sujitpal/10a-autoencoder.ipynb

## 10a-autoencoder.ipynb
{
  "cells": [
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Import some libraries\n\nimport torch\nimport torchvision\nfrom torch import nn\nfrom torch.utils.data import DataLoader\nfrom torchvision import transforms\nfrom torchvision.datasets import MNIST\nfrom matplotlib import pyplot as plt",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Convert vector to image\n\ndef to_img(x):\n    x = 0.5 * (x + 1)\n    x = x.view(x.size(0), 28, 28)\n    return x",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Displaying routine\n\ndef display_images(in_, out, n=1):\n    for N in range(n):\n        if in_ is not None:\n            in_pic = to_img(in_.cpu().data)\n            plt.figure(figsize=(18, 6))\n            for i in range(4):\n                plt.subplot(1,4,i+1)\n                plt.imshow(in_pic[i+4*N])\n                plt.axis('off')\n        out_pic = to_img(out.cpu().data)\n        plt.figure(figsize=(18, 6))\n        for i in range(4):\n            plt.subplot(1,4,i+1)\n            plt.imshow(out_pic[i+4*N])\n            plt.axis('off')",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Define data loading step\n\nbatch_size = 256\n\nimg_transform = transforms.Compose([\n    transforms.ToTensor(),\n    transforms.Normalize((0.5,), (0.5,))\n])\n\ndataset = MNIST('./data', transform=img_transform, download=True)\ndataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)",
      "execution_count": 4,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")",
      "execution_count": 5,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Standard AutoEncoder\n\n(with undercomplete hidden layer)"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Define model architecture and reconstruction loss\n\n# n = 28 x 28 = 784\nd = 30  # for standard AE (under-complete hidden layer)\n# d = 500  # for denoising AE (over-complete hidden layer)\n\nclass Autoencoder(nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.encoder = nn.Sequential(\n            nn.Linear(28 * 28, d),\n            nn.Tanh(),\n        )\n        self.decoder = nn.Sequential(\n            nn.Linear(d, 28 * 28),\n            nn.Tanh(),\n        )\n\n    def forward(self, x):\n        x = self.encoder(x)\n        x = self.decoder(x)\n        return x\n    \nmodel = Autoencoder().to(device)\ncriterion = nn.MSELoss()",
      "execution_count": 6,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Configure the optimiser\n\nlearning_rate = 1e-3\n\noptimizer = torch.optim.Adam(\n    model.parameters(),\n    lr=learning_rate,\n)",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "*Comment* or *un-comment out* a few lines of code to seamlessly switch between *standard AE* and *denoising one*.\n\nDon't forget to **(1)** change the size of the hidden layer accordingly, **(2)** re-generate the model, and **(3)** re-pass the parameters to the optimiser."
    },
    {
      "metadata": {
        "scrolled": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Train standard or denoising autoencoder (AE)\n\nnum_epochs = 20\n# do = nn.Dropout()  # comment out for standard AE\nfor epoch in range(num_epochs):\n    for data in dataloader:\n        img, _ = data\n        img = img.to(device)\n        img = img.view(img.size(0), -1)\n        # noise = do(torch.ones(img.shape)).to(device)\n        # img_bad = (img * noise).to(device)  # comment out for standard AE\n        # ===================forward=====================\n        output = model(img)  # feed <img> (for std AE) or <img_bad> (for denoising AE)\n        loss = criterion(output, img.data)\n        # ===================backward====================\n        optimizer.zero_grad()\n        loss.backward()\n        optimizer.step()\n    # ===================log========================\n    print(f'epoch [{epoch + 1}/{num_epochs}], loss:{loss.item():.4f}')\n    display_images(None, output)  # pass (None, output) for std AE, (img_bad, output) for denoising AE",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": "epoch [1/20], loss:0.2112\nepoch [2/20], loss:0.1449\nepoch [3/20], loss:0.1267\nepoch [4/20], loss:0.1042\nepoch [5/20], loss:0.0984\nepoch [6/20], loss:0.0921\nepoch [7/20], loss:0.0892\nepoch [8/20], loss:0.0790\nepoch [9/20], loss:0.0797\nepoch [10/20], loss:0.0683\nepoch [11/20], loss:0.0701\nepoch [12/20], loss:0.0687\nepoch [13/20], loss:0.0674\nepoch [14/20], loss:0.0714\nepoch [15/20], loss:0.0613\nepoch [16/20], loss:0.0605\nepoch [17/20], loss:0.0530\nepoch [18/20], loss:0.0595\nepoch [19/20], loss:0.0574\nepoch [20/20], loss:0.0511\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Visualise a few kernels of the encoder\n\ndisplay_images(None, model.encoder[0].weight, 5)",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## Denoising AutoEncoder\n\n(with overcomplete hidden layer)"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Define model architecture and reconstruction loss\n\n# n = 28 x 28 = 784\n# d = 30  # for standard AE (under-complete hidden layer)\nd = 500  # for denoising AE (over-complete hidden layer)\n\nclass Autoencoder(nn.Module):\n    def __init__(self):\n        super().__init__()\n        self.encoder = nn.Sequential(\n            nn.Linear(28 * 28, d),\n            nn.Tanh(),\n        )\n        self.decoder = nn.Sequential(\n            nn.Linear(d, 28 * 28),\n            nn.Tanh(),\n        )\n\n    def forward(self, x):\n        x = self.encoder(x)\n        x = self.decoder(x)\n        return x\n    \nmodel_dae = Autoencoder().to(device)\ncriterion = nn.MSELoss()",
