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+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "name": "brats_training.ipynb",
+      "provenance": [],
+      "collapsed_sections": [
+        "nKzk5oXGGQMf",
+        "9U8LznRKfxQB"
+      ]
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "Em4dM7gMTEKT"
+      },
+      "source": [
+        "###1. Set up training environment"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "Hx-42AfSLUD7"
+      },
+      "source": [
+        "#Get necessary packages downloaded\r\n",
+        "#May take a few minutes\r\n",
+        "#This does not have to be run again if you restart a runtime, only if you terminate, are disconnected, or factory reset it\r\n",
+        "!pip install pytorch_lightning\r\n",
+        "!pip install torchsummaryX\r\n",
+        "!pip install webdataset==0.1.40\r\n",
+        "!pip install datasets\r\n",
+        "!pip install wandb\r\n",
+        "!git clone https://github.com/black0017/MedicalZooPytorch.git\r\n",
+        "!git clone https://github.com/McMasterAI/Radiology-and-AI.git\r\n",
+        "\r\n",
+        "#Uncomment these to try TPU training\r\n",
+        "#!curl https://raw.githubusercontent.com/pytorch/xla/master/contrib/scripts/env-setup.py -o pytorch-xla-env-setup.py\r\n",
+        "#!python pytorch-xla-env-setup.py --version nightly --apt-packages libomp5 libopenblas-dev"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "nKzk5oXGGQMf"
+      },
+      "source": [
+        "#####If you make a change to a branch of the repo and want this script to reflect those changes, restart the runtime and run the code here, then the below imports again"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "djPHgNooG-oz"
+      },
+      "source": [
+        "!rm -r ./Radiology-and-AI"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "myJg_adiG-x7",
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "outputId": "32af7b7a-b246-46c6-983d-18a64eb92125"
+      },
+      "source": [
+        "!git clone --branch many-small-improvements https://github.com/McMasterAI/Radiology-and-AI.git"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Cloning into 'Radiology-and-AI'...\n",
+            "remote: Enumerating objects: 148, done.\u001b[K\n",
+            "remote: Counting objects: 100% (148/148), done.\u001b[K\n",
+            "remote: Compressing objects: 100% (97/97), done.\u001b[K\n",
+            "remote: Total 308 (delta 89), reused 94 (delta 41), pack-reused 160\u001b[K\n",
+            "Receiving objects: 100% (308/308), 25.85 MiB | 32.92 MiB/s, done.\n",
+            "Resolving deltas: 100% (167/167), done.\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "1G8OFR5SGvS_"
+      },
+      "source": [
+        "#####Import libraries"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "lCgXsg-3MZqe",
+        "outputId": "e5a3611e-b385-4f8e-ca2a-985b7cc8ad35"
+      },
+      "source": [
+        "from google.colab import drive\r\n",
+        "drive.mount('/content/drive', force_remount=True)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Mounted at /content/drive\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "fiN385qYLZOf"
+      },
+      "source": [
+        "import sys\r\n",
+        "sys.path.append('./Radiology-and-AI/Radiology_and_AI')\r\n",
+        "sys.path.append('./MedicalZooPytorch')\r\n",
+        "import os\r\n",
+        "import torch\r\n",
+        "import numpy as np\r\n",
+        "from torch.utils.data import Dataset, DataLoader, random_split\r\n",
+        "from pytorch_lightning.loggers import WandbLogger\r\n",
+        "import pytorch_lightning as pl\r\n",
+        "import sys\r\n",
+        "import nibabel as nb\r\n",
+        "from skimage import transform\r\n",
+        "import matplotlib.pyplot as plt\r\n",
+        "import webdataset as wds\r\n",
+        "from collators.brats_collator import col_img\r\n",
+        "from lightning_modules.segmentation import TumourSegmentation"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "V3PXj4dJVE81",
+        "outputId": "6dfe260f-724a-4534-dd21-18e86e0375e5"
+      },
+      "source": [
+        "cd drive/MyDrive"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "/content/drive/MyDrive\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "bckZU1e_VKcO"
+      },
+      "source": [
+        "###2. Load Data "
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "ip4EpAcxa0wW"
+      },
+      "source": [
+        "#Loading data, must have shortcut to the shared macai_datasets folder in the base level of your google drive\r\n",
+        "train_dataset = wds.Dataset(\"macai_datasets/brats/train/brats_train.tar.gz\")\r\n",
+        "eval_dataset = wds.Dataset(\"macai_datasets/brats/validation/brats_validation.tar.gz\")"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "I9dxOObvVdof"
+      },
+      "source": [
+        "###3. Load Lightning Module"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "03ntgHAghPMN"
+      },
+      "source": [
+        "model = TumourSegmentation(learning_rate = 5e-5, train_collator=lambda x : col_img(x, use_zscore = True,pl_prob = 0.5),val_collator=lambda x : col_img(x,use_zscore = True,pl_prob = 0.0), batch_size=5, train_dataset=train_dataset, eval_dataset=eval_dataset)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "alWcJX2wVzcQ"
+      },
+      "source": [
+        "###4. Train"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "LZAcdcHHavIB"
+      },
+      "source": [
+        "wandb_logger = WandbLogger(project='macai',name='5e-5_zscore_0.5pl', offline = False)\r\n",
+        "\r\n",
+        "#Training\r\n",
+        "trainer = pl.Trainer(\r\n",
+        "    accumulate_grad_batches = 1,\r\n",
+        "    gpus=1,\r\n",
+        "    max_epochs = 10,\r\n",
+        "    precision=16,\r\n",
+        "    check_val_every_n_epoch = 1,\r\n",
+        "    logger = wandb_logger,\r\n",
+        "    log_every_n_steps=10,      \r\n",
+        "    val_check_interval= 100,      \r\n",
+        ")\r\n",
+        "trainer.fit(model)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "TkVb5kkOWalM",
+        "outputId": "4225739c-cadb-41df-ee53-63006e77cb32"
+      },
+      "source": [
+        "#Run after youre done training and the run will be uploaded to wandb if you ran in offline mode\r\n",
+        "!wandb sync --sync-all"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Syncing: https://wandb.ai/dufaultc/macai/runs/2jbnz20l ...done.\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "l7ZEX7knVigc"
+      },
+      "source": [
+        "###5. Visuals"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "dZ_339lsoRir"
+      },
+      "source": [
+        "Getting input arrays for image creation"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "yRppZfRk-VKX"
+      },
+      "source": [
+        "import numpy\r\n",
+        "data_loader = model.train_dataloader()\r\n",
+        "for i in data_loader:\r\n",
+        "  example = i\r\n",
+        "  break\r\n",
+        "seg = example[1].numpy()\r\n",
+        "chan = example[0].numpy()\r\n",
+        "\r\n",
+        "#remove the extra dimension in the segmentation\r\n",
+        "seg = numpy.squeeze(seg)\r\n",
+        "#Creating boolean arrays for each segmentation type\r\n",
+        "seg_all = seg != 0\r\n",
+        "seg_1 = seg == 1\r\n",
+        "seg_2 = seg == 2\r\n",
+        "seg_4 = seg == 4\r\n",
+        "\r\n",
+        "#Create outline of brain with boolean array\r\n",
+        "chan_0 = chan[0] != 0"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 303
+        },
+        "id": "kHu4LMG7gGFe",
+        "outputId": "f3d09d6f-d307-4534-eab9-013bbadc91c4"
+      },
+      "source": [
+        "#display single image\r\n",
+        "from visuals.display_functions import display_brain_and_segs\r\n",
+        "display_brain_and_segs(seg_1,seg_2=seg_2,mri_chan=chan_0,downsize_factor=5,fig_size=(10,5))"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 720x360 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": [],
