6IZms6nLy0u1221JMtrlvffeUzgc1tzcnBKJhCqViqLRqPb39xUKhdRut40SabfbRlkUCgXlcjldXl6aR3z37l01m03F43HNzMyo1WopmUzq9PRU6+vrisfjGg6HqlQqSqfTxrMXi0Wdnp4qm83q2bNnOj8/19LSuDp/Y2NDl5eXeu+99/TZZ58pkUjo/PzcjM7BwYHOz8+1srKiarWqVCqli4sLpdPjBmvhcFhra2tqtVrmsFUqFaVSqVfOvdf2gPv9vnmp7XZbjUbDQpOZmRnzrvg8YA3QEeoCjn7hE8Kw8LHAgMb19bW63e6Epwaf6b07vEkP3gCa51S9F8kEjsfjE5OZ7wPo/G46KQU4Xl1dmdFhDODL+AyePQALKHtvmPN6vhvQ9OceDocTyQ/Ghe/zzLFYTNKYJ/Y8PYbM0ynw4/F4XIlEwjwAjJOnRvzB96+vr804J5NJpVIppVIppdNppVIpdbtdXV1d2bv3VNObOHq9ng4PD3V4eKjvf//7Wl9f1+7urnkvhULBuPr3339fOzs7WlhY0He+8x3jguFp4TULhYIB79ramhYWFnR4eKhCoaBisWgUx/Pnz5VIJMyol0olHR4ean193eZNPB7X5eWlzs7OFAqFVK/XzfkIgkCnp6fmLc7Pz5uxXF5e1uXlpfL5vKLRqK6urhQKhZRKpdTpdJTL5XR0dKSZmRldX19re3vb6ClC6Ovra4s08cj7/b4uLsadTwuFgtrttvL5vBkcPE684lQqZY4Qc7LVaml2dla1Wk13797V5eWlUZCDwcDoKdZAvV5XsVg0frrT6ZjBarfbRmvMzMwYaFarVfs/NMTx8bHx+el0Wj/7sz9rETjG5eTkRKlUSo1GQ0tLS6rVaopGoyqXy1pbW9OjR4907949ffzxxxoOhzo7O1OxWNTV1ZXy+bwODw8VBIEZFp8nmj5eC4CDIDCPDk623++r1Wrp/Pxc8XhcmUzGAMuDFV4vXqrPFMLpct5Op6NwOGweId6jP59PmMViMfu8B2JJBt6cX5r01vzPpwGQ7+M58rye6/beMxSD55B5XrxQvA9Amnv315NkXjTjzt8+oemNEwAbiUQ0MzNj3inUA1lf71nznhg3HyHMzMwokUgoFAqp1WpZEtDTFXjSPCuGBcPA72OxmFFIni/EoDPur1J9fBXHxsaGqtWqeU9ra2taW1vT8vKyfvCDH+jevXsql8u6uLjQ7OysfvSjH+lrX/uazs/PdXFxYV4rnyGae++993R4eGiUwtbWljKZjFF28/PzxiPys3a7rVgspm63q7m5OcViMQ0GA83MzKjX66nZbKrRaKhYLJpxvby8NDBotVpqNBo6PT1Vt9vVxsaGstmseYKNRkO5XM5CeMDPe9zb29tKJBLK5cZ9dOr1uoXr8MqXl5eKRCI6Pj7WycmJralut2s86NLSkiVrU6mUvfO5uTldXV3Z2r+6ulIqlVKr1TK+OhQK2RyEmx4Oh1pcXNTu7q55tXNzc8pms+p2uzbOl5eXZvQ9zZHL5fSf/qf/qdLptJaXl/Wd73xHDx8+VK/XU71e19nZmT1HoVBQrVbT5uamHjx4YIqH9fV1nZycaG5uTqVSSb/n9/we/cZv/IYWFhb0V//qX1UQBMrn84rFYsrn87ZGXna8NgBLMp4J7rPf7+v6+lqNRkPhcFjZbHbCK/OgwWLzCSL/N+ebloGw8HlhWFMv0fEhfSQSMYsNKHsw8mE5kx8Vhwdkn2zje7FYzMIKwN2H7J5D9TI8rgU9MS0j4tpImIgaeDZJxrPz+W63a/+GbpiONPDmPZ3hn9PLlTBInLPT6VgkAjh72oMogn9zjkQiYREFC7/b7VoUw+cZmzdFP0hj43F4eKhIJGJJrna7rSAIVC6Xdfv2be3s7OiDDz7Q0dGREomE5ufnlc1mVSqVlEwmFQSBceOMdSKR0LNnz3RxcWGc6u3bt/X9739fo9FIyWTSkjbMsU6nY6CIt0fEBjVQLpe1uLioer2ug4MDW2+FQsEoo0ajocFgoHQ6rWfPnmkwGNg5uc94PG78Lvkd3tXGxoYlz0jcwemSgA2FQrq4uNDq6qpKpZLRTalUSoVCwZJxgCmqDEl2jlwup52dHS0uLury8lLz8/MajUbKZDKq1Wpqt9va3t7W0tKSLi4uVK1WVavVtLi4qFQqpVKppNPTU1WrVSWTSc3Ozur6+lr1et3At1QqqdFoKBaL6enTp/r5n/95pdNpW8vvvPOOzs/PVS6XFY/H9f7776ter+vk5EQLCws6OjrSL/zCL9jaIFIvl8u6urrSX/trf03dblf379+3Z2+321peXtbh4eGEQzd9vDYAA5ZMGBYynurZ2ZllTSHSmeR+YQOWgKN0A9QABCDPgkch4GkNFi7kupdkeSD0Ya4HG56D54IH5nMAL+CPRcYj5Hnwbj2QeM4V7hTP1qsuOBhD/z2v4uAzjBkJSsJRElqdTscMGMoM6UY2xuIJhUIW0QAYJF0wsry7aUUI5+E5iQagLPDEUU20Wi3LLmMkSTBynTflAcM75vN51Wo1U3D0+32dnZ3p8ePHGo1GOj4+NqXC4uKiPv30U1WrVSUSCbXbba2srJicijAYagBwgl4g/J6dnbWEdjKZ1Pz8vMrlstLptHZ2dpTP58348jdzGVlcrVYzw3x5eaknT57YWjg/Pze1gk9wk/i7urrS/Py8zs/PLXKSpNnZWbv3QqFgXnMmkzFqiRzD1dWV/R4uF3Di37Vaza6J+qPRaKharapQKBilEQ6HVS6XzWNut9taX1/XaDTSxsaGQqGQZmZmLMkXCoV0fn6u4XCoVqtl6352dtbAm7k6GAz00UcfKRqN6kc/+pHq9brW1tb0ySefaH19XbVaTXNzc6Z8CYVCRtXU63Xt7++rWq3q/v37KhaLqlarury81PX1tUqlkiKRiObn53V8fKzBYKDd3V29++676nQ6L5l14+NLVcLhYQIkeEcscELWbDZrL8ovYsABj817ABzTSTS8CrwsHw57T9uLr6cTWIQsPrQHTKQb5QN/430StuOZA2iMhfeo+T/PgHfhgdvTHP5+/Dh5aqTb7arVapnBw8vi34xDIpGwZJd/P2THMRTct5eoQZ/4TDrGCIOAd8/zez001+Z68L0YhqurK5uI0BF48MyfN8UDk5zZ399XqVTSycmJhduffPKJNjY2VKvV1Ol0lEgkdHFxoURivAE3FI50Q//0+32jlkajkb75zW+aB7q0tKR4PK6dnR2trKwYdzwzM6PDw0NdXFyoVqtpe3tb5XLZuHTeK3xmpVKxzHu/3zfpWzQa1cbGhoE/fHShUFC1WtXBwYESiYQajYZarZaBTLFY1PX1tc7Pz9XtdvXs2TOdnJyYRC6Xy5kKIp/Pq1gsmhwvmUwqEono2bNnarfbWlpa0tnZmc7Pz1UsFtXv95VOp00+Bw1FMpO8BPOLHMHy8rIk2Rre2toymuLTTz+1ROGtW7fUbrc1OztrGnUKQO7cuaPPP/9c5XLZvPxQKKTNzU1dXV3p2bNnunfvnjqdjt0jczmZTGpra0vxeFxHR0dGk/AuZ2ZmlE6n9XM/93OSpIuLC+VyOZ2dnalarSocDuvJkyd2Ty87vpQMjYnnk1tYHsLn8/Nzk3tkMhlbnIThTHwfqvNzL3HC20MsTnbTf9eHxZ4+8EksFjdWHgBi8sBHYzAAbYDLh93QCH6RkThA3uU/47lhgNXTAz4Z5ZNgeNOj0WjCc2ZsSBgCwNyvNxS8H5I5fB5PGgqFaIXk3PS78sZTupHXMW5EE2hoE4mEut2u2u22FSNgpIfDoVKplBkNEq5v6uCd/vIv/7LlMODuFhYWdHx8rMXFRSUSCfPcd3d3tbKyYk4Hci9UQCQbP/roI0u0ebouGo3q8ePHOjw81J07d0wHnEwmTb3Q6/Usw9/v9y1JREKo2Wyad3h1daWDgwMrXiA3Ar8bjUZNFzw7O6vhcKilpSXz/jEs6XRaKysrJkeLxWLK5XJ6/vy5JU4lqd1um/FMJBJKpVKKRqOanZ3V6emper2eVlZWdHw83oHs8vJSCwsLury8VKvVMmcomUyq0Wgom82qVqvZ/A2Hw8bzeiqw3+/r9PRUH3zwgXnXx8fHxsFz7Uwmo1KppO3tbX3961+3CAPBANEXlIUkVatVRSIRnZ2dGajPz8+r2+2q0WhodXVVn3/+uW7fvq25uTk9fPhQ19fXevDggZrNpu7du6f/8r/8L7W5uamFhQWFQiF7P686XtsDxnPxYTQTGJ4Prq9er6vRaCiTyRg/5b216UQZIO4BxGfm+RsxvyTjetGces8PzbJ046nCd0JD8Ld0Q1tAJfiknPcW/Tkl2fW5dzhOvHzpxrsFeDkfExrw9p/x4AegS5owOgAzCT8OxtcbE8bPnyccDmtmZkZBEKjdbtsi8LpcngmtNveGQfT0DOB7dXWlVqtldAjXG41GVp6Jl+xLSt/EQeb75OREv/qrv6pWq6Xd3V1dX18baKDRlcbyy4ODA3t+aTzv9vf3lc1mNTs7a+/76dOnevfdd7Wzs2OKBWSby8vLKpVK+vzzz5XJZHR6emq6evTUUACEuYx3u922RBaJNYw5GlnuC6+WddPtdpVOp9Xr9XR8fGyfQV9bqVTMecKorq2tKZ/PK5PJGK2F3h3PN51Oa29vzyIgHCC802g0qp2dHWUyGXN2SGpCv0Cj4S1jRBh7qv/u37+vjY0NbW1tmZpqdnbWPH68UD+3K5WKNjc3DWgxQqurq3r48KHu3r1r7/Qv/+W/bOqLBw8eaHV1VZ9++ql+9md/VjMzM6rX6yqVSspkMmo2m3r//fe1v7+vn/mZn1Gr1TK54Bd5v9KX1AF7wMTLIrz1C4kFjXdQKBQsPLYbmFIcTGfG8S7522t9SWLxovk+Xq8vocUz4XN45PCk/oCLhS4IgsBCca/TRW4Fpw3QsShJePh6dzxSQkoATdIE6HmqxX8PxQNhL8kivHE+63XBjI+PLDwww595PakfK8/Bd7tdm1yAeTgcNs1vODwul4XzxUP0lMv19bWBMOL3N5mEC4fDmp+fV6vVsnC9WCxqfn5eu7u7mp+f1+npqSSZVpjkzO3bt3V1daVMJqNUKqWTkxNls1mdnZ0pEononXfe0fe//33Nzs4qHA5rcXHRvMdGo6Fer2ec5/Lysgn4S6WShbpItpCqkVeBKmFNNZtNG0fmBeAWi8WsQKRQKEga63sBS947a9TnLdDrcs3r62u1Wi0tLS1pNBppfX1dxWJRtVpNQRBYQQa8Lw7E8fGxFhYWbO4XCgWrRjs5OTHJGioRSprL5bISiYQKhYL6/b7y+bzu3r2rs7Mzzc/PWyXaycmJBoOB9vf3NT8/r62tLSt2WVpaUqFQ0P7+vmZnZ/Xs2TONRiP99b/+1yVJH374oX74wx8a5VOv1w0/cLqWl5d1cHCgXC5nc+Xw8FBra2tGczx//lz5fF6StLe3p5OTky+M7l4LgD1NIN0klNANIsAHSADlTqejs7MzBUFgsprp80o3vCRWCIAAfDjwEDnI1gNQAKoP5b30Cq8Z6sHrWvmbsBggBrABSE9LEFr75Nh00g95nTcm0k1BBgsAo8I1uH+MESBKUsF/31eeecUCXCvGEn4QQwHlgFcLoPuqQ/+sKC+mK9tQAlxeXqrRaExwe9w/PwuHw7q6ulKz2TRe8YuyxT/NYzQaaWZmRvfv31ehUNDp6anW1taszLXT6ZjWF4kUkjAq0GKxmGZnZ1UoFPTjH/9Yc3NzKhaLxhcTHTBOjUbDejdcX1/rww8/1MnJiYW3jx49UrPZtLmClCqdTqvdbqvVatl9n56eKhKJqFgsqtls2ngPh0M1m01zFpaXl7W0tKTz83PVajVTLuDN+oSxdwBKpZI5IcViUel02vogzMzMqFwuWzUgZc+sYdZOJBKx88zPz1sEdHZ2pqurKzPo3W5Xx8fHFgEnk0krISZaQrecSqUs8guFQgbCd+/e1W/8xm9odnZW2WzW5G9QNq1WS8vLy+r1erp375729vbM6K2vr6vf72t5eVnFYtF6SmSzWQ2HQ927d89A+OLiwgCeqOVnfuZnTIzwrW99yxKDrzpeWwXhZVx4mnir0k2oj6cGFdDtdnVxcaHBYGChDKDDQbLNe0sACWCBtSeTCphzHjwqX2bL317uBogDXD4DD3B7IPJeKAALoOEteprE861YQC9B82DjZWBQLIC/pImED9/D0PHcVKl5eoVn4Zyeb4Uvxmh6NQjvgP/z7j1AE0Ukk0kLN5FvUcUUDodtbH3yLplMmsjfyxf9XPgqj3A4rFqtpm9/+9uqVCq6deuWVZrRhGZjY8M4xEgkYs+Ih3d0dGTNiKQxTVGv1w1EKLXtdDpqNptaWFgwqiKZTOp73/ue4vG4jo+P9dlnn+nWrVv2J5vNWpUp+mBoBoCoWCxKkikw4HnT6bROT0+N89zb27OSat4H7zIcDhvQk6jDsdrd3TV5VSaT0WAwsETa7u6uisWiXa/ZbOr8/Nz6KlC51263rcBhNBppb29PMzMzmp+fVzweNzollUopFBo398HoUT7NfaH5bTabKpVKevz4saLRqMnlaKhzcnKi/f19tVotLSws6OLiwtRD5DxwNFKplD7++GMlEgmVSiV99tlnpp8+OztTJpPR/fv3NTc3ZzmMcrmsfr+ver1uyg/e1c7Ojm7fvv2T0wHjJQGCeEO+1BeP1QMyul3EztfX1/Zg/rOen7y+vp4Q9QM23pNlAgEs0Ax4ZyTDODzHSpYf7wBPgxZ5njbw/CvnYeFQxOAB3EvJ8EYwNjxPEATWIyMWi03QN4A44zn9zHg+SIC8x814M7l80pRnSSQSltjksx5sUYZ4r9yfAyBA6D4YDKw4AGvvx4QISZJpram+k2Qa1zd1kNxhDObm5vT48WNJslC22Wzq8ePHWl5eNq84Ho9bCWyj0dCPfvQjLS8va3193aIRQnLeDTmReDxu/SLofoYBA5AASiIEigyCYCz0JyrLZDKKRqOmt6VHRafTse5elOSORiPrcsb8k26qUHFsoBYWFhY0Go20uLho6yMcDiufz6tUKln+p9PpKBaLaX9/37zqfr+vpaUlhUJjDfDMzIwZZTxlHCOa9rDuKTEOh8MmUaPq9vLyUrlczsq7q9Wq7t27Z4myZDKpubk5bWxsqNVq6Z133tHZ2Zni8bjx7P1+36iNSCSivb09o1DC4XGBVyQS0d27d83xQAVB1eD6+rr+8l/+y8pkMkbD+Z44a2trxuW/6ngtAB6NRkqn08YRkVyBfwS48Ha8x4YnhrVoNpvKZrOmt8NL9MklXhDe5PR5ARLCJ8+1kBCbVmt4yRP367lW32TEKxYIxb3B8JYN4+CBlt97g+WlaRg0xpFn4HeAH8YLyROGj/97/fTMzMzEmAPgTCpPhXhenDGQJvtK+GP6OiTb8PSkG2/ec/1eRgWPzDNzPunNFWN0u10tLCzo/v37SiaTevr0qebm5iyrXy6XFQ6Hde/ePR0fH5tHdHZ2pm63q62tLX3ta1+zMlTUDFSL+bwECxIOHK+TdpJBEOjBgwe6uLhQMpnU8+fPFQ6H9fz5c2sLiZ4WTjeZTGp/f9+4SpwKVAy9Xk+bm5tGf1FhJ437NFC1xzw7Pz+3sup2u236YdYiCcODgwNrshWNRq2YhUq3drut09NToxC43uHhodrtti4uLozrRWLnS3rps8F8RQ2ysLCgXq+nu3fvqtPp6Pbt29rb29Pdu3d1fn5uuuvDw0O98847ev78ubUVnZ+fN+PaarVUr9f17Nkzlctly2Gsra3p+fPnunXrlo6Pj81o5fN5ra2tWavR733ve/qlX/olHR8f67333tPDhw+Nrsrlcup2u/r000+/UN/+WgCM14SLPRqNTLbFgmVBQxl43asvDLi8vDSSPp/P200iU6KtHBTDNBBKNyE54TqAi4610+kY8PpkFufASks3FIZPPOEZcg6f7OJzTGr/ff5msvtuX9PSOV8AMR2CDwYDM1wsYiRcRCKeM2ac+ZxPJPJ7z8/z+WmvG/qGazLGUCvpdNq8HsqKybLTlAnAp+Whj4LQCnP/Xlr4Jo50Oq3f/M3f1HvvvSdJJqG7uLjQ/fv3jSrIZrNWVFAoFFQul00pUa1WTTvM3IYG4Fnz+bxWVlbMmyUzT2OZjY0NtdttffOb37Q2jxsbG9rd3VUul9NgMFC9Xlc4HNbS0pJFkHt7eyZ7o4EOXn0kElGr1dLFxYU5HH4Os87QtBJ+D4dDoxgqlYp9vlKpWEUb3io5BFpz8u9+v6/j42O7p+3tbfX7/Qk5GI3ca7Wastmsjo6OtLa2ZtQAP5+ZmbHS60qloiAItLOzY1x8IpGwFpv5fF7Pnz83VcXs7KwqlYolz9577z2LDg8PDzU3N2c9lm/fvq1PP/1Uc3NzFoE0Gg37/O7urrLZrB49eqTf/bt/tw4PD7W8vKzHjx9rcXFRT58+NefkV37lV/TzP//zX5jbeO2sR6vVMm0hIY33XFikgBz8pa9GIWkGT4an4YsImEAsWugIrxUGEOGapckiEV+FB5h5wKTqC4kWHve0MfG9GzzoSzf9jvFQpZukFsk+72F7zavnWQE/jASerU9KQrVwb56y8EoUzsm5+NsrRRgXFuH0Pfrn5b2ySEOhkBqNhoEviVbCUG8Qffkm3JtPAhJ1tFqtL/QUfppHt9vV+++/b4BSr9ctunrvvfdMz/zkyRNVKhVLHFHNJo1BnOY2lUpFS0tL+tGPfqQPP/xQ7733ni4vLxUKhXR5ealKpWLheyKRUDqd1u3bt/X48WN98MEHpqrodrtqNpvWYIfQm3dFb4JMJqMgCJTL5VQul22NIAFcWFiYKFCQbkrZ6UA2HA6tGg5+O5PJKJPJWJezwWBg5+FvPOLhcGj3Fo1GrTrtzp07mp+ft74TUHyoTXy05gsZ8LzpKZxOp62rmzRWZiwsLGhpaUnb29tGATx79kxBEJiy5PLyUvV63bACSRpRWC6XMwNLRBKJRCyJikdeKBT0/e9/X/v7+0Z9PHr0yHTJiUTCqn83Njb0+PFjra6u/rZOxWtTEEirsPZkJr0Glc8BQj6bz+8919toNCRJ+Xx+gt7wNw9QTBdrkIzyyT+ABiCnbwOJNb4LGPlwGe/XewCAn1dOcG+EeD4hNm0QvG6YsfGGyyfA+MOCneZ2MQhwdT5pxvm8TpcFB+ctaSLp6ItcJE0YH28QKCtG6UCE4Ske6WbR01sDgJ2mVeLxuIWVvjH8mzh6vZ61b8S4rKysaGVlxbxZ3z8jCALdunVLe3t7unXrls7OznR8fDyhBBgOh5qfn9fBwYG18xyNRqYfJjIgwdVsNiXJZFej0ciaitNzttvtmmrC7zrBH+ZKq9Uynlkae56sWar56G4HP4xx9cYaRQvXIXpB1ibJ6BhaRR4dHVm1Gts8kTQkesa4XVxcWEvNZDKphYUFqwxE2yyNuVRoilgsZj2U+/2+Dg8PVSqV1Ol0tLe3p3feeUf3799XENw0A6KlJY4cu3qgzFhZWdEnn3xiPHc+n7c8Bf0orq+v9Xt/7++1d0L70pWVFfX7fevhnEwmVa1WLWlJ/41XHV9KBYE7TqNh38AZIGSywlVKN8DsM/f9/ribWrVaVbfbnaiaA5QIawEgPDffTtHzuj4BxIua5nHx0kiGAZQ+qYg36HW6Xp/MJAVwATNvQKj24TOeSuE+oEE8leA9Y+7ZV5R5NYI/4Id9m03+xoh4xQbn8P0YvGwmGo0qnU5b5hvu0ne188YHKsGXfns1iM8+wxd77+RNHJFIRN///vftnkulkp4/f27g0Ww2dXh4aIvvvffes61ootGo9cSmRwFhO7pcDJIkbW5uWrIH6dLdu3dVq9XMEz06OjLlhFe09Pt9LS4u6vr6WpeXl8bVwrECciRaiYro61AoFEyjOhgMrMcDBUEkuZj7cP0UQ5A/YUwA09XVVaMA8Fqj0ai1L0UKtrGxYYnx4XDc6xdFFOXpzMmZmRllMhnNzc2p2WyaZrjT6VgJNCXYl5eXmpub09rams7Pz3Xnzh1dXFxoYWFBu7u7WlhYsJ4XQRBYI5+ZmRmtrq7q137t13Tr1q2JVpLo2k9PT/XOO+/o6OjIGifNz89b4g/QR39cKpVUr9f1S7/0S1Yp6HtoTx+v7QFPJ7DoakQSgZfPjgdeBuaLDABjf+AN8cIAC89nelrCgxoggJfKwmLiwmFJmrhPQIKJ7gsaWJBkbqUbzxDvkOeUZGEb4R20AiDIv31FIIYLvSw8Ks8t3RSGeG+XScy9+rHk93DQRA9w456mwNPnvQCGeP28CxYdntNgMJjwgD1VgeTJy308303LxXa7PUFJvKnDJ2+Xl5eVyWSsOAAv6tatW4pEItaoCKPZbDYnOEsMWa1WM5AcDMYlzage7t27ZxKq1dVV6+dweXmp3d1dM5SoXehSFg6HrYEOlWFIOzudjqrVqm7duqVwOKytrS0Nh0PNzs5a9zN6O7B+AN+ZmRlLlJIcI6o9OztTOBy2XrxLS0u22wnly9A2UBisCSI5jAvz7OzszHpLsDaRqTFnpJsNHyhYkWS7TEAv0Cgf2SDOE9FHoVDQ9va2bt++bZ4+7St9GXQqldL29rYlXdvttk5OTrS8vKxarabV1VXrSfz8+XMtLy/r448/Ni//6OhIGxsbevTokcrlshVmsK5fdbw2B8zLw7P1fC66UMIhEkQsRpICkibAmN/hWbP9CKDuPQBekPeAvbzLLyqfbSeD6+kBwAtgBhC9fMrfG7wsnCvPgYzMJz68DplF6YtUuGcqxbxHiudMCTC/9/QIBgN+23/GUySc04/3dEtL+DzuPwgC2+qFMBnw9d61T2p6Lxjg531JmthVgz9cn0jpTakgMHbxeFxnZ2c6Ojqyngibm5s6Pj5Ws9nU7u6uksmkycHY4gYuHKPVaDS0uLiolZUVhUIh/fjHP9bZ2Zny+bza7bZl6SVpf3/fjGU+n7dkWygUUrValSRLruHxLS4uGn8KMEajUa2urtrGlBgSabwWKpWKQqGQebhIxYiAiNKy2azu3r1rXjX8MrQE7QXI3ySTSbXbbRUKBW1sbJhB39zctPHIZDKWgDs+PrZ5RqN+5rLvQri3t6dwOGy0ULvd1ne+8x1dX18rmUxqcXHRqCL6TsCp42jEYuOtptjoc2ZmRisrKyaXo+gmHo/r+fPn5nkfHh7q9PTU5ngkErH7j0ajevfdd3X//n19+OGH1q8CimRjY0MnJyfW1pS+H686XhuAfWjLYiaEmW7H6DPbeKreY/KKAOgLNKG1Ws0yz15xwUQBbPgOIRgA6Tt2eW/R88OSzFP13/UFIHBBvoet56m8/AzvwkvbGCvuA6ACrHySjHv2YIqhAfBJgPpk2rTemXvwSTgAhu8A7LwnvHq8dtQtrVbLvAuvJsFb9rwzXg/PgcEhWri6ujLOj/v2tNabOtrttn7xF39RV1dXqtVqymQyNoZbW1t6//33rVXh8fGxAe7GxoaCINDS0tJE+0ciMXZaWF1d1dXVlbWE/Oijj6z3ARn4+fl5lUollctlZbNZ9Xrj/RbpVNbr9awKDs88EolYdVwoFNLx8bFJAvG+y+WyQqGQVb2xG8f19bVtQcSuwb3euIMhoCTdGOytrS1dXl7adQFCDLiPci4uLrS9vW1GtlKpaHl52X5Px7hqtap+v29GCYfu4OBA4XBY5+fnFr2dnp7q7t27tpnm6empNjc39fz5c83MzOj4+Nikd6PRyFp0Ip0djcbNq/b393X//n2trq5qf39fc3NzlqtIJpO2awl0T7vd1tramuLxuFZXV3V8fKxsNqtbt27p888/1zvvvKPvfOc7unfvnsnuer2eyfKkG2fzZcdrA7DPpns1AIvb9+qVbvS/Phz3ntK0YN97UjSABnjxtDyXO91tDG7IN7LhXjAQvpKN+w2HwzYJCYsBaiRf06E7YM19+OdlnLi2378LS++pCrxYyiq5d2+cuC/Aavo63KtPyvkiDcbFLxjfi4LJDo3CgvOUkefBeQa+62kHEjZ4OISbfBYemHfwRV7CT/sIhUJ69uyZKROoomo2m9rb21O329WHH35oSaOlpSWtr6/r8vJS5XLZdi+uVCrGwaIWSiQS2t/fn9Du/vqv/7o+/PBDG9d+v29l2ZJ0cHBghqlcLuvx48e6e/eugQjN4MvlsgE//GSj0bA1NjMzo52dHTPo7PZAu9jd3V2Tz/nEm+eUz8/PJzTFcNO8fzT4bJmEc8SGm4PBYKL7mE9ix+Nx2wuyUqmoWCwqlUrpzp07Nk/C4bDtPrG2tqaNjQ1LHtIQJ51OGy0Db09ykI5vSO3m5+etPwYtOavVqhm9paUl2+34s88+0/r6uo3//v6+zYNut6sPPvhA3/3ud1UqlWycWq2WNjY2FA6HzcB+4dx73clKiO4z2vBVJIjgHX3pqvcC0UZ65YH32AA4uEJJVgCCt4d2FjCelmz5RY6nxjlREUwXjUB38H1oBzL2PoFEGIX35g2Oz0hzXUCU+wfI4H9ZcHilXl7mIwYMjvf+uRaH1w7j2aLWYAwIWwFdFheSolqtZtybp0a4B2gGr0DBwxmNRpbEGI1GphMGcPi8V2JMP8NXeaAc6HQ6JsNC41sul/XjH//YKLbhcLztDw3IWWjz8/PK5XJWRktYSvNy3zA9Eonohz/8oTY2NsyrRV2Aod7e3lY0GlWlUtG7776r4+Njm0eRSMS8x9PTU2UyGSsYIClFdRfr9PDwUIuLi6bCKBaLCoJAa2trprdlDFgTFxcXVsmGE7S7uytJymQy6nQ6mpub097engaDcQP1bDZrhr5Wq6lWqymdTuvw8NByQ9ls1nCBtUKUi/coyUp+2a5+d3fXxpbE1uXlpU5PT81R63Q61tXt9u3bqtVqev78ubrdrlZWVjQYDEzHWywWzUjW63WjgNbW1nR1dWUNl1KplCUCf+3Xfs204Ds7O9rc3FQqldL9+/etwIVdRiSZlvhVx5figAm1SaoAvixQSeYN+Uy95yYBShbAdBIHEJdkoRwKCR8C4yFKk5IwvC2fYAF0vNSKv/FCfWUa+l44YP4NIPtIgHMRUgG8eHdkjAEwvuMTgBgWngVO2p/fUxreWAF8GEQoBK7pk4eI76c1vrQa9NuOsxilm17KvHeMEXPBF45Qkum3rvLFKHjJRChexvhVH8zPeDxuCRWkXolEwjqeBUGg1dVV2z03kUjo+PjYCgkkGdjU63Wb3wsLCzo4OLCmLlxza2tL2WxW77zzjnliqCk++ugj8xihFFjceGp4pmy/Q/+BeDxu9yeN58y0fIrWmXSug/JC38yec9Vq1UAvEomYNpjeDaenp1pcXDSdMh5xo9GwOb+3tyfpplBoNBpvtUShSjQatR2ms9msceTsmMFuI56WwKgTcUiakMtlMhk1Gg09fvxYhUJBH330kT7//HPt7OzYeiGpihfdbDatARNacJLvFG0sLi7qk08+UbFYtH4X2WxWKysrOj8/VzqdtvumbJl58LLjtVUQWFQ8UEJnvEM7ceimebf3bEm20MrRc694g4AK/w6CwDpA4ZESunlZFwsfKoOw3QMv1ALeOd8DKDywem4V75XB9HIbDlQVXp0Bv+Qlbni+jKPX8PoeCfDC0+NI1ht5EwYFoOM7nNcnBD0PjzHAM7m8vLQkjU8Wcm6vuWZsOXxUgyfnOWaeaboMWZL9/00doVDIGqBfXFxYa8UPP/xQo9HIKAnC2IODA0ssEYVhdLPZrBYWFvT+++8rCAIVCgU9fvxYv+t3/S51u11VKhWjY2ZmZrS3t6f79+/rG9/4hpLJpHZ2drS8vGxbrkNl5PN5a69YKpXUbDYtWRoKhbS0tKRIZNz+krlUKBSMAmBuhMPjKrq1tTVbU+xrl0wmVS6XjRZoNBrGhzLnZmdnzYBTfEJnM4w4TgjFEHSBo0XnycmJ9cuARjg4OFAqlbJdmnu9cTN6thYiisOAYVwAXCrrcKToOfPtb3/b+hTT9On+/fvqdDomyWOnkrOzM2soj7oBg8B6aDab+rmf+znrkkZyulAo2IauOzs7VgpNz+ZXzr3XnawAGJl/H2oDYH6R4hlLk/woAEFIjVfpPU1J5n0ygXzHJCRcnOdlXrd0wyX5xBaeGAsoGo1OnFOS8Zj+ub1ml2yrnwgviwAAPRaGNx7cjzciHvh4fugCzu3fw3TRhU98eqkaz829+KYohJ+MNYk+z9vjCfs+GYwvxg2hvDco/n7g0vHuSKr65/uqD57v5OTEylaTyaQqlYrm5+et50M0Ot7qHMcjGo2qVCrp6OjItvdBtvXjH//YgLJUKqlSqViCjmiB6sBoNKqPP/5YH374oW7duqWHDx9a+W48Hjed8EcffWT9tTG+tVptoicEHLYv9uBd0zR9d3fX7h+VC2Xlp6en1ii/2Wya10x1Gx44faEPDg4sSYaBxmPe3t62LYDS6bTtMswaZn+8Bw8eKJvNGs1CJVy327VkG1sxXV5eWqI+n88rm80arXB0dKRcLmf0RKFQ0MHBgTqdjvX5oALv9u3b1rui2x1vwfTtb39bn3/+uRKJhHnen332me7cuWON9O/evautrS194xvfsBoAMKBer2tvb2+icRKNmF459153onL4hBQL02teh8OhNYbx8is8SA9M0o2cC2qCzC5cJh5bu902UTghjueEsIAAKQk6D+Tct5d/+aQdf7w0xtMFvuBDuql8A+Q9t809eeMDMMOPcg5/kMxiyyQfuuPVe26be5Imm7lDD8EZA6q+DJtEDhycv+derzdRquzVE57C8FVyUAu8cwwfVEU6nbZoiOf3c+urPvAkSTRtbm7aXKbKKx6Pq1arKRwOm8C/2Wzabrzvv/++tUwkTG80GrZpI13O0K9fX1/bzhj9/rg/wne/+13bKJI5eHZ2pr29PRUKBUsYE4afnp7aGqChuTTeWocdMYhqRqORVlZWjLtGZUGYzAaYaGB5DtYx56FYCs3u5uamQqGQ7aJBu8sgCLS8vGxbINVqNe3u7tpaefLkie3pRkKtWCyaXhh+lmZdSOpIVs7OztpcpahiZWVFe3t7ikajOjo6Mqrs+fPnxnuziSrFMIPBQI1GQ/fu3dMPfvADfetb39L5+bmWl5dVr9f10Ucf6Qc/+IHm5+cl3ST+T09Pzbs/Pz+3HsEnJydW1Xd+fm7v6lXHl5r1eDBeM+sTKSxeFiuUAVI171V5MJmWfwGQ0k2nLDxlLCtAixeIQByvysuw8DoBZq/kwKrjfXuQ5h59PwbOiSwNYPfePV4y/CaGBG8dQAZ8AEc422nZHgDmVSTw5d6Y+O/5JBk0TyKRUC6XM8D04+lpF8/P+gQQ4MnnoVFQcDDunvPF4+L5uFf/zt+UBxwE4z3e5ubmzEFAutVsNq3XLpw6HdF8kc6jR4+UzWYNJFmYhULBZFiVSkWSrP/JD3/4Q5sHGDPm4UcffaR+f9zHIRaLqdPpqNFoqFKpWHOaVCplMjPuB731ycmJpJtcSywWM44yHA6r0+mYceCeSY7xPmiAQ4MZtvo5PDw0h4FeEqVSybaOn5+ft0pZupnRvpL1Bt9M3iGTydi90s8C+m53d1eNRkObm5v2jF4N5Stiu92udnd3rQdxs9nU8vKyyuWyHj16pEgkYttN9ft9o/woT67X65qfn9fMzIzee+89NZtNlctl9Xo9vfPOO3r27Jn1nAiHw7bfHwaaxkpnZ2dKJpMqFos/OR0wiwTg8kUOeDhwqHhJ0k3lG/xvOBw2gbdPphF6E6ZBgPtiDDw+eCbPMQEC0AE+gQRASzcVfRgSn5330jBPC7AwPZgBNjyH9/q8Zhau1RscFh3nABj52ycauT7nkjRBKXCvnitmcvoiC8ASzwY5En09pkMl7+kyFgC+j3JY0N6L9RI6D8JQM4yR1w+/KQDu98d9a5vNpnkxqVRKe3t7VuNPo3Ka35Akwnjncjl7D+wZt7S0pIODA21sbJjnlU6nTXlQLpeNzsGT7ff7Oj8/19OnT1UsFrW0tGRKB+/ISON3enR0NOFFD4fj7l3R6LjBFXvMkcA6PT1VrVaz9gGFQsF6OdOdjb688L75fN4a4rCrBbseQ4mEQuOev++9997EbhWVSsX6VrC1UiQSMe6YHhdE0vROILl5cXExcS4SiuxzR5ezwWCgzz//3Hh3IpVcLmcU5/r6uo6Pj83rR3pG57O5uTl9+umnGgwG2traUiwWUz6ft/t+8uSJJdk++OADW5Ozs7O2s0u/37fm7bFYzNbHq47XTsJ5ztL/mc7Me9kZk8V3J/NbdbBwASwWpudq8RQ5L3/oj0D4CCDiMXuD4ZNd0k1zcH8N73WzMPz1sLS9Xm+iOxkSL6gUXyjBtXkmn5T0oMqBN+opGk+FeE6bAw+Va/vfwfWRKBkOhxMlyb6XBWMO/81nuSf4cjwUkoEALRI/xiMIAvMyACsoEf9euO6bOAaDgfb29hQE40ovusHRQ2B1dVWRSMTAMZ/PKxwOW2VbNBrV8vKybT5JJy8oAqqqSFTCWRIxQkn595TP5zUcjgs76OVLPwOAsdvtWkUdieSLiwtzWCjTHQzGu1bQkSyVSpljAng2Gg3Nzs7abtCsdSIdgBNuNpFI2HY8FEJ5rxMwYv2MRiMVCgVrYM9YUL5MgqvZbBrVw/50XKvZbNqu0eiUKSn+7ne/q42NDdvFuFQq2X56o9HI1BmFQkHD4VCLi4s6PT1VNBq1cnI4fxKw8NGZTEb1el2zs7M6OTkxmgYJYjKZVD6ft9LjDz74QEdHR5L0k+WAp3V6Hgx8VpzP4ZWxQAmF0Al6oCCcl2Qvz+tHJRnvxMRlwkoyEMZr9lI5r5BAeSDd9Crm3gidASbui/vAK2A7El9t5xUNyMfwiOCleRE8n9cj+zEG1H2SyxsOxhqAQ20B7ePvi9/R65XWinzOJ4W4z2menPfkPWzCQO7HV+t5Q+cTiP5dcn7O90Vewk/7QD9L85h0Om1dsNjuhq5l5XJZW1tb9q7pzXBwcKC1tTV1Oh0tLi4aT5nP5/XNb37TZJV7e3sm2pdkNJCPGtn1YW9vzxI7GMRqtWptE0ul0kSPBOYh8xNpWq/XUz6f1+XlpXUv5B21Wi1rKiTJqrcAHzbY9EDN7sxEbEjQGAtprFKgDSWc98XFhW0WSgJreXnZ5lg2m7U+DXweRQ39GHxbU6ic73//+/rggw+M5llfX1coFDKZGCoGPGhaTOZyOfOCDw4OdHx8bKDKO8CZ2Nra0mg0MhBuNpva39/XcDjU4eHhhMqDftHdbtea+b/qeG0OGM4Tr8knrTimKQUP2F4iRnIMbtEnywAD342M88AhcQ4AEu4ViRgqAc+FAjQvu3/uGw9P0m/xXDEYAAqGBu+XPwBiPB43oMVoQD14vhVAJnpgkTDB2XaG3/vnwWj4d4DxQTLEhEV65D19/74YB961V3ZgWKLRqO0l50NistteGz09F6TJdqU+MnlTHnAQBLbLAuoCnhdd6Gg00p07d8yJIIynqcxgMNCjR490fX1tni89cdnSaDAYGGjB0TIHtra2bByhM6Cm0CfTjL3Valk/huFwaBSSjzRGo3ExzP7+vp0XA+z7MBNmLywsKBKJaHZ2VpLs/x999JEKhYJGo5E1CuJ5CeWZixSqUPoLiEEL4MmiVcZRo4l7Lpczj3lubk5BEFiv3lwuZ3RDMpk0T99Hbd1uV6urq8bph0LjUvp8Pm/GH64ZqvLw8FChUMhKjJ8/f66LiwudnJxY/46joyOVSiXbtgmjUiwWrQUpFEoQBNakqlwuS9IXbrf1pQAY3lTSxILzXjBgBej6Rjo+QTMYDExD6T0+6caq4y17HhSPwYMzbfrgj33/XmnsJU+rKpDBTXOyPvz3ygbAw8u/8H7xtPkczy/dJHAAOLwUntePI9f0FAD3AtACvF7jS6LQqy4YA18Q4TlXP4a8N1/8gd6bP1BEGEpvuPCS+S7PjyfOnIC68b9/kx5wKBTSgwcPNDc3p1wuZ3wtiWakS7Ozs9bfAIoBoKMfLrpcSVpfX9f19bV12EIhQtMYTztQQUcjKknWEAlVBR3p2Kes1+tpdnZWc3Nz2t/flyRr0gPQFAoFk6jRs4JOatfX1xaq4ymzFul9gYwrGo2aBpf7rlarBuS8x2w2a45Ur9ezhjR0WLu4uND6+rrpi5eXl21cDg4OJjzew8NDoyjouggvfHl5qdXVVVNlDAbj/sLVatXoTYpRKE0mV3F4eGhGjWiFPs4bGxvW+nZ2dlb1el0ffvihNjc3dXJyYrI+1iAYgvKBjUbZn69arX5hbuNL94JgQbOQATXPp2LFpRuJms/+Szfhp/eQyGb6ggDvlXh+lMks3fCgAD1StlgsNrF1uqc6vN6We/SGAGDEggKKHrgI2QFfQi7PCUejUXsm5GeekuB6nJdsONfDw/fqDe4H/a33VKEJSMp4JQOSMe4FORiUAPy293gBekJhrsd4AcqejvJRAx4CmW1+z3d90varPgBRHAWMhCRTC1xdXZk3TEILL1GSVlZWzMtjHOnX2+l0dHZ2NtFwHOMNGOJ5EiGR4KITHcmeQqEgSUaBoN1dXV01zxyDW6/XbR81wC+fzysUCpmags1SAV0oQu+9cr8+Yjk8PDQNNx44nigtMKEDI5GI8vn8BAXIcyHjS6fT5vWi76W7Gs4LmvVYLKZSqWQ4USgUNDc3Z0mvVqullZUVLS4u6tGjR7q4uLDzQ9FUq1Wb05Ks2EaSGbpQKGTd2Or1ujKZjEqlkgaDgW2jxpoKh8N68OCBfuEXfkGDwUC3bt2aqAN41fHaAOyrvXzI6JNfvDC8RYTr/Nzf9LRHy6LFwuBxE8YDRDQFpxgCz4JsK5pF6QYgpyuu8AQBOd9k3HtwfIb79V3FMEA+6QYP5rlkvFTA2ycoGT8/AaBfJE1MfO4JYPN8K8aRCT0a3VRoeUPjVR++IMRbdsCUe/cAyTk8iPpWnYw5oMvz+Odlsfp38qZUECRzUROwa3A6nVa9XreKTeYUCTpJpqHe399Xs9k0mgDAZBxXVlaMomm1Wqa/xjvFk4pEIratPE1m+Dk6X3osSDL5FL0q8KQBz9Fo3A2MDQ+YL/S8wFuk3eVwOO5pfevWrYmEHdEjvPP8/Lxdk+Y2NKnZ3t7W0tKSgiCY6C0CT9xsNi2ZBS3Amj07OzPlw/HxsdEFJNNo4BONjhu+I6mk5zC0EBTm+vq6yfhOT0+Ne8ch2dnZUalUsl7ktCRdX183fjydTuvZs2fWxjKXy5nmm7V2eHho0RO7i3CtnygAsxD9SVmQnssFEF/Wk2H6+3h8nqoglPbNyX04DMUAkAHinA9AhXfDa/RhP8CKR8d9wXPj8cFj+0SYJJN1YYwwOj7DD0hyb56WwED5CiIWgXSjG+aZkdp5npbP+VCWLV9QG3iPHjCFeiEK8GA6LR3jO56G8ElTuGCvkvFqmOmkpKcwfETypg4MA0BGLwKasZOxp38tPQ9YgIS6OASMB1n7aDSq7e1tDYdD5fN5LS4uGp1GI53hcGgFRp7i453iwbVaLWtBSQVbJBKxyi285yAIrNl4EATG+1NNhtQM47m8vKxUKmWfYcPck5OTCVnY8+fPNRqNrPyWSKHVaml+fl6Hh4daWVnR48ePrXiD5Die8OXlpb7xjW/YHKEnRiaTMZqnWq1qYWHB5GKZTEbr6+v6wQ9+YLuCVKtV8zLBmcvLS9vGvtvtmoYbzpw5XC6X1Ww2TfWBMcEwAKSbm5va2trS3bt3tb29beXTKDiIAGq1mpaXlyeAfXZ21lpvvup4bQD2yZJpPlWa1KBKmqAKyPj75BeAB8Ax0QnRpkEP6RhUBhPAUwJeGse16NQPUHmAxOP1AATXOZ0Q88/FvVGQgkIEIOaAdyX8Aow8vw2PhMDec6Y8C+chlGOcPF0AlwfFMW1cPIXDgfGc7nQn3TRX59/TiTr4P8JcANUbaq9+8dpf6UapwfnfxDEYDFQqlVSr1TQYDEzyRIcwuHsE+Mw5Fi87h0iy7ZtQHFQqFR0dHSkcDluiNQgCVatV83Z7vfFW8GxIOTc3Z70Y2Dnj4ODAqq3o0pbNZrW+vm4SLxwFqKpSqWQbSMIJ+0guFotZ749Go2EADC2CB3p1dWUNiVAo+IiSdXt2dqbV1VX1ej2Vy2WrbENDTXFKNBrVo0ePLIFZLBaNW6d7GPkcopAPPvjAditG+bG5uWnJztu3b5sBXFtbswbsKBT6/b5KpZI1zOc9IAtEzod22n8fne+dO3fM+YB+yefzevDggQqFgvX4AAOQ6/3EVBCEvv4lcnL/M6gGDzTSDTh7qsF7P+gDAT5JE8UbXAtPWLqpysNr4/p41bzIdrttAAVA81kUEZ7XHA5vGpgDKAi6R6PRRIIP7xyPXJLJfaZVHtINXcP1AVn/jN7j9oku/u+9Ud+m03elA/CIRLyh4RocGFaeyU8czg+lgMHF2mMEfOJymh8G5P075/m8B/MmDigxQmjCUACNuczPCFXhFiORcSk8IMI4MT5zc3Mql8vGf9frdfOml5aWtLi4qEQiobOzM41GIysXXlxctKY+KBSQhVHSfHR0pPn5eZvv+/v7xr2yds7Pz+0d4vXSSCgIAvNUkXSygwR0CX0k4LnxSHk+aJrl5WUbAxJwRAF454BguVzW0dGR4vG4bZ+Ek0MvC2Ri6XRaW1tblo/AkIEn/X5fR0dH5mgxNv790jIU+RuyTCIUVBH5fF6VSkWrq6uWzGS3C7xfmu2vrKzo4cOH2tjYkHTjkF5cXCgcDluk9BPVAU/LzljELGDvEXvPaNrj8l4q/2Yhe46Vih08QEJiD0ZQF36xAABQCf1+38TYtFX0DYX8wvH8LMDi1Q3wtdOKBT9OPuGFx+rVBx4IOTeRAM/npXDeMHngxMNkElFgAdhCRfjqKUBR0m8xpJzTX4ux4h0BrPxbulnsPBMUh09U+t/5JJ2PoN7EQZJlZmZGnU7HKp/w/pEbUiYLtzcajczrQu4EGNGucWlpSZVKRaenpxa6SrJsPPpaunfxns/OzizMZr7RAJ7kENsM0TQ+FotZOTVqjHA4bG0noU0SiYRJv3gvSDfn5uasL3Imk7Ey3OFwaBwtkRWqCbjcUChk/CjrhOvAyUpjuoJNTVutliXQSDZeX19rY2NDd+/etTCfXTKkm52ju92uVdNRLERjJFplEiWHQuOm+/DjUDfQFLzr/f19S+Q3m02tr68btrTbba2vr+vk5MQqDFdXV22fOfp7zM3NKZFIWM/lL6LYXrsZj5dkeQkWh/eAvJ6XBcYiBrR8QQZg4r1qFjh/e/AmqeDbQnpvEbDFW8Wi9/t90/Lxc8+1Tk8Y73F6zhlvczqkZ8F41QO/97yufyYP4tNjEolEjEKZ5mjxVH2Dec+9SrJ35I3lNOfrqRNAm1CPd0qkwDl9vw1vSH3CEVDmu3CkHnTftAwN7ers7KyWlpbMQ6Xhiy9eAXBisZiOj48nNOg0t2HTymQyaRFIKBSyvtadTsdKVSORiDWiIftPB7LBYKDt7W0L1SmJpqcDBpscxOXlpYrFojXDicfjWllZ0cXFhRkFHzEdHx9rfn5em5ubisVi5gnDE/u9GfP5vHq9nqrVqkajkRma4XBoRSjVatWq2JhTvV5Pz549s/Jk9NCMA8k01Axcb21tTQ8fPlQ6ndbl5aXeeecdFYtFW7+MaywW0+zsrJaXl02bS2Ua1bGHh4c6ODiwNURLTfI7u7u75mmzxq6urpRKpfTJJ5+oXC7r7OxMg8HAJIqj0Uh7e3u2RvG6T09PrUS9VqtN1BS87HhtDxgPVLpplUjoT/LAV41xAIoAhvd+PajAc3oFAdciRIJyAAhZ3ISxPpGF9eYgBPZA6OVjeCjwPNLkNkwADp/1/Xw5nwc2QEiShTse0CXZmPhOZNw73KGnTAhJoWxoGwhNMp0EZGyngZlnwyhynxgVvHZvxYkoPLjzjP5dMoYYYjzzaU7az6s35QV76RR8KX1eFxYWFI/Htba2Jkm2SK+uriynwPMwd9kpeDAYWItEtsNpNpsGRBhW3g3ATOetbrerW7duGUf57rvvWiTjN9ckETw7O2t0A7wsuzIXi0Xr10GJ8AcffKDRaGS62FarpXK5rJWVFRWLxYmKSSgVuGDKpdHOnp2dqVgsmgqBXA3rk7kE+EN9SDLAx6nK5/PWsxcvtl6v6/Hjx/Z9DBJJSu4R/S3Gr9vtmgGB42aHEiSDFKw0m00bM5QwyWTSEp8YR3S+7LyBIaF/8szMjI6OjiZ2an7V8dpJOA8CJMMYaBagdKP79SWq04J+Ji2/h9uhtyp6YyaddLPlD6EUYZRPkLGYOYev5uL3hHuAN6GfB5hQKGQLxPM4LBjvdeMR+vBakjXxhj/2gM94YsS8hhQPxnPEnkunCgluDbDm+bgvxtpTRhgTr1ShDBfuGwD2Xi9j7vtN+GQqoZsk07v6RCD34xO5gD3G9U0ckci4dy2i/fn5edsFd2dnR71eT59//rk5BltbW7bIGZvFxUWFw2EL9fGw7ty5o3a7bdQGYTtFFOl02rYtwhDV63VJN2uDSqxOp2Mdy5B+VSoVUwrgpLAmGG/AiOrFfr9vUjbeGcCEbBGwhY9+9uyZGo2GLi4udHFxYXOV3SPgjaPRqDUjIgLlHbO7Bj006I42Pz+vcrms8/NzK1xgHko3/bPR+V5eXlqBSqVSsfJsNh31fZYxTOxeTYEN1XySjNqhhSc8NVjFfnXtdlu5XM5aUXqsqlQqxk+3Wi2lUinz2L+IA4688jevOHwiB37Xd8fyC55FDIfiBxMQx533HC7AOU1VELp47hAw9IoF7g9QA1RJisFn4jX6CjsMiv+Mb7vpw3/pt9euMpn4LveMkcBQcF3phsLw/LnPXGPYMCAYORYd4+XLm/11PCACuhxMes7Le4Af5xqeK8fC8zO8dZ7Jv2/eF2PDu36TUjTmBON8dHSklZUVSZpouIRagBaR9KYl1JZk9f+h0LhFJIax0WhY4mdubs4W6nA4tLaXlN3ScGZ2dtaAkZ0i0Jj3ej3b7HIwGGhmZsbeF9eCH6U6LpVKma7YJ7DwnOnwNjMzo0qlYgnJp0+f2n5ypVJponcE43FwcKD5+Xnt7u7q1q1bCoXGu4zQXY3kVzab1YMHD0y9Aff68ccf6969e6rX67p//74lIZHm8W7a7bapSwB4cjr9ft/kcrQBhfMl+oR6yWQySqVStnaoLUDDS9Vbr9dTsVjU8fGxBoOB0VRQNr5RD5Rco9HQcDi0XsY/MQqCxTIdWvBy4U+kGy4WEPXFEHBfXuo0HbYCUgC7LxhAnI0x8LQAHh7nxGp6eQ7PguflE16Ar29o4zP6AKgHGsIiDADWEyPFGHnuytM4XocLoPM8/O3lYXgxLET/Try6gs8zjv65ATxPI/kxJ8s8/RmugdHziorpzLNXjvjn83y3f1dvioIIgsDAsV6v6/LyUoVCwaItGshns1nrRnZxcWEyNeiD0WikbDarbDarg4MDNZtNUw/As7J1EDsUn56eSpJxnUQ0tK5EFYHxxAGgxNfvX4dnR8vEfr9vCa5Wq2WaZsCXBHGn09Hm5qZFQXiKVKaVy2V1Oh3du3fPPL5ut6taraZcLqft7W0DS2RjyWTSNgr1m/UOh0Pdvn3btnZKpVJWuHFxcaFSqTSxxr0aBwUCxR+UaNNk5+nTpyqXy8pkMhPnYt2RvJybmzO1AqXmJBuPjo6M70UtMTc3ZwIBDMLZ2ZlVj45G42KXfr+vk5MTc17Ao5+YCkK6KZX0agTvdbLgvacj3YC3dBN2YoH5mVdBANL87Re89x7hZfGkfYKJ83p5mgc87gvPmsXmOVQ+4wcREMOIeC8PA8L5PY88nYDCIHjKw+uSveeKhImKJO4N0GPM8JK5JiEoxRn8HkPBH28MvTLBc8GeNmCcuQbP5a29/x5jCN3De3sZxfImjnA4bHubURkFZwkX2O/39fjxYyvdprAgFArZDsmSrBkPG2HCo+LJ4qHyO2gL3g/lwZQSM6YsavTfrVZLhULBVC7QHFSSIY+Lx+PKZDKqVqumI8aoUkl3enpqieVsNqtEIqHDw0PzEovFoh4+fGi0A0Uq5+fnWltbs92SkWJiyEiMlctlRSIRVSoVM0A4D8lk0pJwJDPZc49xoPAD3pwtlGizCaWDTDQIAtsYk/3iJNneb4wV6pJ6vW78Lr2XDw8PNRwOVa1WTaFBNIOkjt1GTk9PzbGiJwjyOo+D08drJ+EAFwCCLLFfoNNgjBfHQvcJOywIHqq3KvxN6zu8JSa6V0MAoACqD9PpEsXi59/xeHyiLSDFC4CWl2h5sAHwvcfHZ3zizQOZV38AsIAfY4tqxO/ywbhxDrwt6AcMIAYMTm86cuDdEGlgAFjY3NO0MfH8sVdAcI+cyycimSd+Pkx7uf7cbzIBJ8kW4cnJycQ2Mj4qIuGCV8hzweuPRiPVajX7XD6f18HBgYbDcbvC+fl5VatVLS8vKx6PT9BLNIOhAq3RaGhpaUmFQkH5fN7KWqHFQqGQOp2O5ufnJxrreIeA939xcTFRfttsNjU3N2cVZ2tra9bwBj6WJCLNbmZnZ/XgwQPLh5ycnEw0z3n8+LEVseBw4P1BCaAnprBjZ2fH9tsbjcbbJeH5I79bXFy0/eGur691dnZmChG89NXVVQO+eDxuibR0Oq35+Xl79nQ6bduZocmmkXssFrM+D5lMRqFQSLVazXZilmR6XiKUfD5vVYLgW61WM5onGh3vMUknuVcdX2pLIugEJul0tce0hwnoAdS+ssoXbBCqjkYjqwqDl4US8L0oCOvxSHhQgNBTJFh8PDoPJhw+VPYqByYUhsVzl14q5sN874Hj7eF9UkXjvWOfxMPDZmymOW6MgFcZeE8TLwDvGrohlUpNlIdznwCqdEMlcN9wmN6YMnaMizcejDH3z/W9IeJzVNFx32/qYL74Uti5uTlFIhGdnp5qfn7eGhrNz8+b98Nmlfl83irJaG84HA6tGdL8/LyePn1qxRsYxcFgoJWVFS0sLCgIAq2trdl2OIPBwCrhWOiDwcA2fCyXy9rb2zPgpryYBC36YvY2w8PG+0OBcH19rYWFBdt9mfteWFgwWoPyYiR2SL4I3wHFZrNpqoVer2fl3NJNw3ia2CwuLlp17PLy8kRxBWt+a2vL9p/DK2ajTfawg98lQSzdtPOUbna83t/ftwTjwcGBrTXmaKvV0oMHD0xL740bRRfZbFbh8LgPsyTDMbTAodBNk6K5uTnrt/FFx2vPekDXA5IHWbwu7+kwoHzOn4fFTUUb3iwCeLxkv4ilyQ0hsWCe2+QzXrfM4ges/O+95+rpDg8O07SFl17xTPzx5c6eAvEJQk+PeEPAMwFuWHg8S+6NsfRA7c/rvfBwOGzyQN5Rr9ezVoBEC17yBljzrBgcDArvlTHAy/ftLDFmHNyjf++eU38TB47AzMyMgV2329Xe3p7m5ua0vb1tUi6acOMl05x7bm7OquHw5Gg+TsXXYDDeCQN+Fm0tG3zSBH5jY2Niiyf6T9TrdV1cXGhtbc2KRejaBVCxozG9HrwBjkajunPnjhkWSRYdwnNDiwVBYBwvDXXa7bYymYz29/cVCo0VQjs7O1pdXbVuchQuQDcg45JknPiTJ08MLNmenpLvvb09o09SqZQkWdIyFotpZ2fH1isUBolQFCTX19c6OTmxXSlIjKXTaZOU4VAwftFo1Hh6qmcTifHmnb1eT41GQ41GQ4nEeAdxHKbRaKQnT56o1WopEolYLoESci/bfdnx2ioIH17jNeER4zn5cHTaM/aVXgCddKMuADD8QsWbkzShlQWIsGTSZL9cX6DBOX2Yz4IHCHwYzPUZZAAaHg4vhvDDGyC8Sk/LAKRMbv4PiPkCEM5HRyv+z3N4PlW68ULJ6OK18g5QI0wn5zyHPl3J5j1Y3jdjxfvmd1zXGxeeh0XC5/2Y+MSmN2Rf9cG16aY1Pz+vJ0+emM6aRuL7+/tmOOgpgCfH/IBiOjo6sjkbi8WsmXi9XrcmM51Oxyq94NHD4XE/BJycWGzcAGdpaUmHh4e6vLzUkydPdPfuXUvKhULjSrpsNmsJIKRX8NN+84BGo6GNjQ3zxn3CC+0q89AXXORyuYmiDrhuvNzZ2Vnt7OyoUChYJRkd5obD8V5u29vbunv3rq6urqwTHI1w8L4lWW8GEl/D4VjvXiqVzLjgDMDLUtrNzsjsX7e7u6uNjQ1VKhXNzc0Zt44iBPkd9IGfn71ez/TDFxcXpkzBGHnJ59LSknnS7OcHHfGq40s145FuQgoWI3+8l+glHj4B47067x0BEtwwE8xn0D1IYAm9woDPAkh4fITm0B2+WAMw9ZVi3I+X0AH+XBtPmO/7pBULj8U17dVKN2XcnoYBoLyhkG52ncbwoS9mknCfnj7hPuHe+N00v+29eZ6b8fI9L/isN3oekPB8Max8FsqD98DPSRyRS/giT+GnfcRiMetN+/TpU0Wj44bcVHD1ej1bcOhE2ZeNdwM/T/k8jZUGg4HtxxYEgZXqotCZn5+3HZPxQvv9vqrVqk5OTqyDGAUA9JplDzrmCPQC0SZGeDAYWGUXSgz4ypmZGe3t7dnaq9Vqlohkj7dYLKZyuWzl2ZubmxPJLubX8fGxFhYWTAfMdj+dTsc2tSQ0J2mGN0kFH3u2nZ+fG5WChAwDgUHHiWIe8nv27Gs2m1ZJGAqFtLKyYrw4CW3AnN2LcdpWV1dNOcL84Lxo3H11qSTbtQSKAiXMT5QD9pQDLx53nAUq3XhQeHXSjfqBBQhQMbh4QIABXcGmeUs8XCYXAMTfADHn83wQgMDnPI+LRzpNqTA5mbA2eKGbqi40mD7xxgTls9yj9/S8wYK2IHTk2oylV0z49+G105Js0jPm3Bf8saeOvIeLkeC+AUnGeDopx7vGy+G+GRO8e2lSysYc8FLEL/ISftoHdEEqlbJuXfPz8waQFO5I45Cd3YUxdITKo9G4HLjRaKhWqxmtALdMkUI6nbbmN77nLG0WuQc2nDw+PjawQSvcbDbNCxwMBpqfn1ehULCdJ46Ojiwq7fV69o58eTy0AtV2nU5H5XLZvFHaTQJwJycn9rnBYGA8ebFYVCgU0tramra2thSJjHd8Jgl1fX2t4+Njra6uajQaV96hz0d9wOaXaJGZmxR4oMRAC81OyfQynpub09nZmXK5nFEdyWTSdp6uVqu2/jY3N61Npq9loGVlMpk0L5qKR/JMcOZEQBgfDB+0UjQaVaFQ+G3n9Wt3Q5N+a8tJv6h4sdJNdyAfdvNZfy7A1JfseQ/Th8zeo/Qgxbm85QdM+D1eltf+AsAsRJ7TGxKSUf6+vDbXk/k+CTWtAvBSOf89QMjzRYRj0B9Ix7wxmaZ7vNrCUyfwfJ4+8IDJc/FOSA7ybnkvgOg0X+u5dJ90w9hgEAF5D/DeUL4pJQSgRFRHQxt2iCAf0e/3LenFlufHx8fK5XIm51pcXLTEC++QCrizszPbjSEcDmtra0vRaNSaee/v76vX61kZLFTXxsaGURd44ySu2u22URqj0ciuj7zN75LMXGGzTSRu7XbbdiCGogBweX/shba4uKher2fb/4TDYVWrVQ0G48bqtKBcWFhQKDTemXlzc1PD4dA42Fu3bpmnS4lzOp02aZ3fWxCnBO6Xxkbb29u2Ju7cuWOd6ehYh0SMe49EIrbNEn9TaOGjYYo6giCwkvR2u23RPsYEkQCN5lnHrVZLpVLJjDH9P151vLYMzYeY3LRPRgFyPnHmvTYvPfM8Jp+VbrxC70HiZXuL4hN6PgEoaSJEAkwBcTwDz0V7ygQOk8PL2vDwSLT5UN/rc5lAnhtF3gagkkUlWy5NbgI6rXvmGTy/zth6L5axhVf0/Yp9xMDPvSEDQIkUfJKS83lDAYj65KWnZQA2T88wTtw733lTB2E0iaBIJKJPPvnEMvFk2ovFolZWVpTJZBQOh7W9va1yuazDw0PTkPb7fauUYtt2upFRPYe6Bs45CMa7JdMzolarWXGFz6Q3Gg1VKhXLtbCvILszsFsEuyZznxRt1Go104TfunVL8Xjcknv7+/uWc6BUuVwum/GgJcDp6ani8bgWFhasPwYg/ezZM+NQ+/2+6vW67t27Zz1/K5WKVlZWtL+/b+cFuAAp6IBcLmcFJaPRSMvLy3rw4IHi8fiExIzIjC3h2TyT+0KrzWefPHmibrerk5MTKzxhnjYaDZO8UeXIBgfz8/OW6IRG4hrX19fKZDI6PDxUr9ezJkcY7C8qs39tDxhLivTMgzJeHQtyOuniuUT+zQB6XaTP+vsST/7P+fw9+Gt4TtOH+L60edqYeGUBlneaR+Na3svlOgA/8jDuyVfweW6X5A6f9zQNoAZ/DUh6wOV6XkYG6AL4ksyLYhw95+49P58s5JlYIN479v2UGW+vnPDP+TJDwRzCwHklyJs6CGXxagjf4X3Zsn5nZ0fPnj1Tt9vVw4cPVSwW1Wg0lMlkTIbFOCwuLk4AAmOD0D8Sidimj5HIePNM3ts777yjbrdrEjcKhKC/YrFxH+BoNKpMJqPRaGSARqKXvePgLYMgMC4ZvX0oNO7LQLXc3NycFV/wPPDWSEEp2Q2FQtY8nZ+zUwffi8ViZsAo8KhUKuZZIqdrt9vWyIaEXBAEVtKLsaJfBmtckjV5pzMdTY5o6hMOh60yDy4eehO52NXVlSUX6eHrE2y0rwyFQrZPHe0nKTYh19Lv9+2do0j5iXLA0k2HMb9wADW4VTwmDha554XRs/JvvEu0sPCq0rh/6nQne0Jcz8X60N4n1bw8ynureMF4qgwm9+L5VcBkWong/572Vjmf58J9bwQAgEUCTcEY+gIJn4DkuTAOgCljjWeBZ+SfX5KNO2DOM3nPHfXFy+gersV1/fenDQAATLg5rehgDN5kEo751+2Od9BdXl62Zum+eUsQjLt4UcwgyQoE2CcN9USj0dDe3p7paT3f7QGQRjE0hH/69Kkl12q1mubn5zUcjre5oVw6l8sZFSCNt5GnBWMmk7H56vnUIAgsKYjhqNfrtpMD/SiQXUmy7YRisZhyuZxyuZwpGChj5v1SFlwsFrW1tWXdygAnSdacaDgcmkogCALNzMzo0aNHSiQSOj09NcBHHihJa2trRhs0Gg1rkMOmqZeXl6rVauaR1+t1nZ2dGcePwwRfjOIjFApZC0va1MJv082MvezABHYawZlke3r6YkBNeAx72fGlABhP0VMA0k0HLKw9YTfAMQ1ESGPwoPgcYJpKpQw0CPexyHC8r0poeb4Y7xAvmnvmvB5YPbWCQfEeKuGYD5mhELzqgRfjm8PjKftCCq7DfXOPUBzTvDQJRECfMeUZpZukI2A4raEG+PDuvZHBg/O8LKJ7stHcsx//6c8zBl7xwTXx0r1H7EH7qz6CYKx5RXnAXnokX1iIkibmFAUBgOv29rbW19fNe4P+QcaGJI9k1tnZmdFQgH4ikbAdfymggC66deuWaY673a71lQBQ6UvBvCDsBoza7baBDlswoayRZH2GJZncqtfraWVlRe12W9Vq1bZS8lx+t9u1XZnv3r2rZrNpCbVer6f19XUdHx8rFAqZymJ9fd24dTzWeDxujpZv6UmUcHV1pdXVVVOi4K2vra0pFovZdkKMCfMqlUpZi08MzerqqgqFgs7Pz01aWi6X7Z1TUMF6TyQSyufzOj4+ts5zOzs7Nk8Gg4Fx2OwFx1zxua3p40sBsAdZO1HopmOXBzQmLWBL5/ppORlhqV/QnrsF3LwnwXelyUbnnhphgQGmvrWlp0oAUM6N8QAwPKD6IhRAjl4ATBo/JtyfNA4JKUUltGPCeG8cvpXzEJLybB5MAeZpDhdqBW+XZ2ZSEM75JCpj5mkXgINng4Li+fEa+L3njf2zeyNHv2hPVbzJAyDd2NjQ0tKSdQFj8VEBxvtGudNutxWNRnV0dKTl5WXbdYVx8uqgaDRqCgdCWmRY7CnGXJJkyovd3V2bIyhcRqORqREikXG/XMYRidzV1ZVtZb+ysjJRHkslHNK2cDhsPXOl8a4VeMa7u7tW6IBx2dnZsW5f5XJZi4uL6na7Oj4+ljReP3CjKD4op0b9Qacx5g/jWywW1e/3zfOm/DsUCun58+fmBZPkREnhKz3xnCORiNrttu0NhzPFTstIB9PptB4/fmzaZiKFUChkO15Q/txoNEzfy/qhwk+6of2gLr7o+NKznsXOQiWMBViw3GgQWYyeR/b6UDwvgJqw2idwpBuOF5BjIXi9MN4mYncPAHie/rP+u4CSD825DvfiDYD34jm/T8Zxf6lUyiqKfCLLV7t5mZY3cJ435gV77TBA6P/PffIcPvk5HA4ndh4hOpiOVLxsCa+Q0BBQhiaRbhqx8HzX19dGOWBMiAKmaR+vqviqj3A4bNIrPNRwOKz5+XkrL45EIragSV7xs+vra1uAZL3hfylagIcvFosqlUq6c+eOgiCwnS329vYMnCibvby81NLSknVKgyIAoOv1+gSt5r1HOEi4VgAjkUhYfwielznb6XR0dHQ0ofhA0+yr7ubm5qwo4+rqSsViUZ9//rndI82B4vG46vW6Dg8P1Wq11O12dXZ2Znpldh8ejcYd305PT01mJ92olsASkqH8jAQZTkytVlMQjLu3DYfjRkPsPAKPT8N09quDBup0OnY+KAmaGCGZ8wVPRAqAPwnWIAjMkHrq51XHl1JBcJDNJxTlhbLAPGgACL1ezzzIaeADdOlE5T0/zyd7SRPeNODiJSU+IYXywXuw0uROwQyWl1t579BzmACZHxuqZsg0U1JJ1huvgOeelm35iMAnznx0gOXnXhCk8xk4J3/vnIPrAaYcGDBCKW/JvQfnE23STQUk9+O5YE89+HfhDZxPVnq64qs+MEgLCwsm26JIhPJemsEUCgVruL20tGRcIHOX3rfFYlF7e3s2Lqenp+bx1ut167/LmLOAWejhcNj2V8OjIswGJGdnZ01yxlxj7OkvQVtLJHVPnjyZUB3AVVcqFaXTaYVCIcvg89ysweXlZYVCIWvAHgSBPvroI33ve9+z5lReP53L5TQ/P28FEtBkmUxGi4uLajabRs34bY8qlYrRETg1lBuzfobDcXtQevvynLw7Sr7hbulox5qlHzDGkQKOYrGoo6Mj7e3tSbrBmkajocvLS7VaLTO6NNa/uroyYwi+UJDD+n7V8dr9gD3vCOCxgKAK4C9JuvmG5kwU6SZB4xN2VAyNRiPz6JCH+TDZL2ZAjgFAB4uHwT3juTHxPGDjyXsP1wM44MW9+jDblzxz3zwHfwiNeB6vnvAGwEu+vPqBc3PvTA5Cw5eB4LTcy3vQ0qSuG6BGfeGTlZFIxCRPfIbeBtO9IKaTkBg4oqRpKoT/e/rpqz4oHSYTT+gtyd49AClJKysr5rERti8vL9s7JfIqlUoql8tWVMFaQDfsqYogCKyRDQacfrrRaNTKiWmxSLPzbDZrIEbHrng8rpOTE3MW0L32+zf71rFZZqfTMRqAKi6/YaWnEemhQGY/k8nok08+USaTMXAaDAa2Vfzx8bF5p2tra2ZEGo2Gnj17Zvs1SuNIkt4LNDdnLtJnAekXxS++1BmHh3dH8cnGxoYl4M7Pz9Xr9YyGpPSYpCa5gMXFRa2trdmebplMRjMzM1ZYEQTjbYiCINDCwoLJ5OiVzDsE25jjLzteqxdEKBSyly3dLLCXJZO86+3Bks/77zABAWqqXTw/iTVnUnk1ArzwdBYf3o3FxIQCQAjNuUeeifABzor7R6Fggxe5aeDjKQomZ6FQsJCQa3h6gfCP+/CZeM8Hc194SlAz0/wpwIkR4ZzQBUxeD4Lcr08K8o7wSgEfH4nwc54LvhjD5otEvMfsE25e3fEmeWBfeELo7I09/CXvDpkaPx8MBpYFz2QyVp0F/QO/XK/XzeO/vr7WwcGBeY6np6daX1/XxcWFgQ9Ssv39fZOGYWzZIYMmM8wllBEk0fCOCfOz2awGg4FJv1gLbDZK0QH8KiD3/PlzXV5eWuN1aTz/3333XSu3hXJiDZLkIuQHFwqFghlq1AvZbFY7Ozu6urqyisBQKGQbkrL28DipHjw9PbW1MhgMrPw5Go3aDtYk5ugWB8Ykk0nbBzCbzerk5ETJZNK6mxHB1Ot1FQoFZTIZiwSg8LrdrpUer6+v27qEO/YswMuO127G4yvCWEDSTVkqi3Z6AZJhByw9WAMOVPPQXs6fxyeNODiPD895qRDu8LiA77QignAfoAWIGESvmvDSO8+1+mQXnCagA4/qQ20A1/PgjIP3ID3366kV7hnQp0zSf57nDIVCllBgAnOv/Ix3hwHEK+d+JNkC8GXSnsaZNgje+HLO6Z/jMUtvthS53x/v8xYOhw3M/NwAJLvdrp4/f679/X0tLy/r5OTEyoylceLq/v37SqVSWl1dNU+UaIEOW0jVMDij0ci22fESTO5tYWFBknR0dKQgCCYUBt1u13bSwIvrdrvWeB1QOj091XA4tLaUqVTKmtVAmVSrVWWzWQ2HQ2v6ju4boCJJyP9plEPozboLh8f627m5OdP78jM4XZJhnBePGD32YDBQq9WyhCWRwNHRkc13pHdsUURLy3A4rEqlovX1deNkGXP6TDSbTUmaqMYLhUJ69OiRut2uURvSTREMcrmTkxNTVmB8WVPg3tXVlXK53BeqIF4LgDkp5Lj3bPxi9fpbQjg+4y0Cg+oTWPCYnBeQYrJ6vszzxD7cJtzlngAMEi3cI8Am3ew24AsyPLhDG+BZwotNe/38u9lsWikkCxqv3nO53A+eDXyfJMv2At7eGDC+eArcC2PlE5k+IvHRAePC8/FO0VeTaad6i3PxXcDDPw8/Ywynx5bfS7+1pP1NJeKGw6HeeecdK9nmZ3Nzc3r+/LnpTTc3NyeSU1Q2shX73Nyc0XDImbLZrJaXly2pBo8ZDoctMZRMJnVxcWENYABNtlLHgNGr+Pr6WrOzswbmPjJhrGu1mk5PTy17z9ybnZ2dKKbAWWm1WpqbmzNnAn0sVVxLS0umhpDG6+fx48e6vr5WqVSyeUrS+/LyUmtra2q32zaP6TmMNA8PPJ1O20afKEVInmFQ0P0eHBxIuikZZpNQehPv7+8bPTA/P2/c99XVlarVqnn5jBWc/eXl5USin5Lzs7Mzk2CCRYeHhxO5Ed9+FaeIjVWJ3F91vFbM57PZ8CwsKiyaT9j4BefpCgADjofPERrBl+L14UFwD9MLGcAGHABez+/6RNbL5GIMFvcBaKJwANC5PkAaCoUMNOF7Op2O/aEMlHNjbf0zcg0WGmDLWAN4nnaZVoewCBl7EpmoNAgPyXBPF3hAH2AEAG/4Lnq6cq/8nndPWIqXTDSCx0xTH2+IGU//nt7EwXsj+829tVotLS8vTyS1kBXFYrGJwgdAb