      "execution_count": 10,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Configure the optimiser\n\nlearning_rate = 1e-3\n\noptimizer = torch.optim.Adam(\n    model_dae.parameters(),\n    lr=learning_rate,\n)",
      "execution_count": 11,
      "outputs": []
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "# Train standard or denoising autoencoder (AE)\n\nnum_epochs = 20\ndo = nn.Dropout()  # comment out for standard AE\nfor epoch in range(num_epochs):\n    for data in dataloader:\n        img, _ = data\n        img = img.to(device)\n        img = img.view(img.size(0), -1)\n        noise = do(torch.ones(img.shape)).to(device)\n        img_bad = (img * noise).to(device)  # comment out for standard AE\n        # ===================forward=====================\n        output = model_dae(img_bad)  # feed <img> (for std AE) or <img_bad> (for denoising AE)\n        loss = criterion(output, img.data)\n        # ===================backward====================\n        optimizer.zero_grad()\n        loss.backward()\n        optimizer.step()\n    # ===================log========================\n    print(f'epoch [{epoch + 1}/{num_epochs}], loss:{loss.item():.4f}')\n#     display_images(None, output)  # pass (None, output) for std AE, (img_bad, output) for denoising AE\n    display_images(img_bad, output)",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": "epoch [1/20], loss:0.0741\nepoch [2/20], loss:0.0608\nepoch [3/20], loss:0.0553\nepoch [4/20], loss:0.0509\nepoch [5/20], loss:0.0513\nepoch [6/20], loss:0.0522\nepoch [7/20], loss:0.0473\nepoch [8/20], loss:0.0476\nepoch [9/20], loss:0.0469\nepoch [10/20], loss:0.0430\nepoch [11/20], loss:0.0453\n",
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": "<ipython-input-3-920a6a1e453e>:7: 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  plt.figure(figsize=(18, 6))\n",
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": "epoch [12/20], loss:0.0415\nepoch [13/20], loss:0.0456\nepoch [14/20], loss:0.0445\nepoch [15/20], loss:0.0436\nepoch [16/20], loss:0.0443\nepoch [17/20], loss:0.0391\nepoch [18/20], loss:0.0440\nepoch [19/20], loss:0.0411\nepoch [20/20], loss:0.0392\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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Xt+bn/kbeN8pS+7VfPQeF/a6UUnpj+X2df9W+mL9r+paYf/rMgdbs9t9+VVy7ez7vOTW1faFX+cxUfu1nhW/0AQAAoEMM+gAAANAhBn0AAADoEIM+AAAAdIhBHwAAADrEoA8AAAAdYtAHAACADjl3i8UrndWl0pe9sr+9W7aUUkZOtXdMDo7k3tthe5eb5dxFH5+/1vs5Uum/HM+9uaXSr9k7nru+m9HtrdnE8drfnSrPvbiSl1c+E3pvz33VjtOmsm9UnyCUoJ7Jnb0X3po/X/965rtjvm/nyZgPVtqvn/kLx+LaZ989EfOfeONnYv62LffG/C8XLo/5LYeub812fyEuLZOPHY9582zerwfLlX3DvnDuq5QXN4PhvvPohdtuU7vvhD7rb8bcg+fF/OR0e9/2gY/nz/amx0/GfHnX5pi/61VfifkPbL8z5u/f/rLWbHpqMq5dW61c1zWVrvAyGO6cx4ugN+T9vnaeWMn54edmWrM7L8szyM6RuZg/uZLXL+6qFLbv3dUa9U6fiUt7k/m8sPiGq2L+Q//ukzF/em065r996KbWbPenj8S1g/nTMW+G3DeGnf/OBt/oAwAAQIcY9AEAAKBDDPoAAADQIQZ9AAAA6BCDPgAAAHSIQR8AAAA6xKAPAAAAHTK63j/AC1Xte9/R3tdeSikrW/P60aPtHZaDYXsSa52+y8s5D/2u/fHcl10mcu9tb/OmvL7WOV3pth2MtPeaLhzMj31mT/671M7P5L7iwWLuK+5PVn72xdyTzvrrjYRC61Kq1141T0sr+8Lkkfz5a1bzdvzqHU/G/N3772jN5m7In+2bN38j5tv7eU/68OwNMf+du9p7b0sp5YJPtv/eZr6QX3dTuS6bynVfY1+g16/0cYd9ozdaOWZV+tpnbn865tvum8oPPzvfmg1O5a7uQeUsMrrpipi/febemL8pX1rlzDtPtWbNR5u8uPK+Dnsv6I3lM2Szkt87vkm9cO01lc9AJW8GOR8sVc6MCznf97Ftrdlt1+ZrZ9NI/vzcN3dBzK+67lDMZ6/Z35ptq7wva9vynrPz5x+N+cHxozH/87mrYz76gfb5bu2Re+Las60/ld+bwcLCi/ST/DXf6AMAAECHGPQBAACgQwz6AAAA0CEGfQAAAOgQgz4AAAB0iEEfAAAAOuTcrddLlRullCNv3RPzyeOV6pSL2+sbJp8/EdeuzbZXwpRS6pUgVe0/e1N57H6lPq85nasfehMTMT/9sp0xX7q5/b25dufzce1zv3kw5s1orlZr1iq1hupwuq9WudTL10+q2epVqiVPXZprV0rJ9ZKvm34k5q+faq+hW6tsOQ+tnBfzT59+Wcw/9Lk3x/zA/83X3qYHn2vNmvn2erAXg/q8Dqhc97Vazlp1Zm8sHKVqa7dO5+deyJ+/wbPt104plbre2lmkn9+XkYV8z7xpMp+VFgb58c8shAq7wQuvQv1WcF54kQx9Xm5Xu+7707mOuhw7GeOtX2qvfP7sB74trj36Q2divm0655fMHIv5Qze074lHr8/n+Le99e6Y/8D2O2M+2ctnnY/95ltivvee9jrgtSEqkkv5Ju4Fq5Ua71p93jB1kS+Qb/QBAACgQwz6AAAA0CEGfQAAAOgQgz4AAAB0iEEfAAAAOsSgDwAAAB1i0AcAAIAOCeWvG1zosy6llN2fPx7zE6/IvdHHXt7e37rvjkpP45A9jsPob8mdvGU591f2RisfiYnQa1tKWdiR13//ZV9tze48diCund+f/y51/qdzf2Wzml87VHt1t21pzZavyZ/fI2/Kfdo/c8NfxPyq8WdjfnLQfu3dvXhRXHvv6Qtj/rGvvyLmuz+f9+OpQ3MxL6mHfCzvOU2t534d92PODU2t675y3uiFbuTYY19KKafmc1752ZqV3OscpU7nUt8PZ6+eifkTq/nxj65NxXzTV0Lez+eBah92flvrhn4Azrrq5zt/hprFpbx+vHJvmj3Vmm27Le8Lm57ZE/Pnbshd96e+73TM/9k7P9maXT6RzxqvGH8+5uOV9/2/zV6X15/KffJr4X0dVu1eUPp5X6meN5r82s4G3+gDAABAhxj0AQAAoEMM+gAAANAhBn0AAADoEIM+AAAAdIhBHwAAADrEoA8AAAAdUilN37h6U7l/dTCWuw4HI7nncWwudB1OTMS11f7W1UrvbaWDsp9e+3Luih+cqXRO1/qEKx2QC3vzz37dpkOt2Ugv909+ZDJ3gdc6T/uV39tgKa9fj/5L/n6qvbhr+TPWm8yfkaVXHGzNLvmV++PaX9h5W8wvH8192ncv74j5rz3+ttbs9O9eENc2lT1n6oKcL+yOcZl+cjLmI2fa963+SqWHvKayH5e1IR+fDa/eqV7pqq91K6fnrpxVaqr3pSHU3pf+ti0xP/xd+X2588zBmH/gz78n5lfderI9XMlnndKvdKj3K8ffQb7fV08Dgxf+meFbpHJmq57FK3ltfbq+ameRsceO5Md+5SUxv3H74zF/++avt2ab+/lnm6ldOxWXjB+N+chK/r31xtqfv1nO9/PqvaBy3ZcmvzcbcU7wjT4AAAB0iEEfAAAAOsSgDwAAAB1i0AcAAIAOMegDAABAhxj0AQAAoEMM+gAAANAhw5UhnkWj+yq9zwtnYj6YzC9teVvuWD15TXs/5o6vVkqjj5/Meb/S61wzaO9xbCodjrWe8ObMYl4/Ph7zhX25O/bk2ubW7L//2Rvj2gOfz33Cg7m5mNf7MTde/yV/U3/TppjX+q77M9vyE2ybjvHj7xprzd63/atx7SWj8zE/Psj7ws9+7MdifsWHjrdmE889FNeWXefH+MyuHTGfP5C7ZacPT8Z85rPPtGZNL/89ulnM94JmtdK3PaxeuJfYU14UvYl8XyuVfSH1MpdSSi/9jkulE7vS9z6o9T7XnrvS69wbbd+z+tu2xLVzb7ws5jdemfeVIyt5v93zucp3TQ890RpVO8wrZ5Va33bVIH+m2ACq1+1wv8Ne5d5Uwi29N5r3nMGu82J+8tr8+b9ysv2eWkopM/32fWOk8r49sJJf95Z+3vO29PM9++Sl+fG3hZ+vdl4otbx077r2jT4AAAB0iEEfAAAAOsSgDwAAAB1i0AcAAIAOMegDAABAhxj0AQAAoEMM+gAAANAhuchxHTWnT+d/UOmgrDn58txBOfls++P3T+c+92a8vbe2lFLKUu69rfa9j7U/fm/TVFxa6+TtTea+69kb98W82Zw7KD/02Otbs6nn8t+dJr96KOZrtfeNc16tLzt/uksp/fwvFq7MffHXvuqx1uzg6LG49sOzr4r5Rz74HTG/4iNfj/lgvn3P7G/bGtfOXZU7e+euyXve9Ze1912XUsojD18R822hh3wwNxfXVvfLs91lf7Yfn7raZ6DSnVzrtC6Vvu3+VPt9s9b3XlZyPlirrK8Je17tdR+/KhSBl1Lec/59Mf/YkbznbXs4n/OapbzvxLW1jvSR/Npqv3M2vpEtW2I+WFiIefXeUtEsL7dmvS3Tce2zN+V78s2vuifmr558Kubp033LqZfHtZ989pqYX7j5ZMxnxvL73q9cev2Zba1Zc+xEXNsbyfeCZnUlP3nlXlKajbdv+EYfAAAAOsSgDwAAAB1i0AcAAIAOMegDAABAhxj0AQAAoEMM+gAAANAhBn0AAADokOHK6M+itZOzMR/duyfmT785d1RecUXuZH/svO2t2cLB9g7HUkqZeuLpmNf0Jytd4eNj7Vll7dqumZgv7JuK+dy+3D3bm6s0mf9Ze0/5RZ/4Rly6NnsqP3bT3sVdSin9qfzaBmfOVB5fX/Z6WzuRO1Jr+8Jgd/t1XUopx65uv7ZKKeXGrUdas/fc98Nx7dgt+bl3/XHupF47nbtne6Evu9YzfuLyfF2/7zWfivnzK3m/feLM5TFvQp9xtQ97WP1Kn3bNYOP15r7UNCvtfdWllNLftCnmvanJ/ARr+d4Su+orfe21z3evn49pvV6+5/YvaN8T567bFdfuujmfZbaPzMf86JnNMd928nTMB+m9q+xpvdHK8bafv+caVPbb6r5hX1h3a3NzMe+N5vt9bpuvd7IP811q5ZZaLt10NOYnB+Mxf9+j39earf7K7rh24qk8n/3lP7ku5iub87W79WTlrB3mnP7myjn/dD7nVz8TlTmjEq8L3+gDAABAhxj0AQAAoEMM+gAAANAhBn0AAADoEIM+AAAAdIhBHwAAADpkw9brjezOtS/Naq69mHkk5098/qL8+Je3V6ucvDTXL2z+RnuFXCmlNKdy5Uep1OUsvvJga3bq4lypMXcgP/XqgcWYb7kzf2T2/UWlNuOOJ1uzWhVKra6mN5Zfe7OcK5jU5218vYlcH9mctzXmpy7fEvNBZUf8yO2vbc0O/O/8+dl892MxX1tcinmszyuljOw4vzV74P2XxLW/+D23xPzl44dj/oGnvjvmOz//XMwHS+G1r/d1uRH7cvgbarWaTa0qbftM5QkqFXnj7RtHb2klru0fPR7z3uZcDVg7Lzzz9r2t2TU/8rW4dvt4ft8Or5wX86U/zDVdvcX280AppfTGwz19Jb+vzepqfuxK7WFvLN8MmrRnsSH0K+eFwXL+DNU0ldrNVL9Xq8LuVW47g5Kv+5+9/x/H/NTn2q/Ni+64N66tVYJe/NF8bR17da4aPvGyGJenvvfC1uzC/5O/v659u91UzmG1R6jWAa/DecY3+gAAANAhBn0AAADoEIM+AAAAdIhBHwAAADrEoA8AAAAdYtAHAACADjHoAwAAQIdUWqPXz+DkbMxr/ZibDuc++P5Vm2O+NNve37r4xtz3/vVrdsV86tC+mI++5kTMb9rX3n37pq0PxLVPruT+yt/6+NtivvPLZ2I+dv9TMV99/vn2sNYvWekLblaH60Rl4+uN5i1rdWYq5kevz3/bXL0g7xtjY+0dqacO5L7rqcPtPfellNKvdPKuXpH3jdmfb9+XPnH1r8a1IyVfex945rtifvIXLor56GP3xbzWeX1WNZXC4l7l7+FNpTeXs24weyrmvcp5oVQ601d25Gt7Zbp9/WA037fmvn1nzGtmr86fv/ff/PHWbKyX137w/rfE/E/ueW3ML7316ZjXOqub5eXWrHYv6I/kLu+1+dMx59xX7bnvV86Ug8qZtHLvSLeGprJnTT+dH/u/3vqWmO+5+rmY77in/Z7bm2iff0oppTmTz0kLB7bG/Nh35TniJ675Qsx/++6b2p/7gbyfTj1SuZ8/eTjG1bNKbY5ZB77RBwAAgA4x6AMAAECHGPQBAACgQwz6AAAA0CEGfQAAAOgQgz4AAAB0iEEfAAAAOiQXka6jZqnSr1rpSO1/6f6Y7x9cGfPDb5puzc67ZD6u/aXrPxzza8bb+65LKWVLP3dYTvTGWrPZQe6nfMMd74j5hbe299aWUsro3Q/GfG1hIeZRL3eaDm0D9lvy9zM4nbuPR4/lfOrI5phf/oZDMX/NzBOt2aOX7ohrP3Xj1THfdt75Mf/hSz8b8x/Zdm9rNlvpA37XnT8V8wMfyJ2+o1+7L+bNSt5X1lVtX0hlyGwIg8p9p1+5tzQPPx7zsaULcj7WfpQaTOb7+fKWLTE/fk3lvrh1Jcb/8Stvbc2m7t4U1+69Le+nY4cej/ngVD7rlLV8bfUnJlqzWp917TNRBq7rc17tuq7cd3qjlRGoyfe96q2h135vGZzOZ/Utj+f8+Xfm176ylmekk9e2v/aRxYNxbX8t3zOPvidfe3/w6t+N+XjJ7/t9l7fvx49tz7Pd1BePxXywuBjzc5Fv9AEAAKBDDPoAAADQIQZ9AAAA6BCDPgAAAHSIQR8AAAA6xKAPAAAAHWLQBwAAgA6plEhuXE2lf7VUeqN7X34g5vtWL2/Nnj+xJ6798RveE/Pvv+FLMb986kjMP/7cda3ZE5+4OK498PuPxnz1yNGYDyq9okN11fdz76feW2qaw/na2fJk7qr/yh2Xxfz1b2+/ft607cG49p++6Qsxn+zlPuyVJl8fdy1tb81++tYfjWuv/uXDMV99+pmYn9Vrs9KVPNSew0vC4EzuRu6Pj+X1Tzwd815Y35/eHNeef3I+55/Pn++1ndti3ltq31d6hx6La2vv21rtnDWSv0tq1vJ5YnCmvUu8N5L3w2Z1NeZ0wLB7f6/2Xedw97X0Ge1PTebFZ/Lnd2w83xffffDOmH9+a/tZ56vXXhjXXn/gUMx/ce+tMd8zshTz3zz+bTE//MvtP/v2u/Oetjp7KuZd5Bt9AAAA6BCDPgAAAHSIQR8AAAA6xKAPAAAAHWLQBwAAgA4x6AMAAECHGPQBAACgQ0bX+wd4oZql3MNY0xsbz//g3odao53fyG/bzj/ID/2NsS05H5mJ+WD+eGu2b3Asrl1dzV3d1V7SWqd1P3fb5ufOnbpQM5jPndSb//COmF/+4JUx//gnv701O/LTuXN64dimmI8fyfvKyHK+9i78s9Ot2cseeTyuXT2a942hr83avjAIfcXD7knDdi1z7kufr1LKYDHntfNCs9x+Xx0Me23Vur4PPZ0f/izeV+td9vm5e6N5z2tClXizmnvGoaZZWR5q/ch55+V/sBb2lX6+b/UX8owz/pldMf/gYvtZpZRSmkH784+M5uv2ricuivmt09fE/JaPviXmB295NuYTD9/Vmq0Oe17oIN/oAwAAQIcY9AEAAKBDDPoAAADQIQZ9AAAA6BCDPgAAAHSIQR8AAAA6xKAPAAAAHZJLTDtsmP7MXqWHsVnLHZTV/tdBpQcy9OI2tbU1w3ZSN7mPGM6qITvTB/c+EPOx8Pj7P5O7tvtbp/OTp87dUkpvairmzWr7+mZhIT/2WKXPeqWyZ9Wu+7PY5T3s7xxqhjovTEzkf1C77sfzvlK7NuOlWbkue6NjOZ/Mr20wPx/zpvLaXdtsZGsnTrzwxa+7LsYj9z8R8wt+/2h+/P+Z943BqVOtWW+0Mhr283fEt0/ui/nBwf0xXzt2PD//MF6Ce4pv9AEAAKBDDPoAAADQIQZ9AAAA6BCDPgAAAHSIQR8AAAA6xKAPAAAAHfKSrdcbxmBxcV2fP1ZfDNTbwQs2RPVKrYJr6MqYk7MxHtm6tTUbnD6dH7tWqzmsl2ClDZRSSrO0NNz6Wh1v5dodmZlpzWr1YM3qSs7nXnjtILykffGeGFdP8kNWYffG2uv3aueF/uRkzNfm5mLOi8s3+gAAANAhBn0AAADoEIM+AAAAdIhBHwAAADrEoA8AAAAdYtAHAACADjHoAwAAQIeEQnY2qmqvLtA9ld7ctVOnXvhj67mHc1Pl2l07ceKsPTawToa8NpuV5Re8drC4ONRz8+LyjT4AAAB0iEEfAAAAOsSgDwAAAB1i0AcAAIAOMegDAABAhxj0AQAAoEMM+gAAANAhvUZPKgAAAHSGb/QBAACgQwz6AAAA0CEGfQAAAOgQgz4AAAB0iEEfAAAAOsSgDwAAAB3y/wBe7ODCWDrwvQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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DPgAAABTEoA8AAAAFMegDAABAQQz6AAAAUBCDPgAAABTEoA8AAAAFyZRSj1Cmx74eZP6NIrO+VWdvpvM51wffWbEizL/xrvVh/tXnXNyYTXXiTt6b5paG+ez7Twrz7n1fC/M6000b9Zzn3rdqekmYD/btj587d02w8AXXT0op1f1Mt3Gb+z5jbCa+d2Y/GG+3v3/qJa2e/8CguR/2qRMPh2u/kOniXnVdpmd8Pu7Dzu2ZrQzzsVMa6jXDYyR3Xshcn3Xmu6eVzHO/9sZXhvmvPvmzYT7ViXud1/7aXY3Zmb/9ULj2NSs+FebrunHf9q3z8X79Yze8JsyXXDPdmG341LZwbe/hg2GeBpnvity+Msx9x57zf7V5L3KfcW754SPxf9DmTNny+umuXRPmL3jHP4f5k8fjWaGNLx89LsxXfXVv/AAt3ptqIj6rVMcti/PMZ94/Gu+3C5Ff9AEAAKAgBn0AAAAoiEEfAAAACmLQBwAAgIIY9AEAAKAgBn0AAAAoiEEfAAAAChIXO49SrjuzbteP2UqmyzvX43jXGzaH+a0/cHGYL6qmwjzy1Im4N/fATPy3Tef6sjOqTtCPmekyrjP9lvVA92zp6t585j8Y7jXQWbKkMdt8xc5w7dvWfi7Mpztxr+0gxZ29/fpwY3a0jntp5+r43lv3U9vC/MBD54T59L/dE+b9B5v3pdx9He4pxyC7b4zyu4Zjk7nvq258jVSLMp3Sg0xfdq/5e3Gwb3+4dPX7jg/z3/3ZHwrz9517WZh/9JSrGrPxKr7vU2rusU8ppdnBXJi/9K9+Jcw3//muMK9m9zRmg93N2SP/Qcv7Vpc9La+harx5FuiuWxOu3XPe+jBf9/q7w/wXVtwU5t1qcZi3sbw7G+bbX7gyzDdcFY+m3dvj80SkquLvgkHuvs+sX4j7hl/0AQAAoCAGfQAAACiIQR8AAAAKYtAHAACAghj0AQAAoCAGfQAAACjIwq3XG3WFQae5dqbK1MDlXvuqm+PKjpvn4r/tnInmqp9upvrvhO5kmD/nwhvC/I6/XB3mvZ2Zupyx5ksuV3vRz9Trta7TyV1zkQVYqcGjkLkG6idvbMzOX/7RcO2hOq7oum72uDB/z/bnhPld29Y2Zp2D8VY/fuKhMP+tsz8Z5tf/1oNh/q/vfXqYr72m+fX1d8WPnfrxfR/tOY+sjz+Xuu2+wuhlvrOrqfh7MeWuoQMHGqN6Lq6gW/zVuCZrpr8xzN923IvC/ONn/q/GbG23uS70WFyy7/QwP+3i+G8bPNz8vqWUUppsrgCrM/ctROf4lFL7M2Pu6Vcub8zu+