+            "needs_background": "light"
+          }
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "PQDatsxDodeZ"
+      },
+      "source": [
+        "#Create gif of rotating brain, will do one 360 rotation with images at every angle_num degrees, gen creates the images, make_gif puts them together\r\n",
+        "from visuals.display_functions import gen_gif,make_gif\r\n",
+        "gen_gif(out_dir='./imgs',seg_2=seg_2,mri_chan=chan_0,downsize_factor=5,fig_size=(10,5),angle_num=20)\r\n",
+        "make_gif(indir='./imgs',out_file='example.gif',angle_num=20)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "9U8LznRKfxQB"
+      },
+      "source": [
+        "###other"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "1Ne8qqCBts05",
+        "outputId": "7919d00d-4a8c-444e-b55f-6393c541c858"
+      },
+      "source": [
+        "# Example code for crudely showing some images\r\n",
+        "# Probably best in another notebook, but w/e\r\n",
+        "\r\n",
+        "model = TumourSegmentation.load_from_checkpoint('lightning_logs/version_1/checkpoints/epoch=1-step=598.ckpt').cuda().half()\r\n",
+        "# 1 for the tumor core\r\n",
+        "# 2 for edema\r\n",
+        "# 4 for surrounding\r\n",
+        "model.cuda().half()\r\n",
+        "for z in train_dataloader:\r\n",
+        "  print('======================================================')\r\n",
+        "  prediction = model.forward(torch.unsqueeze(z[0], axis=0).cuda().half())\r\n",
+        "\r\n",
+        "  sl = z[1][0, :, 100]\r\n",
+        "  sl[sl==4] = 1\r\n",
+        "\r\n",
+        "  plt.title('Label')\r\n",
+        "  plt.imshow(sl, vmin = 0, vmax=2)\r\n",
+        "  plt.show()\r\n",
+        "\r\n",
+        "  prediction = prediction[0].cpu().detach().numpy().astype('float32')\r\n",
+        "\r\n",
+        "  plt.title('Prediction class 0')\r\n",
+        "  plt.imshow(prediction[0, :, 100], vmin = 0, vmax=1)\r\n",
+        "  plt.show()\r\n",
+        "\r\n",
+        "  plt.title('Prediction class 1')\r\n",
+        "  plt.imshow(prediction[1, :, 100], vmin = 0, vmax=1)\r\n",
+        "  plt.show()\r\n"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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vkXSfpK9Lunqq0i0Ks3zGu7zZkvvH220306jQkeqqiQtZs4YOHPUjdVPr9uoHBKZnlG/4A8Bre7bdDNxhZlcAd/j3AK8DrvB/NwLvnU0x54+lLtuWtdtUnnc58RUvcDErrTZaWyNaa/haKe72oOQnGDErQAFVa+4BSg9oZluf4i4L8Jp4QsYibHQz+xzwZM/mE8Bt/vVtwHWF7R80xxeAo9kq0iuPpR1bPO3Y6tZ03pH03PlO7T2jqDxrt7BWm7S5d/z3viRNJk6GOmsmtdGPmdnD/vUjuMV1AS4DHiwc95Df9jA9SLoRV+vTYH3CYsyQQq3Rvv+vunZF9PcYFFMwZ7VW1GiQ7uyMPhpoqxPKOmvcwNlqhC1MbRyac02MfSdmdouZHTez41VWNKqv4AJ0U+biTsbZaq3bP+5bg5FFftDxM6r6jjAvwbU6aY1+StKlZvawN02ytFIngcsLxz3bb9tX5AnyKxU36XdtDXZ28gAtra25FSgiYU+dzmf653NGy46fTmjeTZvjW7180vcCmbRGvx24wb++AfhEYfsbvfflFcDpgomzb8jSslmSYqm5QSA/UTrd2SE9e5bk0cdITz3mfO1+pn82E770ZB3ztLPQAFI+iLZokcMINbqkDwGvBi6R9BDwduA3gI9IegvwAPAGf/gngdcD9wGbwJvnUOaFsWvycuY98G5HA6Io6hwjlw1g5Fp9lOlmKzRLZxoUu0C5rjtZ4HS7PYVuZj8zYNe1fY414KZpC7VSZDODku7aKRtJTbd3XCd0vdOhzlaAG5rODkb7kQ+AyKHTSma5Xxadbz20s6OQuciyDpafJwq4B4BChyubQ1qpwKjpTQ5IrT0KWTo7YGhoxawJQh+B7mVcEszUEX+2Gp2voeKjF2DNVu5/H+0CPfkTD5roC/fUNcNqgYSx51mR/XipW/hq0rmhylqDg8Sg2UMLfKAP2Dc6Q/bMoDV4uljmgZmEaTwSXQNYgS5CjT6IUVZY63dMpIHD3qrW5ttsr8hw+yoSavRp6XGRWZIO7GRFRy9w+9ptqNeRhLVakBrJU0+NdC03sdqlvMuG11WtDVylepXIBuCWQRD6LCiaOa0hWWhTl+zIRSwahuU2/UikCdZvndDepKAr2qEttnTjLPM+C4LQZ0VxMGkQ2TLklUJsz4w6nrlwViSIqi+W5mmpVatOFNo8KUHo05LVsFkUYp+MX3lEY62KqlXs6GFIDW3vQDuBOCJ+hlsWXbUqtrNDevrs6KbIAgUzNn6+rap+oOisuy9LkvFTikxBEPqMURx1J+mPYtSoE4ET+cYayeEGSlLiVhuaLWenVypu/1od1WtEzRYprLzdPZRCfhzVavmSNIBr/RY4YBS8LjNGjXq3HzxNSJ4+7QZKzNDWDvHZbbSTYNUK1Gsu8jEXfIw1arDWIDpyaHdyo35em3l5cqbJJiZ1phgWBB41Gp3vJ/jR9zFZRoG+++RmLyUpSs3lUq/EUFlzndidHbS146MhW66TmqWvW0Tw04w6sdmcWmee+O8iTXP35zK8L0HoM8Z83Dq4Hzw6ciivGe3IIajE6PwWJCm2uYmOHMYqMarXSbe24bxbMSI5fab/KnPFleB6g82mLnyPyNPEp8yrDw3CUrXWWacpirBW260EEvnUfGb5cpPWahMVTZgFEYQ+T7LESEXMOrP+kwQ7t4nqNdIzZ0m3tonH6aClM+6EDmo5Rpy8nYnakgRZljHYpfUzSyB1EZ8rGY8e6MOwJr4gCsUxiiJ3bKUCzRZIrsN5fovkzDniQxtYmhAdOUx08YXY+S2wlGhjHVqt4aKI1Fec2QDS2GQ2db3eWX4mTUi3h5tN/Qariv1Ma/lav1btSrM9cTknIAh9xljhAUi3dyA+71anA7eQbiRoJ1glJr7gCFpfcz98pZDkXxGq1yCOkPVfTQNwJkKv52IGHdO5xMtY6vod0OVyXJTQg9dlEuRnFfUTVWqdxKNp4vzG5zexHT9bKUsXDWhj3Yl8axvb3oHtHbC004GrVIjW14kOH+7vAelZGEA+f2TfvDNLJk+s6qfURbXqQpe6CTX6jOlXQ6Xb20RxTHrRIQDUSlCzDec2nVsxSVCzhcURajQgjmCn6WrBJHUemRG8Ll1mzqCVrJdN1kLV6zBOzP6UBKEviHRrGyoRFglFIkrMCTirfXetkCHXeSN15lBWo4/oZszytK/sgFOy2ORGQejjIhWWB9/tjYgvvLB/JKKlqJ2SNipQ6ZgmqrqYj/Tp087saTZRteIyg8XxxPaytduLXT5mHB98tH/SXZSX4mBQv4GhPot+AW5UtJW4gaJsCmoUufmlfqVpa7sa3rZ3OjnVp2FRC9oWloXvS88DV8wdvyhCjT4ulgI+626fpjd5ojdNJcRHvHdlq1mcRo0dWkftBKySp2+zJJ08vfKy2CuorPDAxUeOQK1KmvrlblYl3UVgME7sPRv7NN9aX3N+dJ/7xSSidhttN52v3CxPZbeyNvWMsCRBqrtaPRK2E4S+mmS11wj+6izJf/LEU1iSEL/gOU7ssaDpFh+w7Z3Rxb2qnpRR8GVPt7ZRu020vo6AZEFzXIPQJ2UEsVm7heK6i/swoSQF71rUdpO02dw9O2jKa64kXuT5in24zvLEq2hPQBD6rCkOyZu53OfZukXgFhZotd0Q+yrPBpohqlSd16lSyUeO07NnF7qGUxD6LIjccP6ubLqZN8J8x3V7BwHWTrDt7dWdFTRjsvWd8vrbd+IX2R8JQp+AaGMjH+DRoQ3XHF9yFO20wAvd5VN3q0lnNbdte3u0sJLGLlZ0YvNUFPLg9I3PWQBB6BOQnj/vpolFvsZut+Hxp7FIVL7vGMnjT+S1VdEXbn69IjO3XlKpMHOu0zQJKelWlajR2G1Ppj6vSupq6uTxx7HNLedGHDR4kvpY7CQZXKsdtNq8yBLHB0KN3gfV624mzFrDjVCaoThCtQ1Xm/tjVKs5F2ErW9DrnNtXq3WlkXZpHqLRkhSNVdB95G6M3AiwwVLKW16hDxFJFmarOEZrjU6EYWHoOpvVbts7brpZreoeiq0tZ5dXKi6efN7zI/eDyPGuxSWup1peocNAkWitAWb5cH585IibC9lsuVn5UbQryb8OHUXtNum583kLYJtbpMkU62tOWP5VRP6h72xYbGtUbqEPoxCI5NYz8qmgCxMniqRnz+Wz9vMOapruXs6kxNgSH8zyCr33S4/i3DRJz55zNvrhw9Bq5TPg+/1M8SUXYztNN5SfGlHduROT02fcMPdaw80cShPiiy8CieTxJ+Z8cyuARFSvu1Bj389hu9CyLVj05RV6P7JoREs7o5tx3D1ZuJckRY2GmxkE0Gr60dDOXE/FsUsOmlp5/Fx+VDiq+ftfkv88oyxf+544n7iPw0g6Gaay9UNVqfb1/9rWlls7c72BGvVOmK2fXJCe95Ojq7U892Jfd+VBofgdpYnrr1Qqflpg0n3cAv3pewpd0q2SHpV0V2HbOySdlPRV//f6wr5fknSfpHskvWZeBZ811m6T+uRD2SSC5Iknu12C/Wzz7W2SJ59yC+tubvr5nda1kKzWGkQXHIatbdLzm+46KziBeSYUJ2tXfbq9SLuz/A5aSGFOjFKjfwB4bZ/t7zazq/zfJwEkXQlcD3y//8zvSlrgfK4pyb54Rd2zYvZKKmRGurnpPC6+49qVC7xeR2trbsmXbb+EuqWLneo2K4q1sDR0vSXFUSdCcckeoj2FbmafA3ZPm+nPCeDDZrZjZt/FLax7zRTlWw49tmQxzdzAj/h0a9mKyV34+JV0e7srLHcZU8qmIs87o07A2tApdJGbVOLT7C2TaWz0t0n6ujdtLvTbLgMeLBzzkN+2C0k3SrpT0p0tVmuBKdVq3WKP4tHsyYLAu+ZQViuduaRLWJFtLvhkqsps7T7fT5ZFN3+4lxDjkjGp0N8LvBC4CngY+M1xT2Bmt5jZcTM7XmVxiWxGId3a8jkSCykmRhWm/zGLLUD7uw/QfuDBfH989ALiI0dWbwW5IUJ0o8XVzoTwNMFazTwddt/+y/ktFxaxAg/3REI3s1NmlpjL5P4+OubJSeDywqHP9tv2F/7HHGtFhijOM2UNPm9nLdJlDp4MZFjZZ3L+fVajS7q08PYngcwjcztwvaS6pOcDVwBfmq6IS8CbIHmtnNmkw1yCfv2iKHMl9sPXfOnODiSJSzeXuRqzB2WZHdRBM/KlTkq5Ya1bFLt72tggOny427MUxa5FWBJ79oYkfQh4NXCJpIeAtwOvlnQVbrDwfuDnAMzsbkkfAb4JtIGbzOxg+NGGzdAveBas3d4ziMta7U5mLkVuggZxp1+wXydfpInLJlytdt5nWMoylaBVaEKP6CJ7ua5ddjEmQln8ebbuJwyt8brmjxZq72it4UYQvb95WOL9udLvIRszC1fXPS6Iz9hHv2JmxwftDyOjU5Jl1Mo7a0PoGkSqVIgPbTgXYyaMSLsXtVo0/QQ6hsg1IOht2QShz4hcoFmHrl+4QDY6GMVobQ1dcISoXs87vfn0OkXOdh83rfIonb1ZdwgjFwsUra93WqR5XGdK9tmIxerSNfsfhteMPm864DJ1+dWjJWHNph82j0ZfUXrYNb3ZkS+4mxouFcEA82Lc/kGauOUme9dSWrFaPdToRRZcC1mz6YKeInXWI/IZAixJxhd6RtcIZtRpQWodb1Bf1+kU97/qqTuC0ItkK1FUKi6lxQwYZn7Yzo77a7edrR7HWJLmdv/E4inWpqlL5GlbW24gLF/7s48LdJxAq2Kcy6Ky9k5BEPoAZlFDudyLo/nFVXFLiCuOJl86vLdGLoi2K8hsBkuTL9MnPgkHz0afgQ/a2m03FW7AcoSjTnjut1rbIHbZ+IWFu0auMYv3nZktfq3QYgCZNUcv18BL7bOsvwdP6LMg8wUPENg87dEsT/rUw/GF7FiAm92UDUhN21Fc1ErWMyQIvR9p0vFStNvzXw+zEDyWP0SzGEbMg6lSrJV0rjXBoE62OrS12oMnjYy5ztIiOXhCn5Fbq1irzr2Znrcwejun4xJ5/3ik4d/FCgo8I3RGB+FXTe5izu7Hvh6aLBZ+SQMwqlScfZ/2yU8j7ZtZUkHo4+AHXqJsxv+0ZOKN4s45vWkRra+7tHaZiTELu1rdIQijMHCJxGy4f59w8EyXeeITGKlWQz1RilGj0TdyMWo03OSEPkTr67n/nFYb29p2edaLs5tmFdxVsMkzV+ZInWpLuweuvDcni9vpu47TChKEPg4+V0vXujveAzFIzIO2A3nC0iLJU84Gji+80KfZmFHuxqJPfYRQ4uLndg3tW7IvxF0kmC6TULSX5/WLj2hazJNRzZv9wMG5k0HMYxKD9YwyKuqsmdnnetkUu8xjka+GIXXX+IXPJo89lm+LGi45Ej7Lb/LU0y42pugBiWLii466gS4gOX1mV1nHvs3UugeesjJOed5lcPCFPs8fRHKekihChYkX1mp3CSOLK8mF6UW+K1WEot3+czMXyehTS5hZ/2CvNMF2mm6GTxR1HsBWc7KHPVsKPmF3q7XPRA5lEPo8MevY2dkSg5WqE1lxyL3VhsjN/gegUsG2trts9PjoBU7M3suRbm52vx6hU5qH/vaOXJq5VsTSyW3zwvb9SBD6