21tzbbqCYJA2WxW9XrdGshIN8oZaAp6AKM7ZR2QlUeSRWkyxrZarZr2lNAf2Rb7p/GOMBrsbgxdsbq6avmR4+NjXVxcmBcLYML1+ioygBOAxoiHw2Hjv+v1uu2pBuDPzc0ZndLvj/eso6Lu6upKJycnFm3R4KZQKFgVHd9n09BcLmfjcXx8bB50OBy2bZYAznB4XJady+Uswcz3y+WyyuWyyWRZF8vLy0qlUrYbMs3ZJenq6sryP6zvfr9vW0U1Gg0dHR395HTAPkTmwby36UGDv1lkLwPB6Wy6pAkPk8kD+PgySg4skFcvSJObe8JX4qXhgTB43JdPZEk30jMG0IMV1+P5CflpUdjv983zIJvuXxSTlnHkXgBCr2Lw2l8MgPc28YpYANMAPg3YoVDIFrZXMvDeUKpwH+g0pxUrGIvr6+sJSoNrvkxrPBwOJ5rbcHhK46s+uE9626JaicViVqKKB+c9xk6nYxpa5vLe3p4ODw9txww82ng8blJE3mMymbTy2Xq9buqC6+trS+TCKx8dHSmXy1lUhqeLOoD1EY/HValU1Ov1jNvs9/sqFApqNptaXFw0CRXNxel1gCrDqxni8bi+973v6aOPPjL6g2deXl62e8HADAbjzmzMm0qlYiXaQRAYBfnkyRMzWuyhFgqFLKlFRMyedLTeZCNSEnXQh+x3RwIbrpgIG1VGtVq1fsChUEgnJye27vf391UsFk3BgDGkLHtpacma4xcKBduYk+2OWPtI/RYWFib6jr/seO2shw9XCdOnda8ACkQ1FgrgBNSYTPwhg4tX6flPFrCXkKE19UAGPwuwAEb9ft88T/9/nxV9Gd0BOHF+gMy3n+SZ2VwRmka60b3yMvm878nAfXrpGXyu9xo98E0nu3xCEU/O9+f13/X3B3h4wwV4A7rcL9fyoZqXkgFm9Ogg8eE/65OkGPI3fXhjh+dLLiGRGG9mSkiZyWQs3MaoA5J4Xxi4VCqlTqdj/WibzabJmOh7QGInk8lYYQDcYq1WM46f86F0IIFE9MH84XlmZ2d1enpqzWwIvzudjiqVilXhtVotHR4eql6vG83E3nGXl5d69OiRKSMuLi6Uy+VMQYEuGeOC2qfb7ero6GhCRobzdn19PdHjl6b0bJxJXwYawYMtlGBL42bt9BJmJ2Zonna7rf39fTOg7GCC4bt7965KpZKKxaJFZUjeisWigXGj0TC+mz4hkUjEej+Ew2FL6lEROT8/r1AopOPjYzOySDxfdXyphuwsQrxIFvB0SO/DbF4ELx0ghEz3QI035eVRPkzG+ySUnaZCsLJ4g3hufN4Djs+ges9PkllSQAbAJQGG8aHTlH9271V6uRgLwlMNTHqew//tk5xwsD764JhWYTBm/tm80sB7nyTl8Ey9HM8DM+fwEQGLA/6ORcx3MCDTnjbXxSi86QPKiGhGGr/LfD5v7xkusdFomHKABuMYQfZNOz091ePHj62IYjAYmB6VcZ2ZmbFdLjBW8KUkyvr9cR8Ctvxhjj5//tzeJdumQ2GUSiVFIhHbuy2dTqtYLJoXT8IMlQ+lw75vwfHxsbrdrhYXF1UqlRQKhUypUK/XbV5Fo1Ht7u5axAdVlU6nzSOt1+tmiEneQaWsrKyoUChodnbW3gEUwnA4tDJkeGveFRFUJBKxHZmZd/l8XpKszWY4HLaiC0CdPhU4Fb6WARpleXlZx8fHFl0ApnC9y8vLFqVcXV3p6dOnSiQSWlpa0sbGhtUF+DzH9PHahRiSJjwqn1n3HLFf+L4Hg1/Q/oVTYkko7T/PIOF1kyTimh5MGUDvEXjPwO+J5pOEADPXpfkywOuB2Wf/Cdm9xI6wHK+UMQBA4UulmyosvAQ8cF401/FGDhqFa3FPRAfes2dMJE0ANuPvk20YAs7vkxWALffivXjG0kcqGA8Psnze0xQ+efmmDgwqyTO8Kx++hsPjnrT9ft8kS/l83hZfrzfedv7w8NCSO+Vy2bxkpGHs58acZBNOjCoSKry8WCym9fV1q8grlUoaDodaXV21EJsy5F6vZ7sqU4FHspgcAOeiac3x8bHW19fV6/WsBWSz2dTdu3cVi8VsZ2TmNiE+fSHa7bZWVlYMA9g1I51O284f5FzQGeNhI4XDaYIaBDtarZYajYblXJaWltTtjhuz01cYGoLdKEgKJhIJ42/BKJomURQDTUO06D3f9fV1bW9vT0gJkQ36pCfvgHcOQ0ADeMb5VceXasguaQL4PIfJ4Hn+FjD0XDCL0SfA8O68dAzQ8d8nNJ8O2QEeQATw81IvwgcfSnOfXN9LkJgQ1N9jDPgOVpiFDBDhSfI5L8Wb/tsDqzcyGCgvZfPeONfiujw/94dxYBylm+5lw+HQJg7hNDswcM8YHYwHHB7jythyv9wrB7/3sj1vDHjnb1KCJskoJbppHRwcaHFxUYlEQmdnZ2Zc2a2BBUilFXwjSgi4SxY3nhe7BhPqkoBLJpM6PT2d6OdANy1aJNJTl+vF43Gtr69LulEE8E7o2fvo0SMDd3YfRqFw586die+ya8T29raKxaLtUOE9QkJ15FUks0jwSTJApXSZhCLd1wDUVCpl8yEUGndtY5wpfMjn8ybBo1NcLpdTrVZTIpHQ9va2RqORyuWyVaKx9RFGj1aY+XxeoVDI8hXSDeXou9bBzV9eXlpF4NnZmSSpUCiYqgScoxpucXFRS0tLWllZUTqdnpC5/sQ8YGmyX6002ZrSKxAYWEJ/PCG8Ow+KDIx0A2p4Avze60cBaM+jAvheG8v5sIBMRJ8s8hI5z7ViVPisB1mACKmO17jy7F4njLWVNAH+3iDxXS8TA1R9BAC1wvc9EPsEoudrseKMH9eCkyekwotmHD1twzVYJF7Gx71OX8NTJQC/v2/ugXF4U57waDQy6oBOYXi0UA+0Fpybm9NwONTm5qYBKxENXCOyJvhN+MWZmRnr/cDfyWTSwmz4xkgkYg1fTk5OTJbFNVjUUD/IK6EG4vG49T1oNBpqNpvWdwGulSo6etpubW0Zhw0lwT3iTLDVPVQNgE/OodlsWqXd4eGhisWiqTIAQNo7QkWAByQYC4XChAqHIg+UJn6zU5rmoEhh3b/77rs2D31P4NnZWUUiEQN41hHvfDQa7yhCtEmZOYnHUqmkhw8fqtfr6fnz51Y4Qs9onBMa/0AJfdHx2gAMAABW04uQ/7PQyNB64PEA6BNZXvLFYp/mcL2XivSGa8DLYuUAXa9Y4PrThmLaW/V/TyfiWHDwnfBTXrPrPXcWjk+UEe7DAXuaA+MmyZ5hOBza7wFjPDd/n7wjfo9h8zppTwH460x77T7ZyTNwb4yHT37yWd6PT7YB2D7y4HselN/EgS6VDD4ltIeHh6ZK4PmQl7XbbWWzWdtDDWE//RzYG84bzU6nY/ub4aXhnUGBSeOwlh0eyuXyhCqoXC6b/Ov+/fsmk/MtIAnzpZuNbaFTWq2W9vf3tbKyorOzMwvn7927Z1uwk5t59uyZOQXSuB8vmf3T01N1u12b94A8HnAQjAs89vb2rPiCnTgAenb+oNSYHTxQl6CfRa7HjiOxWMzUFbwLZHpXV1eq1WqamZlRNpvV/v6+QqGQFXmQnEPbzrhhsGKx8aalg8HArnd4eKj5+fmJYp3V1VWVSiXzlre2ttTtdvX973/f+PhWq2Xtc191fGkO2CsMPMD5ZBmLzsu2eDl2A6GbhuZ4mZ7/lGTk+3Sml14R3iigpOA6aC49h+zJdjxG7g1AZQJNUySSJnhd78HSDckbl2kv138P8PXeo9fySpPFCniscK0sFnTGhFYAoy+c8EnSabrH88XT79BTCoA4Y8078WDsDYqPcnxSz79bDKGfX1/1AYCgJiiVSiZTIlPPok4mkzo6OrLIBA+SEJuIgUYsPjqJx+Ome52dnTWVA/2l2XYdDSsFCnfv3jXaY2dnR6enp6pUKopEItaTli5e4XDYpG0k4PzWPYVCQbdv3zbgGQwG2tzc1N7enkKhkFEvxWLRKAh6AFcqFevTu7i4aBIxHC72kINKgRJotVrWA4ICEW+Mkfux4UK73dbS0pKt9/n5eWuIv7Kyom63a9sS1et1bWxsaDC4KdMnobi/v69cLqfDw0NFo1EDUPppnJ2dWWKSyjtpnLxjHNANIwNk/z34df7EYjEzGuieiRyJxl92vLYH7IsD4Pe8d+ibq7CgWJAAJkCCZWURMuGpJvIAz4v2oTUgBhjxe7wOSb+libhPFHLgtQHW/nm4bxbbqxJaUB8+IQggeYNF+OR5WUnG83luFMPEc07L8uBWiRS8MeG+8GDwgnzEwIL13CznGw6H1sTEK1G8hM2PtfeOPS/sDYkPZ6Wb3hVvkn6QbigYmq30+30rFEBKhYeVSCSsVwHeLt2xUATgFTWbTaMU+v2+hem3bt0yUK5Wq9aEPZlMWtP0fD6vs7Mzzc7OqlqtmoGEJmGPum533IMXbS/hNrs7sLtEvV43ORvVZKurq+aRz87OKp1OW8nw1taWVldXFQSBisWiIpGbPr30IaZ5EB4fG20mk0mTrvX7fd2+fdskdrxr1it6dJy1w8NDhcPjfe4KhYLtBgJuNJtNhcPjPhOsp6OjIyWTSVNd0G6TVp7syRePx42CoYJwdnZW2WzWNimt1WrmsTMn6ZqWSCR0cnJiTftxuvCW0U9HIhEDeXTWrzpeOwkHL0uzZL8AWaieOvAhJpMWPth7XixQAAYVgveYpjlNzkMGH4vJi5dkFoqXzoQZDAZG0OPN+DAQFYPnsb12WJosNvHFBV71IE1uRMpkepmHiaHgPv1z83O+z89Z3L73Lvy1byTkgdgn76SbBCTGDOPq7wfDwIFR9QUevCuu4ZUjXN//YfH5Z3wTByH8/v6+JFklGZKq0WgsjUTfTGRBFZUka6+4vr5un41Go0YHUJocDod1cXGhfr9vAJfL5bSzs2PggvAfh4VxxBEIgsDC22h03Hj84uJCqVTKlAdsUY8kjZ0aAOG5uTk9efLEmrPjVR4cHOj6erz1On2RSbANh2Nd6+bmpkajkWZnZ1UqlQzYZmZmVCqVrLMa0dvu7q7x3/V63XbywJhgsP3apgxYknnSl5eX6vXG28ojbYNLBhiZ14BnpVKxvs44hdBIyWRSmUzGVA6oISjI8bQhkU4ikTBaKJ1O23cpD49Go3r69KlmZmZUrVYndqp52fHapciSJkIaaTLpIt3oO31W3oMnRRbeAwOQPU/rr8FLAjjxVj1o+ySWT/R43tkD47QSAYAkpIAXZJJwDxgYn3mGs/YJRy/B8uPhKQiu74HRRxfTSg3GAqBkovDMPJ+X9fDz6cITn4VmcgKs3BNjx/h5yRagzbk9lcC/SUByD54rnuan39QRiYw3xYRPffjwoWZnZ7W8vKxwOGzeIbv08mz0gECv62kw5EkUdSBx4v9UdW1ubqparU7sWrG3t2e7ctAvAeMJB5nL5ayxOZ5kIpGwZu30vkW5QPIsFArp3Xff1cnJiVWd8TwYnHB4vL0SHi2N0M/OzjQcDieKMi4vL3VxcWE9F05OTmy/NboXjkYj64WxsbFhpcesGb/xKJ4tRUQkKFlzsVhMn332mWmrFxYWVKvVVCgUbGt7ug8OBgOjbtgFGRqhXq8rGo1arwdpvB7odOcLh4IgsN7P8NRQLmxvj+d/cHCgzc1N45x9dPmy47X7AQMa01VafgHhcQJoHoinFzwg6jWkPrT2ygn4Iqw+IbX3+Dzf6blH7tF7sF5ZwHN5r+5lJbPTz4yHCTj55CQgw+89h+4N0jStgWHwiSz++CSlN3x465Imfs/BdQiLPZcu3dAzvlScenkAl/H2EYxP6PF93iPn9QA7TR1hLN4kBSHJxub8/Nyae+M5Pn361EAhHA5bWOllaLVazXbKgCPc3NycqJKEpmF7czxC5tvR0ZH18a3X6wYgvmsXXvHOzo5pYOfm5iTd9NpOpVLa39+3rX+SyaQ2NzcljcuPnz59atIwScaBwiv3+31tbGwY5bG6uqqdnR2TtO3v79szoPzI5/OmeSUHw+98Mvj09FTRaFR37tyxCBqjdX19bWoUevvyfaru2u22te0kiUcHOxJ4GxsbRic0m03t7e2p2+0arVSv161EO5FI6OjoSJLMw+VeKLRpNBpW3XZ+fq7hcKi9vT0Vi0UNBgPt7Oxobm5Ou7u7tt5PTk6ssOaLji9VCQc4QPyz+FnEAB6eDz/zIb0npv1nWNy+Go5FKmlCRjbNW1I4wPXx5jyVMc2vTutZATzv5XvP0ifI4AChQLwXj6fn75Ox8jyuByMAyZ/bJ8eYxNIkWHs1B5YbvtUrL4IgsCywTxAQ8jF2gChSKrx6aBnfbEeSUR0sKECW+5z2jKc76nnVx5s48NDY+wtPhuw5zVcYf8L6bDarlZUVA8h2u62FhQWjzx48eGAyKoxYLBbTwcGBcewHBwcqFotmoMLhsHmxfnscGp4j8UIeRb/cdDqt7e3tCeeCucjuw71eT0tLS0afoCKSZCXTRCk0nmGXikKhYO0FKHBgbA4PD83Dp7AEz7nZbGphYcHmNRK9SqVicrR6vW67bUClMPaU9icSCe3u7qpcLuv8/Fz5fN7WzvHxsc7Pzy06mZmZ0cLCglE8/BunrN/vW/e1p0+fan5+XqPRaKKV5uHhoUU85Aby+bzJ1XimRqNhdE00GrUNU2dnZye85Vcdrw3ALBof3vNzvC6vAsCz5LM+4cJi9mDC9/xg+RJbODHphmvmXHzXh89423CzGALAjgnOZwkfAX3u0RsPSRNdkzwV4Q2RTxh6zpqj2+3awgDsp+kLZD6AJ89LM3DG04+t76fhFQ1oq6EPvKqD8QU8vIcfCoWsDJN7wUvGUAKs0Cs+HPfzAaDGM/Qe0JuSocGZwhPSYIUdEYiQ2AEDwB6NRqbQCYfHzWnwAin/zWazFplR6FIuly3pSvLs+vpa8/PzpnelZJgocW1tzTYBpTH72dmZeWqVSkULCwuWsGNXGYzH2dmZFhYWtLOzYwkopFKxWEzHx8eKRm92r4F+u7i40JMnT8wo9Xo9nZycmHd8//5945apmru4uLC+CPDS/G52dta8Shwk+j94KhCnCqPXarW0sLBgNAo5BnS4uVxOhULBqAK8Y7ZDYr72ej2rkqtWq5qfn9fh4aGGw6EODg7M+KFS8fw/8xMKib/BLbTz5+fnOj8/18nJifVLftXxpfaEI8T1nK3nU1loHmwAGN9fge96NQTf85ysTwCx0PmDdAyvk+5jnj/m93CV/Ey60eeS4IBT9YkpwjJ/L2S3uUdAhWuyMAGXaWMC7cKk4/CcEb8bDAa2iyyAMO1hco/cn/fAPR0D4Htw9Lpn7hPPmDHje5zXV7a9zNuXJuVn/noYQE8P/XaC9Z/mwX1vbW1ZYoZ5cXZ2Zkm6YrGo0Wi8swTzttVqqVqtajAYC/DpYkZnMDLqg8HAOmadnZ1paWlJkqz0lxaLGMJYLGbAlslktLOzYxEJRQQ09KFJzfb2toHRYDCw3WvQona7Xavso4E5jWkoNqGYA2O/t7en1dVVnZ+fa2lpSZ1Oxwo/Hj58aEoMPPNkMmkFHkEQWFUeFAyRVD6fV7VatSZG7CYNYNNohyiQznJQLFRxSmPgoxSZyI3chVejDAYDq8bz287zZ2Fhwfp44GTQSImCDhwUdNx0tGO8Wq2WbfGEguaLjtcGYO8tSTcA5jPovjXiNDfMQvMLnu9OS9kGg4F5ayzU6c8ARj7M9z/z0jSugVWTNKGKAHjx4rxUzD8fgCfd7BnmFQb8Hu/FZ3p9wspz6tyvpyS4PzwF6WanWLxfb2TwUJm4PiLxyT/OQQmq13D7yIEx95yu55YxIlwbOgHj7L1aQlLkSBhE/06+yFP4aR44BuhI2SKIDDfjfHV1ZRwmQETYmclkzIhXKhUdHR2p1+tZW8p4PG5e3tzcnM7OziaSzeFwWOVyWRcXF8pkMiqXy3ry5ImGw6GVBafTaWvETgWdJJPJIYULh8MqFou6uLjQ4uKitre3rfFPKpXS7du3J5Lc8Jb006UtJlsQsQV9rVazdd1sNnXv3j2rIguCQHNzc+alh0LjCrPNzU0rY2YsWZ/z8/PmgdMM3l97MBg3r7q+vtbx8bEVbbB+uRcKXuifLMmSfkQYaI8xQLTS3Nzc1NLSkgH1wcGBGTHAfDgc2maqFxcXGo1G1r5zOBxa8g8FC4aMXMIXHa9NQfjF4kHTUwS+DaWnKQAlAIFwlMXrOVkAACuH54oHDC3AIuZa/BtvlEkGOHjAAsivrq5Mg+uBGG/Qy83w4LhPQAi6QprcHeNlhwdY7xXyf7g5rzP0HjxSIp8sxNhINw3SWVyMlfdWvXGSbgxZu92e8Hh9EtW/Q0qIGW8PyiTqGGsMdCQSMfkiEQvjjEF7Ewf3TxIH2RibV/b7fduuZmlpyYoE8KToNEbpMEkh9LIYZ87Jvm+MR6VSsT61eHPHx8c23tAj3W5XlUrFElS5XM6MAIu/0Wjo/v37Vun18ccfT+QOSqWSnj59an0cLi8vjftEVpbP57W/v69yuayjoyPNz8+bRC4ajWpjY0O5XE6dTkeLi4t6+vSpgiDQ3t6eKpWK6XUxOuzCgdMF9ZbNZs3YHx0dWQEHyUGaI9GYCNmXJOu9cXR0ZHRJPp9XpVKxbmp0WKOwptlsKpvNmnKBCAbHJZPJKBQa7wrNXnWtVkvdbtcUImh96RsB6MPXr66uWgc1T3++6nhtAMbz8rQBwOnBgMy87y0ACPjMPcDCgpZuOnWxiBHsDwYDAx7vuQLo3A/WHVDw0icWG+JqgFf6rRQLnoEks+g8r6dXAGDAkUw45+QZeSbvzXpemfuXZADK530TIcaHjLMPcwBEbyT9733xDGPujYckk+BxDhqyA5J4yoypD+P4Pfyz/5n3+HkPGB8/nl/1AadbLBZNPI8hqVQqCoVCtv37YDDQycmJSbBKpZIqlYoZfYoqpLEqgS1wiHKgkgi7r66urOsZ9NzV1ZWKxaLy+bxtpYMXnM1mDTS96icIApNDBUGgarWq8/NzlUolLSwsKBQK2dZK9GCoVqs2l1FQHBwcGEfMnncUoAyHQ2s2TuXas2fPTLd8+/Zty4tQHsz8iEQiqtVqqtVq5jhhoOi54SNsFB7QGQDr7OysKUk6nY7K5bKOj48nxAAXFxeGC8lk0jTOUDrsutNsNm23lzt37ph6hbaa4XBYi4uLhgt0O9va2jKD8vnnn6vX61mnvO3tbZXLZXOSdnZ2vtC5eG0KgrBUukma4YVGIhGzBNNhKwuQPyw4P+DSZB8DJhcAAtD7LDvn4PwAu+dsAUA8ESwdGkoPAnhjgDX3L92UCaMYAHTgMOF9feINEMSb5N69ygGgmk5akXBgjIkGAHzOB8dqLzV002HMe5de+cA9+YILnxXnXUBJ4G37d8nfjIm/d76PPNBHRNM0kueC38QB908ISicudpu4vLy0hAsFAIBDOp02qRde3fn5uSXS9vb2rKkNWwRRgELHNECm3+9bQpjKtV6vZ5rSarVqDcHj8bgeP35sXvPJyYk6nY7u379vCgdCaJwBnoPvY0h9wQ4cLoqQs7MzbWxsKJVKmRd6dXVlYMsawEsslUpaWlpSuVy2cujDw0ONRiN98MEHttME0QZSLt+fF5DHMKFv9t5xr9fTu+++a3KyW7du2fpYXFw0gGb9IVtFSYI6g3d9dHRk65DkG+ueTo/s1k5RiTTeCTkej2thYcFojGw2awUubNj6quO14z6f0MFDItyfTqz5pBxAwv8BHF/CywRkIfqOXN6r9dSHD2U93QCISjcJI+iRaf4RUKExNsDCC+Aa3KPnjL1h8QaDiT4cDk3KxfNjyPB44Eu9Fy/J+FSfxOJ+vXFLJBJmub1O2HO4ngv2nCfnmTZ4nl/2oOv5ft4/RlG60f2SMOTaHlwJj/35GZs3cQBCbKHOIvdgEQqFtLu7a9vnHB0dKZPJ6OzsTKVSSZ988omBEtVjqAq2trYsWQXfibE+ODhQNBo1WRfOBrvp0vSbEFqSeW/FYtE2Ds1ms/rRj36ktbU15XI5G2MSfySFeOeNRsMquJ49e2YePNFlpVLRcDjU2tqa7fhALoPf9/t9ayREVzjuv9lsqtcb9xje3NxUJpPR8fGxgT/zn6KOlZUVM0IXFxeam5uzZBrzqN/vK5PJ6Pz8XL1ez/7O5/Pa3t5WLBZToVBQt9s19UkoFNL29rZVLQLMvV7PaBWcL2gmMIqoHSep0WgoFoupVCrp5ORE0mR3urm5OdMfb25umiH+oujuS8nQAFofXvM7H+57rw2PGE/X87N+EftyXg8GHF6iJd1wl3he/gV7OQsgBVXgz+mv5b1rfo7B4Nk8X8sfjBJJSMBwmmKY5mqRxvAZwM572dAKgDzPxFiRsGDRewkanDJAj0fL9bwaAeND2aU09qA9J4yx8YbHUxw8n+f7fXQCUPPM03/exIFXXiwWLcxlIbMJ5OrqqnmHJycnWl9fN4Do9/taX1830KGaDSMP+CJxa7fbCofDtqsFJc7Iylqtlm3pQ3cvtOZsHMk7Ozg4UDwe1/n5ue7evavNzU2LZPBAaYjjex7w3Mx5+hiPRuNS3VwuZ4YfGgXaazQaWbUbjtH8/LzS6bSV8ZKQw6FijPk5tA7VZcxL1mmxWLREGx3N2EqJhCU0XTQatf4MZ2dnE9QlssCLiwsbU1QmjUbDGhstLi7aJpv0hS4UCkYZeR6d90BDHiKA0WhkY41apV6vTwgRpo/XBmCvveXEvCgABavigRFv2C9kdI4MIgA8nXBjUfsFLN30YmChA0xelYBRAHy9CsFTCP48/H/aC8a7x8Oc5p89lYEsjOIQElf0EPaZ9SAIJpQjvhiEz06rMzxlwmdJHlGBg6fu5Wl48IT/cI7Tz+gNJfeD1+bfuaelPJfuCza8Bhrj5g0p7/eLEpc/zYNQHUCt1WoTPPfGxoYePnxoRRcoBRhrOouRhDk7O7PWhigTksmkZcVZ5OVy2ZrNeAcC2kGSDg8PJ8aZd08Es7W1ZaXJgCbNczDY29vbisfjOjo6svaZ5XJZkqzMuNlsmlyL6ywuLlpGH8eC3reUalM9Bl1DElKSlVL79q3b29uWT6HBDdVlSNeSyaT29/cNT+bn53V0dGSANxwOVavVrL9vEAT64IMPtLi4qGw2a6qIs7MzJZNJa5ZOhR0yQsYBeSFrECwhn4P07eLiwnotYzD9Dhn+Z+ihPV6+7PhSO2JMA6vP9HoAlW76B7MouSHkIj5E5fxwUtJkIxtClGmPC4/cc9J4rgyQb7qDESABh8xrmn7gnEhapivePNCgVuA8fswAejwMxmeay8ZoecUCAMoYMDk8xw3QASJe1gZAM5aMHeEkNI8HV+6NSMR7P0QCPpkKWFEm67XMfo7wvqcpnukx+6qPcDhsi4bFNBgMbE+xBw8eWL8C2haGw2Fr6zg7O2tNuNmqiJ4GaHIZZ6qn4vG4yuWyccH++2tra+Z13blzx6iRjY0NSWOjWSwW9eMf/1gffPCB7RkH3zscDq2HLp9FNfH5558rGo3q/Pzc+lsAosViUfPz81b4UalUJnb19fkUeOtbt26ZkaGkl+gPrpXkI5QADpLv/9BoNGwLJ+ZlKBSycVxfX1cmk9H8/Lyur6+Vy+V0cHCg/f19NRoNVatVK+6Au85ms9ag5/z8XJHIuEsZaxIsOTw8VKVSsco7xkWS6ZSHw+FEheLTp09tuyPaVlL6TKFMrVZTqVT6yVIQTFgvH/ICfkDOJ2p8dhNuhfN4LSSLm/BqmqPlPHweimM6gQMwQUWwLbzvScHBNeCAfVUan+M5AUXPTXMOT0t4EOV+eeksQpJwEy8jdFM+yjVIYE0bF68qYHFwPSw0FXEe/PDY8cjhw/CEOScAzeLCowKc/Fj7g3HwShXGhwnvwZbvf1GY9tM+oG9mZ2e1s7Njkcny8rLq9bra7bZxxISuyWRS29vbunv3rra2tqwBC7sPn56eKpFIWKJ3GmRisZgVUYxG4x7EzIeLiwurtPNz5vz83NosfvLJJwZK2WxW3W53ohKOUthsNqutrS2buz/7sz9rHcTwzPHiLy8v9fjxY62srOjg4MB0upKs3SSJrefPn1sF3Wg07n2QSCRUq9Usap2ZmdHy8rJRDkRoqD+IEIMgUDabtSKQarVqUQm9iJEHplIp48R5RlQ6vEucHVpKwtcTdS8sLBhIbm1tmRzQUzMYQNQqJEdxcii2gepbXl62cm6/J5900+XwZceXasgu3SS2/M8AUF9qiscFeHr9qPecOTyYEsrzM5/o8lympxsIodlzqtVqWYbeL3ZAkvAOwPTJJ8DdKzR8xRZA5rljn0DjufD2uX+vEGFi+nAcEPT6WWRGnn+d5kx9MYQ0jiSYoMj3kErhsfptd1As+PPgvfKcgDj3C8/tPQrP7/JznsmPH8DS79/0ongTB+PIAqcxTS6X0/7+vtLptGlL4Uf39vYUi8X07Nkz6znbarW0vr5uHbbQw5bLZQN21AkUdZAsW19ft/nOtj5QHblczlQWyLnou9FqtYzzPT4+tlCZHSNarZbpZ0ulko6Pj9VsNq1Cr1araTAYGEBRuEEIDSeOMWGftGKxaFRFr9ezdo63bt2ySkLUDSgk2u22FWNAN1arVaXTafsZNBDPD5DRU6Ner9sO5HSjoyQ5lUqpUCiY908kzXkuLy9NZx0Oj6vaVldXLaJE4oYKpdFo2Lb20CgLCwuWmGNHDhr2oxDxjX4wMK86vvSWRNMeKdpBH757QPRgCsh5XtOHaFgfANtLqmgmAyCPRqOJhFc8Hlc2m1UQBJac8h4g5/cJPsIqgAhv1/OogI802QeYGnF4UzxzfgZvJd0k3Xyi0oM3kwZg43o+UTmtv+Wd4DFAFxD24U175QRj6qkKxgiqgfsCmLkm3+HzXhnCPTJGPnLhe7wzruH1xm/qwND0ej2rEvvFX/xFPXjwwDx5jCsdtcrlsu0VFgqFrLKNyi3GC651NBrZxpdobufm5mzXi0ePHlnTGGRt7KBRKBSM5iL5wzZI9G4YDofa2NhQNptVPp+3hBeJsfPzc9syiaRfLBYzdQChNNIp3lkkErEIgF2feXc4GTgIyLDQ/6PHlcaSymw2a7rqfD5vHGm/37dKM+YmxSo0jQeYmYtskEmy8erqaqJSDYxABsYu12BQrzfe1YOWnpFIxNpYMhbsYs0cWVxcNCojkUhY0Qn0pCRzbpj7FLm86vhSm3LiBWEJCCc8X+s9ODxWL2HyWlC4TsCRcJjv+oY93IOnQZgoLGhCZy/JguBnIQFSLD6vSYWrAgilG1rDAyM8Ic/ji0l4fq9uIPnAeTxY+895btSrRaBjoF6m+VQmJ6AIxTAajUxLCkD6McRQ+uTkaHTTaMYbglAoZHIpog/GxlMVPiHJ9TA0flyhdDyv/yaO8/Nz83xSqZT29vY0Pz9vTc8Ze8YrHo/r5OREm5ub+vDDDy0pFIvFlEqltLGxYcnQRqOhpaUlAzKKHcLhsO2gi5eGCuL8/NwAjA0f19bWrP8uJeQ0Qj8/P9fBwYFRAL55zuXlpZaXl002tr6+bkDi92XzyVqcGOZ1ODzeyodoUJJJvTqdjvb39zU3N2cJTJwiEo6lUmmiSOPy8lJLS0v23H7DTA+c+/v7KhaLVkQRi8V069YtSxiSFGQH6tFoZDuLBEFg8553SNUcuY1yuWznBmxJBGYyGdMNS9LJyYlFQuwhh2KGJD96bSruHjx48JNTQQCaPlT34DHNNQIQLDhCcawTHNS0NAzZlacvuA7nlWRJPfgYEh4k3Ajf/f17LhdLDrCgDYS381wu3qBXD/hkH2E3YTwGAA2wV1bApRJG8iw+amAsvE54OmHpFRHTz0Oy8Pr62ng7vB68zmkj48EZ+gXDAcWDgeD/XNPTUfDY0++LdzB9//Dcb+qAK2QjTBKZvBO2jWf3B/Sz9EE4OjpSoVDQ2dmZjo+PdXFxoefPnyuXy1mV1sHBgSWp0aMyzjSaCYXGWuMgCKx7GPOLnAa0QC6XM5okFAppdnZWodC42k2SlfAiMWMO0dYRWiGfz0uSFaKMRqOJwhGf6KUAhaTd7u6uRqOR8vm8vva1rykSidg28oVCwf6fz+eNJoAG63a75jBcX19rf3/fklrThUH0D7m6ujJ+FWPZbreNmiOByjN1u11tb29bZCvJtlHi2ZrNpra2tjQYDFStVpVMJq0n86NHj8xgQAvhmScSCd29e1fD4bg6EHmcdFOw1euNG/z8RCkIH9J7jtdzpT7R5TP9w+FwQvwP58P58JJ9aE6oAxjgteFxIWLnBaPB80oNwA5A5HcAkB8gn9jyXLD/DPwpgOwpCQ9a00lJvF9/X3jRJM14uV7ih9HAUOGJMVE573QDHr4nyTgwP+kxGiwKLL0Hav98vBPpxmBAi/h7IyxlUXgD7XlwD9j+c1/1ga4UMKRJ+tnZmSkUhsOhZdxPT0/NQ9va2rJnp4R1fn5e4XBYx8fHOjg4UL/fN2qAMuPhcKhKpaLB4KYBDV44CoSlpSV9+OGHttMu2/wQIa6urpoHy7ZEV1dXyufzttcZ85HmM3CZ7XZbFxcXBoRscolxRn9MAopEVSwWU7FYVKPRUBAEFvKz2SZrGUUEeQhAlDmBaqNQKJinnEqlFA6HjaLBE5XGaxDeudPp2Fh1u13t7e1Z43U2SJVuKDMMqjSe9+fn59rb27NI+Jvf/KaNWavVsq5va2tr2t/fN3oDD3pra0vlclm7u7vqdDp6/PixaaVppoSXnM1mfzoyNJ/hhysFGND3Mth+fzIWKEkFr8XFmgBAnhsmCYTXBDDxWRpn+MYx0g1QAE4+HPAhMkCFl+750elN9Ty3zTh4z9Un+7zMjfFgQsF3+cIR/qDI4D49744H6aVjPjLxIO+TX+gamezTkYrn5hlzjKH3yvk7FotZ4xmeyYOqp0g4L//3f7jOmwJgAESSjo+P9f7775tHTGjLZpWErScnJyoUCqrVaspms9a28sMPP9TFxYXK5bLOzs60trZmGtnT01MtLi5qOBzvTsy8JZlGqN7tdjU/P6/NzU19/PHHFg4DAOhbm82mCoWC5UUKhYLC4fGec75yLpVK2f5kw+HQMv5IvCSZdwvnyy4ZRKiE3PwfTpW+uORQpPF8pYEOmtvz83NJ4zlCgi2TyWh3d9dwhIILPH08ZjjjXq9n0SkNc4bDodbX1005QaP6acwhms1ms+a8Md+hFug30W63DYwxXEgSI5GI8deIDlZWVnR1daWFhQVzMgHs3d3dnxwH7Bc/CxMqAcqAzwDG0/IwGnRAqhPae17YKwn8wXnpB0rpICS8BwAsPfcq3ew95r3EaW7Ze5gADxw3f09zslwDsPVg7LlS/gYQASXuS7rZDJSx8Of3qg/Pt3r+GND2Wster2eLj0SJ9zR4D7wjkkjwx15KB2DzHFRD8R65Pw4+h8H0QI6HPu0Rf9VHKHSzyWwmk7GdhKPRqOl8CWM/+OADNRoNpdNpPXnyRHNzc6b9jMViev78uYbDoX784x+rWCzq/PzcKAC0s6lUSsfHx9rY2DCgyGazWlhYUDgcNu/6888/13A4tOQVygQWeqVS0Wg0mgiNkYXRkpQ5Wa/XTSYViUQMYFBqYEAoWX7vvfd0enqqUChk2/+cn5/r7OxMQRCoXC7blvf5fN6AkV4J1WrVKt2QjJE4rNVqOjs7M7VCPB43wMbTByvwjo+OjiaUNTh66XTaogU2Gj0/PzfKc2Zmxhy1crmsSCSi1dVVK4ipVqva3NzU4eGhFhcXjZ/H+cvlcga0jUZDuVxOmUzGilJ8KfXe3p5SqZQ1a2o2m1paWjKK76Vz73UmKosEasAn2ryOFzDFawNsAAG/cwKUBNwiFtBLujzfSgZ3ZmZGo9HIMqdesuW5UDxZ7pXw2hsHAMAXEfjv8XzeW/bZf+4NECMi4B58gQfX9xpovGEShdMUDBQB8j6vMcaz5zo+xGfcSMYB0FAjfjx9cYh043UDuv6de4PD++X+gmBc1cdz+sQORoG55DXGb/IgrGbjyVarpXfeecf2eSPsjEQievbsmVKplJ49e6Z33nnHylKbzabee+8964BWr9etFwOJLMZ9d3dX4XBYn3/+ucrlspaXl81jTaVS2t3dnajY9BrzwWBgoLKxsaF6vW7nI2GI1hiuudcbt1okmcY8KZVK1tUN6gVPjgbsjAsVndFoVIeHh1btNzMzo2fPnmlubs66hbGWkILyLKgFSD6iq2YOSrK91Ej04mSVSiWTumGQuN9YLGbysK997Wu/JW+CE/LDH/5Q0WjUKIpqtaqlpSVVKhWTr2UyGUljRyibzerRo0dGwXA/tMBkrRSLRWvE7jFgbm5Oe3t7Xzj3vtSecJIs7AmFQtYkGQ8Hr40FTF9PCG2f5ZduOEeAjYXpFQFQEWThCUcYbM8vemkOXqh0o132oa8HE++90ypvGhwAKuRnvGAA2d8zgM3PuB9kaYAS9+SlbiQJfNJKugntpxNv/JvkGMAMGHJPhJrIZyh7hZLwqorhcGi0DuoL7sMbKMbFe+d423joADXv0huX6bn1VR9wmefn51pYWLBEDNVWVI0NBgNryM5CW1hY0A9+8AN9+OGHtrfZxcWFvvWtb+lHP/qR7t27Zx5dEASq1WpKJpPWKjISiej58+e2oA8PDxWJRLS/v6+VlRUDI4CMsB7dNDxvNpu1lprtdluJxHjr+Xq9bp54JpPRkydPjArb3d1VvV7X7OyslRYzFvv7+1YIIY3LsVFUpNNp9Xo9KzNGfUB/X8qs8Ybx+rPZrHq9nhUrrKysWBQFnZZOp+2a9XrdCjz8ThXQGag69vb2zIOXpNXVVdXrdX3ve98zVVQ8Hjc5H9gyPz9v1YOUXFMFFwqN23W+//77pmxotVra2dnR4uKiUT2oPIgWotFxv2RkexRwvOp4bQ8YrwqPCg/GqxgIKyRNaGF92C3dNOQB1HyXMUAVACFMROxM5Q4L3FMKnp/lfiRNNPrxJcXwsjwfQMY9eqrBJwHxOr3CwQMT1AznxhJLmmikLcmMF78nBGKikeSBLweI/XN7JQUH/+de8NYBYQwiCTcP5NyXB0zq5TkP3r03PLx/DJ1PpHrZIKoA/9xv4hgOh+btVqtVW9TsOOE7i33jG9+wCrhCoaDT01PduXNHn332mW1PlEgk9PDhQ/3yL/+ynj59aonKw8ND3b59W7lczrjlzz77TJ1OZ2I/ssvLS+VyOavggrukOQxKBBJK6+vrOj09tYIH9mw7OTlRNpvVgwcPtL6+buBOUolG7yS28PJxZHq9nlX0sZsGa4iWkdFo1BJpdFgDLOnERjEFGvfd3V2l02nrGUx0zDhB2SSTSXU6HR0fH1vxSb/fN0oEo3fnzh3LO1WrVT18+FC3bt3Shx9+qO9+97sTCXiiMXjpSqViEcz8/Lw+++wzRSI3Wza1Wi0dHx+bsWQtIcnrdru23x4ccrVa1ezsrE5OTibovZcdX6r+00ux+D8KCMJVeD9fjonInwOgZJF6QGKgWLSZTOa3lDGyeLy3i6cAAAMgPvzFCyUZ6LWsPA9eHM/kDYpXNPisP2HfYHCzt5yXivlqLwwPlh9gY3y8kWAsvc4Zo4ChwrgB0NAYjJ9XSEwnOJFUIefjHfpowfP63BPFAvC/PinJOHqvlufhvkjuYMzeVBIOZcLR0ZHy+bx2dnYUj8e1vr5u/Gaz2dTa2pp2d3f1cz/3cybZ6vf7qtVqEw3aUUlUKhUtLy9b+M65KPCg0iqdTuvb3/62rq+vzVuGowdwMcYkhDOZjM1rkkZEhoTJKDhKpZLq9bqSyaTW19dtxwZUHlSuLSwsmEFmvcEJ53I5400pUmBd9/vjUutms6nr62sruaYbGjtStNttra2taWlpyaKywWBg0UWhUJA0Xm/vvvuuIpGI7eJMVzXacBYKBW1tbVl5dKvVsp4My8vL2tnZUSKR0M/8zM/oxz/+sfGz/f64/JmS7d/1u36XHj16pEKhoCAI9P7772thYUHZbFbD4VjPDI7s7OwolUppf3/fNN6DwcBULR999JFqtZptB9XvjysGf6IyNM/PAjae8wXoWJwsfEJm6SYZBj/JRCZx5oGYbCncjZetAR6+3SK8DxlSWvr5JBKgMp2Z5+VDg8Cxskh9jwg8YQCWaxLWA0ihUMiSXf78HljRO+Jp8m+MDDIvJi0e7nQk4V+058Qxbr4izyfTSDSSrYcHG41Gxpd72shLerzXC9hOe92cC88YTpT7Y4K/qQMnAbUASbZqtarV1VVls1llMhlVKhXr/bu4uKjDw0MzqnQ7Yy8wfx7AyOcYdnZ29Pnnn+ujjz5SoVDQ48ePrTUj88dHhuRN6J5Xq9UUiUS0srJiVEGz2VQul1O9XrdGNLdu3TJnAqMgTSa49/b2DCwbjYbC4bD1PJiZmdHi4qJOTk6sg1k6nbYWkszZ8/Nzk6fNzs6agoFKNTrGIeuiopBucLwHVDoYwVQqZZ3n6IPR74/7htN/10shP/zwQ83MzBin22639c477yiTyWhra8ueO5vNTvS8kGTqBbakl2TJTaiQq6vxPndseU9zesbu+vpaR0dHpk+eHuvp47VlaNOJFJ+J9/rRIAhMKD0tafLJKDxWn1ln8aKdnFY6sHh98QP8i6+m88m96Wdg4gCy3IP3pvk8g8hzeDkdnhzeK4lEH2qT+JJuqsn4HQbBe4d4pEQS0DvwrBgor0f2Ib8/5/+/vXP9bes6uv4iJeouSuJFoihR1N2SY6VpmqANkKLt80e3QFsgaBsETmq78UW25Vg3U6RI6kaJpK68PB+E33CkNsbroE/04eUGitQ2ebjPOXvPnlmzZg3fZ17+8MIDZf5UREmyMld/WIGJe2zbq6RxuGCw+TsOI298fRKPOd7VqNfrRkPDsycMXl1dNSWyTCajUqmk0dFR/eMf/zBIAI+TtumIoo+MjJhBPj09VSwW09ramlGhJicndXl5qc3NTZVKJc3PzysQCJh3CbZaLBaNroY8IhSnw8NDhcNh618nyaCuZrNpERPfYV9BMUNsnXZBHPxcs1ar6d27d4rFYjo7O7PD+d27dzcwzvHxcaNmEe6jEBYKhTQ1NaVgMGhSmdlsVolEQrlczmwCycTT01MNDg6q2Wwql8vdYKYgzsPBnc/ntbi4aG2htra2zPHCDnG96elp/etf/1JXV5c5e+DTqNRhzyjsSiQSxk4Bu0ZzuLu7W2dnZ3r+/Lni8bguLi40OjpqFD6ewfvGB3vAnM4YME/9IvMZDAbNdcdLxhvis2zi20Ycw4RKU71et9DGf9cXH+B1ssi8gQWfvK1NwN9LN1XIMKIeRwWjInT21DBJlsWFp8l3/O/wW74E2nvjGNTbGrrMC74wv8k78PeKt3mbQYJ3iWfqMVzpZksgMLtAIGCFGf7g9Nf3LBK88NuJSH4DI4yh9UwOntNdjkgkotHRUQWDQc3MzFjy8fDwUKOjo3r06JHu379vqmQrKyvKZrNaXFzUmzdvlE6n9fz5cyWTSW1ubiqZTBr1DEpWuVw2cRvKnLu7u9Xd3W3ZeEqT4eICDcXjcZ2cnCgWi+n8/FzpdFrpdFqxWEyFQsGcokAgoPn5efX39ysWi5leQaVSsfVDlIWTAgRwenqqcDhscNre3p4ZfE/rJJFIouni4sISZ/yZ4gdswcHBgbE7KMrAaNZqNW1vbxu7IxgMWqEH6/T09FSJRMIkKcF8FxcX9cMPP1gfvkAgoFwup0CgJcTFfq7ValpZWdHXX3+t3d1dw/0zmYwl02jSeX5+bg1QaVDK4ZpMJk3s/aOPPtLl5aUV6dTrdcXjcdVq1+JH6+vr/10IAkPJRuamKaDAaBD2Sq2stzdaHif24Tii1SgkwXTAiPoqO7xoroeAOQYBj82Ht3h7fIdEHwLYUON8YovFTSjnuax4cnjCHtLAk/YnNsaXa9dqNaOlsfDxFG/Tv3hOHADSv5cwe2+UORNVNJvNG6JJzIGkKoYXHK/RaGh4eNh41xxO0k3x+ts4PO/G4/0cENwrBxrPirVylyOXy1kUVSwWValUtLS0pIcPH2phYcGSO+FwWPl8XpOTk+rq6tLU1JQqlYrGx8ctM5/L5YzZgEf97t07pVIpra6uamdnx6rOBgYG7N1QWUbInc/n1dvbq42NDc3MzJjO7cnJiebn51UsFm29wKvNZrO2DlE9Q3msVqsZq6Kjo0MTExP2vYuLC21tbeno6OgGowUGE8Y1FApZZeXW1taNBHx3d7eKxaJJZF5cXBg9LplM6vLyukFmLBbT0NCQ4vG4OjquKxEPDw9trsfHx9rd3TXq18DAgDo6rqvLCoWCqtWqsTHwzmFZhMNhE1qn71s0GjWGCzAFh1MqlbIkIlARIvHValXJZFKBQEDpdNoOs3w+byyT+/fvWzkz+DmFJL/5zW/s8PpP44MM8G2Obr1eN21TRDk8jotB8Z4SnhaGzG9MKn540ZDH8ZIxKpyuGHPfGRjDxWd9gg1j6ueAB4oh9VxhIAYPjfDvXmvXL1bpJoUMDJz5k/nnmeAp49V7DNjj0l6QyLM9uAaLnY3As/fwi79Xz4fGw/bMD4zw6empVS75ufnnLbV0OXxRDgcglEFEYkioQFG8ay4w74TNVigUND09faPTQyaT0crKil68eKHl5WUL87e2tuzwbDQaKhaL2t3dNU4surkk5nZ2dhQKhTQxMWEC7IODg1apBswGdICIzuTkpI6PjzU+Pm7749tvv1W1WlUwGDSNAyrLpBY1sNFoWIKVwzufz6tWu+7ii1xpT0+PZmZmLHqdnp5WJBIxtgKlyUhC+igI1bXz83MtLCwoHA6b3CmHMRQ0qGfBYNDYBtI1LptMJtVoNCzpyd4jmTU8PGxNN2u1mrUikmRi6/V63eBL4MydnR1JMhihUqloaGhIe3t7ev78uYLB6xLw8fFxM8Tg8NVq1UqzYX/09vbq3bt3Ojk5UT6f18zMjPXvQ+DdR6w/Nn5SW3rCYignLByMFHimhx18EgfjxMshATA4OGh0H7iOvk0ILwqYw4fuvvMFuCM4pw9vPe8XrxmYgOvB7sBLZ1NgOKGF4QkTJuGd+3Cc32PBMQeSiT55KMmoMp7hANTiE4CwKjyND2PqS0L5L5ANBxLzxvh5w+rvm3dBZMLA++Xwuf1u+S+sFeYJzkao63nQd8WC4CCKx+NWHPH69WtNT09bQiUej+u7777T5OSk1tfXLeEE53RiYkJ7e3s3FLYwbmz6np4ehcNhxWIx88Dm5ua0tbWlSCSibDZrbdDB55EU3dnZMdbB7u6uaSRcXV3p+PjYcFeplbQFxiByoS/c3t6eJBlfGMOKMwD3+PDwUMfHx7q6um6ASWXZwMCAGUroWfv7+5ZMJvnV09NzQ8Tn5OTE9kUwGLTGlkhgNhoNa1k0Ozurg4MDu2e8cowhyUKq8YgiSIZmMhmLnrPZrFKplE5OTnR4eKjl5WXD6xOJhOr1us2ZjsjIBNTrdSsnl1rVpnjKc3Nzph2BvnM4HNbExIStr/dFdx/MA8YYeuoRBtcXHGAkgCMwPhgBNh6nJAIWiEh7XqhXDQPm8B4pDwzmA0bQe9e3uXgee8SzRyyaB+3Df6mVzezsbOl9eloXRo1qH+4zGGw1XuQzhHV47D65icH1eJ3H3cG/eMYey+XzZOf5DW/oiBh8RSCbHoPJvUO5o8EjGrM8V+brvSE8W54Pz4CDiyhpaGjIPGvmcBcDWObq6kpffvmljo+PNTo6qp2dHdXrdS0uLiqTyWh5edk6XoCX7+7uanFx0cJuqr9yuZyGh4c1Ozurr7/+WqlUyhyW8fFxBYNB0zNIJBLa3t62CrT5+XkdHR0plUpZd2A8vkaj1X3Bc4PpDsHv8w4Qix8eHrY1x3qi3TzFHF6bpKenx/qw0ZCUFkPYAJwlCq28HEG5XDaDiwMCX1i6puRRvh2NRs2m4HnC9sDb7+i4lsOE/0zlm9SCEqHa0WIeVsr8/Lx5r2DYs7OzkmRRIl43AklU9kUiEYNdwuGwjo6OtLS0pHq9rkQioWw2azmqSqWijY0NO5RCoZCePHny3ujuJ/GA8YbAjXxGm4cIF9bzbaVWGS8Pl1O12WzphAIZeM/QG0Zfugh2JrV6e0kyj9WXEPukHC8NFgEGyDMUGo2GhZLe42ZOPnGIcZN0Az7wVDYOH08Jw8jhpeL1wwP18Aj377FuvFU2liTLvHp8GMPMPTBH7gUP1RtBf4CQdJBk4SX3hOHlN4gSbifrJJmOre8bBiZ5Vx4wSR5aEiFLeHh4qFQqpaurKxNcoZVNIpHQ//zP/9jGQ5UM3Lxer2t8fFxPnjzRxMSE4vG4GTe6J19dXVk5L15UIBDQ6uqqFhcXzeuNx+PK5XK29jkw0BpGxxavkGQumCcOCt0v2HMYORLZlNSiVTE4OKjT01Pt7e2ZhxkKhQxCQkoU+iXQIFERsMT+/r7htAjCA1dSACLdVE7DucLxAA6g/BgeLzAllLZms2lVeJJULpdNtaynp8fsETg5z2JnZ0djY2PGS0b0KJ/Pa39/X7Ozs8pkMma4ifIQnj87O9Pk5KRBRfCs6Yj9Y+ODPWAmR/LKG7lQKGT4JxVmeGmXl5eG/wEZcPo2Gg1Tg/JQBcYCbxDjjaHwG997tJ7e5GEKHhrf9QbI6zF4A337QPCesT8Ubs+R7CsviXvyWg5813vS3jP1hw/X5KAgvPIYNPg0xt9HJp7B4Gl33gATMXhYgo0ANe7w8NCwPI/neg64JNsAJPVuY9GSjGlAWHuXA1rYDz/8oJmZGfX392t4eFjd3d3a29vT1dWVXr9+bZoJ2WxW//znP628NR6PKxaLWTv1jo4O062NRCIm6oKxw0PFIwOSooPG+vq6Hf5bW1tKJpNWbSVdv1tYExcXF5ZDwWCi2OXhIQTEMeR4taOjo5qbm1Ozed2SnsMZvJYD1zNj6PRAEYpPnJM3ODw8NINPMQpOAnuit7dXiUTCIBc+Mzo6qqGhIQUCAdOx8LRICl/6+vqsks1rXjx48EBra2uam5uzxpowE/b393V6emqUt3v37mllZUXff/+9Jicntb+/r1wup3A4bGp/R0dHGhkZMXbEwcGB3r59a9WpS0tLajQaN/jA5+fnun///nurPD/IALO58XoxwNDNwJ5YEHBGCWs5MTG+XtqOTeqpYniYGHnghtuGFAOAMeGk9ngmn+c+mD9YmefP+sIRD11ghDGEHgphLhhQn3xkTlyDz3n2gse5gXAwoHyO77NIwZZ8UpPvshh8NwAMpDf6DA+lsMEpcgG24D7w9ghrPczDc2ZuHJb/6TDBOCPw/T7C+v/lCAaD+vzzz/XnP//ZDNPbt2+VSCT0ww8/aGJiQru7u/rd736ntbU1DQ0NaXt72zxeNv/R0ZEikYiePn2qubk500KIRqPKZrMGkS0tLVkSaH9/32CGsbExbWxsaGRkRJeXl8rn89bFpK+vT9vb2woEApa4AkumoSVR29TUlBmQ4+Nji7gGBgZ0cnJiFXObm5vGniAph6BMLBZTNBq1d8S+LpfLKhQKdhCA/2J4G42GYrGYFWyQI2I/cPCwx0qlkqrVqjkmrEl6ydGdJBi8roZNJpPq7OzU8fGxJdsymYymp6cNh/3Vr36lcrmsmZkZlctlLSwsaH9/X9Vq1Xr6TU5Oanh42CCPRqOhaDRq3mwoFDL63NjYmIkuIUEaj8dN+yISiWh1ddXmDNSxvLyshw8fvte5+GAWhNTq0sALIEzA6nO6+XCZvwuFQob9+coxDxX4AY2L/88GhxnQ0dFSgQI0J5Hmuai3fwcDgOHgzxwkt2EVwnnu2VfFcVB4nFO62fXZ088YHka5jeNi7L34j/ewbyewwNo9xOM9Ut5HvV43pSkMAvfN9zEsRAT+AMB4n5ycWOXW0NCQGXb/zP11ma+HZDy8UalU7gyCCAQCevbsmSlg5fN5nZ+f6/Xr11paWlI+n9eXX36pR48eaW5uTplMxootiOCKxaJmZ2e1sbFh2fuhoSEzqicnJ5bIefPmjcbGxrS6uqpUKqX19XXdu3fvhtE8ODgwGGJubk5nZ2daWFjQ1dWV0d1I0KFmho7F+fl1pw6YFeD3dFvO5XI2FzBWqF2RSMTW0u7urrq6uizi2tnZ0d7ennmU5Dn6+voMPiQJx/4jEQesQEhOZDUzM2O1BR7v5TPQ9c7Pz5XP53VycmKaHdFoVBsbG+ro6ND6+rp6e3t1dHRkbYDoD4m3Cxcbj9bDbTQMhTKYzWat08fGxoZFHMAxhUJBy8vL6ujoUDwet3ZU0WhUb9++VW9vr1ZXV5VIJP57EIQk44RKLY0EEhK8UE+fYlOheUqyjdpwL7vn6WreaGFEPCRBJhJD4sNxSZbc4bMe2wUqqdVqFg7C8cULxVh7rxuMk1POC897Q+uZIJ694Z8JEpHgvwwMrzeiYHrQ56ACgnlzb/46hLs8Fw4soBZJ/3bPHF7cDzgj8/IcYGAjNgTNHT3B33/Wc7g5tP2BdZut8nMOYIB0Om0eXygUMgx+cHBQX331ldLptHm+/f39N8ptFxYWbsBAbPLt7W2D3MbGxgy+gb+7t7enxcVFlctlTU9Pm/zj1NSUSqWSlpaWdHBwYEwKQm+SXFKrO3BfX58ZTKAdDtNAIHAj8qRoCsEYSnzhMe/s7FjFGCI6CNRDwwTnbjabSiQSmpqaslwE0RM0Ug5zqumANsCHNzY2zIbQUYQqOjxNWiiRP8KbhWmFOtnY2JgqlYoxQDY3N5VIJAzGGBwcNJ47z4/1yrOfnJzU06dPrecehSxgyRMTE1pbW1O5XNbW1pZBR2/evFE0Gr1BfX3f+CADjGEEE0LBiAfns6DQqYLBoGV/wVOQn4MaxWnok24eZ72Nu5IIIHMNBgvMcdsTw6CwQLkXz931ITkGyuPXeH7em+d7PBeiAj6LN+krcfDePWzjvU9emtdK8C+RZ8tnfXIQCMDTwDjgeEd44BwQJMXwtIEMuCb3CM/XrwXCbwzAyMiIQUxgzT755xkf3Ave/F2yIOr1umZnZ01/gAQV1We1Ws06YlDyu7q6qnA4rGKxaEyDFy9eKB6Pq7e3V99++62V7QIN+BZWCKuXy2Vls1kVCgXV63WTk0wmk+rq6rJ2NzTqJBFFmAs9DIiB/YYRxCChM9xsNq3xqO98cXFxYW2RyuWy4bnxeNy4xdVq1ZJUdIggwYVgEQl6YD3oWlJLg6RUKimTyRits1gsmgjUyMiIGVLpWmuXHnxeXxiYDzGh2dlZ+9/z589VKBTU1dWlR48emVNIBaKXNeBZQudjnzQaDQ0ODiqXy5mj2WhcF2agb9HX16d0Oq2enh4dHh4aW2hubk77+/v63e9+Z5odPzY+yAADugN2Exb7hALeH39H3TlMB7Klnk/saWIYCDw6H654bQGppSCG9wQWCfcWQ8LwHqenw4H/Mn+fzZdamDFGx8MReDseCvF8X29g8V79vXrqFmE/cAr3L7XgHwyZZ0543BxD7A03c2KOPtTHiDM4CPBYfVLSJ/L8oMoKLi0elsfniTrYDGDwjLv0gCmP/eKLL6zO/xe/+IVtzvPzczMMaASTdAFPzGQyisfjmpiY0NXVlaanpxWNRtXT06OdnR0tLy/r6urKxNfhljabTUtGRyIRffPNN5qfn1c+n7ceaBzGaBZQskvREgUu7Kd8Pm/Zfg4TKujgvgYCAbs+Bqi7u/tGgrynp0fFYlGjo6PWc44iCEqiA4GA4vH4DQgO3QpKmC8vr3vtxeNx011OJpNKJpNGefQ947q6ulSpVIzOhUi7JPNsEQSiaARY7PXr14rFYpqdnVWxWNTKyoqVSlNYQzIRG0ZxBbj3ixcvrEcc8OrBwYFh8ZQwX15emkgRLY1SqZS1q0JH5H3r+ieVIuNRwd/1lWiExnAJeVDw9DhF8fROT0+NS4g36hNPJKm4Lqc8BsIzCHwyjLngffiCBhazJDsJvYftsVafRfY8XUIqugzwPYwu1CqpVbziizPQAWDRefEU7gPDfTuL6nUufBQBzMA8+B6HCp/zSUDujXfIv3lvlUPK49d+UeFBI8YyMjJiJcxc3x9q/rDkuneF/0rXHmqxWLTuBUNDQ9rY2LCCDJJaw8PD1iF3d3fXjK3USvweHx8bF/zp06d68OCBms2mvvnmGzWbTa2vr1tF3PDwsBkh5BXHxsaMf1woFIxVMTY2pmKxaDrEtVrNcinoFJycnBj3lzZFhUJBl5eXxgWGd59IJFQoFCx87+7utpbyVLkhrZhOp9VoNJRMJi1hns/nJV2vRdoUYXgRP8cZGBgYMG0J6bpj8unpqfL5vM2H3nJQKImuOBCq1aoVbgB/nJ2dmSIa+QyU57a2tjQxMWHQydXVlbETKpWKEomEecWPHz/W4uKiOjs77aDCK4dVMTs7a4JL09PT5jxwQGUyGY2OjlqiDn42kdOPjZ/Ulh4eZ6VSudEwkBAS3i+UNVxzjB3ej6/2wvMjTOP38J7Y0HjRt5kBhDfeMHtqC0YG79gnl/x1rq5aso7MzWOsXO92WyHvmUqtQg7wThJiQC9Sy6uFpeBhBIwfWCzsChYnn8Mz5Tf8NYECPBbF7/NnoojbMAnPHQPM73tDzPPlwLq8vO5ZVi6Xb2x4wkXet0+qYnzfl6j4OQZ8ZPC+X/7yl+a5kmwcHR1VqVRSX1+fPv30Uz179kypVEovX77U4eGhAoGAvvrqKzvMFhYW9Pr1a01OTiqZTKpev65SRCYSkR5JJuS9t7enSCSieDxuFLdAIKDNzU3NzMxodXXVGnEC51F1BlRBQU0ikTDclPJZMNDt7W2FQiHrsMHapcgG/dxqtaq3b99aIhsKI+93amrKnA0SXhjkSCRiou35fN4iZ59DwTtlTWBLcIqonDw/P1c0Gr3RQTwWi+ni4sKYCZKs4GJoaEiFQkEDAwN69eqVRScYezpYbG9v6969e3r79q05KnSU3tnZuUGb6+joMG52s9m0xqZnZ2fWVXt7e1uVSkV//etfVSgUVCwW3wutfbAH7PFWcCEyjvwXzBeSNpgvBtJrFuD14ql64wdG6Cvu4N1h8DC24K2eDeANCNjbbT6xp19hmD2/mFAeg8ghgUfNd32yyye/SIZhvPEu8cb5DC8agwS+Dc3v7OzsRtk0HFMf9kktbQY8XW/suL6nznlqoS9yAT7wXGmetf/u7XfF+z45ObHFjseCEb/N1pBaSdO7GM1m0+QSE4mEZmdn9Ze//EXLy8sql8t69eqVzs/P9fLlS0WjUc3Pz+vVq1dW3np5ealkMqlqtWqhL2GrdA1xwL+VrnUTUEa7urrSJ598ou3tbaM2XV5ed1mgV1k+n7e25w8ePDCYhPfLOkTOkYMOji6/xQFAN5nx8XEzaPl8XqlUyn6bBpkk7aCysc6wARsbGxoaGrJquPHxcav6A8ul+ILyZTxEpAe8DvDV1ZUxDXK5nNmNqakpE3qHn76zs2NsEKh10WhU+/v76unpUTwe187OjhYWFpTNZrW2tqZQKGQOCOt9c3NTKysrRnuTZA7N0dGRORepVMra2TcaDbun3d1djY+Pq16va2hoyBK3v/3tbw1K/LHxkzxgaCOcVIQNvrKts7PV3hoj4suFvceMh+eZAxgCeKxAB+DLPlsvtfq98Vnv+QEVeG8NA+ULP4A4vKeJR+y9W4wJnyH85B45HDAueKYcMt5T5f69p8nv8Nv8mf/CDPGeu994vqrNsyk85OAPIqAWPGAW+G1ogM9wXe/l8zvMl5A4FLruXt3Z2WmHNIac93NXhpfR19enH374QR0dHdb5l7LTQCCgzz77zMJ6ioXAVqFqbWxs2Pqn7TvdJJaXl7W+vm6hLLRHQubXr19rfn7enI1AIGBlsBj1g4MDDQ4O3sjMb25uGlMlEAhoYmLiRpRJQQ/JOBwmPDZE0uH/0qKHw2RjY8MggHq9romJCcViMSshrlarxsMNBq+1HdbX102yk0QmzgKsmZ6eHuu1hzEGagmFQkqn0wqFQpqcnFQ4HFatVlMulzNBeSrhgDmBfEZHR01buVQqKZfLmS2impFOGclk0iLpTz/99EbUR4XmbXEt/j/RxNnZmUqlkmZmZvT48WPDvGlhtLOzY90yfmx8cCUckwA78tltX6IMLxDcE6qYNxwYHP7Ob2L/O1yHZAQbHOPBdcic8iIxDmiX8jJYjF7VCywPr9rjnp6axsCYYYjAhKhe8hCJ1JJj5KDAAHrDzcbhfjBMeIf8Hc/Lc5GZO8aTOXu5zr6+PivVxnOXZBKYHoPn8ON5eJ6295DBtLkf3h3RCngisoMet+c+fMHMXQyqocj25/N5JRIJdXZ2mtD22dmZFU2srq7q4OBA2WxWpVLJuLfBYFDhcFibm5tG6k+n03ry5InRyp4+fapQKKQHDx5Y9FOv17W1tWU8XCIxElPIRVarVUWjUaPHpdNp8w6r1arpZ/OsJVlxCB06SOrRtRmBeXBUPO1gMKjh4WHDTdlPeO0wP8rlslUHwoOVrvcggj5oXhwfH9/Ie9D8tF6vm6cJ5OEF04+OjjQ/P2+HFuuQ6K6jo8NgFaAi9Javrq6FhCKRiPXBS6fTymaz6urqsg4i5KAwruVyWalUyuCdw8NDPXv2TOPj4zo7O1MsFlM+n1ej0dDa2pr29/ctGU6ijnWBXfpP4ycl4aRWixkwTrA+QgJfLcem4/OenC+1wmK8o1qtZtl6/s0bG++hYiDw+GAoEJbhFWIouaZnS0iyh4RHzHdYMPwW177NjPAUOg4Jbwjx4D0fVpJxof1BgveJMeW+0dbgt7xHzSGIcQQ3w8P03j7Pmc8BdXAvUivaIRTjQPKRBwecp5Z5Q02EhFA19EXv7XPI8tzuYgSD192I6d9Gs8rV1VVdXl7q73//u87OzqwiyostffHFF5acKRQKJtIN/evw8FCLi4sGow0MDOjzzz/X+vq6urq6rMcZ+rZoHUQiEcusFwoFxeNxC/FLpZIODg5UKpWUTCa1vb1tMpFQ3+j4Oz4+rq2tLSuFhjtcqVQMB6WKbnJy0u4dXYZ4PK5UKmXRQK1Ws2ucnp6aJ0lZcDqdtkjSKwaC+QYCrZoBKufevn1rovB4911dXRoeHrbCrWw2q5OTEyWTSYNq2DuSLIGIdCb6EAxIA5L0+PFjzc3NmXd/dHSk9fV1czjYTxQH0dcuHA5rbGzMhIo++ugjZTIZzc/Pm0BTtVo1GmFnZ6fR2H507X3IQsWg+A3pyd3AEZeXl/+2UTlBPbXLY68YOUJWvEIyq95oQH/x1Cuu442RZ1rwMgD3PW/X47fcp6QbVCnPAAC/xSBxAPlQnMXG54FPvPdKyIMRZc78V7rZ/t3juTwL78ny9z4xyO/w3Jg7VYP+YCEExlMl8gAD5PokYrzx9x1DbnvEZLQvLi4UiUQMkvDQDVjfXYxGo2FhNUT/v/3tb0okEvrmm2/0hz/8QaOjo4pGo8rn85YF7+np0erqqmZmZlQqlaypZKPR0N7enkk5vnr1Sg8fPtTk5KT6+/v1xz/+UUNDQyqVSgZToGRGWfbR0ZEuLy9NtLxWu27MSVt0chi5XO5GDoYkVLlctmIRkqAksng3eMwXFxc3xIB4t81mU/l8Xvl83sLr/v5+YzhUq1UdHx8rEAgYI2Nzc1ONRsO6ScBgQO8Dj7Ozs9O86JmZGV1eXovgHx8fq1KpWJv509NTsx2xWMz+HToea5YWUkAjeJ5dXV0aHx/X6OioSSTgLff0XPfuy+VyWlpasqTg0dGRRkdHtb+/bwnMw8NDffzxx/r+++8tuTg6OqqlpSU9efJEk5OTmpqaUiqVsoauBwcHmp6efi/D54M9YM9tBUDnpsnIgjNRXujlE/9tAsFWpwzwMyAL9EV9Zh6ai8/KBwIB84pZPBgC6WZTPJ9h9dxaKpi8EfZ0NowN1/OYkU/E4Z36a+PpSS1c18+HDQHm6pkU/Jv3JjwzAgYF98xcGd5wYizBgz2OzSHiDyeSDzxz7oF3z0FxO9KQWi2IuA8MeqVS0eDgoEk3Qie6jYv/nANnANFuKGdgmHt7e2o0Gvruu+90//59ra2tKZ1Oa2xsTJ2dnSqVSpqYmLC27LSFz2QyqtVqKpfL+vTTTzUwMKDz83Pj+dK88vDwUH19fTo4OFAoFLI/wyYpl8s6PDw0XHV/f1/N5nVZLxAPzhF4rSRrs4McYyQSUblcvnHIw4ktlUoKh8PWhQKDNjIyomq1quHhYUmybr8ksNhHVAUCE1xcXHfXOD8/t+7MQ0ND1vyU78BwOj09NVofNDkgC1gVEACoXKNXHvBZIBDQ9PS0crmcRkdHbW1xMAwODhqHma4lJA0puEGwiLJqNDmSyaQePnyo8fFxbW9va3l52RwqDHI+n1cmk1E6ndbjx4+Vy+WUzWb/jUbqxwdrQRCSgvGEQiELjX01GpxfL1/nvTVPjZJkYQcydT5kx2Cx8TmdvWAOiwovFDzGe7beiHpusWdeeDgDg4aBwfP2Ib3HRX2Gn0pAT3nDG/X3T3EEf2ZO/plzON3Gfj0rAW/XwwK3k2gYRT7jDzIgGd4PmGwg0GpbT209z9zrAYDpeqhCalU/Ibpzfn5unWYJCW8LF/3co7+/X3t7e+ZJ+m4M0jVr4ejoSP39/drf37+hmAVXFaL/ixcvtLS0pNPTU8Nok8mkhbmUIcdiMUt4DgwMmKANOr3FYtGwSDxJhGWYExoQSFo2Gg17xr29vYbl0oWDOUYiEXV0dGhpaUmSTBcCKKFSqVhnZTxq3iFJpUwmo5GREWtSCW+YKriuri4lk0lFo1FlMhmNjY1Z9Rv7JhwO6+LiwrB15BtnZmZsDXkYEoYNVbWVSsUYSXjcKMFxYE1PT+v169e6d++eia0XCgVNTEwYdl2v1xWJRMzm7O/v6/nz59ahGp2NhYUFyx9hZ+gFh6efzWa1t7dn7YuGh4f/e0k4NhkJLcjX1WrVsF6/kc7OzoznyET8xub/kxzDeLPwb9OdPFyBJ4t35YsHmAMGzofo/K73IvHiJJlX6Q0YG8VrJ2BoMPaefia16HUdHR1WxUMSDgPmMWU8V7BY5uNfnn8W/kDjGfhFe5uF4VknPHeP9+JdIPCCZ88BAH84FAqZnoc/LDDqYH14ScxPklUPkZCBhwpn+a484FKpZL3XNjc3zXBms1njmJ6dnenjjz9WoVCwRNnKyoo9k3A4rPPzcyWTSWvyiM5sR8e19kk0GjXskmewu7urzs5ORaNRo2HRIaOjo8NkGUlwBwIBE8VHBOfdu3cqlUq2L1lTOEIY63A4LOnai52bm9PGxoYlrJvNpiX5SIhhhFE0k64Ll2hcCYZLuTGRHlg1GCgt4qFoUXXWbDateIREI5Vltdq1FvDBwYEJ+BCFDQ8Pa3NzU4uLizo+Pr5BoTw4OFAqlbLnjXGk2AWKIBoY7M/Hjx9blwyiE8qMi8WiJNm/A5GSZF1ZWTEmBwUbmUxGi4uLJu/5Y+ODV7w3vrwMT+bHyLGBMdCSDFTnZbFwwZPYqCwgwgrCZTxRBpsWiAODyWcxkj4U9lguXjTGz+PCGEg8RebiDbW/zu2kFHPBgLHQ+R2fbONg8kk4zyjgeUitSkO8X76D93qbxYHnwDx5T96bRi8CTFZqQU0cONJ1Rrpard7A/LgeawNj7mEUj3UTKVUqFevhhfG5q9FsNjUxMWHRHImiyclJE1JPJBLa2tpSKpXS9va2ent7tba2pi+++EKbm5smSsS+GBwc1Nramj755BN7TuCfFATgIRFZ1Wo1S/KQUygWi2ZY+vv79fLlSzOO0Muka5F8Nrs3eHB74aDTlmhjY8OoYWgtEBFNTExY1INXXCwWVavVdHx8rEajYdKWQBONRsMUz8CmK5WK8dk5fOHM+lZXUO5I0lLxRst6SQYJILRDBSHFPhx209PTBnfRCJV9CAaM8wBNsl6va2RkxAprBgcH9dlnn+n58+caGxtTNBq1RGmjcd2R5Ouvv7Y5hsNhbW1tmX5wb2+vksmkXr58Kelm/uj2+GAIAoyWU9xrOniDgicK7YVM+NDQkC0ulJvoaeUNKAbvdiEB3tztjL7UMoreaySx571WsGuuhfHztDS8b05XjKRPJGKwPCWPQ+I2TOHFgfwBQ6KAZwJX0784b5T5XTA0X1zCgMvoMWTGbd1dDhR/8NwuWvFUwaurK4NX4MbyLoFFmCOGxUcnvE8GGqp4d3cxMDqUHRPOkyykU0YqldL+/r66urq0ubmpeDxuLemHhoYkyTwjYAaew/DwsInckCuJRqO2Bvr6+jQyMqLt7W3r6ECyCpwXtsXOzo71U2Td0rcOCC0UCunk5MRgB+QpkbKEVcHabDabJrNI4g7PvFwua3x83PIbQAdErmhUdHd3m54uFWJ8lqiI3wR7hp3B+ocDTV4AeunCwoIVhgSDQcPBr66udHBwYILwRKEzMzOq1a6bmUqtxquoyZ2fn5vKGhHd9PS03r59q1AopHfv3llTT+CcN2/eqLu7W1tbW/r973+vq6vrDsxv3rzR5OSkJebS6bQSiYR+/etfm87yj40PNsCenQAdx2O1nmbkM/hI6JE9hqOHLJyHJTyu67FEX6jB/3gpXlnMh+8sJObGhkDBCdxHanWswFPEaOC1eWYCL5Xf4SCSWkbOe8U8C+7P35dnC3R2dhqVyHOPMWT8Hp6/1GJt8H7QYGZ+np7mcTV/be6bd8n3uKafM88PBS00cTl4PPUIb8PTBD00AXXIv+ufe/T29urZs2eKx+Mm0s2BQEXa/Py8Hj16ZCLoCwsLCgavO+myuVOplJ49e6aZmRlrzIhCGHxUuOzkSFj7lNQODw9bEg+a2s7OjjX7rFQq6ujosP5s4JEcmKenp9re3rYDAVYHpdaNxrWmw/7+vs2nUChYNxBEgbynjEdMM86joyMTkeeQZd1SbHJ2dmaMgMHBQeMHo5VRr9dvNAdFIY08UDKZtIIM2Bj1et2cDl/GHYlErJtFLBZTsVi0vMvOzo5SqZSVKsPIgFVyenqqx48fKxAI6MWLF7p//77i8bhh+ZR+7+3tmQceDof13Xffmb0ZHh7W3t6eotGo/vSnP+ns7EyPHz/WxcWFHjx48F4IIvAh1J9AILAnafsnrPH2aI//l5FuNpvxn/tH2+u6Pf6Px4+u6w8ywO3RHu3RHu3x3xt3W4TfHu3RHu3x//FoG+D2aI/2aI87Gm0D3B7t0R7tcUejbYDboz3aoz3uaLQNcHu0R3u0xx2NtgFuj/Zoj/a4o9E2wO3RHu3RHnc02ga4PdqjPdrjjkbbALdHe7RHe9zR+F9sVxf15iBHUwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Fa037dAs3qRo"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}