qO4Yu6vn/7HYb6yE1ddz2YqddOg+Tydq918sH80zJdk1v+3V8VnpbdsemmYb3nfhsase39cu1kfjV97br9uLTpjDmmO8Is+AAAAFMSgDwAAAAUx6AMAAEBBDPoAAABQEIM+AAAAFMSgDwAAAAUx6AMAAEBBMuWwIzTiXvKqE3Udxv2tg0zf+9JPfCXM33rzhWF+5yubu+wvetFnwrWvXLY1zJ85fWeYX/fS7wrz4z90MMyjzuvB7Gy8Vp81I94Xunuar+/XX/a6cO2iPXGv7eob437XRVvjTuotDz8Q5pHq9FPC/H2//+ww/8ETbg3zTRfdFuY79m9uzKavzPTiDjLXRKZDPenjLl/uGhmLr5E60/deR/tS7rkz11/3SPy9l9sR7+2NN2ZTVXxW6Wce/f03nhfmp/V2hHndi7vA6wPN+23dmw/XjtwI+rL5D0Z8ZqyCa+DpM9vDtfsGi8P8q0fWhvnvfOolYb7ypubX1pmPr8+jK+LfiA99bzwHvPfcj4b5J5/znjB/3YnNM1L/wxvCtStu2BnmKdhzHhMjuPf9og8AAAAFMegDAABAQQz6AAAAUBCDPgAAABTEoA8AAAAFMegDAABAQQz6AAAAUJAq6n99Xufl5ZZ9Rh2nKaVqYqIxq+fj7tdUt+tlrjK9z9XkZGPWWbMqXLv9x04M899+9UfCfGnncJi/9bcvCvMVf/WVxqyenwvXDl0n07cdfa4tuzGvHvxtfEEuIK33hTb9wpn7Nqvl40f3ZjU2Fj91pjM6Ve3+3bXuP/rO4M5k3NnbWbkizO+8KO6uPeX7toX5rd+YacxOf/fecG11JN43BrseCvN6Lu7jHuW+9G21L7SRu2/HmrvkU0qpmojzlLm3BsE1lLu3qpkTwnzs0rjX+Y0zV4f52RMPh3mkm+L39dOz68P80l9/aZhPXX1jmEfn03ouc18W3FX/bbUvtPnOz32nDh79d2ZK+e/87urm8/jeZ58cP3ZmjFh22/4wr2+5M36ATvC+tjhLpJRS57hlYb7zQ6vD/KpzPhjm0b70i/f+cLj23t89LcwnP7M1zLPzX+6aiuaMltdj077gF30AAAAoiEEfAAAACmLQBwAAgIIY9AEAAKAgBn0AAAAoiEEfAAAACmLQBwAAgILEJZDDlOvGHHYHaubxq4mJxqx74vHxQ+/L9NZmujfTmrizOu3e1/zcD+0Jl66/cirMN73uwTA/fSL+t6GHN8Wf6/Je3Fk9VMPuYOfYtHkfc724daZ8Nifz2upB0Ot89Gi7505xh2rVDfpXczLvy2B2tlV+8seXhvmtMyeG+dITDjRm21+8Jlx70rWHwry766Ewr0e5J3Fshn1eyN33/fj+qcabv9P7Z50arr3jp5vPGiml9PmTPxTmE5n35pb5JY3ZSd2D4dqZsfi1PWdye5j/3qvjx19yfbxvDHYH55lRfx+3OU+M+rU/kUTvVeYz6CxeFD/03Fz83Jnv3GhOSCmlemnzvbfszvh7q/PNb4V5f39mzmjTyd7yrDzIvLYlH4j3xAPvju+PmbHFjdnvzXwyXHv+ujeF+VTmM03BGTCllOrMWavqNL+3bY+vTfyiDwAAAAUx6AMAAEBBDPoAAABQEIM+AAAAFMSgDwAAAAUx6AMAAEBBDPoAAABQkEyhe8Fa9ETWE+NhPn/mk8L8wMbmDsiUUjqwIf73l40fbu7fzPVX5syM9TL/RdwxuWRHph92AffHdqebO09TirvE617ufeOYZO7LqIM0pZTqXub6atkPG3XZ17na2ja9timlup9ZXwX7RpSllC9wzdy3g5tuD/PNH3hKmO/7r833z+4zDodr03W5a6LlvTnsDnfycu9xy/u6ns9cI5l9p9pycmO29zfj6/eap14S5hOZv+0v9p8V5n969fMas8teFD/3xrH4uZd24iPkppW7w3wutycOq1j68WBfGLro+zil/HdmNRZfv501q8O8d9LKMH/gGdPNz525tE+8K/e9M7p7oxqLZ6Dca5u8P94Tc39ZJzW/N0syZ50qdwzLnbMyf1tn0aIwH8zNZ17AY88v+gAAAFAQgz4AAAAUxKAPAAAABTHoAwAAQEEM+gAAAFAQgz4AAAAUxKAPAAAABYlLJEepE/djDrtDcnCouTO98637w7Vji9aH+cTBuIt+zda4x7E+3NxBWU3Ej33nS48L86WdeP3O/tEwX3fNfWHeizqBh907m+nXzPVtZ3vMaS13/WY7Tlt2nud6daM+7SplOn1bdtXn74/mx+9MTsYrgz3lsTC3Mv5cz179zcbscwc3hWvHdh4I836uI52FL3MeqHI99912v2l01q0J81vesLQxu+Ip74kfO/Pc533h58L85N+P95VTx5rPMtc898xw7dMW3RTm/RTvSTfde2KYbxlsC/ORavldwmMk+ByqzPdaNRXnaRB/hv218Xn5mz8+FeavfM51jdlHbvyucG31qWVhnvbsjfNhyuy3nVNODvPbf3xJmK/rPvrR9FDmnLXsnrkwz53zs2fUQfz8Vbf5u6weDGfG8Is+AAAAFMSgDwAAAAUx6AMAAEBBDPoAAABQEIM+AAAAFMSgDwAAAAUZXb1epuosqiBIKaW6bQtBruoqqDkYzDbX1aSUUrr5jjCeurVddeAgeO+6a1eHa3/0BdeH+f5BXD3x/C/FVT8bd90V5tXYeGOWra/LfWaZayorU4uhTmf46kwVWm5fSNWjr6B7ZH18DXVPWNeY1UsyFXa33RnmuXrHnKj2pbNmVfzcD+yKHzxzb3ZPOiHMT3/718L86dN3N2Y3XH92uLa+r7ma75H/oOV9navZYuhy9Xl1piYr9xl318b1eXe8fibMr/jBP2rMTsmcst628/vC/NRffSjM+7vivLt5Y2O2/XC8L+zJ1Ol+eP/TwnzLOw+Gee4sFVdR5T7zlhXMbfcF54XHRvQ+5s6Mue/UtfH1P7s+roHbcs49YX7h8hsas/5T47PGv606J8zTtsx5t/WQ1Cw6B6WU0q2vj9/Xz57/rjCfrOLawqN18+f6oq2vDteu+/fms0ZKKQ0y19RgLp6RsrNry3Peo+EXfQAAACiIQR8AAAAKYtAHAACAghj0AQAAoCAGfQAAACiIQR8AAAAKYtAHAACAgmQaXoco220cd5TmenXzT9+igzLXj5rpr6wH7fotq7Hmj23X858Urn3XysvD/MtH4/7Lje+YD/N6Ls4jnYnx+LEz73v9BOy35D/I7QudzJbVy6yv4vu+ylyDh09b25jd/ZL4sTd+4pwwX/z5W8K8Wjod5vuefUpjdv/3x+9L5/BJ8XP34v32vS/+8zDfPL47zN98z/mN2czf7QjX9g4fDvPWfdaZa2aYfcUcm9ze3pmO+7B3vHhDmL/75f8zzLeMx88fOWPqvjC/8eSz4gc4Ne60vu0nm1/bMxbfHK799KFTw/xjf/ADYb7qnhvDPNuDHqjGM98Fg9w5Ld4T68z6zuTi+OkPHYqfn9bq+dyZ7UiYVrvi76XFK+I+92/ce3yYf/74TY3ZuUviPve/Pf97w3zTtpVhPti7N8wj3dXxHHDr21eH+Wef9a4wnxmbDPPDdXyW/4EbX9mYHf/ah8O1vb37wzy1nc8m47+tPnCg1eM/Gn7RBwAAgIIY9AEAAKAgBn0AAAAoiEEfAAAACmLQBwAAgIIY9AEAAKAgBn0AAAAoSKaIdHRyHaa5DtRcr27ViXuhc3Xew1SNxR9Lfe4ZjdmPvPG6cO1EFf9hb/jMq8J8y21bw7zO9OKGn8t43GFeDTK9t5lO1dxra9W3XcXXU+su728Xmfepnov7VXNy9332+YP1W06L+95f/9743hyv4uv37ImHwnxdt7m/dbyK98P5TBf8zn7cVb9nEO9ZH9n3XWF+8FdPaMzq7beEa4d+b7Xs1aW93N7dXb40Xn/C2jCfeUncaf19i+Pu40XVRGPWzxwmXjR9Z5jPX3p1mG/M7At3zjX/7Zfv+I5w7bY71oX5lpvizursftrinJfZyVPKnAHr+cxzZ+77waFDuVfAsOUO6rkz4+EjYT7+QNy5vvK65u+tlFK6bvNpjdnr1l0brv3zCy4J86+ef3KY/9kd3x3ms3ce15idce62cO21J787zNd1F8XPXcfnuLfv/J4wX/mTexqz3p694drseSF3lq/i38cHB+LvilHwiz4AAAAUxKAPAAAABTHoAwAAQEEM+gAAAFAQgz4AAAAUxKAPAAAABTHoAwAAQEHi8uNhynUZZnqdq/Hm3tpH1mf6NXM6QQdr5rHDrviUUmd5c39lSiltf82WMP/pC69qzL576o5w7UW3Xxjmp1/c3E+ZUkqDTO9t7m9PUY95rvN0bj5+7NxnPsy+7WF3efOI3Psc3bcp38ddH4774hd/7uuN2WDfqeHaN/3Sy8L8l8/5bJg/Y9HuMI/kurw/NRvvSW+99BfDfOaqeN+ott0X5vXBW5pDPfZk7vv+3rg7ee4Z8b05fyTudZ5P8TWYu78i45le5lMmdoX51iMbwvyyS5/fmB3/+bgn/IwH7gnz+tBsmA/m4ve1zXd2nTuLZD6z1mdERq7u9VrlnampeP3e+P5Y99n4Gtq67CmN2cUvHQ/X/s76vw/zC5YF35kppQu+M84PPK35/lkSndNTSp0U5wcG8X3/lvt+MMx3XLg2zPt7tjWHuTNiFb/2lNmPn4jnEb/oAwAAQEEM+gAAAFAQgz4AAAAUxKAPAAAABTHoAwAAQEEM+gAAAFAQgz4AAAAUZGzUL2Bocl2ImZ7IKqjjznXF12duCvPFf/BAmP/i6ivi9Z3mPvmf+vjPh2u3XHJ/mNf7Ml3due7ZzPtejTVfcvVc89+VUkp1L86hdTdypoN1MBv0Rn/ppnDtplfF+8YnJzeG+aeXnx3m/eNXNGbde+Mu7t6uh8L8xMEXwnykjdS5Xtxcry7Fm7o1/s6975Prw/zta74nzF+x8vrGbEdvebj2knt+NMxn33tSmE9/5uYwXzf7xcYsd2fELeQp/32fOWe1kumzzn4VdOL9ONVPvL7sBWkB78/1XNz3ngaZiyhzkc38TfMddOCf4q74F77818N87qT4tVed+H1dvfpAY7b/4GT83LsXh/naL8b31upr7w3z/o57wnyo10zbM2ROdD8M6e/yiz4AAAAUxKAPAAAABTHoAwAAQEEM+gAAAFAQgz4AAAAUxKAPAAAABTHoAwAAQEGaS80XuHo+0385zOfO9K92t8Wdvfd+8NQwf/fM5jBf/GBz1+KWK+4O1/Z2Phjm2Q7JTM9jNZa5pPrN3bR1kB0TfdmM8hrIPHfdi1up6wPNvbYppTTI5OnebzVG2T7sUWvTLeu+J6O3Pe5tXvveOP/Gx44P87dO/0RzmOkR7+yIzwtTszvCfDDM6z/XgZ5RDzKvrcr91hScR3J/d+61D1qeNxZwP/yCsoDfh+x3cu5MeuRInO/b35zdd3+4dOPW0b1vK9o+QObe6LW9JqLHz+0pbe/7tkZwP/hFHwAAAApi0AcAAICCGPQBAACgIAZ9AAAAKIhBHwAAAApi0AcAAICCPGHr9UYqU8/Qf+ihMF/1kaByI6W0ZslkmNfzzZUgg2FX1GVqM7J1JZkcGIJhV0G1rOFayBVM0HtgZ5hX3ebK3QVdG5upCs7K1fHm5Kqw2vztbev32tZ6tqkMZWEY5udU8jUw7PNE9Pj1iOvzckawL/hFHwAAAApi0AcAAICCGPQBAACgIAZ9AAAAKIhBHwAAAApi0AcAAICCGPQBAACgIGOjfgFFynQh1vNzYd7fF+ehYfdll9z9OUxte8ZhIbMvMEzD/l7LyX2n93rDe+7M3151u2EevrZ6ED/30N/XEXZej/iagVaGuScu8P12qAqcofyiDwAAAAUx6AMAAEBBDPoAAABQEIM+AAAAFMSgDwAAAAUx6AMAAEBBDPoAAABQkKrW9QkAAADF8Is+AAAAFMSgDwAAAAUx6AMAAEBBDPoAAABQEIM+AAAAFMSgDwAAAAX535Ob8KMrmLWsAAAAAElFTkSuQmCC\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAfQElEQVR4nO3debRlZ10m4H3Onarq1pwUqVQq82gMJBAiGESh44jQtNrYQiMOiE2bBhSh17Jtm0awbRoFJ3AtQEEFtUVopoAMugDBJERCEEJlIHMqSc3jreHee87uP3rZdov7/WKdurl1v3qef9985+xz7t7f3r86a+XttW3bAAAAAHXoL/YBAAAAAMePQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKjIeAq/q/88/0t+eAx8cvje3mIfw6NlX4DHhn0B+MfsC8A/1rUv+EUfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAi44t9AAAAJ6xeoba8VRUOwInHL/oAAABQEYM+AAAAVMSgDwAAABUx6AMAAEBFDPoAAABQEYM+AAAAVMSgDwAAABUZX+wDADgp6OKGpcm1CTyWSs8LJUt5zxrlsy/lz71A/KIPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEXU6wE8Sr2Jye6wnyth+lNT+cXHxmLczs/n9XNz3dnERFw6PHgwv/aolTWFupz+ihUhzP8e3ZssfbaZmLezszFX1wPAY+pkvu+M8tnVGH8Dv+gDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFRkfLEP4KRU6pRevjzm7Vx3n3Y7GBzTIf3DCwxHW198/cXrsOyN59O92FPOktefnh5p/cHvvqwze/hp+bo+94lbY37V+vtivm4i98GfObG7M/vPX3xuXHvRzz0U88H2HTEvGT9rc8y3X9Odn/Kl/fnFb78nxmm/bJqm6U1O5vVHj+b3h4VU6oUuWchO6uL6EX9LSs8jJ2EfNhw3/bHuaNlUXjvWvbZpmmY4cyivH444p4R9qTc+EZcu+Ix0Au5LftEHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKhILhbnnxb6J5umacbWr435fS+5OOa9q/b9c4/o/5q9bXXM51fnDsjJx+X+y6nJ3Ek9f+O6mJ/9ge4+7vaeB+LadpCPvTeZ+zN7hW7Q4cHcU65P+wRQ6HXuT+W/cTs7F/Oj11we85f+9z/vzJ49/WBcOyz0qz40yJ9tps3b9aax7vPzrd/ynrj2P/zGC2J+/q+sj3l/556YN4Vrd92W7n2n/+D2/NJH8nXZ6+fvtZ3Le1qxS/wE7M3lMZbOkRG75HuFzur+yumYzzztws5s24sOx7W/fMWHYr5tbm3MbzlwZsz/akt+Frrkzd335OFX74xrR+7qhsVUuu8U9pXivrFmVWe2+3u694ymaZoDP3gg5qf8Yd6TVlx3c8zb+cI9Oa0dFK77Nj+LlN9g6d3v/aIPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFCRXMy8mBa7u7jf3UE5tm5NXLrlv50X88987/+I+eljy2O+Z3ikMzvy5Py9nNqfjPlUL58SY4XuzsFVuaPyky/u/myv+NOfjGvPf9cjMW/27ItxqUO9N5m/m3Z2NoRLr1tzSSqcf8PS37jQLXv/C3N/67OnH4x58trt3x7zz77jqpgfXZv3xOlv29GZveCcm+Laj1z91pjf8Odnx/yN7/jhmG/+3S/HfGznru6w0BPen14R82YunxOla7edK3T6pj+LLu+TQ9iXSntOqfe5v3plzPe/Z23M337Jb3RmG/OhFZ8HDrYPxfzZK2+N+Ws2/UXMb3v6uu61/+XFce3aD+f3Hs4cinmxb7uwb/Qmup8n2rnwLMHxU5ojRn79Ebrs+/nYeqVj7xd+py3sO72pqc5s+9X53P7ty98X8188Oz/Lryh8b0Xx2hvtul1w6e+6QMfmF30AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIrkktTFtNBdh4WOyt5E91dz9PJz49qPfvdvxvys8dyLOyj0t84Mu7+bfcOJuHZNP3f2TjSFYt3CsQ2b/Hebbbtff82d+a2bAzP5vQ/mvNiHPWJvLsdBqTu21EtevK67u2ObpmnWrsnn0LZB9znyb7/yE3Htqc9/OOaPO5y77nvjebtu/+L8zuwDb7girn3hN+XO6eeufCDmr7k090IPDx+Jefq79sJ33jRNc/h7roj5yi/nru/Bw4/EvLgvjNoJzImvtK8UOrGT/vJlMT/9unxtffSs9xfeYUVnMtfm/XRY6KQehGeRpmmaI22+Ns4bz88rpy3v7rr/1de9La592aaXxvzMd90e88Gu3TEvaefnusN+4TmrdJ/j+Cjs3b1CF31/enl+/bS+8DzazheeVwt7Ujub942m3/3ZpzcdiEsvnNgV80NXH8xv/UfTMR/sDddO0+Rn8RP9OX0Rjs8TCgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARXIx81JW6iktLZ/q7tu+50V57UUTuRe35IuzuUP1p37nP3Zmk/tyR+PuK3Iv7thM/reftd+c+zM3TOf+zC1fP6Mzu+SWvXFteyC/dlvoJdVNuwQscMdobzr3t+7eujbmPzX5ws5s/S937xlN0zTt4cM5H4x2fva+fn9ntuejj49rb78g9wFfPpk7efuThWMvddGnpYXvZfqme2M+PDiTX3/EvuJRPhtLRGFfSudobzzfUw8/49KY/9oZvxnzplkR04PDI53ZH+y/MK6998ipMd92dFXM/+ae82L++is/GPPnrex+3njasty1vfH7Hoh5884F7rNOHe2eRY6P0t5cWt7P63tj+drtrcrnfzLctTvmxefZksJ9qT1woDObn18X1w7a/L3NHcjPQk3pex2fiHk7l59H+P/5RR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAilRbr9efzPUMvWW5/mHusnM7szc97X8e0zH9vX3DXLP1bz758phfcOOhzqxfqOZbvjtX8ay8a2/MBytyDVezL8enPyHUHhaqUoaFerKFrmbjMVCsMlvYv/E5H8ivP7/icZ1ZO95dY9U0TTN+xukxb/fki2d4OL9+L3x3mz6Vq3x+9IqXxPwL1/xWzL/v4q/F/Otjue40VtwVaoKGu/fm1x6xttC+QlE4R/rr18al9z8r/94yaPL59+B8rp295o9e3Zmd/+6dce2eK06J+coHj8b8oju2xvw1L/uRmP/IT/5uZ1YqUL7777qrfJumaS48+KXCKxSo3Vx8pb258Dcq3htK961QUdc0uSJv5Pq8QjVgW5gF0vPE3L0r49p9V+b5adWWwvy1PM8R/VRN2TTNIFUTqq78Bn7RBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoyPiCvnqpZ3Sk1y78G8VE7nEcXHJ2zO/6ke6eyKuXbcvv3eSOyH2Fnsex6dyvee9zul9/Yn/+zidy5W4zfX/uDR3fcm/MhzO5637dnv2dWTss9M7qs67fiL24pX1huL/7/Guapllx68Mxn9vc3Ss9t2Yyrt196eaYL9+9KearPnNnzIcHZ7rD274e157xwStj3lyT4zOXhV7bpmnumnpczGOfceGcKHYh69VlgfWmup8X2tPWx7UTu/Oedfd83lfet/eqmJ//nl3d4db8LLO20CPeL9zvS89hp39L3m+TQaGn/qyP5+u+nZ2NeW88H3s7PxfzeC9q7UmPiRGfJ0pd98Nh4fwvnKNJf8WK/N6HjxTeu/DZh935YFU+Pz918Jtjvv62fG20R47GnOPLL/oAAABQEYM+AAAAVMSgDwAAABUx6AMAAEBFDPoAAABQEYM+AAAAVMSgDwAAABUZX9BXTz2OpT7sYmd67qfsTeXu2X3n547KP37WWzqzU/rdPfZN0zRjhS7v0r+uvPbJH4r5xqfu7X7vJn9vH957RcyvW//UmJ/7hkI/ZqFbdn7bjpjDSAq9tcVe3L37cn5+dx/8zsty7/KyZ+yM+c4vnBrzFQ9tjnn/ljs6s2HozG2aphlO5P34QGH9O7fkfeOco1tiPtq94ti7iuF46J9/dmd26MxVce2yXfn8fveuq2N+3ZbLYn7xw/d2Zu183g97W7fFfHjGaTHf+4S1Mf/oN70p5k3T/Zx2y2w+9mWfvTXmxV1j1H1lmLvIOQGU5ow2/w3b0jkSZoH+ZH5e6K1amd/74EzhvfO+0gvv/62PvzOufeKKe2P+wdOeGfPp8bGYD/cfiPmC3vNLzxslxdn1secXfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAiowv2juP2jVYWl/oh51dlbsSZ9rJkOau+EGh4/HAMP/7ypFh7tcctN3rN4zn/slXbfhszJ/1wi/H/Je+9pKYr37f38a8HYRe0hOwf5ITzMjnSL4229nZmI8fONqZrb4vX7cTb1kT88mVubO3N8ifvTfd3Tk9Nh2XNpe/+paYjxWqZc9+U/4PSn3defES3hdKnbxL+bOdTPq593n2tO7O62XbDse1K1fk54F1E4divmZNzpvQlz3ctz8uHV+/LuZ73pifhd596a/FfHW/e89qmqbZM+j+bK98+c/GtcsO3xTz0rXXDksd665dCtIsMJGfF9qZmWN/7aYpnp/9U9d3Zj+04TNx7VOmdsX80MbC88BM3rPa2byvjHTtle7JJUvwuveLPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARcYX+wAWynAmd9du/GzugXzJ1T/Wmb39aX8Q1952dFPM3/yx74/5qrvyv79M7e/uz5z94T1x7XVX/F7Mv3Uqf2//4hc+H/MvPPCkmPdu+Gp32OYecRhZqTt5Lve9j2/d2Zmt3bY3rh3uzHvOslLv7do1Me+FXt67f/r8uPbPTn9TzHcULs3xrbtjnr/Vii3Bzl2+UT900TdN07RHui+Q/uHcCb3tKbnX+cfX3hjza1bdGvPXXfITndnkeH4EPOW9B2L+/rM+EPOp3sqYH23zd/OUd/98Z3bex26Ka1vXHout1/0s387OxqXtoHDTLZ3fpb74fvexnTmRn1W6J5D/Y+MXjub1h48UXqEgfbbwnT8qw/rmEL/oAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFCRauv12vlc2zK84+6YX/LK7iqrN616dn7vQ7mi7sKDX8nr53MZVaoAG/v4+rj2O1756pi/9Dkfj/llyx+M+Xtf8cSYX/DA6Z3Z/INb49qRqduhpM3FMcO9+7qXlqr7jubKmZLB9h0x7y9f3pk99Vl5z5nq5fqw2+dytV97cCbmVUtVP/acpaFQRVW6tsd3HTzm1z7tsu05H5uM+UQvvHfTNId/oXvP+v4zvxbXXrv2rpiXfiv6/JG8n77oAy+L+UWv/VJnNiw8JxWV6segpFhxF7JCfV5pDigqPY/s767OPNLm54EbjuTngam/uz/mg8J81hsby/lk2BOHhc9dqi2skF/0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqMr7YB7BgSh2ShS7F1JfdHMi9taUex1JXd7HnMXy2wY7ctX3uL+6O+XWffGbMv/e3Ph3zv/zWt8b823/l5Z3ZRS/Jx97OzsYcFtpwtrv/tdT9Ompvc+yObZpm/qqLO7NLpj8X1z48OBzz9+78jpg3/ZO4k7rUpczi6xeuzcI9uXRPH973YGc2tm5tXHvoI+fH/L5Lcp/2xrH8e82Hv/ndndnq/rK4dqyXv7dbjh6N+a8850Uxv2DLTTEfDk++zmuWkNI9Pewr7XCBf2ctHNv2H+x+Xrh04sNx7ev3PDnmwz17Yl6cz+bznje2YkV3ODkR18bZrinfCpYiv+gDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFRkfLEPYNEUehx7y5d3Zv3p0OHYNM3wwMH81oXu2QVV6KWd+PxXY/5n914Z82uv2BLz3776jzuzt1zw3Lh28LU7Yg6jdtUXpZLVNr/32KpVMd/7fZfGfPqnt8b8nJXd18dfbe/uzG2apnnbX14T842fz/vl2mUPxLzcN7yEu+jTZ1vKn2sp6ee+995YzttCXXs7P5f/g173bybtXF6797LcGb2sl4udp3qTMZ9ruj/c4XY2rx3m9/6x33hVzDduuTHmpeeReG2F77xpmnIhdunaLJ0UMIrSuV9SuKf2wwzTNE1zzc9c35mdOjZ9TIf099rB4l078xefGfOxLx2OefHYl+A93S/6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVGV/sAzhR9Vd290je8+Lz4tpz3pK75IczM8d0TI+JYe6I3Ll9dcxTZ2/TNM3lkzu7X/uq9XHtui0j9uaOSl/2wlvovvVRu5fD+rRnNE3THL3ygphf/HO3xvwVp30q5p+cubQzu+/n8ntfeNPNMS99toXsze2N59vUgnf2Fs6Z1NHezuWech6lfvd33DRN0+vnfaM3lv+GI3cnh7ff+ZyL49J3fNfbYj5d+GwPD/I59ubt13RmF6zYFtc+Y8XtMT/0lEMx770lH/sot+x03TVN07Rzi9flzUliMZ/7Cu/dzuZ94dypHZ3ZoHBhfvbtV8V8Q3t9zEdW2BPj0nVrY97Ozed8fu6Y37togc4nv+gDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFQkFxQvdKf1CWz2otM7s/En73kMj+SfkP4uo/aEF/IzP5hf//Zn5lNq01h3t+3Rdfl8609OxHx49GjMOQmUOs8n8vnZDPOeNnbGxs7szn93Rlz7tGd+NebPP/WGmN86uynmv/9n39OZnf3FL8a1pb734YG8L/QmJ2Pen5qKedMPf7fhCGXbTTPyOdFfszrm7Vx3r+5g5664lken1Jnen16eX6Cwvpnd9888on/0/uHedNFPb4lrnzR5IOal1uYbjpwd8+u+8vjO7CkXT8e1/3pV3rOuvfzTMf/EugtjPti1O+bpeWRB+6yhacoz0CgWeH5qC88y9xzd0JltH9we157+iYdjnpvoH4URvvexfUfyfzA+2r1ksL97hhlZuzCv7Rd9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICK5ALhBe55jPqF3tvhiH2Dhdffc8Gy7rce5s7p+UvOivnYlw7HvNRJ3Q66P3s7nxss29l87Om1m6Zppu/aH/MbD10Q8++Y7u7nXL4j92W3g0Kf9mKerxwfpb9haV8oKZzfpb7tr//UGZ3Zx17wxrj29LF8XQ+bfH7fPJt7o8fDttJfsSKubZZ373dN0zTNad2du03TNLuekvNDG3Mv7uZP7O3Meg88Etc2h3Nvbi90nDdN0/Smc5d4u2Zlfv+HtuWckZX+hs2m03L+8I6ch772R6N3Xvc9/3Vn/H5c2+/lPeeBufyY9q4Hr475xk91r79528Vx7dEXxLg5b3J7zNsz8rH19uzJ69N27X7PQiudY6W+90U8R3uFZ5m7Dq7rzG5cuTGuHazJ98zic9qI++3w4Exn1rv7/ry29NpHjh7DEf0/79/P50Q7fOzPCb/oAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFCR3NuymEasXygpVSDMrezO3/CE98W1p7ynu/qhaZrmVXc8L+a9t+WqqlWfubMzG+7JVVOluo/eeD4l7nvu+pj/wKpbY/7l2VM7s/U35qqewVyuBlxw6nxOeqdf311f+cDzV8e1Z43nerx+YTt+8mQ+/99z7Zs6s7mfyf+mO2jyfnjmWK6cGSvUDO0a5PwnnvGizqz/hxfFtXPL82vPri5UIBXiDV/Oe+rYbXflF2B0/Xz+9g7n87Md9XmicH7PntZdwXioLdTnzS6P+Y//9U/G/KLfyfvKurvv6MyW7zwvrv38D5wT8+l+oWp4Za4U7Zeqptxz4Zj0V+da2H+54ZbO7NuW5crYX/rONTHf/PVc5zucORTz0vyXKuraEevxirNnYU9q28IDxSLwiz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEVycfNiWuD+1HYwiPnm99/fma19Re6AvGoq9yh+4rI/jfkbXvPEmH/ulU/tzCY+99W4thnmTt89z78y5p996Rtjvqo/ldcfuKQza7c+EtdCseO0l//tMvWvNk3TNMP5GE997ObO7I3f+Zy49hfemrfbD1/2hzFf189920+YXLh/tx0UusCHTf5ep3q5b/uXLvpIZ/YnL+/e75qmaXYemY752St3x/xz/yvvt+P7Cx3tw3wvYXTt4cM537Un5sNDpd7mwr7Qy/f0qfu6z7Fr73h+XPu8zV+M+bq/yffU/r59MW82buiMtj59Ii69aDL3aU/08rm//arcp73pb/P7D4+G/X7Ev1nRAj+DsgSMeg6l9SOev73JyZgffvJ5MX/q8g93Zst6+X4/ny/r4n7dlO6Zo3zvi30/PgH3Db/oAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUJBc7L6R+7mksGrUrsdB1OP/g1s7sZ19/bVz7N6/7nZiv6Of+y9duuDXm97/zxs7su2/493FtqZ7y/Vf9esxLXd6H29yX/fF3Xt2ZbRzkPmEod5SG3uXj8vrd5u+9P+ZrfyhfO09/1atj/voXvjvmz57e1Zn1C/+mO9fm/XRY+F4fGuT1d8+tj/mfbH9qZ7Z2InfylvJPffTKmJ/16ZmY9267N+YnXmtufdph/paHhw7l9YXzs3wAhfd/6JHO7JHrnxTXXvGj74/5n/ynX4v5va9eG/ND7VRndvWybXHtyl7uub9vfj7m83nLa9pROqdH7TiHklE70dM5Wjh/e2N5RupN5jlidk0e73YM0sWZ76lnf2RfzNvCvjCyUee/k4xf9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKpKLFhdSqQex1JHazx2TRW2hbzv0Z65/1xfi0ic+7mUx/+trcy/uurEVMT9rfGVndvPVvxfX3jOfv/eHBqtivqPwd3vxDS+N+bk3dXdW9wp/87Z0TozaecrSt5jnQKlru9D1fdbrro/5O3798TH/3asu7sx2f1N3l3bTNM3M5hg3Y0fytbfiofzZj2zI69fc3b0fL9s1F9dObuveU5qmac67/6sxHxw4EPOhfWXxFe47pdv5QmsH3Qcwniupm/X9IzHfPJa77DeN5fN30OzvzJb1chf37sHRmL/8rufH/Jz3PBDz+blC33a69krPAyWF67o3nh+PF7wrnKUvnWOFGaa/cjq/9qbTYrz/nPw77sax7ueR2TavHazM+0Z/MZ/VzQnfwC/6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVyUWhi6nUdVioSuz1C53sw9K/cYRi3kJp7+Y3fzHmP/B3r4j5M3/18zF/9upbOrN37nx6XHvTbz0p5it25G7YsSO5z/j8mdx53d9zsDMbzOa1ULXCnjecyX3xY5++uTPb8On81htK3bO9vF+W9tve8uUxb2dnu7Ojucu7WKGuV5dCZ3UzzPe18jnUfRae9f5tcem/WvXzMZ87o/vaaJqmOXfzjpifMb23M7v+nvPi2rPfnq/7ya/cF/P53d3v3TRN+XtPFvi6befzsxCMpDBHDGcOx7z/4CMxn35ofczvnDulM/vQnifGtRNb98Z8UHheaNoRrvuS0r5QuhcU/i5L8XnBL/oAAABQEYM+AAAAVMSgDwAAABUx6AMAAEBFDPoAAABQEYM+AAAAVMSgDwAAABUZX+wDOGaF/tW2WbyuxHYu969O/UV333XTNM0Nn14b8xsnv6szK3Vvrp27Puajagt9w8PxiQV9f+AYlPa7Qu9tcTs9cOCfeUBwHJX62gv3rdL10Q66X39w591x7bn/9YFjfu2maYqfbVv4bOc1X86vXTBYgp3ScEIo7SlzszEfFPaF9R/6WsxftfnFndlZH9wR1w7vvSfmxf22ZCH3lQWc/U5UftEHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCJLt16vZNR6h0V87+GhQ/k/KMSLasTKEIDjqsK6HI6zUc+Rkep4F/ie6PyHpadY+Zlr4trCdX/Wh3Z2r71nxMrPE9lJuB/6RR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCLji30AACyy/ljOh0u4NxcAlpIR+96HBw7k/+BrhZxq+EUfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAivXbErkYAAADgxOEXfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAq8r8BCLNeewlLj+QAAAAASUVORK5CYII=\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAADoCAYAAABfEJ+sAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAevklEQVR4nO3deZSlZ10n8Pfeqq6u6q5e0ls66aSzkhWSiBJkCxkFIswILiSIghOGERhQz5GDZ3QG3HCZM6OACPHIYRCBAR1HNhU1IDJChgEMmSyE7Ftn6U7va1VX1b3v/OWcGcf3+2BfKtX95PP595vn3vfWfd/nfX99z8m317ZtAwAAANShv9QHAAAAAHz7GPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICKjKfwhf2r/S/54Qnw2eEf95b6GL5V9gV4YtgXgH/IvgD8Q137gl/0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqMr7UBwDAEuv1Rlvftt+e4wAA4NvCL/oAAABQEYM+AAAAVMSgDwAAABUx6AMAAEBFDPoAAABQEYM+AAAAVES9HkDtaq7Pq/mzAQAcI7/oAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUZHypD4B/xCi90L0R/+2mHRZyndNwXBpl3ziOr+veeL5NlfLh3HxeP5b/bu3CQswB4AlVut8fx/f0qh2H34tf9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKpILiPnHlXoSC132vWWFP/vw2HsW+6unY37k8nNiPrXtYH6DBx+J8fDwkby+HXZnpb/b2Nixv3ajD5tvg3TtL3Y/amHfiddH4dpqF3LX/FJ+tra0HxaOrdfPf7d2MMivD4uot3x5zPur8j29PTIT8+FMzpPiPbe0r5SurcI9+4TuAl/KewXHv8L9fOyi82I+nMhzxNhju2I+2LsvhCPeE4vP8qXnkfysPtKzfGl+K64vfLZRnjcWaV/wiz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUKhe5PXv3Jye6w0C3bm5iI+ewzcpf9gdOXxXxuTXdP46FLZ+Pas7bsiPmaqUMxv3fvKTHffd9JMT/lS93HPsgfu5l+ZC7mE7c9GPPhwfzZ2rn8+nmxXtwnxGJ3oC4rdNNuWN+ZtatX5teeORrzwfpVMV9Ynfu2D53ave+s//wD+bW3531hZKXvLV0/be70bY+O2PkLowrnd396Oi4dPPXsmD/w4hUxX/eNfO9Ze2O4tvfne2Kzbk2Mj5yT7/d7n5Jv6pN78rGvfqD7eWbi7kfj2oXHc494MyzsG6U9q3AviQp7GvXrL8/384XVYQZpmmbvBXlfmLkqX7tzl3Vf++0wn9ub1h2I+YGZfOzTk/lZaPvD62K+9dPd1+bcdD72PRfn63p6W4ybVQ8vxHzqkcMxH9uxpzNbeGx7fvNj5Bd9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICK5NLoxTRKr/IToB0MQ5iPrbci91s+dFX+s1/3svfH/LLl+zqz2cKxbeh3d203TdMcbXNH5KNbCt/bU3P8sSsu78w++sVnx7W9L+djn7gtv3c7N1f4D5b2nKNpxjZujPlgV+5G7o3n3ub+GVtifsdbc3/r25/1yc7s5dO5A3X/MJ9/nzz0lJj/3j3Pjfmenas7s/HZM+La1V8K+13TNIOdu2Pe6+d9oTee97zh0dCr67pkiZXO3/6a7mtv58vOj2uPnJyvneF4Pv93vqy7a75pmuaqf3dn92s3+b1/ZM2nYn76eP6taL4t7CtN/mxHwrX/n/c+M6796o89LebtnfflfGE+5iX9ie570XB2MNJrc+KLM0bTNGNH8vPCwsqVMb/ih78e8zds/EJndvpYPrbp/vKYlyzrjcX86CX52nv0Rd3PC1+ZPf2YjunvrR07EvM/2tU9wzRN09z+3jwErRuGv+1j+RnyWPlFHwAAACpi0AcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIrkcdjEd593I7Xyhcz2tPXgw5qvvyd21f7bvspj/9H0XdGYLC7mf8rPPeU/MTx3P/ZjzC7lfc99wKubXP9J97Gf+ae6WnfrGozEf7M9/9+P9nKNpBrv3xLw3ls/vsQ3rYn77z62P+WeufHfMJ3vd5/898/nYrr3tNTHf8Na8HZ98NHfLHrl6ojN79PtDT33TNLufem7Mt/ztaTFfWJE/+9S2wrV5a3fXNyy6fmFf2bghr5+a7Iw2/N3eYzmi/2PHc06K+fWvfm/MT+p335MfWsid0Sv7+VnlwYV8T/3Modxl/5Lp22J+3rLuPe2H19wY1355zTNi3huM2GXf5mehUk86T3KFa+vuV62N+Weu+U8xP7XwrLQtPMvvS13vTdOs6Oe8X/gNeb7N196g8Kw+23a//ke3PzOufWBv3k9ffMY3Yz7RX4j52Hw+9v7Bmc5ssXYMv+gDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUJHFrdfrhfqIiqvOhnO5BmvzH98V87u/eE7Mz37k4c7s4JXnxbXrrsiVG8t7y2J+oPC1vf7vXhXzM3+r+wV6N90S1y6U6nCGI9blsPQK32Hb5PO3XZnrHZ954X0x/8Ce58T8T255emd22ifzsW38/B0xHxw6HPP+yhUx33RTd23M4Ue6a6qapmlWPZL3rH3n5trN3d+d11/0CwdiPqz4fsBxID2LNE3Tn8j3vdLzSnswXLs7dubXLtzX1m5aGfNHB3nf+fih7mrMd972vXHt7O68n577sXzdD5bl35Ku//mLYv6x8/6wM/uzA917cdM0zfjjec8ZLPLzQjtqfR8nvrDvjG05JS698ZXviPmaft4XjgxzRfh/3P7Czux/bjszri3tC6d+Pl/3Kx7Ldb/z03k0PXJyd77hq7vj2tOP5OesW1fkGaopzHdrd+eq4NJz3mLwiz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEVyWeGoau1G7ufe2v5k7pwuvnzq5G2aplmzqjPa8YqZuHRFL/dpz7e5+/X1N14b83Pe+HDMB3v3d2btIvfacgIo9F33luUt6/AFG2P+gjU3x/z3PnFVzC+87v7OrD18JK4dtT+1nSlc2399W3c2Vtiz1p8U8+2vXRPzz1/+uzF/02+8OuYQFfaF8vrRftMY7uu+bzVN07SDYQhD1jRNO8zPSVPffCzmP/ELPxPzNXd370sbT87PKnvPy/vtI8/L+czpuXP6ypX7Yv6rjz+/M/ubD10e157y0I0xX3SeZwgev/KUmK/p5676QWFf+c4vvzbmZ//0zu5sYl9c2+5/KOezR3NemA3HSnvixLLObDAzG9cWr8vSM2jhWaodFF5/CeZiv+gDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUBGDPgAAAFQkl6Dyj+r1Cz2LZ2yJ+dzmVTHfeclkzBeu6O70/f3v+GBcu3+YOybf+OBLY37mtffFfHB4hK7wUbuSl6CfkmMwwvc8tmljzC/+xVtifuuhfG2ee939MR/s3NWZ9SYm4tp+6H5tmqYZHi10z5bqWWdmOrPSsTWpB7xpmrde8pmYnzaeO38f+Re5M3jzu0Mvrz5qSnt7P3cbl5SuveL7pz2tN9rvKQuPPhbztR/ZEfP+VPfzRP/5F8W1z375TTH/pc2fjfl9Cyti/rqbXh3zrb/SvS+deufX49rh3FzMYSktTOXnoKPtfMzfv//smJ/9ln0xH+za0x22+Xmg1BVfet4oddE3vcL7z+W/zUgKe327sJDXjzrHLAK/6AMAAEBFDPoAAABQEYM+AAAAVMSgDwAAABUx6AMAAEBFDPoAAABQEYM+AAAAVGR8qQ/gRNQOc89ib9/BmC+cuTbmT3vF7TF/x+l/3pmd1O/uzG2apvnq0dx3feBnTo15e/jWmI+k0Dfc6+d+ytL3oo/7OJF6Sgt92INNa2J+zbrc9/76j70+5mft/FrMY4fqiH3Zo0rdtKXe2vmtG2J+zrLHY95v8rX5y2/6UMzf95mrOrPBXffGtbDke3vsXs6d0KXe5qJCbXN/4/rO7MAbDsS11225IeZjvemY/9qOZ8Z866/kv83w1rtCuMjfeakPe9TvjSe15fvyuf+5mVUx/63PvSTmFw4f+Scf098rdsWXDPK1WXpWbwvr4yzQFvbbxXYc7gt+0QcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIgZ9AAAAqMj4Uh/ACanQ0zjYuSvmK2/KPYtfeeDMmC/f2v3vMw8vzMS1r/3Iz8b87Ltvj/lg1G7Z0vq4tvTvUkvcpcyi6y3ka+83Hsjdslv/ajbmpf7WkdaW+l1L105/LOfh+uhNLMsvfTT35v7U7a+M+Xsv/i8xf/7k4zH/xZec3JltvuveuHbR6dPmONafmoz5N99ySmf2l5e+I649MMzn/s1z0zH/6nufHvP1990W82a4hPd013X9lnBvX/nYfMz/9uAFMV975r6Yz5zffU9tmqaZGnY/jyw8+lhcW9Ibz6PlcC5/9tJ13zaFZyH+H37RBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiT956vVKtRqpyK9VklRTqcJ511n0xfzg0Yb36ltfGtWd/eEfMhzO5fqyo8HftjXXXYvRXrIhrB4cO5/ce9XthyfWW5S2p93A+f3d8KlfSrNyca1umSxWObVg/6vlXqM8bO//smD/w8o2d2eym/LnHjuTPveGjuWboXW96Ucw/etbfxHz6+7Z3h7+9xPV2o5wTPDmE+15vPFdbtguFqqnC+bfj1ZfE/N9ceX1ntnMwFdfeN5/zt93xspivvSfX/bYzOYdFVaxsHrESN+STd4V7XtM0e+ZWxvwXLvzzmH/wbc+J+YG3n9aZLd+7L64dpYa4acqVoKU5pNfv3m/djv9/ftEHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKhILq0+kZX63Ccmjvml2/lQZN80Tf+kk2K+8sOHYv77W78Q82HTfeyHjiyPa3sz+b1HVugl7a9Y0b10Re7s7c/NxXw4m7s3R5Z6zofKO78d2qNHYz4s9LeedGc+R/ael6/7NeecEfN226Pd4bLcl91fuybm267ZGvNnXnNzzK89qbsv+9ff82Nx7ZZPbYt5O9193TZN09y2c3PM58/M39t3b3ygM/tGqYd8Pn/nRaV7xVi47pumadvQtVzqWaZ+6fxomqY/le97u6+5NOYvecOXYv7Xj1/QmX3ifS+Ma7c/L5+/1131wZj/8umvifnqGyq+b6Z9xb5wYig8z45S2j7ctTvmf33nRTF/8xWfjfnbtv5pzN/yb6/uzHpvOiWuHd7zQMzjPbFpmrENG3I+meeYJjwHDg8djkvbhTy/1cgv+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFRlfsncudBeXekZ74/nQ22Ghp7SQt6mvu9AR2azLfdmv2NTdd900TTNW6O58aP5QZ7bs5um4tp3qXts0TdMrfC+jtr/2VoTO4EIPeVvqnh3xnCoqfe8sutJ1PXVv7qY9eHrue3/8ipNjvunPuq+fdvP6uPbun8/n92Wn3Rnz1eMzMf/NX/vRzuzkD38lri01y4495ayYz/+v/NmvWH5NzA8fnejMtkw8FNe283MxL+0L/RUr8vrCvtEuzOf11C+cI/FZommavS+/NOYf+eXfjPlkL5+f17/zuZ3Z+k/fHNfufHo+tnVj+Xli9f1HYl7UH+vOhsfeYf6ESM9xI/SvU4fh7GzMn/KefF95zYYfj/l/feoHY/7xCz7Wmf3cR743rn34B/Nz0nD3npg3R4/mvKC3svue3S88Iw4OHswvPuqccBzyiz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEVyGf1iKnUVpv7UpmnGNhd6HPfszflM7qQepUuxffixmP/sX3T3XTdN05zz0t+O+S1Hz+zMBlOFDsmTVsa8d3+hUbvwd+mN5++tPWl1dzg4znvqK+zXPO4UOs97/ZwPH3wk5ps+eSC//1jh/D3SvW/0d+2Pa7d8cEvM7916XswPfmVfzNfdfmNn1hY6p3vj+VawsC7vG6d/Nvdlz9y8IeaHf2iuM5u//Py4dvxLt8W8PzUZ82b58hi3R/Jn640v61473/25eHIY25DP/X//tj+I+Vnj+fx92g3X5vV/dFNn1i7k+/3YTN5vf3fH98S8/437Y166449Nd+87g0OH8+LCnjeywr2KE0Cbz8C0tzdN07SF9aM8M/ZvuTvmK95xccz/6F2XxvxVq2/uzK5Yc1dc++s//oqYr7/9tJhPf+memA8L13b/lE2dWa/0Ny/tG+2I+0ZpX1iCOcIv+gAAAFARgz4AAABUxKAPAAAAFTHoAwAAQEUM+gAAAFARgz4AAABUxKAPAAAAFcnlyYuoV+gu7hW6CGfP3xzzyfsL/ZcPPZzzQehSLPQgtnPzMT/n40dj/qkrvyPmL1jV3Rv9vKtuiWvv+8IFMR9Pn/tb0JvIf/feoe4e8mas8O9OpWPTc1+9eF02TdO0uRd6sGt3Xt8fi3Gv370vDWbzdT35hT0xnyjsG8NF7OxtevnaW7ZtV15f6OM+dPpZMd+yaV9ntu178l5/7j3dnbpN0zSD7Y/HvC306qbvvGm+hXOS+oXnlQd/4ilx6TOWfyLm339n7qw+69p7Yz482r0vja1dG9dueOb2mN+1b2PMV83m56yS4czsSOuXVGm/ZukV7pm90jNpm58X2sJ9cRTLt+f71vs/8aKYf/rrL+jMBhP5ntd7xf6YP/eaW2P+xbc/K+bTf9U94zRN0zQ7dnZGCwcO5bXDRb5fH4dziF/0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqMr7UB9Clt2pVzPsLuaN0OD2Z10+vjHkbOq3b+dyNWepVnrjz0ZjfeejkmL9p3de6s02fj2tft/WSmK8bK/SCFj5b+rs1TbnTOr72InaScoJY7I7SQsdq24Tro83nfju/hP2qoee7aZpi53N74GB++TWrYz7/qj0xf90ZN3Rmv3rLD8e1w935tdv5uZiXxO+cJ0a/8B0sdjdy4foZ29TdJ3/hi++Ka9+1+7n5tX88xs3CkSP5Pwh/uyPPOjcu/cmz/lvMP73rspjv6Zf2nbwntgthT13qvuqlfn9GV7ovFp6Hm1GeSQvv3ZtcntcP8z37nHffE/NBuG/2V66Iaze8Mc9Pb97w5Zjf8+bu/bJpmubwTRtivvDgw93hYt8LTkB+0QcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIsdtvV57MNc5LXt0f8x7hZq3tlCb0VvVXW3R7tkX15bqHQa798b8wYOnxXxFb1lndvJYrpLan9t0mvUTEzFvZ2ZyPmKVFRzXTtDqll5pvxsv3AqW56qfQ5edGvNnbb4pv35w8tcKFVyFys+RFaoH1Wwtvl6hpq1tCzVZvfybRn+i+57aNE3TX78u5g+++szO7Gc2fDyufecf/FDMT9v+1ZiXarr6oabrwavzuX3p8kdi/vM3Xx3z8wdfj3mRa4slVKx0Lt1XUzY1ld/7tFPyaxfue8O9ec5IzzK9sbxf/uLWT8f8pH7+bG8+9fqYv332n8f8RH0OWyp+0QcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIgZ9AAAAqEihPHkRlTogh7k/tfdQ7nftT6/M7z9f6MdMSr3KhV7bkkcfyZ29hy6e7147mIhr5zblz91fvSrmw5mZmMNI9CYfu7Dv9CbyvtBb3t213TRN0xT6hCd35H3hT2+5NObXT1/QmU1tyP8enXesprwfl8455+SSawvPA+XvKN+ze6vyWbTzBWfE/KWv+FJntmN+TVy76qHC80Spq7uXr4/hJed2Zi+/NPfcPzrIf5cLrjuQ37vUQ34iG3Vf4fhXmkOW5RGqv+WUzuzQxZvi2oe+P7/3uR/qngOapmnG7o5x0/S795VdP3BRXPrUic8VXjz7D9teEvPh/ryv8E/jF30AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIrkEshF1A4G+T8odMO287mfdXjocH758cJHTx2ohV7bpvDZSp/9gnfnY//VS6/szK5ae2tc25/Kf7d2Pndz6oblhBa6Y5umaXqlazso7mltoS+7+AbH3iXezs3lpaVjL+Rjdz8c83VfuSDmG67Z3pk9NpW7vPtTkzEfFD57UeGcaYaFvx2jG/VvXLh2hgdyb/PE4Xzt7pzrPkd3tKvj2rW35/fub1if3/sFZ8T8X//cpzqzS5Zvi2v/1Qd+KuZb7/hqzE9ovd5SHwGLrTBn9FdOxbwd5H2hXdY9Z+w5P88gvcnZmO8/Nx/bhm/mfadZt7Yzev8vvTMuHW8mYv6N+XzP3fU7Z8Z8eu7GmC/qtVnhjOMXfQAAAKiIQR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAihTK5BdRqauwVJNY6KQu9UY3w/z+vdB/WVxb6OLujec/+/y63I951dpbO7MXTR2Oa9/37A/F/Lc2/GDMm737cz5K3/Go3ZgV9l/ybVY4P0tnUOps7w0K/27az3mpy749ejS//ihK713Y80r78d6n5fxHTv5mZ3bdxZvj2t7aNTFv9hd6ylesiPnwyJH8+iy90r2jcG9o5xdivuaGB2P+uZdc2Jm9+Gm3xbV3vib3XS87kM/vf/myz8f8vIntndkr//vr4toLf+/umA8K+8bIwvdaes4qdaS3C/PHckT/1wt43jjuFfaF+JzfNE1vsvt+3zTfwpgSsqPr8/nzrmf9Ycwnn53P37f8wMtj/twt93dmG/t5P/zLmbUx/82ffH3MV/+P7vt904y4rxSu+9KzSo38og8AAAAVMegDAABARQz6AAAAUBGDPgAAAFTEoA8AAAAVMegDAABARQz6AAAAUJFcIrmUCn3XpS76Yif1/NxI+ShKndQHT18e82cs392ZLeutjGvHSk3hpW7YxeygLL13qSsZRlXYd4aHDx/7a/dz73Op07e0Pi5dk7u6m9J+OZc7e2e/69yYX3bJfTG/dPKhzmzZVH7vB370tJif8b78nQ12de+nnCAW+d4xPJTPoek7Jjqzcy9/PK79w5f+Tsw3jx2N+WybP9tLv/KGzuyitz4W1y7s3hPzotKeVXqeSJ3Yhb7s0n7aLuR9pXhOcfwb8Tsc7tsf895E93XfNE3TW96d9wpV8fNtPn+fsTzvK1/8rg8UXr/72nvf3u/Mr/2j3xHzidu/HvPCRy9L32tpq38SXtd+0QcAAICKGPQBAACgIgZ9AAAAqIhBHwAAACpi0AcAAICKGPQBAACgIgZ9AAAAqEihuPn41S4sLPUhHLtCV/e6P7kl5s956ls6s6tfeENc+7WfenrM+/fcGvMl7aB8EvZfUpFCZ3Q7Nzfa66de6fG81Zf6gIczszGfumN7zO/8i6fE/O9e+VBn1h/Lf7cV2/O+MNi1O+Y8CRTvHYVrc2Ym5ls/fF9n9tHdV8W17z/l+2K+4Xm5637nDafE/JwPPNiZLTy2I64tPas0vUJpdWHPKwrr24XCd7YwX3htzxNPdqV7bukM6RXmkPbQ4c7snHd2Z03TNL++7cdifu1Pfybma8by67/n3n/WmW18Y77fDx+8I+ZLqrRnPQn5RR8AAAAqYtAHAACAihj0AQAAoCIGfQAAAKiIQR8AAAAqYtAHAACAivTaUDHywv7VJ27/SLH25cT9aP3Jyc6sN70yrh3s2ZdfXDXFkvjs8I8LJ+zx44TeF2rWH+uOVq7Iawf5uh/OHs1vPdW9JzVN0/TXnRTz/Zdv6cwmd+earLEvfD3mJzL7wgkiPG+UqitLeb9wTx/uP5DzdO2635+Q7Av0SpW5U1MxT5WhJ3R9+ZNY177gF30AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIrkIsYTWVtvdedwdrY7TBlw/Apd3E3TlPe00Ik9PHgwv3Whk7fUtz08fHikfOW2h/P7w/EsXJvt0dBj/y3kpWt35H0DOOGUuu7b0r7Bk4Zf9AEAAKAiBn0AAACoiEEfAAAAKmLQBwAAgIoY9AEAAKAiBn0AAACoiEEfAAAAKtJrdawCAABANfyiDwAAABUx6AMAAEBFDPoAAABQEYM+AAAAVMSgDwAAABUx6AMAAEBF/jfGPhgi83sQDQAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# added this based on notes\ndisplay_images(None, model_dae.encoder[0].weight, 5)",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<Figure size 1296x432 with 4 Axes>",
            "image/png": 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W+Adf0t86X/v6bVnf35vI+vHc3NuZ3tOKrficbcx8dRnr10lissFt+zLevjbnhMbsSdmF3hfKkfse0ftSZzO+bxRn8XUZQgiN+WQcfuBc1h8+0vM3fxj/HklMXPsLn74v67eHF7L+heNbsr7R0/vKu1+8Ga3tP9ZjMnled6xbm8lQd06SmDkzEnNyZdZK83Rr6dvn9AEAAAAAwLcBDvoAAAAAALQIB30AAAAAAFqEgz4AAAAAAC3CQR8AAAAAgBbhoA8AAAAAQItw0AcAAAAAoEVkiKTLlC42XUZwPPOvSXXWYDrQWYXNhclEn5lcaBNJPb8VzzpsuvreVwt98U5X39vqu+7I+vmH4r8/MVn0z/6K/ttO/0TnV/588yOy/osvHcv6k7ONaK2c6