rMg8ET3Ll0jCIpxoM1dds7VLRJakLkw8SQvZrdLRsgr0iq/PwE1XbpV+U+XGianZhwShT0uewsJ7InpyDBYlZdUKpKnLttsjKtvegThyHpH83JGbtRSp2xzKP+SOjDY2SLe2hws1T7fX40svPEhWtMP3ac09iCD0aekVxBCBpFl+8AE1riWFWjWKUZRiflmZYSIey/3Y42bc65iDQhD6Itmrxi12RNMxfNVJ4s2myu6stQEg+NEPBF3D9Io6sTErNkF5mYQa/YBgxdU6ArsIQj8IHGBvyawIpkugFIQafb8zZEJ0oEMQ+n4nCHskgukSKAVB6IFSEIQeKAVB6IFSEIQeKAVB6IFSEIQeKAVB6IFSsKfQJV0u6bOSvinpbkn/3G+/SNKnJd3r/1/ot0vSeyTd51eWvnreNxEI7MUoNXob+EUzuxJ4BXCTpCuBm4E7zOwK4A7/HuB1uPVFrwBuxK0yHQgslT2FbmvPsK8AAAQxSURBVGYPm9mf+9dngW8BlwEngNv8YbcB1/nXJ4APmuMLwNGeBXgDgYUzlo0u6XnAy4AvAsfM7GG/6xHgmH99GfBg4WMP+W2957pR0p2S7myx07s7EJgpIwtd0iHgj4B/YWZdyzOYW5V3rOgiM7vFzI6b2fEqYy4zGAiMyUhCl1TFify/mdnH/OZTmUni/z/qt58ELi98/Nl+WyCwNEbxugh4P/AtM/utwq7bgRv86xuATxS2v9F7X14BnC6YOIHAUhglHv2HgH8MfEPSV/22XwZ+A/iIpLcADwBv8Ps+CbweuA/YBN480xIHAhOwp9DN7PO4tYb7cW2f4w24acpyBQIzJYyMBkpBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFAShB0pBEHqgFMhleV5yIaTHgPPA48suy5hcQijzotir3M81s2cM2rkSQgeQdKeZHV92OcYhlHlxTFvuYLoESkEQeqAUrJLQb1l2ASYglHlxTFXulbHRA4F5sko1eiAwN4LQA6Vg6UKX9FpJ90i6T9LNyy7PICTdL+kbkr4q6U6/7SJJn5Z0r/9/4QqU81ZJj0q6q7Ctbzn9osfv8d/91yVdvUJlfoekk/77/qqk1xf2/ZIv8z2SXjPSRcxsaX9ADHwbeAFQA74GXLnMMg0p6/3AJT3b3gXc7F/fDPzHFSjnq4Crgbv2Kidu4eM/xq0j+wrgiytU5ncA/6rPsVd6ndSB53v9xHtdY9k1+jXAfWb2HTNrAh8GTiy5TONwArjNv74NuG6JZQHAzD4HPNmzeVA5TwAfNMcXgKOSLl1MSTsMKPMgTgAfNrMdM/suboXya/b60LKFfhnwYOH9Q37bKmLApyR9RdKNftsxM3vYv34EOLacou3JoHKu+vf/Nm9S3VowCycq87KFvp94pZldDbwOuEnSq4o7zbWrK++r3S/lBN4LvBC4CngY+M1pTrZsoZ8ELi+8f7bftnKY2Un//1Hg47jm8lTW1Pv/jy6vhEMZVM6V/f7N7JSZJWaWAu+jY55MVOZlC/3LwBWSni+pBlwP3L7kMu1C0oakw9lr4MeAu3BlvcEfdgPwieWUcE8GlfN24I3e+/IK4HTBxFkqPX2Fn8R93+DKfL2kuqTnA1cAX9rzhCvgJXg98Je43vOvLLs8A8r4AlxP/2vA3Vk5gYuBO4B7gc8AF61AWT+Ea+pbOPv1LYPKifO2/I7/7r8BHF+hMv++L9PXvbgvLRz/K77M9wCvG+UaIQQgUAqWbboEAgshCD1QCoLQA6UgCD1QCoLQA6UgCD1QCoLQA6Xg/wOyRFfd66SYYAAAAABJRU5ErkJggg==\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAALoAAAEICAYAAADoe+47AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAMFUlEQVR4nO3df2jc9R3H8edrtdbpFJvVldJWrRIG3R/rSqiFievoprUg0T9WKjiLc8v+qGwDHVRlKGMDN3CCbBMq66xu04lOWrbOWYtDxvBH3PxRddVMW9rQNv5WVLq2vvfHfYJnTHqXXC7fq+/XA8J973Pfy70bn718c5f6VURg9kn3qaoHMJsKDt1ScOiWgkO3FBy6peDQLQWH3uEk/V3St6f6vp80Dn0KSdop6WtVz5GRQ7cUHHrFJM2U9GdJr0h6o2zPG7HbmZIek/S2pE2Suuruv1TSPyW9KekpScum9k9wdHDo1fsU8FvgNOBU4H3glyP2uRT4FjAHOATcDCBpLvAX4CdAF3AVcK+kU6Zk8qOIQ69YRLwWEfdGxHsR8Q7wU+ArI3a7IyK2R8S7wI+AVZKmAZcAWyJiS0R8EBFbgX5g5ZT+IY4Cx1Q9QHaSjgduAlYAM8vyiZKmRcThcn133V12AdOBWdS+C3xD0gV1t08HHmrv1Ecfh169K4HPA2dFxD5Ji4B/A6rbZ37d9qnAQeBVan8B7oiI70zVsEcrH7pMvemSjhv+oPYs/j7wZvkh87pR7nOJpIXl2f/HwD3l2f53wAWSzpM0rXzOZaP8MJueQ596W6iFPfxxMvBpas/QjwD3j3KfO4DbgH3AccD3ACJiN9ALXAO8Qu0Z/of4v+vHyP/wwjLw33xLwaFbCm0LXdIKSTskDUha167HMWtGW47Ry5sZLwBfB/YAjwMXR8Rzk/5gZk1o1+voS4CBiHgJQNJd1F4dGDX0YzUjjuOENo1iGbzDG69GxJi/+tCu0Ofy0Xfz9gBn1e8gqQ/oAziO4zlLy9s0imXwYNyz60i3V/bDaESsj4ieiOiZzoyqxrAk2hX6IB9923peWTOrRLtCfxzolrRA0rHAamBzmx7LrKG2HKNHxCFJVwB/A6YBGyLi2XY8llkz2vbbixGxhdrvdZhVzu+MWgoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUWjpZl6SdwDvAYeBQRPRI6gL+CJwO7ARWRcQbrY1p1prJeEb/akQsioiecn0dsC0iuoFt5bpZpdpx6NILbCzbG4EL2/AYZuPSaugBPCDpCUl9ZW12ROwt2/uA2aPdUVKfpH5J/Qc50OIYZkfW6gl1z46IQUmfA7ZK+k/9jRERkmK0O0bEemA9wEnqGnUfs8nS0jN6RAyWyyHgPmAJsF/SHIByOdTqkGatmnDokk6QdOLwNnAusB3YDKwpu60BNrU6pFmrWjl0mQ3cJ2n48/whIu6X9Dhwt6TLgV3AqtbHNGvNhEOPiJeAL46y/hqwvJWhzCab3xm1FBy6peDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik0DF3SBklDkrbXrXVJ2irpxXI5s6xL0s2SBiQ9LWlxO4c3a1Yzz+i3AStGrK0DtkVEN7CtXAc4H+guH33ALZMzpllrGoYeEQ8Dr49Y7gU2lu2NwIV167dHzSPAycNnkTar0kSP0WdHxN6yvY/ayXUB5gK76/bbU9Y+RlKfpH5J/Qc5MMExzJrT8g+jERFATOB+6yOiJyJ6pjOj1THMjmiioe8fPiQpl0NlfRCYX7ffvLJmVqmJhr4ZWFO21wCb6tYvLa++LAXeqjvEMavMMY12kHQnsAyYJWkPcB1wA3C3pMuBXcCqsvsWYCUwALwHXNaGmc3GrWHoEXHxGDctH2XfANa2OpTZZPM7o5aCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTh0S8GhWwoO3VJw6JaCQ7cUHLql4NAtBYduKTQMXdIGSUOSttetXS9pUNKT5WNl3W1XSxqQtEPSee0a3Gw8mnlGvw1YMcr6TRGxqHxsAZC0EFgNfKHc59eSpk3WsGYT1TD0iHgYeL3Jz9cL3BURByLiZWon1l3Swnxmk6KVY/QrJD1dDm1mlrW5wO66ffaUtY+R1CepX1L/QQ60MIZZYxMN/RbgTGARsBe4cbyfICLWR0RPRPRMZ8YExzBrzoRCj4j9EXE4Ij4AbuXDw5NBYH7drvPKmlmlJhS6pDl1Vy8Chl+R2QysljRD0gKgG3istRHNWndMox0k3QksA2ZJ2gNcByyTtAgIYCfwXYCIeFbS3cBzwCFgbUQcbs/oZs1TRFQ9AyepK87S8qrHsKPYg3HPExHRM9btfmfUUnDoloJDtxQcuqXg0C0Fh24pOHRLwaFbCg7dUnDoloJDtxQcuqXg0C0Fh24pOHRLwaFbCg7dUnDoloJDtxQcuqXg0C0Fh24pOHRLwaFbCg7dUnDoloJDtxQcuqXg0C0Fh24pOHRLwaFbCg7dUnDoloJDtxQcuqXQMHRJ8yU9JOk5Sc9K+n5Z75K0VdKL5XJmWZekmyUNlDNLL273H8KskWae0Q8BV0bEQmApsFbSQmAdsC0iuoFt5TrA+dTOL9oN9FE7y7RZpRqGHhF7I+JfZfsd4HlgLtALbCy7bQQuLNu9wO1R8whw8ogT8JpNuXEdo0s6HfgS8CgwOyL2lpv2AbPL9lxgd93d9pS1kZ+rT1K/pP6DHBjn2Gbj03Tokj4D3Av8ICLerr8tamflHdeZeSNifUT0RETPdGaM565m49ZU6JKmU4v89xHxp7K8f/iQpFwOlfVBYH7d3eeVNbPKNPOqi4DfAM9HxC/qbtoMrCnba4BNdeuXlldflgJv1R3imFXimCb2+TLwTeAZSU+WtWuAG4C7JV0O7AJWldu2ACuBAeA94LJJndhsAhqGHhH/ADTGzctH2T+AtS3OZTap/M6opeDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik4dEvBoVsKDt1ScOiWgkO3FBy6peDQLQWHbik4dEvBoVsKDt1SUO3/8lzxENIrwLvAq1XPMk6z8MxTpdHcp0XEKWPd2BGhA0jqj4iequcYD888dVqd24culoJDtxQ6KfT1VQ8wAZ556rQ0d8cco5u1Uyc9o5u1jUO3FCoPXdIKSTskDUhaV/U8Y5G0U9Izkp6U1F/WuiRtlfRiuZzZAXNukDQkaXvd2qhzlpMe31y+9k9LWtxBM18vabB8vZ+UtLLutqvLzDskndfUg0REZR/ANOC/wBnAscBTwMIqZzrCrDuBWSPWfg6sK9vrgJ91wJznAIuB7Y3mpHbi479SO4/sUuDRDpr5euCqUfZdWDqZASwo/Uxr9BhVP6MvAQYi4qWI+B9wF9Bb8Uzj0QtsLNsbgQsrnAWAiHgYeH3E8lhz9gK3R80jwMmS5kzNpB8aY+ax9AJ3RcSBiHiZ2hnKlzS6U9WhzwV2113fU9Y6UQAPSHpCUl9Zmx0Re8v2PmB2NaM1NNacnf71v6IcUm2oOyyc0MxVh340OTsiFgPnA2slnVN/Y9S+r3b8a7VHy5zALcCZwCJgL3BjK5+s6tAHgfl11+eVtY4TEYPlcgi4j9q3y/3D3+rL5VB1Ex7RWHN27Nc/IvZHxOGI+AC4lQ8PTyY0c9WhPw50S1og6VhgNbC54pk+RtIJkk4c3gbOBbZTm3VN2W0NsKmaCRsaa87NwKXl1ZelwFt1hziVGvGzwkXUvt5Qm3m1pBmSFgDdwGMNP2EHvEqwEniB2k/P11Y9zxgznkHtJ/2ngGeH5wQ+C2wDXgQeBLo6YNY7qX2rP0jt+PXyseak9mrLr8rX/hmgp4NmvqPM9HSJe07d/teWmXcA5zfzGP4VAEuh6kMXsynh0C0Fh24pOHRLwaFbCg7dUnDolsL/AcWRihww6ue3AAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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P2wGtGTIwKk9WsFiRxWkNWG+Jbt35aV67dUTFbnlqMCh3nTp9BE4wnBsBKr4PGcdVrijJo0DodM1olkRPXeSkxHTbHEkqQKm4RHI/19mTNENfzv1ZtwfaRSMi3TpkTKUgo1EsNr1z7lnAZILJpcvxk7n3oXSEIbsdBLu7uZK9c+7ZAIDJRX0+1evqe6iq26eZac3AYa9jTIx+aJY0VOj/0px2ObUqi8TrF0WzGL0sJAACN9w0hbHrYHZ32i8Co5+qI1tApxNJKLuIPHQI6HTAjrZQyHBk3O4B5FAf4ABIMrq9nU4H7PVCAcBOJ3Pwsd8Huh1gOILqdcFeDyICGY2BYEEL2CCS6HCYNMpyGuvvNvGj1dGLQfyCme3LROCDW0choxEwHIaS3MK/Fs9DCYOqJhNgezv31KG7PgPq6FGw14X/1FXIcIjJo38Z7Syj02cSkJHcAejZyQkdcG3r9MzsK4G+hwKSui5pDqy5jj6lmy+TqYtYUZR+vOrw4VzriQ2gytPDY1aSHNBTYLerj192UJpEOrr9LCYgTCYTyDiDwa15eIFovkRPht56ysRejCNbeZZ6ksf4Nk6jzOBglJ0ko/Spv3Pu2ZDdPQTb21AnjoPdLuTEUTAQ+A89Ep2q04F35iYEN3YQ7OxCHR6Ahwbwn3wq9bxl9Wnv9EmtCu3uAr6fq8errS2w14P/zHW9YVb4MhA9t+Szdz97HkgJ0/egCPiO/X+SPxu3Ojowv0ewBJOrwSBUGWQyAXOuObl4OWSUkGkvXQY73fjlJxME17e13d96H3f3yt9HAsHePpTnAeMJREQveGctoEUgw2ExM2OO6jIFu/iUABACgYpCCTzMjGmpU3VZO0aXutSTEufhoUOQG5E9O5dx0phFJJLIJNSRIwi2t2M2chkOkUWRDaCS8WTmAJXhENLR1hiI6EGaNPMlSU6sIepC+JzsLBDLTjJl8yYplcXyzlmR+ddGRy/mZVuMnudfuzafm914JC19sldScttkB6DQAA12diKT5v5+vqS2a40U76gaDDTtBdcHmbCRkKEpMsr4ooltd8M5LNISaarq8s1mdDI9a2jBAUFqMNB6a9JVXvpEHtjvwzuypU2N1rFiJJ3a2pr6Cfv9qYWrjEd6TVBjfA47HaitLXjHjujvilPqFbcOQw364MDQM0uQFA0lsBLcqDaxyEdgAxxGSSSklwSCqRTUBVhairjWbTkJ8XWMhzqyBRmN42pA4ENGAfzRKKLToTfNvS/D9ETxMo6qIkiaKdPO7z91Fez2oHpdeMeOAZ6nTaNZi/+cgRiaFOkILbd8HjwgmEQGhjQUbZKQgmYzesYN17lIqQwqbVUAIqtCUjLZ49YkCycT3V58bVA5hig6h36Hfqirh57nAM4zKxYIVwTNZPRYmbN4ZkosayiJ5AvICxetQpbjhZTxCDIeGRWnC3gK9FMG5ozrWxt70onUFMhYO73869r0qA4fDhfFM2eZHK80u8ZJNhrBFlCaqi9TI5rJ6ClI1v+eGxVCA9ICx2Qy0RLJrRNTBkHDpX0i1MAKmkqqlPu8nSKnsRqQIkDMOLMJdvQsJ1BRJs1TGbJ+nzcLpPwmNAtWsNBZac7+nFaNBYH9PmQ8gb+9HakcGWuIVOSZQSdj2EoDVDS1Y1Q8HEJ1QpOjXrRWv5dmM/q85kIqFKrk6WJeVaeEuhTs7i7P7FUluM04sxYNm5cattLxMqw3NrmjApptXgRMalayiGgJshdhWze25Zjp0WTwqEF/OrS424MaDLTZMLEv2N1djn6exuS2SGrWTwqoJ97Jk/pZ2GynrPMlrmULvoaVHBIVHWIBYTXEwTSf0S3mGM1psExayU5uaXFKadgXJyl11WU8QrC/r23Xhw7NS3p9sAnPcyDmTCPDReasa4UpeTaR3e3AIUGqBUvvP6ie0XkXIxkPRh0aGKlcQXsTk/RBZaRZN/yel7PKbkcnYhwEJCS3jZMvnMfqZjkl4pZsRQc7c6d2/Sg5UzdbRwcitSXPkZCFnBnAmstKufYTXSFiLyAxoNRgMOV4Cnb2Fpqxn5eEUTsSM0Gwv69nxzodeCZEIN5yp+KpaiJpcQjio33lcKVMHrrdqTiRJJOz0wH7fajDh+enS3nl1i41gP0+1NGj4XetotVQAtzGsY8ncd09lsJX7l4bJdHrjD9eCExKnf6cr9uShHf6FNjvYXL+Quox6sRxnVbnKajxBAgCiLWrD4cQwzSFsv0DX6fNTRMyv4DIOIcMh9Pmxoo6fxiZCcQWqFF4gCDWQrIkGsXoawX78rMYyUqhHJ092L4BDkc6mWSsHU8yGumQ3OEwXTc9yHAq8mo54oeBZlG/Kaf/VIkx1VxGX1IamF1Eie8XdoaowQDBaIw8CeM//czM86RKxDmQeq5aio6WP4dV2WQyLu3ci7WVUdThvVDa+xxUix1qvo6eRM0DwOqCLHNepWqx7R50uKU+ysBtRqA7bQQ64cZtJFYS68fodcNk/xSuemVyVNPs5bHDEs4kN8Y81QRnBpoaDKb2s9PRMfKDwfxJEGUwh1AR34+V5Zj9A6c0hq3y5SZoOOepImSaq7o0FSII9vbzJZVxnFiHiDp8GPQ8+Fa1oJo2BdqMoNF4amoOY8dtz6BlYR61J/ARODEy1WkIdDSvLW9XsRT4ejD6Ii0xVawSsywLIjrL/+TAFBglqBRgbPf0lK76m2bzzju3a/VZA8xt03cHtc1GSrPMkchMuDVYS9WlVv24Ttu8M70Ge/u6ItZ4NGV5EZF6qv4eUCSrfEU7gsqWqPWQ6OsCt2rVeKRNjL0eaJ+ySQImiaDJ/oIqqDnJxS1qJE7semTpKsfszWX0Ki7/msB+H+rQoJCJMAnv9CltKTCl6GQ4BEyVOe/EcSDQOn6YNnZQsMBwXhvJKG4b+5Iz8UzVheT7SF4h+QVn2ymSHyf5sPn/pNlOkj9H8hGSnyP5slLUNAQyHM6u6ZgHkzidth2m2myjPcCrhgnsWnbtxfcDeE1i2z0APiEitwH4hPkOAK8FcJv5uxvAu+shc/Hwjh2LfQ+2t8NYlCmQ8I4dg3fyZPT7F70Q3tmvAADI/v5UUSB2Ogi2b+iaLqZpwVogo/NHqW4bVWAbO/i+KVCazEko11VwJqOLyCcBXE1svhPAfebzfQBe72z/gGj8AYATtov0XFiCcybNQiCTSW75CbcQEfeHegGlPGA8njqfLbKpPaoF0JSu1RlNAxY+IzkqSmp1tpKqS9VheVZELprPl6Cb6wLAOQCPO8edN9suIgGSd0NLfQygo/cyH17Vh1riYQR7ezqKkJyqt2JzJ0MpLBJK7M4t5wBPwf/yZb2AOnQI7PXQOXkCk4uXEhep2EKliUjcS26IsNJNC1S/H4ZHl79emklxiXZ0ERFOVRUq9Lt7AdwLAMd4Kv/3y3C3i4SlF6Z2uUye3GeL+JsQXPo+hATqCFdNQ11dPGpGroQ3hZykqrpTw+xR1Y5+2aok5v8rZvsFALc6x91ittWKRUyb7PeNejGCd+YMvDNnon1d7YLv3HIu1E3V1pa2sEwmgB+E9RXVMR2fHeaBFuxGl00Yo3xLG3Neosvd0lDAiVbZd5BIW6ziIa7K6PcDuMt8vgvAR53tbzLWl1cAeMZRcapjCRYKVxeX7W2IE/siwyGC/X34l5+IpmelgEDgX7ummdqUfvavPR1XfcouOm1BUtsq0QYyAVEdyprzZ5eFUl30shBLvig+08+cS0h+EMCrANxE8jyAHwfwTgAfIfkWAI8BeIM5/GMAXgfgEehKJ99TmJI0JG9qSVN2sL8PDIc6e8b3Q33cqifesWNAr5uewFsx7NaWhgZMhnxgIvaMJzBMRACggz9SYuFdKb8uVp2CiM3iFeJ9ZjK6iHx3xq5XpxwrAN5WmopZUAlT0oJVdu/YMaDbgeztT3W2CKMHR2OI5OR/VvEUBmIK+QQx60w82wbTThOnee2sqMp1xJTbv2gbRwfrE+viNIHKPqamEdDvg4OBjn9OWUDZnkNZ7V1A6vouJei0ZdlS4+KpdG+ijPsLB0LJl18KTTF3WpRU3ZobAuAiqaMvWD/1n3gic58tLpoLEW2pMZJ2yuyWYReW8QiQjin34NRACXzbtTD9cr4PyIKz/92eRe53IPs+7e5kRYSyamgN73t9JHoaUqVfQySPLYecVko692cp9uImIUs/ztObVQ1sNudMtTaMHl+MuTvoHrQ8gjJgyz9YU2XpxWmQqHdYKN9yCTq5NXHawCq3u0Xgx3s0HT4c6+ZhF/N5LShzkdYgrO6grpUjbdpK1k5vEOgVWEusK5ILwrxqx2kltrPWNEtA8zgFSBnBiTboLlxmL6PLhQ6YepmSgwFUSjHRZYDd3uIcSUkpmiNRg93ddJv5vB0z5kAzGX2NIfv7Jr8z8WiX4Mlkr9sM+3kDzZvrx+gJCT6VVlflIU/NEumhqUXgX78RdVpzukWoQwN9wAIY3jtxHN6J4zrrvkGopdReTVg/Rk9DFaYMSz+XX9jkkqIYLc6MvmrjaLybTsM7eTxSmcj8uG4ytUWju5/dHjgYQPxg+X2QZgiERTXqrYLG29Ft5rcFFXUG/dxlFHJ+X1MaH7s9nfE/GmvGP3YM8BiGrMpkErr+s5iUvR6Q0qYRALzjuiUi+j1gZzrRA1T1V+81AVW23LZ1YolIrVXH6kbjGd1FZvZ/lRYuC4LrNFGnToCDPiZ/eR4A4D/5JNjrwfuKMzo5Y2cX6HXBQ4fQ6fd0bMtkolPxSPhPXcuV0mFO61PJvBhUs0gVceSYkhsy1M87PLqgYFhqaWsHa8XoAMwLjBIgFnONmiwmw2GceazUE4GMx8B4DHhKV82dTHQsi2lBKEmbs9XtSyVvlPQoziMwirwL5a2EyYE1YXTXWzhPZ7LiFyzw0tJc4dAOo2Bbp/1zawtybAu4dBkAdE5pIPEy0sYMpwYDXUI60O0Ig2QFgpLWlEoqS9Y15ixlwW5PFxtdIdaC0VeOErEZU4FXznf/8hUkETJ4rwsO+jquZ3+YqZevBPOaLMNF/+rUy/W0ujTQI2rhNtX1L19B8Odfgjp6NNW6wm4PwWisG17d2NE6u+lzlGWNcTtMuNvU1lb6bxqQibQqdcVFK9GLIM/VnXOsfcEMdNK0GJXGO3E8jC+X/aG2vgz6eqHmKVApffzO7nSvIHOO2LYbN7JnnCY4kBqA9WN0xXAtunKkMBd73aku0jIah+Y4NRiAJ08Ae/sIrm8DgY5yDK7fAAC48lf1upBJdvhrHh1ZYL8/2wyonJLNddemXJHXdP0YveHIKmNnA5qC/X3gypPatj4Z65aFQDgQgu0bgFKpkrseAv344tJZVIeqDxVkUr1fUCZWGBpwsBi9QTEW6vDhqVxTi2BnR3s9jQlRfF1DHYpaXVlgpV3rpGJvEJspJBCoo0fzM6fWGAeL0ctMjUnzYNVpNeN3Mfd34hh2e1NdNvwlehXDxgIJLD2EYIlorvliXZAWpZhcpCYGwrw2Zd2teo1l1ApCmFtGt6io9kxHT+rFpXfieO3XCn8+HuUuUJfa56gMLIOvwDy89owey7FcgY4uSX1atGdzrrLTc2LVXsgssLfAxJAZWHtGB4BYubKCcCtglYb7shKDq3Pu2fBOnABNCG0eTaEKUnYqd9UjlVKSo0GLcgBRV70jW9M5sUvCGit686NyDcecFyX7+9pOHQSzm8kqAoECWNI9Hhbw8RF1WW4uZDLRlqWqJ0gu+CsYDjaW0WspVJrywP1EyGxeWCpJCGynteLXYqerTZFjZCcp1w07i1W9nkg9tRctSjL7wVBdKmCeznbs93Xv0GTqGqljURxVJG/RGO5zVagiaowEUSnrZaspRSqm5WFFlYA3VqIDKNwwq/O852qX/c6ujk7sdfXvR+O4/VtEJ1t4Cv71GzN1Ud1d2QN7vdAtz04XYXvwjKz7vIL7i9Z/6XlaVaqgL7Hb042GR6PyxbfmDB84GIxe8QEUVl/GE8juXuiWV7Yuo7UihIthheCJp7RnsSjD+b5OvLA0+XMklSyyM1ysiGl5i5KdBYMbO+WjGakSJU9UaRoOBqPPg6KSwlUvul2dCjfS3S7UkSO6d+jedJOu3POn2ZPtQrOJoAJkxjs4qG0AABU6SURBVALbPbzTCYWJ6veBTqd6Dmsy+6lkNtTaMHpqa+zUA4sxbrzedvw3tkyDZdrJ+QtQhw/DO3MGPLqF4MgAnATAxId35cmIMV29P1G+LbUIZ+BHk4FNZk7YwNntxWYMSLCS+G5dq6ac+uDSGQyHYB0xNGSlGaWhomNByFtEOfvY70/ZpoPdXbDXhSiCu0PADyADrav7Tz+tO9Q5zqPYYleCYi57W18y6RdwJXxTpf0sBFJ5gE4ZDhbRCKBxSEpiF7N0t7RSd2kBWdvbsZfSedZZnaGvFPDMDd32JQgApeAbvT1pOpOJLhutBv3sEm0WSjfZhS18JFFr8NSp3krWZcd3V70Wae6v4hqCCvQACWPkN02iz/OScx7WVI/Q4UhLpL09yM5OmKkf7KQU6HFMZ2G1rlnmOENLKLmoZqtptmHVGhQ01YN3tT2X1kKiWwaYx/Y9hRKDJDN81VThQiBQhwYQEahjR3WL9d09BLu7xRZfhpZwgDkS2+rugGPxCMtnuIszw/gNTJ3TrVlqmHncWazkAF8LRm8sTEtBdjqw3Y3lUD/MFkLVkmyuzTwQUBWwxKw4yz4VJNjpzl8tLK89etFTzEfBirGIabuk104Co7sHesEpRw5B+roe4twQCds6hjpuUwK2Cjz7znNugXf65HzXIHWA3Jzveiajk3wfySskv+BsezvJCyQ/Y/5e5+z7YZKPkHyI5LfORd0qULqTXNSeEYrgzj5w9RlMLnw5+zdVXOBNU0mSAy7BiOx0gIkP2d2b7zpUuq5jLKhLlba8FDn6/QBek7L9Z0XkpebvYwBA8sUA3gjgq8xvfpFcSm0tjRUueGQ41Nn+o7Eua5Ejeb0zp5uZHDGP1LSMZ0tl93qQ3T3416/PdU5dnVhi1rawsXAJzGR0EfkkgJQqlqm4E8CHRGQoIn8B3Vj3jlIUrSlkMtFmyZ3d7GhF4waXZ67XX+W2BtDzqgddBU7oglE5KpeNNotwun4FCaIFt3NcUcyjo/8Ayc8Z1cYqYucAPO4cc95smwLJu0k+QPKBMZpbbrgsZJid5qb6fcBbXaHNmbASdN7T9HoIC6pWpCPV2+zuL4mqjP5uAC8A8FIAFwH8dNkTiMi9InK7iNzeRcVuZUgxOdawWGO/X1m1yKvHYstI8NAhqKNH4d10utI1CmOWDd92mjPHhU19FSuH0toCSXM1ATASXHf2syZXFWWFKeqguhIZYpUYXUQui4gv2lX1HkTqyQUAtzqH3mK21Yc6bel5mEffz2gCFltQZbUyrzNWe1Y3D1eCJxd7q4SV6MkQCLdNfElUuiOSNztfvwOAtcjcD+CNJPsknwfgNgB/VImyFUKGw+pxGTYIK7VcXQ9q6zDUsaPg4UMAic5zb4X3ohei86yz8G46bfTS6j2UABQfLMZ0GTKSiYOvGoob5oXOCS25VWheDZlbguku4gUx02FE8oMAXgXgJpLnAfw4gFeRfCkAAfAogO8DABF5kORHAPwJgAmAt4nM78VItndJIbIx9uW8RWaws6vt7b2eZrDxWDcA2Okg2N2rR38PpWB6/fZ0ooPEM6w4m3W71X6XQo+IE2RHQmz/Bwl0nm1JyT6T0UXku1M2vzfn+J8C8FOlqAh/vMRY7DRGMC/buvULWUYyOlGkFvMMfF2Ozq19bhsBHD0KtXVYV8YFwjQ9dWQLsrePYG9vimltJ2YZT+KJEcm6irOQ1pk5OavkqkC6vJ46dQKyWzEv1HkfEggIP7SyiPFAh0kpFFB1SvFKs0IAZhCu2xq6G8TocvW4v9nREqmMtSBkMMTT2MJF1MxrmuSEIIDs7oWWmWBvX8ewj2yCR8qA9Dz9OwkggTKLs5ocSwWjI21IM7sdBFefrly3kZ5nAtn0bCKBxOzoYZCbmGMCKaVeNYvRC0BnztdxoumQXnoKUNU6ualBHwiCKBy3iCdTeZpRlNIZS74PdfqUtkHvXdLHmO0Awg52JLWUs9GRIgCRP50vKJ9UmYpk8sz1+bL8PQ+kJJKIEul7bufptU6ly1FdJOEZi6cQFktynrqWK62Up3XkUbkqV1anDov+O+ljsxhLDfp6SjZmNCrq3kXmRcpE4uedTPTxlm7fj13LdoqLiJNQvYHvT806mZlPzu/zwH4fmEzgX702/xopkKgOjqErzLhKOffMdVsCzWL0ZSLZZKvX1cFZ84YRUIXRhhIkwmiTOnavqweWSaaOXZoKgDMYQ8tIPLIxlV63BoyxNdsoyPBwMrznSgtgZaoX7OzWYwhwe8kaq0suXRIg3jYhH+vP6BXK0YXHOy8oGA5Bq/PPQ05S7XFzRxPXtk0D2O1BDXQ8u10feCeO6/qNvq/LQ7jntfEkigBMdpLRZ2UyiQ8Gq/Z4SqsF9r5F9D17nrNOmK3a6E7Vfd2telbm1MyTMZLgjkpqaZ4q+eGqXyUH13qG6aYx47zWGrOydyVkLaWZ05gnKdkHfaDbTQ9FDaYHMns9vXA2jhV60VQ//XuXURLHSLTIK6wGKJpmYnrBXBmOGdTNrAppiemm6a3ky1Rba75ET0zNkjGStZ4+XwdpO1V2bn4W0OnAv/KEXuOdOK4lcFqH5goIF5W9HoIbN1LDBrJaxADlrELi+6AQQZYnNqkyzQA7Hcj+sLZnEWZPOdlVU5LcDgDP03mjFVSl5jP6DJSWSIVOKtraYRlqMtG6dF2WCyoTeuoUCw331e/8miptXRE2/ieooweqVbUCcb5rMykA/UzI6XiWit2t15fRY63HA4Bd/aDE2T6LabLaslw3FbkOH4aMJ6F07dz8LD3dj8dgtwt4Xn6CRRYUdZhBihmTvZ4uhlRXQc55BiapS2BvHUZw7Wmt19fU6JfdjtbL9/chQrCjpum1MS815BmsH6M7EkBbJWxXYrfIT8EFS8b+wJaISzCJf/VaaNJTvW5ll3ee6iHDYT1+gpogIx12HOzWZF1xz+02S0i21WRKcoUiKIwLs4JoPqO70hlILFKi0S6BaCnhYdqenHfeNGRIQZdBg30f2N+Hd+wYxPdrk3QWamtLl9Qwkt1aO4DsUGC1taXvy3VczYM0CT6P+ubMoGme43j1NCfQrKTNPA3NZ/QcxBagJrKNnlqqRJwr7toizcbe7cTuQ8ajmR7bugdbrVA6fjx2D27WUCJGpxBjl1Bp1tO86CAWTy26etaioLa2tMXESTdLtjIMPZHhj2Y4NcjpOutAvKhp01AhhDgMvU3OzLaeZBDN3DMTKpaYYbR8GCeHuAE+QOymw1jqeeO5MxDsmJLHga9fXJKpAT2rdDqR3deZ5r0Tx8MCphHR2kmUtBP7T12FjMbwzpzRKklTULHkhtjQBcdja2vBh3HnAGyVsqSNfN4OJevD6FlITnGxxeriQE9NMy2Q2xEuuLGTqeqkmQDF98GOFxVEWmOE2fwWaVLbxrgsAOv7BK1JkdR1t63r29YxNLmFMedDXTZqpRMk5MaObuUSaKkkvp+bnZRZHSCrz1HgY3LxUnhN78iWZv5bbtbX7HjAeAJce0Y3K0gsilPPu6wkFauSBea5BALXrDIVerxAJgfWmdGTMJ0nwjp/SXNjnapM2AnOB8c6tBeeBwJ6AWmjArO8kcnTFQmqCnwdm0KCu/t6Jpv4kTqXMSMsHW5AmZsZlLI/hFmoxnT1mrF+jB6WDnZervWqTaIEDPF9ncQgAhnV3LnNDQZLmvHI0m51F7bjdFoIgLWxB4+fj18ya0ZIu+dFS3MnZjwYjSMdXHlh/6LYcXRizoGYJSXyks6febb+OrqLRKNb65AIC/MsA3MykownhbOTYovuJpSPtuUz0nZZHT0ZxZmsJbOgtdWBYnQbchrCSocwuq8EMyyqgOmM89rkijyEVh1ribLrkzKDuc77s8VAe734wtkJwBLfnwo1DqMuUXOsUgrWT3VJIqkjuObGMMnWhLN2SqTJLWKKL+BRLBICkKnTl/FY1q3K0UrshOfaJo+kSHIgxWy4oPqZ6y3RzeIlZneVIJaZH+YbKmpp04Qp/iDCWp38Gd5NxyG0qIVnGtZfoqeAijo/EgiL9BCIP+SCFpEWDszzC7ORkiVD7KJR/EilcrFgE2IeDhaju9lBNrnW6Imx9iKep6dZIl4DZZ0Zv0zBoqrnpoqy9e2+KVUl/fe6n1M9IbdVsJ6M7pY9QIo5yoAeIgnjZMkTTnkKq7I3rdB+WSxykIbP29emWneb8hC+g6xnGDYfq1bqrg6sn46e9UKtkyhZqyWlMmzoYFEqKirf6u75sKbMRH3yWFBdMsZIefXk3daAZlBRBlkqRqx8muNgsOUnVCfSywMf8E3WuSkIBM/T9us0qbTuas0sMMmstvi+pKhEjiBJ6uHLculvRJ/RPIke+55ovkoVC/+UQMJ+oTbhupZKtuuIZCy8rRaQ9hzyHDq2U4XtVoHlWlbysH4SPYkcSevGelAZhrcZMq6b3nZsNrb28Pe2StRBluYWzrpnOgvfGfxZWfhZtvEVN9K1WH9GL4mY6dGNhU66oUOphuyXuwmYZc1Jc+PH9q/O0uJi/Rm9gv4cNYGK6g7GAsS6pq+ldWfbMNMi+vsizXxp187clxEQZb4Xjq7M279Cu3hZrD+juy9i6qU4pkcfsZcflp824b1TJjQ3MYBKJ13Hrpvi2k6lYYHIu5Zb+2SqDkoQ35Ssgz7rHlRirTN17dVL8CTWn9HzkJS0yapfbjaS6zyy1oSExHLLvmlGWVOVxrWmuN5Om6xsj0kiGTTWQIbOwsFm9BwkJZG2t3eiF250dwkQk3jWCaUtOF74smOxNk1k/qQJ0X5GTpCYhWHwWGWtNWJyYIMZPQu2Qi2QYABXz3XzH83ClSaNRntnCzJ7WfNdEk4Syuxr2fMWoC1lgZmWsLxO2BxGz9HfgXj4QPiC3f5ENnMpgG6wFR4cqTNUjCR9dOJsktLMcKUqflqnWNoux44tQfEQh4abCatipvggeSvJ3yX5JyQfJPlPzfZTJD9O8mHz/0mznSR/juQjprP0yxZ9E4uCDQ8Ia7lMHZBiWrNhCGFbbzX9lzi/+VL+L4XWiAyJq2F5FhrjqmenE0uGOEgoItEnAH5IRP6Y5FEAnyb5cQBvBvAJEXknyXsA3APgXwF4LXR/0dsAvBy6y/TLF0H80uCGEbjMIzpHNVMYk4hlBmeoJbMYKzc5werZswRuckZLDtKG2LsXhSLtFy9Ct0GHiGyT/FMA5wDcCd1/FADuA/C/oBn9TgAfEO1X/wOSJ0jebM7TXKQl5RqEXlVEOnysrUqaHX3GNWKb07SKuhe0CRVr+nopGfgHiPFL6egkvxLA1wL4QwBnHea9BOCs+XwOwOPOz86bbTFGJ3k3gLsBYIDpQkALR5qESwtcQoIRY9F7jo6cImVXDjeO3EGjLScLmlkKMzrJIwB+FcA/E5HrbhsSERGSpd6uiNwL4F4AOMZTDeGMOeBIy5mScZ6BkDVjJHT/6NJr9mhTm4/NH3tYiNFJdqGZ/L+IyK+ZzZetSkLyZgBXzPYLAG51fn6L2dZ8FAknKFBjZFo1SM/Or8KEcy8Ul9mdu0EoYnUhdEv0PxWRn3F23Q/gLvP5LgAfdba/yVhfXgHgmcbr5xZFJa1rVZnaJYX/KpFY4vzxdUSQ/nlDUESifz2Afwjg8yQ/Y7b9CIB3AvgIybcAeAzAG8y+jwF4HYBHAOwC+J5aKV4UqqoTOeU2GoMNY+o0FLG6/B5SXRIAgFenHC8A3jYnXcvHpiVbbBgaKH5atKgfmxMCMAuzvIeFz9OqCXNhQebFVqK72JS0uQ1EK9EtWh39QGNzJbrL2C2TH3hstkRvGXxjsLkSvcVGoWX0FhuBltFbbARaRm+xEWgZvcVGoGX0Fs3BAgPiNovRW3Ni85DG3Atg+M1i9BYbi81zGLVSfT1Qs1TfHEZvGXx5KMukOWVA6sp5bZbqUuQBle3+3DL4WqOuYkrNYvRFoWX2jUezGb1l0BY14WDr6EUraLWoF/NkCDkZRmHFNFuiI0g0Ri6BZkv0FpuHBaUiNkqiT62y00Zu5bIUJX7XSv/1QIl32ihGb9EiExIAMt2epyiax+hhA9wVdmuuIv2bkFTtPrOcVi4Lue4SUKiLXgYaxeixG6FKr6ec1e5w1WgqHQcpN3aOgdooRp+SRsnPedvqRBPLym0y8hjc1n2f0bmmWYxuen6y19PNsOzi1O30tgyVJmsmabFc1ChwmsPott+lD20v9X3dYMrph+keu1Bmb5m6Gchbr2U0OchCcxhdBDIe6Y9uB7XMG2yZcZNBzwOoQp6ZhcYoo+wUHHNhk6wGWDlaLBZuBz7lxYP0qECvOPtSGsAwJJ8AsAPgyVXTUhI3oaV5WZhF93NF5EzWzkYwOgCQfEBEbl81HWXQ0rw8zEt3Y1SXFi0WiZbRW2wEmsTo966agApoaV4e5qK7MTp6ixaLRJMkeosWC0PL6C02AitndJKvIfkQyUdI3rNqerJA8lGSnyf5GZIPmG2nSH6c5MPm/5MNoPN9JK+Q/IKzLZVO0/T458yz/xzJlzWI5reTvGCe92dIvs7Z98OG5odIfmuhi4jIyv6ge4d/EcDzAfQAfBbAi1dJUw6tjwK4KbHtXQDuMZ/vAfDvG0DnNwB4GYAvzKITuvHxb0D3kX0FgD9sEM1vB/AvUo59seGTPoDnGf7xZl1j1RL9DgCPiMiXRGQE4EMA7lwxTWVwJ4D7zOf7ALx+hbQAAETkkwCuJjZn0XkngA+Ixh8AOEHy5uVQGiGD5izcCeBDIjIUkb+A7lB+x6wfrZrRzwF43Pl+3mxrIgTAb5P8NMm7zbazInLRfL4E4OxqSJuJLDqb/vx/wKhU73PUwko0r5rR1wmvFJGXAXgtgLeR/AZ3p+h5tfG22nWhE8C7AbwAwEsBXATw0/OcbNWMfgHArc73W8y2xkFELpj/rwD4dejp8rKd6s3/V1ZHYS6y6Gzs8xeRyyLii0gA4D2I1JNKNK+a0T8F4DaSzyPZA/BGAPevmKYpkNwiedR+BvAtAL4ATetd5rC7AHx0NRTORBad9wN4k7G+vALAM46Ks1Ik1grfAf28AU3zG0n2ST4PwG0A/mjmCRtgJXgdgD+HXj3/6KrpyaDx+dAr/c8CeNDSCeA0gE8AeBjA7wA41QBaPwg91Y+h9de3ZNEJbW35BfPsPw/g9gbR/MuGps8Z5r7ZOf5HDc0PAXhtkWu0IQAtNgKrVl1atFgKWkZvsRFoGb3FRqBl9BYbgZbRW2wEWkZvsRFoGb3FRuD/A1F1zjnYVE08AAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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GpyH93s8ouenmzbV6RRf2EOuyhAngpDFi/bY3AT0NEkFWrwjHFNyTRlzPiEst6BzC2dinayZC3vexd3Th2Qw3nZvXZDxCF0uoa6q33gYRsmefQbdnrZdjawsIKtDaGlrX+Lv3cRvr5GVF7hyjIkd2ZvagbK7j9hZU8fNBtz5orBHRby7BWGZUdBI7dLFooqZaLoP3JIkNnIdKs4/ycFSu4MPT2Z98Qe/fzGMuh/uMso7KM7EZPzwM2VO3jPjk1Wa+ukZ3d9HtbSQs+1KMkCI3QZtOcVmGLksL12eZ7bt5HfFqq0HUmUNQxz9zAxVB6hoqj1tbay9xuTR34mQCRdGsLFouLYqbZTDKGiYlQYUQERs7gFdcluF3Z7jJGBkV1PfDw96jNFjUuD6VIKb3VbLs+Oe5YDLYJRD05CaK9EL5vchgejOzDIGWOZj62KdTxAn1nbu2fW3T3HqqZhDO9hpVIltfg8yZqhCyfSxkPzZ1aFm2LsmxzaK6bmqFzBbNOKuNEaLgZuFSppNGj5U8xy8WyPqauR6DvaFFm/UvmYM8b65ZXKD0rpntoPM5Qm5CHozUGB/Irm2gtcdvb9tnxmMzlMulPXAiTeT2UEhPRxcHYknjfWrww8aTL+iHQMuDWXmpB0V9l+Mta1N0OsbNzeWosz0T7iAIHW9BnOmLcCuj/u7VfOLizLPiPbKwGVT2zADGe3sQqooi+Mf99TXUZSZg8cGKZK7dGQr4ZYk4wd282V5ARFWZOzQ+5DGKGghgjS5ethlIOl90vDipUPvZbJ8hfyB63JqOeqh6uPvxglmPl1rQTxSgSHkvaxMYFSb8LpkxI8TRGFLi0HqJFKHeShRy7zvnbAJJqrY6RF06jFNqb1FSEagTclWcsUVMGIPdoSpI5sJ7K0L9Xm3sq9yQK7gsx+W1P6l48gT9sPB0XtiPm+qI8XWeI6NRq3LcvImMR9T37luA5sZ1mC/MuzIdoVmGe/YpE7StHWQ6JQuBHcYjdDa32XaxaFYOmU7w19dxO3N0axspCtgYwfYOAP4Lb5rbcTppop+SOXQXE/Iix23tQeaon7sBtZI92LUHwzkEQDy4QFGY7ZmLdG+vuT4TfI9MwjHzhX02FFhyG6PGU5Svm1rCqLBjH2yhyxI/myHFyKKqIdCmiwUynbar2kFIV7tDWZDHr8JwHnjMWD8PEdEgrOtWj85ClSwPWphAMypaI48wGwZ1I6beNTNnVSFlDWUFkQKsalzy0SicXxr9uTnGCWTOdO+Q2qe5Q3w8R0sDiEZmA29pdxqEl/iZo6KU8VpSofTJ5zW4X33gtYiDsmwDURcMOa278wA8cTP6oZE39Z1lvEPDrWtTJcIPW9++03C3taqQrW10WSKZw23vIvMcWRhZqX77tp0kuO80qiAEsliYMbX2yJu3zX9fVTYzisCXvh/NLOqpZUn1xpvmirx106gGLrNzZoJOCvDgZktwDn9tDSly87hUVRv0qWvzxkRB9Wr6eKIO4V2T/2rH1OiyzQPV+RwFXHjA6uAKxWVthQECrbhcoiVkN2/aKnaQUXkIHeNRGaLwBAr6PnSWyiMWqHSWi5HFhqFY2IMQw+YilrxQVaZ/x++KQh187ZJlNutF9SCz5ApJv6cO/vyg90sxMtUizIwSg0k14EBUofToSNAig3EOOkH2FohU9rmgs0t8gPv3JCLOCvEQJ7aSuIS/4n3n3rjppDFI3WSCrK9Rh/ukVWXq32nQVzsPUU+O5M2cEE+8oHdcVnHGLVfs0ySjh0BnnU5wIaSuN68hO0WydCv+/gNwDnfzhr0XabPx4QieE5yz/1lmD4yq+cSDgSqzubkyN8w37tanptLs7pm+XxinBZFW9clt1dDcoa6wWTdzpq97D5UgXvdz16PrsfZAUHmCOmTGdR7Utbo1toOnJrtx3a5hMkGyjHpnF9ncRMbtqnCkjn7YbxUZmrSqycErw/lGTZ94Qe8jTY/bvzMRC+e6K0BY+v32Dm5zw3zXqoi3qGITRVyWFt5PIc5m6CxD16fIfGlpbWtTczsu7QGTqBM7h05G6PWNdmi5jUUlN+5MWD187sj2jB5AHbwzcQaPOrRXJKOhGUTXZf/amxUIWiEXZwZrXUNR2EoUHlo3KkIktZvo0bn0Y7AhG6SqZH/GPoiFek5G6eUS9LQsBSdc/jKHLpb43V0T2pBsrOIg+r/zvIlSdn3LNcLYOOiba2ReYcs8JTiHbu/YajOZmLoxGaNZRr05JttdIIvK1Jv4MOVBYONMXHmoavPD162xqanaEg1WaPV0COzF4Op0rqvmhAc9TUZpBCtzjefmMHqAjEbHFvTO77Gq3uTKD2l7r88g8E++oB9ys6yo5wGuSBHwtRmMyyXy3nchsRjoaATjEbK9bcIRZrQmnL++bjfde2M9OjGVpShsBXBis7mqBWZUEQ8UBYwL/Ibty+/PTHC9p7o+Rp1QrWWm9nj7TD2291y5RrG9hMqTvX3PBPbpm0hVwxtvmVHq9t+LplpAVBVUW69NvN6QUSVFHuICQQiLVmVxk0ASC4a4n81wa2u4a5sWVLIvO1wYk98iJpnH3+fQqGmoTXkWY/aJE/RDZ2kndMhzsQDnETOBVpX9+P0intEXXVbt0i9iAhuWd0aFvZfnEHRtyTJzTYagjcQgUlXBuKBeK3DLGllWjYFbruXgoFwLs2zmkFrxhVCPhHxPccsMKRwZQJ4blWBZmYEc3Y/NRYWZ0EnL0VEPtXaFPdB5gdYIT+9fvBfTaXKPa5hn9oBMxo2RKXmxMm1vJR5yPusTJ+iH4ihVJbH6dbns6IGyZ3zz7No19OY1/LQgi2lsu7tN3RSyLPyYC7Suya9ttgLiPdm9XVgEOuzNa/j1CXJzE80E98obyKggv2dhdZkv8etTyB0IqDOBRqBcE3wuSA2uBs1geWOEeKV4cxQoBaW5QMdjU7Mi69KbetQ8vK4bpaWuzdOSZfaQjIqugHsziHW5bI6JRreMR3YvfG389YTDHl2Qx0E/R+CoFDxdFf09AS6XoHN8vbxxzdkGUlb242M6smaxBost4ZKFJTb5cZpEg0Cu0kATkDwzP3fmjF9eZGhms74WOTKb2+fmC5vtnaPYHtsxAii4MkMd+EJwlVoQK0+EsapbTkt/JTsEnVxYaANRnffaAJTEIJRqG4foG7oXDQ3EsDPgyRf0FfXHj+OZ0sUCjVnrgN6+i9+bo+WSfOeWzWLRlecEPDbz1TVaVmRP3TT1pA51FicjtMiQeQm1R2d7CEFuN9fD+SojdBW56fHTiSU/VzWjz37BVKhkdibLWh97VZn6EF2M4eGkru06MhNE033DA6va2B1pYoVEdcYl6po4dHcXvDfSWKAWN5HY6aTR96UomtiClhV+z1SVWISpvv/AttfWDqwcZv2WXEP8kiJHl+dc/SzBky/ox8UKBl7HWB2PkapqSzeEGUzrUOi/rmkK+Cf0WPIMHY/w6+OgvmAGYpGb3q5q7kYnln0UBDcKeBNiX5atl0d9oBh4+0zY1vkCyduoLHUdhD5pRuB9MH79SuN0H9RzIBMkqjcH3EsND3mndnzi3tWyWink9rXBJdp81xHuxjPiyRP0MwQSDprtZTyGZ27iMtfWMyxrNBhVMrWyEjpf2Cw8WTMhW5bo+tTC9hB85OGkdW0PQZGjX7AMJXn+WTTLkGV4mMrSwvDzRcOFMUEOno/M9OfmGEA1b92OIqZuBWpAI2jqm6hrU+Iu6DYd5mIZVgZxoFXzkDRoyGDSPIQSE0ZCubyUiuv39joclcNKahgDs1dl9QJZkk+eoB+Bw3R07VEAmvcXC1NBIi1gVJgaErOJ1qfIqDAXYpxpnGsMSqlqdFSYYOfO9OY8h7Iy9WIU0tx2Zqanl2H23pub0aq+TQSJVQFiqellGfjusZDoMqwuYRxeW0PZ+0Anbj0p0lvJGsEFU4MgqGbtrC7B4N63CqpHK/svIjAZI0XeuBdjwvmZ0/IuIHH6cgn6YbO99pJxxe2vER5nlDwz7kro4emvh7Q2D25nz4zJwBX39x+gyyXuxnVkOqF+9joOcPMJ/sEWulyS3bppNVfuPzBa7rJsqxOAeYOWJUoJi8h/D5k6i0WjJ/u9eWfMjWimBmIotdEeJK1aEHXy6HZNm4U5Wipw3nJ67Lq1PTYKcZHjisJqz0Q/epbhJmPq5RI3nRpteWtn9cx+hDCfqGzGMXC5BH0V4s3s3djGmFqENK+qtiyi2Qz37mfxawVZ4K1I4GfotEDXJ+h0hAs8cXf9WpI6ZilxRe2hyJHnnjZhCdlDMg4NcIsRUlX4nTBGJ5ZRlLn2YetnRznBXduw6wjclCYIVFVt5w3t+smbLCvnzEbNCIKfPPhx9k49SunM77Xh9zQPi7f0vDSLy89mSKBLRNfkgepLb+LpRk2PyEY6BS6XoIvjMD9bOks0GTvYkgs04X0VQYXmh5cQPlfAT3JUBLdlvnBdmyCzObpYNvxxP85xaxP8tMCPMoo3H5iXJcyAUgi6bAVJRIw4FcP1mnSkSNst5nk77oxGfWmyn8S1pe7irB5bziTZUnaxCWMxukWzbF/2kd0gMRWK4HkKn9Wq6hZg0rZAklYVurOz/1wpOtyWi3VZXi5B77dC7LVkSZf9NHrn53NkOm7fcyBe8bc2rZjQ1h6yKMl2ZvgbG9QbY+qnNpFaKW9OyLcm1GsWzBm/eq99QESMoDU23V7vbxmdQByUy4biizOezcoyz3XdJlQsSzM+i6LzoDaRV+fbpIh4rTHgE+8Hyfni5+N3OUG8CSmjokMBkOhbjxlLeW52y9rUkshXkbB6qombTA6MmkpedGb/E2UjHQNH+p9E5HtF5G0R+bnkvVsi8uMi8tnw/2Z4X0TkL4jIyyLysyLyoTON7iFC9hbJ66WF6CtvhCqwVDfn8NOCappRbY6p10f4TKinBeVGTj3OkLKyWollhXhvrMOUlBSNtUZvPoYLMApl9Iok/0m55KkuHh+a45x/381IdPkIl+ao+q4PPkUikP0eq48Sx5nRvw/4TuAHkvc+Afykqn6HiHwibP9R4LcDHwx/Xwl8V/j/cJCWV4DuD9XX0cdjW37LpRGWnCN/34uwLKlfec14LmtT3HTC7q96Dl8Io/vGMswWntnzY1Qgn3tcpax9/gGyu0f16heIpafde19A18fNw0IZkjUKK3endd3UajywQ12R2+xWhgBS4uNvrit6h+raZue6dSM2unpasSz62gN1oVE/Qqg/uiolpgkm42psgfki0Hpz87YkdXAi+iSswzgw/Yq/XQ/Z2T0wRwq6qv6UiLy/9/ZLwEfD6+8H/jYm6C8BP6B2l/++iNwQkedV9Y0zjfIw9KmfB+7TZI2mpbkS9MkiNyEaFbYkZ86imyIUWxVSe7Ldlh8znmb4TMBBvr0wT8xiuTpAEmi+frHoltXo8Eu0ew2N/pzuS9SDuK2Jenac2XtF4OwgqCrU2qhJEpM36Aqm9pJaHkecVkd/LhHeN7HmugAvAK8mx70W3tsn6CLyceDjABPW+rvPBfuqRKVc9V4XOv+Lr1jQxnv8V3wp9TQn+1v/GL+9zcgG3B6vSvGz/7w9F5DOXTIemxflnTu42/escOlk3JSjdrJus12YgS3hOsn/xLwlaQv1DpMwRlgb+nCg2zYJ3kbz7XwmshdDVlLDYYHmAWl6pUbjNqwSCm3u6cg8UYRaNWmzM7exhmSupQCsr3dqxBzWfKDvTkyj1uIE5WyVvM5sjKqqisiJLQVV/STwSYBrcuviQmLHhOR5y/OovPHBQyUrnYWMog5HZLWBJONxo4rovOoagslM3NR5CXp2U7OlqZ+4YuZNV6hVSRarjo9jdYSgUJKAET/bu5aUQtCJdEbqgvqWFBfGLXHcCfqqi2Tu2OzGxyWV7q2okojI80CoPs/rwIvJce8J710cejek40LsWe4dcn9P75PNTXR7G3xtGfiAe98LJgx37kFZ2Uwl5vPOnn4ayVxTgDR/13P244cqtjoqkLv30UB4oq4bN2ak+spkYrVZlstAnVVcFmqshCymdiYObsbUAHRt9LJNsIjRTtqHqym4tDoy3Nyf6MmJ4f4w1nT1oHdMx8MSDNRYzrpfT36l6zLu69km6XanofKG5TMAACAASURBVPEpcVpB/xTwMeA7wv8fSd7/VhH5IcwIfXCh+vkR6Bg4/SBEbxn0W1vND6OvvoEbFRbZ3Kf+WHaNxGSN+Pn7D9Dakz1tzEcpKzPWxmNbEZzYcl8UuPU1U5d2LaIYCw91Si6nRqQ4xPkmQrqy5klcAaJHJ26rAL5NDewXVoWWLhBpCD21pinx4VwwiL3RGqJRG0lugZEo47GxLr23qGnk5oxGx+oaAo8gMioiP4gZnk+LyGvAn8QE/IdF5JuAzwPfEA7/UeBrgZeBGfD7zm+oq9F/8jsurf4McsidS3+AIzPdVfe1f4kehcaD4RW5vmlGbvSV780bjgh75pN201D+brlESWa9GChqIoiBLuvamRPYH+IvY6v3WH6DxmBtPD3xPNBVfUK0WML4SbwuQu/hiknW3rdFS2OpEG3T7pxz+O1t67kUKoKdGOcg8cfxuvzuA3Z9zYpjFfiWsw7qtDjSb3sYtyItd9zrYNdHduN6W4Yu6OPRAJPRCJ0v8Du7Vmk3lopwVmxU6xp39759l3ozVKHJDnKxbUu/LXtoFynRb+58y0wcj43BuCxbIa5ryz0Nqk+sRhYN7mbstA9XE/3MVjxEfcRiSdHWyFxTZ72+e9/u08Z6q/IUgRR3GpwDq/HhJu49bPSZe32/eorU7RdLyK06ZeSqxDYvo6LNp4TWMxPVpjwIQm4znlX0qjuqgUa1quf73od05k7R+LqjAAfdvT/7HyUw/QAUNNyZ/nd13osrT8pPDyXt9nmEHhGefApAv7XIIapLRz/t70tVl8jGWwGtKup33mm2s5s3IZmo/FaoMe4Eihw/yXHLkJTxJe9HVI2uu1jid2fGcREHqbrkXBPEQqTJ9Im6t98yDolkxr8hMVz9bGY1zzc328+obzOXGp06cVmGmTwGjPxi0T5s0fWYFHYSkdDWMXiMliX4RavOhF6kuDaDyC8WZLduHHhfD6vYsP/gk1MCnnxBf9wQZy1JGIExq0hDBa9o1KW6bURaYcA5m51j8dPoDYyheOgYko0a0ZSMToJPrscBioGohFgWS2b0hbwPM5yToFV6bMIpcunKFI36c84cOi4ulaDLQfyL5oDkJvfamZzsi5Lz9AylSNvVEFiRMhQecg4/HVmJi7It4Elww8V2Krq313Sai9/VD+dH3njM6HEb63aevT0LVEW2ofemXjlvAagit56j5bKtgiCC2zT6r967b+cejaxf6t5eW4o7en+ywP1pqvYm1x9WBLfC6NSqwr/1zsF20kkMzlP8ZpdK0E11OSr54jy+KHVTanc79AJFxDKVctcIvRaZhdTVeoWS56bDi+CSchpaVa1BmFlFgU4yczASs9jKJagKkoyp0dMjHVctE0nyVgeX2NArFC1NS1sTgkNxHLHrRhsAS5Ku4/Wnga94/rTESP/+P8TZ/ckT9MNuzEnqf/Rn81Pe9E6NcZJwfJ7jx/Yn9dg47rnDX59YHRdV6rURmtn7xf0NqLy566raEkGcoJOx+eT9/vHqdIQsKnj7jun6mxvo9g66WOJCkf/67r12NoakB6hDblxHQzYVIkYLCIkdUhTo2rRJ2m4qBxR5w0Vv+ibFnFVvXiBfWusafeFZ8s0Nqld+uXHJpuM/sDqX9Fbmc3ggnjxBf9xQ150cSVmbNN4HPykor43I7+9B7ihjk646RyqPqzyqYm5uESgy8NKoAOatcfgilIwLwi6L4Nqcl1aPJnOWh7pYQp5bQCo8gDHY09RVDMkpImJFS1WbWTly4iXPm+tKVRxIOTOWY0viVdHoPpzPLfi0rCD0gVoZmX6IuFLuxUP392eQzr6Dz6N13bRDBKwr9MTcjn6cU0/sXFLW1GNHPbYkCV9k+FGos1h7m+Xz6BbEZvU4k+cOv1bgp5a0jfe2794WujMzdWe+oL53zwzVzfU24FMUTbCmiaimjbyquimbofN5kzKnSSQ1UhTMoGxVH2MtBsGNtIagBpFlZouEe+Mi0a25UQeU0rATH759ClyuGb1PxT3q2BS+Sxc4Lp1VesuqzJc2w07H5A/2cIuqmf2K3Qqfm45dXitYXm9vf77nccswO9bKqMhCQNQekmwRXIAeuL/dZAE1nTZGI7JYcKisLHVPcmsdqWr9maKPPDX8or/f+zadL8+sWKpaX6SmFF9cEWK0NXyuMUwjUUxDzuid+9QPrIuGTx4iYB+N4bxzRPu4XIL+KODaagKRAUnmrNjovCTba8thZLPKkn9mJdkkRwWqqeAzqAtHthQ0E7KFkpUjZGnqjZRWQ6YxBEur7ehCj1PmCxP6UKa6KS0tYml8ddD7Y0AohvNDwkbU/2U8bmfjUZgzVKF2DY8FCIZvKKwUA2ARib+9frC1egJR3a+6DDmjjzc6ycHRh/1gB3n7DnJt01SZzELy2Z1tq/mSZRT352wsaxZPjVluOvK5WvXcHLKFZ3GjIJt7Jm/uWu3GUY7bndts/cK7EO+prk9ttn/zXls4NKgZ/sE2OCGbTtqIZ56hIyuDF8dBXRvHPFQMJsvwG+PgFrWEFKDJbJK9hZ0r1MEhtxWE2PNIFVcUTR5r0xcJ46c3dWz23chDmJXngEHQz4jOktvMjsZhYT63SlsNf90D5pOWRUle1mgRWreUJui6bgVJxZsKo850d80E5g7NRvi1EVLWVGsFrszIxqG6btC3mxk2dpmLbEQJxVCdGbxa5KbTj0Jr92VplcVCyWqcmN0AVp4aumpd5tCg5kDeMB8l3It+epxkGUq5vxzdQ8DlE/TzWAL7HJksM4FeFaKOHHGX4TY30ekYZnumk87nuMUy8M5nlB/+UnzmyGcl9TSnXDdjtZqE+ueVslx35HPPtc88sCoDt9Yobu8g97ZgbWpCWBphK9urcGUshOrQtcL6IkXXX2BM2iVJMwNH1cUafYUHxFuyCYslmapVGVuW9r/2ph6Bzf4hOBW9OE0mUGH7/IMtyDLrupd0sEtn94a3H7ttjMfHpvCeBpdP0B8BGn5NU1ojDbfbDC+TMeVajuZCtZ5RrjnKdUEz8Dn4LJSHFiy/O8uQqrSgzd4Cv7VtKkGJCesox5V1m3gddO+mrkqcWWnD+6K2QkhUU6K6UORQBk5MFVLnllYVOOrpGoswxQBRLLpKW2JEYwArqRZ20UbmcXG5Bf0k2eOdsP4Kr8sRK4WGarf1s9co5ku4/8C6U9+8Tv36G7jxmMWNjHJNcDWU60K5AZpBPVHyXcGVQjYHFUd5c0K2KFheL8hmG7j5gurV1wCjCUsxgtnMVITRCFmbmkAvS/zunqlPgAsGsm7v2IybO2R7gc7myOZ6W9O99ujOzFyEa4GNmUfejqAxgSLOukUrOjKaGh053EO3NzfX4+6sc9/cZIJfls3K2PG8DF6XR4BeaQx7b/VDE9uZaAj9u9Lv6/vp1taQjXVzY8TCWwrZwmZzqYViB1ylZHMoZiGQ45V8L6gmaYHT2CYmkLDiLKpZTNYInepo6cCxYKrsJQ2/ygqppc0oSs4j8aFPZnLVEBlNbYCI2B2ExEBfX+sEibRKykjXtdkfzU06fwM0xdUV9H5YORXk2BzKJ/sOKHUno8J8zSHDyG3tdT0xgFzfxF9fJ99TsoUyvl9RjxyuVnwmaG5Nd6VWiq2SbGZtT2RRNhwT3ZiSffADpnZEwtZkbGqFqvUr3ZjidoJXJaTpRY4LRW7qx517Ru1VRXd2LRIaSGGxUbAsSxP4PEP25qGEddatShD4N6qK7gRDNSRjxGyr/Omn7POpoAf4xaJ9mAjqVdxQPXIFPSmurqCfIM1uX6m7PmIywnJpy33sCD0Zo5MRsj1DKs/k7hKfOYqtBW5ijb1Gu0Foa2M6+kluxK/aGgFIJI15D+MRflTggrFoHTdq2J2h27u4kEXk1tfahy3mgS4Wxpt3GSwWTQXgZqUghOkhdJZ2zUoiuXa54qHCgQSKsS4WLWUhvW2LZfe9vnrY73h9gbjcFIDTIiz97eYR+mNSxkKzwDeHMCs6dFygIuT35+Qza46bza3ql5stye7t4h7sWkKGc+g4EY4g5OJDF+lx1vi2dTJqBalcoluhXWTIfmr4LVF9qGskNxXEL0uruT4ZtcIXqwqohr6mpQWk8siTSagRsSakE5r6Lr3yGCQeFVy2L2ur4348Tem8E+BSz+iHZpL3+ehpubos67rNsgx0dZ9LrYL7LX7nG3fscxL95Ul7RA+uVtyOGXYZWAe7oEZoVeG2dqCuO644RKze+G0rXxc7UstdqzzArRvIYonO5m313FEBtcPfvhOu14U81z0kz8muXzMDczYzQhm0uju09WBiECxmIQUdPQaHGnpAUTTd7bJr15pz6N6idRv6nvM8ueeHZXWdBy61oB8GewgS4d6nkyeIHSFW0UX73JFyadyT6IZzxksHms/q3rypthVpvdYcYIlftZwH7oiWFTjB5VZZoNO6XKTloEdmYWIIymgUzlOaQAbSFdB6UOIsDeFcrjF+m/cjoSsYu+rV7BQJNF5Ha1g+whzRPq6soPeL4nRUlX7ZtHjsChZdIxABsRoAIrA2pd6ckL9134zDp25aGD1m6c/2mma+kjkkmyDraxY6D/07rTzzqOnuDBjLMBiOiMDrb5q6Mp2aXlwuQ8ln3836z3OrGBCuRdbXWl0cUJft58SFagVNqYrc+OhufY2molhMCQzqh3+wZeN9+hZZUTRFnjploUNJ6gPzRM+Zjz7o6MdAk7e5goMRKwHs/0zW9iqNy340KuNMFwMtyUzaPYm0tVJSxOKo/YJEkUNeJ8ZzzFldxR+J44nBo2h09/W9VOjiQ9/LJmrO10sxTLvUdXCUO3HwupwAh5D7+3p3p6hlZOpFo7QoQlZ+m5QQdVTZ3OgacWCG13SKVDVuZwnjETKdoG++Y6pMwue2luvW8EpV25kn+vJjKefYySI8FFGNAfC7u8higVtbC7VjfJv9o5asHIuWSixm6kN36Ziyl1QXTjtfNPvzceDO1K1whwKkfnvb7kW4b246sWNu3zU6QHrfQz3LeEwd+4wmdXUuApdP0E9bS7tTyjW0PawqJMN6D8WgUAjW6NISnqWq0cVed2nVUL1KQ8GhOKuFdLROsnPWuiOBdmaPvvzYJDciNtTKaGfV/mcjat+2TE8r64pAFrZXeJT2JWMfcNy+z9U1UKNVyEGdTlZPNr4ORu4hgn3OGUiXT9BTHOEb7+jlyWxiBfVNHbHEA4+fba/0DMQuc91zq3lGwiyvs5kJ23RqD8R83iQ7y5qFz93uLn7e1k+PrQxj0yuJjXWh5YaXS2tBQxDKRPBNZUiitElVrth8IJao65TMIFlpYtoctBHN1F6J3PM4uYTvjvcpv3mjU0E3u3mzsT3SZmPN+JKmZ4diqOvSQ39WSG/QIdFONxkjG+vWYQ3MaAsJDm5UIOtr5r0I5eYkz5saJrpYmEDXNWBJD01z29D81u/smvCORsY0jOeYtj9wLG4qwU0Zf1YJyctAkm0f/NNx9s+l7WsUV4uoXsWCRKmgRmO0uQGhbkxkQR40u4baMy70VPJ7c5tAwvj87TvdXlH9mpbuZCvGWXC5Bb2Hftb5YZ2k2wqyGdW7b+GWNfn6Gv7GBuXmGFHwhWP8S+9A7am/5AVkUZPd3zG3XWVJy2SubcRblq0B6dUEdFnadpFby5cQ3m9sh5jBE4RYRdrnMyRKyNgeGPW+LWQEkCUPQRq+jw0BknS4mCnV1G6MRmo0qPuCGJKdm+/Pc6vnIq6pZNZv5dKtlOZJm/h2foijKACn8MBcKUE/rAZ3AxfKut2/39zQfD2w+WImvGI5mar4GxvIssLNlshsYUWAipH5lqs6zOihV9B80cyOTXdmIJaP6BQDigZrU50rCG9IeLZjwvHLsi1vHRt1NcWOemqATzwlTVWxcF1pxbCmC4bZGK1RmgPO3IO+tgTosrRVJuaVJvcy5fCnnPO0P+k+9MtdnAMut6AfxV9ZATcq9jeVigm/kxH1xpjl9YJ64sgWHpUp2awke7DXCkwM3NQhfzS4H61WYh50ZNcKWpoJ1B+fT2okxnrk6bhIZkq/anlKBK83EzaNvOIMnhQnarp2RFZilghe8JlrBaqlJXBE/T5xJ9q9TNovjsf46N05Kc/ljL70yy3ovVmh0w0jut4WSXc3VSuG+cEP2I9+9wEyHrF47y3rRrdXsrxWUG4Yr1y8w13PmN525G8/QMcjql/5/kYws+25hf3v3LdZLwh49vRTJhCLBUwnSFHgd3bRqmxKwO1ztUUD1EmrN0eVIksirKWVvNuXZb/KkwLhfElRouDubO5ZvkJEYhODoggR3nDOZWnnC8GtfRNGkaNboejokl5148NKCbrV2V0nwOUW9MOCErGPT0TqOYg8lUBo0uCKc7MlxXZu22oZ+z4HFWzWrmujyCYFRsXXbTmIYLyRZ8iyRH1t+nvM3axdW0B01Qy2Sg2JwxdpOSu0npODOkF3zpH13ksforT9YppQ3Uf0xtTJSrGPCn1KzvnDaATwROOwvjj95TO5mf6XXkUmY+rdGW5UkL1wy4zHBzsUQLaom/osyxsF2dJTPrtJvjUn+9wXOp6Wxqc+HqPTsbEQx4Wltd2ZocGlGGc/n7IPXNbR5aMfX2XRBpICsSpSBRpdvSzxqu3MnqgpQiKwTtq80lhaerGwkH9Y9ahrfOzWUdgDHfnkkcjFKG+CabKxYTr7/QfNdUmeG+89kMzidTUr16oHLW5m2f4WOyfE5Rb0o5Asl2mLbims/berrc6J1KG2Sl0jewtcVeNC7fNsbp4QF119k4n9IHlm2Tmp3pxlqAvFRv0I2dxsflC3XHb6kGpZA0kNFudoehlFV2FmDXY1nLvhnjcELH/wLNpZzVIDMtJxo1vRtzmgqyqbxdzRuC1ifJtkHBAnltSzYuX4HhYul6AfsTR2wvwiaNKFyE0n6GQMZYm7ttlyW7LMapzURgVA1bwpZUW2J8iiRosMN19a57p33cSPMpY3R0xf28Ft7xkfPcssGimCH2XIKEcmbXqcW1/DxfJ2dU19564JdhFmyiJHxkE9iDNeIFh1rjqkwemydz+COiRRnw+rAE6aEtW6XNpMm0Y040Ozvp6kwYUE67qm3tqxFi6jIqT1Oeo33tx/81Xxd++1m7FCcPPTJRlGvob6BA+BCBwx2V8uQT8B9umuTmC+xM/niF5rmHiS5yboZR1qFQb6a6DIusUSRkUgcDnq9QIpPfmu5UTqdBwSJzzUaiH83Fkv07JudfHgexfnTMUKFABiBn/CbWlK0TXcmkQoKu1U32o9OzFrKAbM9qsKkYIbXYXRVjE9PnnIoOlE56LfvqqsCdlBcNm+5IpOHOOwxItDgnvHxZUV9JTEBIC4rpcgz2wJFofb3jN9eLbXclOCP7ja2UWc4DY3kY11fO7Ilp7i9gwdZ6bevHXf3HPL0sL90BT3lOBa1PnCQvqhH1LT1CDVt0fGubE65g5Ctn90Qcbgkka/OrRF+UOktLlml+jB0Z4own1ZLCDzoapASxJTVeuV6qRd9YocfbBtHPtrm70HyHqyytpaQ/dtdoXklvTYtlzdI/Cji8j3Al8HvK2qvzq8923AHwBiM58/rqo/Gvb9MeCbsEfwD6vqj53riI8a70FZRasotumxdW3lGObzpkemLpfIeER9YwO3O6fe2cVNJ0b4itk1vjZnw717uMWC0Z1ryKJEdvbQjWlbQF/EZv48M4GPxuE4qC/TsQVfACkrnL/Wfq72SF0bL6apq+KDcAfWn3emiolrdPV+460GsWVMVIGairjOipom/Y4annnIJ1VVKGt0ud1ycIIf3b/1TscmcYHb4+8/6MYNCKpL2nA8NTa1Owml7exPi+PM6N8HfCfwA733/7yq/nfpGyLyZcA3Ar8KeDfwEyLypaqnoRM+XGhdI6MRLhbqDFnxiLOGWzNpdNRGn+w9PH42I3+wC2UVkg8KGOVtsMUH/b6qbSaMgSUR/Liw4yvL2G/OHNmSVQ2TsZWRmwejOS73nSa5rnU1Rs5KD42Qx3E11Q+COGTY7FvWHZUi1e+j4ayBsyOZo+5zWYJnR8slWme4NGVUFTO2j4EzCjkcr8/oT4nI+495vpeAH1LVBfBLIvIy8BHg7516hA8DYgZZ/WDLbuqXvBe/NsLdvQfqybfm4ITsmWcCr8O8HSxLJPBWosdGt7ZN0Le3yZ57ul2S4wMEaDmH6ZjqmU3c0vR/t2zLSzfMPlXIgvqwu2s6fCztHFYIlqW5/kajltNdtpV3m4BPymL0SqrzNl06sroxwO22uFYvT5fJoiCbTq3KwcYasrcIXTbW207R0HTIjmQ4iqIpCxJdp03WUZ/Tf844iyL0rSLysyLyvSJyM7z3AvBqcsxr4b19EJGPi8inReTTJRdXc+/YSHoRaZbhc/N4sCytnmE0BnPLwo89iNx43DbWclm3uKZYUMn+u6aAJ3tzZDbH7VVmkMbMnKS0hTqxtivjop25E2ZgzNTXqm4pBBCIY0eX5uj6qZNOdAcdm7oQ43vBGxSJX9a0d38KnDhZaYh237hYV+NpjdHvAr4dc+p8O/Bngd9/khOo6ieBTwJck1sXy9G0L+xupnqfKvXObrNPPvNL5N43LctdrFYb9WUtmy7Jsa8n2I8n6+tWRXexgNv3cPcewLVN04sfbJthF7jq7tU34eZ1/I113J07FqjZWLeEieWy9axMxsj7XrDyE6rUr70BQPbUzYbE5ffm9gAFjop9h7OVANqE6ChQgc+utW+7O8f7Udc07MTCHmjd2TWhHY+t1+qdu7j5AgdNqbw+/NZ2U2S0yW+N9zhSl+NXL5Pf46RCf4xV4FQzuqq+paq1qnrguzH1BOB14MXk0PeE954oaFnh53OrfQL2A8+Xlsw8X1jNExHjmKyKtkro8ObEml6Ni2YGbFSPujZPxd7C9HJo+DcNtTcags6hoXKWZsG3Ho27kCZnAziA6rrKi6FRXXGNWtXM7IGqoKngr3JlHhKtlGK0nypwmEA+jo0AROR5VX0jbP5O4OfC608Bf0lE/hxmjH4Q+IdnHuV5oD9L9FLuxAkyWbOZOyRW+O1tdFEjWzvmy755vVUTesEYGVtOpd/axt26ib7nOdhbmvDfvm+zZziGp28Y8cp7dM3KJy8/8Bx+5Bi9tWsFjDy42QLeesd6ic7m6GSEFiPkPc/bGBal+fljBduUgJXo5NZ+Jrgh80CdjYzDoCu37dc9grQ9jObdJGspCvuLD0S/Bnqe4zY3bRKY7XUipmn0maSxVxxnm2HkDvaenRLHcS/+IPBR4GkReQ34k8BHReQrMNXlFeAPAqjqz4vIDwP/DKiAb3mkHpd+u/TD7pyYS9EvFmSbm8gIcBluMrbmVxpKLi+Ne91wsCNCKNzPF8jODi63GZgitxqJaavCJDNIAalrKwHt1Qrve3DzpXW3iGUugo0gVY3M5q090Sk61NJsO4SsFPEepGqMT2brxryQ1jW6onmuqsJy2U1kGY8tBXBvz46pqtZe6d///mzfqSZwgjaax8RxvC6/e8Xb33PI8X8a+NNnGdSpcUSQIfXNihOUNjHAMn9MT9TnnkLHGdnTtyBzlE+t4xYVbm6qjARDkCyzPkIR3qO7S6vtcv8B+ftepL6xbo22qgrdnZnuHYI//vpGGIyQv3rbZtBb1y2h4+XP465toO95Drmzhb//oPkuv23VvBoSV3TxTSZW0yXq9nVPVVAf3JcjJM+aGdnPrBSeW19DXYaGTh0SHkwzsIONEqsgLJf7Cve7zQ1kfY3686+yCh01r1eIVask71a1s9qeBy5XZFQTEtQq9Crmpi42KfL2h8sd9cYIN6+sZuK9PQvYzObm6Vi2s3ks4qOhMGenbMNiiduy2Y3pBG5s4hYlur1rAj9fBH966CDtnH0H4G7dMP18dw55hnv6ls2oSSJ2YwQH12LnuuLsG3RtITFCm7S6YDcUxnWP9WCaFopggu0yxC/sc6MClqzuTiGuS9zq7064Rvvzed3Bwn2WdvYBl0vQe+gQhY46Ns87P57PnTWoXRvjtmYm4LGwffRzO4EsZA/5IIAhQUKr0ipqqZrqMypYPrdBvr1E3nwbLStcVSHXr1kzro010/W3gvfnxjXLAd2Zodc28NemZLe3Gldk7GDR5GymAhxVkJgAHVWaHv21eR2qZlFVrTBDyGu111FAdVwY7ybet/HY7ITCqhRE5uI+uKxTEaChLJSrD9//Ax3yIBwDl1rQ9+EQHT0Vcnn9HcY7G/aDlrnlhe4t0Xv3kenE+Cgd/rRYsVDvzaj1iurYOk/s7CKzPWRtyij6lZ95yo6vbYZ2W9aRAhFzRXoPb71j5eMmY2Q2J9vaaRrbNsy/UTQ0Q5TRu7a4UnNhgU++XJpAht5BONcU+efWdTvunbvtx2Z76J4VJFVVXKihXv/CZ7v3razaPkSrqooddL9TktoRvw2xaOsZcKkFfWV2TYQTRFvLvlPXZXcXqSr02afapVi18TrouOj+oCGQJGXVNPUSr/h6ZlyY7W1cWeKKwvgu45EpErH6rYY2KM7BM7eCH720Y0YjCwItlvuEoRPkkZCdlB6Qqi/99Lr4gHiPjq1le0f1Cw9Mc1821vfp1fvud4gtHAvquxP0UWrJQ+C6PDlQ7Rg8IoImmej9chcpmqKXdY28+G7zkrxjLcerpzbQjRH5qMBnJiBamE87f+NeIICVTQ3yTvZSzEWdz+HeffOBb2x0K+HGzH7vzRXpBPfcM3bend3GVy4b60jSbEtDeTlZLu3zeY4PRf4bHTjOhhrK2C1CICrR9WVvaYL0wrvMvTqbI+trFmQJCRPVaxYOyW7ebMtai5A981RT8jpWCI71W5qgUFV1y3BAOz7t3qeLwvn6cB4D7AstNzukt9nd1pBW5kYF5Bl+XODvP7BZbeQQxfzeo5x63Vx+YqHTNr80c+ZOHI0scbjIO7OoVpU9EA3f1PxzwAAADnBJREFUI3gxxqNQ9s58ySKCTsdoqJfSJGA4lxiP0mb+ONcYxZJl7Z8TM+Qg8MHDNWdZV593rqELU0fKcNVuJw+lrK81zbya9ukHCehZqLbueCrQcXG5ZnR6LqzUd7uP+ll1tsH0dAWyV9/AZRny3DOQZ4x++S66M6N+5x2y555Fnn/aqLjzJf7GpnlkdvaQ8SgYrDW6t2d67XgMoUtbkxCRBEYsZzREQqdTdDvQBHb3TMiaIvophTVENaeTfUIm43HI4wxErBhtjdHRSMstq6bZgNud4RM1Jf/A+9F7D9rycQnqt95pCWyLBXVi2+zzxCTcHC2XXRdiP6u//7AM1XQvHqqtt4Gy6uieOtvDPdhti/vnDs2dUQQyZ81zy9KWyuCR0FFhXTFCYgQh6UBi+hmE9uUFUpaoqhHHXJJkHRpmGb0gfHeS0wm03JiYx5lSANJjXNb2M/K1Vf6tky4biYHZj2jGfFofODSHqhwncSFeMC61oMcwtfXXsaW80wEiZLwjYjmjVWVuv+vXrJTz7bsmGB94D7K3JAuZRf72XZu9gfrdN/GFgxsTRJVsa2lRzUVClFqWkNH0+cFlyGSMv7lBvTlBBetpVNbIrnHRF++5iSs9+VvOaLCh+D9ggSGRpntzFHBVKwWNSKN6mJErnUYCEsLvWawQ9vwzNsagd+u2JVVk165Z3clR0Xpo4kP2ljZelvrBlj0wYTve08bluKI095G+8XN+KC61oGtqnPbCyh2DUbXTytvfu98xqvJ720FXXTYsPL+9A0Dxxv0mXxQnRtKSlpqLSPBzSyNg5Dm6NjGDNhfzDI4ysnnVCFJx1zrZGT/dNwkYgCVgZK4tJFqWDfmLwFHpFBOt1appQagWEKsIOEQd8mCnQ/9tGvJmmdGQwR6YIkRKvYbKv8FFuLJ1fKjLnqqL/fIihxmfZyxY1MeTL+j9pbPTnjx9vxtW1uWy87lOD8zdlrILUMWQtssslW46Qe8/QOua6pVXu9+pitvcxF3bNBVDFb22bupNWZvw7FhZZSlrsh0L2S9vjEFBx5m1Yvz8G6a2PHvLjFVVdG4Po2xYSxYdFTZzz0MdliLQaZel5W8mHHAty8CX9w3zEnFQjKjfersrkJF4VVX4e/eQ8bi5JzHNzlIIDxfGfTp7evwFelhW4ckX9D4OXAqDMdYJQbezymEdF6QISckhq4Ysw20GznioVuu3t0Ecbj3wwOdz2FhDJ4XNzB78ZIQWDr9xA587/ChDHeR7NdnciF14u4amvvrOrBNWl6jv1x69E/I2E13fOlSb1wbVJjnar0+RZWkUgyYR2c5j9oKpHDIek737XejWNvW9B8G4De3YxTU9kVbdq47qAvSLjB6Kkxx7Clw+Qe+hoXv2qJ/7utKNRk2wx00sehirArgb1xtueVz2ZW1qZSempi9L1EPX100IQh1CP87Jt7aMqHV9HcVRT3KqaYYfCa5SfKXkDxbGgxlZQ11TE+pOB+iGaquK5hn+wbYJ/q2Q4FXV1jc0FEW1AQnqBL8xws0w1SqqWmCu0SI39SjPcRvr1E9tknmP7Ozavlh5ANpk6HBu07vDd8WSe/1737xxsb7yw/DkC/ohN25f9njiBejPSGk3i35xzFjveyV6K0Wn2P29eyBCHYQh21gnm07InWOcZejODvXWjqkBdCuXuBffY2OvKsseqmt74LLM8lIBd23D8lW3ty0Y1NGHveXB7gVO+Ms1ntXpyG593diU8zn1nbvIzi5VmJXrnvrR2Y42ULz23d2O/3vfrP8QdfI+nnxBPy7Uw0WUQDuKUqqJMVxVMNvDzxdHl3Aoy7ZhQJ53Q/sxUjqdmM9+vkBrv++cja59lPci6agBK3Trk+CCM4VOi8sl6PsM04QOEDJwGldXnncLV/Z1xORcTZ2TqsJNQi/QOvLYfcvpDueJxYeydz1rGUS377aJEFFAx9eRtYm1Oy9yC/372tiMoWqYjEcwsZxO2ZubOjQCnn3aPC51sDHWJ2RbM+rX32iu1e9ZA7Hs5s3W8HQSioCu27ju3LcHKWQ5aVC3XMgLNX6MqTl+Nmt86jgxfT63JPFYA32fjn6IqpLSAx4GLpeg99G70ftIXof5atNjfeumjIzDGOXsn1PS0HqkyZaV+bhjHZUsQ0KAKHbDkDwDtRJ2KtK2XXehlmKIdkrmmjLUsljaA1TkFn0tK+u/lOdIXrQtGKsKnLZ6S0wcqWvbV8XO1mYDaFPSzrOSJdLpHp3cstBN+jjQXqe8i8blEvR9YeSe+/CwhlCH6Ihpx2Mtl/s7S6fHxhmqqhoi1IkQuiyfVgFIbQ0t6dRRaa7xzt3uh2K36+ZzyfWGYJttaPfafd3paBGrlrUfPvx+P0wt59KRuk6ChzmjnBUrO08cBy4z92gkgp34i6XXmeLJuWcpLteMfgLs0xHTGW+fz72na6bU32LUGpoiVm8wVWmSJGW3GXJEO/VTQvGfvXnT4RmwzsqBiiujUUvUgpVkqzjOqLLEjhdy/VrYJWhZtu5K5xo9vrkXXtsC/ZGVGai3rW1TdML6J3EZXnR36MNwtQQ9UU8OveF9T0r/h0zPky7lqiub7kbUMXFhn62wX1jS6Kx5aw4ebvr9plqFTTD/ftKqRUPydFOplxCaDw+2+hq0Fch+52oNUdH0O4+LPlv0YeJyC/ohs02/ctRDwUFCcYFBlJUP9KoHWQ+YBFS722fxdz+iYBFcdh39BDe207okhsibnU+mXtqByzpJGBKy+1sdvi11u88eOG0SxDknT5wFl3tGPwzN8n1A4m2/NIau9rE/tkhqLMZKXnhrZtPUZ6S1ETqfO+ci/I8Drq6gp8t1321Gj6fR94M97kIOSUQ2uPHS5O/D1I8V9+LU6soFh/VPgsv36J4TtE/xHfBE4+rO6IdBlSbkF8PeiQux43o8Cqma0wReGgpld7s/huOcu3mdzFnq2zaOYcwNy9C3JaE7LsLjfmcfF0yvPS8Mgn4UYlJ1kmRNX6U/rs6engNo4p+nXTE6n+smf/RXJI2dnQ/Yf2o8piSuPgZBPwi+Xv26j6M8MgeQzFZunwWH+PqPtX1e3/uYYtDRT4MnZBYb0GIQ9LNCXBs57Pvf43sPbSwX9F2PkT/8tBhUl9OgQ+FNWHirlvGHubRf1Hc9AcbmURhm9AFXAoOgDzDV5DLQHA7BIOhXFZ1mY5ffuB509KuKw9yelxBHzugi8qKI/C0R+Wci8vMi8h+G92+JyI+LyGfD/5vhfRGRvyAiL4fO0h+66IsYMOAoHEd1qYA/oqpfBnwV8C0i8mXAJ4CfVNUPAj8ZtgF+O9Zf9IPAx7Eu0wMuGqtcmwMaHCnoqvqGqv7j8Hob+AXgBeAl4PvDYd8PfH14/RLwA2r4+8ANEXn+3Ec+oAvVK6GCnBYnMkZF5P3ArwP+AfBc0j36TeC58PoFIG00+Vp4r3+uj4vIp0Xk0yVnKJgzYMAxcGxBF5EN4K8C/5GqbqX71DKBTzSdqOonVfXDqvrhgvHRHxgw4Aw4lqCLSIEJ+f+mqn8tvP1WVEnC/7fD+68DLyYff094b8CAR4bjeF0Ea4n+C6r655JdnwI+Fl5/DPiR5P3fE7wvXwU8SFScAQMeCY7jR/8NwL8P/FMR+Znw3h8HvgP4YRH5JuDzwDeEfT8KfC3wMlak4fed64gHDDgFjhR0Vf077E81iPiaFccr8C1nHNeAAeeKgQIw4EpgEPQBVwKDoA+4EhgEfcCVwCDoA64EBkEfcCUwCPqAK4FB0AdcCQyCPuBKYBD0AVcCg6APuBIYBH3AlcAg6AOuBAZBH3AlMAj6gCuBQdAHXAkMgj7gSmAQ9AFXAoOgD7gSGAR9wJXAIOgDrgQGQR9wJTAI+oArgUHQB1wJDII+4EpgEPQBTw7O0OhgEPQBTw7O0OhgEPQBTz6OMdMPgj7gyccxZvrHS9AvQc/5AY8nRB+DBk8i8g6wC9x+1GM5IZ5mGPPDwlHjfp+qPnPQzsdC0AFE5NOq+uFHPY6TYBjzw8NZx/14qS4DBlwQBkEfcCXwOAn6Jx/1AE6BYcwPD2ca92Ojow8YcJF4nGb0AQMuDIOgD7gSeOSCLiK/TUQ+IyIvi8gnHvV4DoKIvCIi/1REfkZEPh3euyUiPy4inw3/bz4G4/xeEXlbRH4ueW/lOEPT478Q7v3PisiHHqMxf5uIvB7u98+IyNcm+/5YGPNnROTfONaXqOoj+wMy4BeBDwAj4J8AX/Yox3TIWF8Bnu6992eAT4TXnwD+28dgnL8R+BDwc0eNE2t8/DewPrJfBfyDx2jM3wb8pyuO/bIgJ2Pgi4L8ZEd9x6Oe0T8CvKyqn1PVJfBDwEuPeEwnwUvA94fX3w98/SMcCwCq+lPA3d7bB43zJeAH1PD3gRsi8vzDGWmLA8Z8EF4CfkhVF6r6S1iH8o8c9aFHLegvAK8m26+F9x5HKPA3ReQficjHw3vPqeob4fWbwHOPZmhH4qBxPu73/1uDSvW9iVp4qjE/akF/kvDVqvoh4LcD3yIivzHdqbauPva+2idlnMB3AV8MfAXwBvBnz3KyRy3orwMvJtvvCe89dlDV18P/t4G/ji2Xb8WlPvx/+9GN8FAcNM7H9v6r6luqWquqB76bVj051ZgftaD/NPBBEfkiERkB3wh86hGPaR9EZF1ENuNr4LcCP4eN9WPhsI8BP/JoRngkDhrnp4DfE7wvXwU8SFScR4qerfA7sfsNNuZvFJGxiHwR8EHgHx55wsfAS/C1wL/ArOf//FGP54AxfgCz9P8J8PNxnMBTwE8CnwV+Arj1GIz1B7GlvsT01286aJyYt+X/b9cObQAIgSCKThv0QRPURB1XAR2BohvMCiQKLpn/NAkb8gViv3j7ISn/aOYWM/WIO23na8w8JZWTO1gBgIXXXxfgCkKHBUKHBUKHBUKHBUKHBUKHhQUaoZk4QcDOvAAAAABJRU5ErkJggg==\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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DFP663NvzV3122pbfhEfV15zD9vsfEXsjoisiuoEfcfDwZEAz5x3600CDpKmSRgELgdU5z3QESSdIqus5D3wO2EJh1sXZZouBh/KZsKS+5lwNLMpefZkDvF10iJOrw54rXELh+w2FmRdKGi1pKtAAPFXyBofBqwTzgRcpPHv+Vt7z9DHjNArP9J8FtvbMCfwmsA7YDjwK1A+DWe+h8Fd9B4Xj1yv7mpPCqy0/zL73zwGNw2jmldlMm7O4JxZt/61s5m3AReXch38EwJKQ96GL2ZBw6JYEh25JcOiWBIduSXDolgSHbkn4f/5LfF5UVvVYAAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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Q31eDHwztB8NcE79f23dwEGZQCYmj1NydYNzRh8e52uystiaIF02STBaRnfbE5QnHal7YufN8MvtK8Pu9N4pB3FYrvVMNF54IjPNpWm6S2LH17yBeKGkWDH1+ZtYip3wYjvMlZG0oRtXrI1UCmFuIXmTl0qU2dLzO81firsFg6kdY5nPDPJdk6nk8RyBeiUx8X8BcllArasd5My4nFgVpZWaIu+HwdhtRPx1X9yWaF4vpv+onBjlVsRQusE4gq+0f2HdQhuRWuw3xc3g/XVq3jGZc/7zL9umKkO0FujSX2tAlibWVWHVPzVVZ9YMl164hnTbFzVdWnHy+iFiCy6IAkQXZyuDalQm9IC/QBw8DP6YwA1SdZB47bXCOJF6gIYy5iLi1isxVFWiDzd7tNuKDMYcCbiD48HanqSgRgX15lLDgykTZTBZ2iun4iAs4LrWh18OJcSF4pK/2yWv4dgu3vWNuxHg896NIq7U83R1md7IQu++1UecsBFhkyO6enSNcFHW3iSSBNIFuJ7xPhu7urSzaWITZiihJEzT3k9k75Abqd7qKUuA9sNh9mWM+zu6b8smzqWOnaBbigFPWvR4Dl9rQteZC+HG+OCUeEHnb0srg/kPEK+USd0babXMl8mnj06KwRVp8HsKC7tZ9cyWubJjxb25AHuiz1MrpfInmOVIUMBpB1kL6Pdw4PxK7seLveMV12haRGQxQjL2nRYEfDpEQpYnri6pm9AgZ25WU4EPow1Pu4SN2Yy61oU8lQtQzKbqch6SpzfppalGIFaG/qma0/mMtuxWHc0qiqAjEi6M0v9sPhhVPXdIUcW564QqLa0Fn4ZIqolN95Lp0RUwSSdSSmSShjlUz+irF5TL0Gb9ZWll1K3XtNtJpVzNucvUKOhxNKABXr1DevYc+3DaDa7WqSiNpt+2ceY4fDufqRIHKaOLsSJbZDKuKDofGOnzqGlKWyO4A0hR37SrSHUIRDV7R61fMdRjnduGVHtptkieuo+N8ebJqhmc+e4wfDKsFp+bj+ZlZpFrHTDbJsXg5U4zQuZ2C29iY0AOy1vSa6ZxxuQwdpmfCeupc1YwmIk0h8xCMdi4zGOPVcREpgi+PmFRxNZWsEF6ULEXyEvEehuHHbWUWAUlTW6QWBSpiqf+KNiCIc6hLgPzkfO9Vob0p5uJEkeC42dJKnWzhe7hpesAhd9izxuUy9HrcnOmQoo5G07TYe/enZqry9p1aeK0wP7ffMzdlMJhoohw6BLVyOPUhS6gTPZiP/ZbxxFuZhfdambkqZOY3FwWyHRaeWWYUgYfbYeEbDCVLq6RSpBkcxd9dNfaKW39arGJM+nKK0qtlyQkv2RPhchl69FMDDtVfqb+015v+wdWbwSauMvyjhMQkTcPsmSCtzBZ9w8BwzMcWPsxaZuDj3P5i4sZbfaZ6b1nO0ciyrSIQbvWWfQ0aMU5M3vW0WPa5zjoEWCevPWLpu0tl6JKlNovG2avO/Zg9diY06J68Pslygv0QRY6WIcbsBEnbc3TYufNGum1Z2ntEg47wHul3bVzDEVqUUBRIP8jyBSqBhrFIuANIp412LeXv8nEVGhSR6kJa+d0s8J+l3Z6k++tJLpisd6II6lEMPrwmrmlm/W/ptGFmMqmP7zzpAZfK0PEKUrt31iMLM5gr8j0YTic3qi/eZOdMibaYk5OYO2/kjThX+ejJlnFK/N6+xaqdQ93EF1eX2UyuOrkoZrURvZ/QCULZnuRju5AWLY5nxzXLCw8SH5KmMB5XSa76ex7b8GIF1ZLX6f7B3PHVw3Oe3S+Xoc9gNu2/ctZYtvpXrSTmdHT4D6/jcYjaZBY79x7p9y3qUJa2CFZFCm+zOZibFC4k8sCpmZGPw3skhiYzow3EC/FImE14JeZakaZ2R6knc84JC6NV1fjOt4Lpchm6k+ls6IyPvmqGmo0wTMnOreDBmELAhIKrIXrCEGRzE+n3KpdDZBPSBE0TZDBCQ6hNVavsq2SWndR8bOzAbqfirhP4KlXhRbdzsgWdS5BWy8KV49zOfdIZ9YR+vOv3kSSZ1Maec1H1pTL0ueqW4yRC8vzwYxa9Z6s1FZ6TLK0ysi4ki4wt6CbhzXCH8FHtKjIJYTo55Ce+s5XiBd5LMHTXbp9IQCg2AqheW5Yndx3EIYlU/JiptP+Si8D1eoHT04QXTwRVtTj1ETDL2Vh5W12BarZ3RuhyvZ5FWgZDNM8hz5HgY2uem4Ht7BolIXJLABcez7Esh0OrUEonDMiorqsHByeaBbUsrVCjUh87xjkiHTlKZ9dDii6ZGn9y9Sr+4GBuUeoPDixxVtPVaXz002BVcuWMfUKJ2ipBu1yy1BJBIpYZjeHDtrP/8YKMP7BMCioWuhG1DhcCk9efZEY/CqVg+YstMbRoMp5dpNd59YvQsBfPCM5NV+zUxTM3+jbrLvkh6gvXVYy9mDp3V68YQ3BrAzkI5x3nKFA+jLTcFdGaJZ5TRSCrrxlGwchPWucZIiMxDX8sVNo2h19g9TrcWdQFouyEvr7z0O/ruLhUbJ7jVKBr6aeOr99G5+BkqT9ZJW9ioqdWVaSjkRlUmk2V1h0ZVcRlQbuYM5gNtcjnGJiPFMvuRucw01+qGV1DiVoFv7zoV9otSBxSeks0pem0EkBZTpImC/joEW6jD0lC+WAb1+0gW0bFdVub6Ghs5K2QDPK7e2GxalnXVWn5GM2xJ0eMbBxXQ322IugYiC1upNWyzxIXokekJMytiRZVTp0hLpWhw0yYMNJd449ZLzoeja0GM8hgTBUgZC2Lg4/zUM0/vWBzvZ5FQLya9niS4PYPwLmJ21J6u5BaWVU4XVXyBF9+mbtC/f1ccvQZ7hFyvLUo7C5Wc/2OwgW6KFw6Q69DREJRw/y+KORfZQDrhtzvIt2uVczDJM7sS5KtLeT6VShsxtdeqATaaVll/85uaLAluGtXbf/2RLkKJ5DK0ReRj5t0xEk7b4iQXNmaKkyZ2t1QAE6B2NB22b5lWpqDIVKJA+mEfpq0oNtBsxS67Yn8ROmRfs9K5SJBSxUdjS3UGCQmZMOkMSj9vKFHl+sxkG9biWMY+dSCPkmmO37MYM7Iz/h7uFSL0TnEtoURtQWliCz90XQ8NrclSkqAuSf9rmUqWxm+08K3UjPyvLDjqhBjIJPl4+pcPp4PKsWtqXGJW35Rvoow3a6mW7WCsSjKxQmVXq4ZfSb+PKszMmXY9dCjiFXwDIZzHehEhOTpG2a4IX3PaBwMWpDBqBIMBZCNvi040wTZH1iGtB96CO3v2wK327HZP/q3j5t7ckK4Tsek8aKER5LYIn88rnRxlmHOdTnj5mSHTiEi8v0icltEfr227bqI/JSIfCL8vxa2i4h8l4g8LyK/KiJffGYjPQlW3P4kTU3BNiJ0uZDw40hIkWtZWhLICRpk3aQozVAj2asoA5XVG5UgMgW9n1x8QWyowgXObucG5xaHeOOdalXM/jR3syOElY8yo/8A8N3AD9a2vQf4kKq+V0TeE57/JeBrgDeHvy8Bvif8f3SY+TLjYnQu6eMEcfbxXbsNV4yAJVUsXCdyzM6ZkYfSOnUO2R+QbJswEIlDrl01o89Sm/mTBFoZKoLb3jNFrZ09KL0JnM766LHrRrGApntSPCLtlBhq9MMRMFruEh6nPvS4YdJDcOhlpKo/DcwKZ78TeH94/H7g62rbf1AN/w64GrpHXwz8JG0+F3oRV7kbWhRIUVqF/mhsnPD6jDscIcMxMhgho7EdOxpPUvuBjouqxeVHOTIaQ14g0aBFbHHrZGGMWOrbz8o4xR1ptjsttMabOWn8O7Z9X7zzkM9wRjP6IjytqjfD41ew5roArwNerB33Uth2kxmIyLuBdwN06J1wGNPQsgztyOsbp/XLI+q9fbQoKH7rhep5FNFHnElIr6DpVtjemchWtFoTtyjOdM6FMjuPnxnLkXt1RlHP2FupEhxaUvEUtN4X9hY9S8TEU3VXWhImXHGHkStb0wUk9YYKZ0DhPfUyXy18cOwpSFXfp6pvV9W3Z7RPO4zTo57iD751VcV/lBnFT4zPeBw+qOpmocQvRIBiRKaGI6fhfTlVKaR5TSh1hqIQu21YDuARLXZ9udogV92pZolsj0lm9JaIPKOqN4Nrcjtsfxl4rnbcs2Hbo0N9UZNEUZ+y8iOrjsczFfSu35u0dnEOshT/YBtxQvr650xZa5ybuxLptmVpvGqoEiFucwMdjfH7ByTplvHRQ8MtHQ5tZp+doU7ij4ZZNK4/7GIK6lyqpkmjfj5B87i0Wp+Vx15BCTgLCu9JZ/QPAO8Kj98F/Fht+zeF6MuXAts1F+f8MZPK13G+fGGUT890fne3eu53d00OI8xQ5cuvUN69h3/wAL9/gB+N8Pv7E7m7Ge1EifyW0J9Uokxz7Gk0O6sfVoAgYjz3rFUTAhUqda9Ou9oundCWZnuHcntn7jynoujOnGt579VAglvxuVxdYRiq9VJ1ino8/gzGfOiMLiI/BHw58KSIvAT8deC9wI+IyDcDnwK+IRz+48DXAs8DB8CfOvUIjwNV6jWUdb91qgTtuKddwuHQojAZipqhxyYCknaQNJnUnEKlSV5Vype+KsFbVa7nul2k1zVNRrBMa0xOOVfxcnQ8RshCKHPBBX7SpNQC31pareDezavuusD/EZFQgLKgycEMhXo2zj4XV18VQTrCZzrU0FX1TyzZ9ZULjlXgWw991/NEncRV+3JifDwuzFyns7qqKEq0ES4SZ8XIs53X9OkncNe2KD/+SXteFBa1yVJITaJCRkGeYqazBEVhjbQOgeYFUvoqhS7drvF4tjZDqV2JJLYQ9vsDG290Z9ptywOEplq6fzBNJovc76NKWsQxrVg8x4vWOo4s1kufu7Bna3ZrdIGLdF0eT8zeSldc6dLtTnQSZ14rWcu0GlvWNjEaOcQ7w+S87mA49Vo9GFTaL9V5o6gnhBk9SNZVx6z+GawrhkVtJLgrlbw0BBUsi/nHdUekHkvb3B3JsokrEccbjRxW3u1OfCcMd6/HAZeLAjDjukz3AprWZPF7+9O3y/riJx8vpdBOdayDqbAkGIem3Ns3piMWH9ZeBxKHK0srztjs40qPq8XrI1NSWpkJie4PzFj7/UrlN5bpIQJFie7uoYPhQrfHODZj84VVIVyAU8SqsKCtKo0WREySrS3IYmc8b7TkqM0Y3aVQAB6l+KoOeLXvSdpt3OZG1YZ9Vkt9DnW//Jh3m0W4XIZ+DJxbo9eoFubLSSc4qGZRcQ5NkkpMtBIhDQYuWYamKRINMqrkFkWYlV2lBGYtJJeIBcWLuv4ZYyFK3b2Dw8vpRCYJtPiZRCZyInENErtsJMyFB6PrWL1lvzvphbTwLWtSJWfwO11uQ1+xgIlC+b5qNXKMGsVw3kW1pNLpmD8YegVpK0P2BzYrRvHRVmZ8dqgyqoS60Oh/0+tazWktGhFnw9mxuE7H6AvdLv7BQ6MZxxK/MJZV9ZuVgq6buELxwvShT2rVvW+jP3F9kqTqjFdX6FrafnHGtTxyouwwHCHmfrkNfRZLlHaPf56YsFnQV6goIAj8J92u+dHxwui0Ue/R0AqSMlT+F5OO0pV6FxgfJ0unE0OLEGWqIyUhfNZKGPUoa4C6EZZhLPXUPkzoxBVVwU91FVmF6EpNnuerRWCPo8lzFlGXVx1mNQuX7YuiPZVrcUbvXxTV7FneuUuSJPgHDy1jGuLdmqVoKzMuTF6AJkinMwkLerUijTgjP9im3N+v6ki1MG6763Zs5g4+dN1Xr67pFc1yY/bUbW0Sm/IiLkSDChNBnerAF5r4kpgLFu9EMQkXEmOLollaFFUfV1itfgZMK++eAS6foddxDPbeVMnd7OsOe14/T7c7iQEHo4lkLi1KpJeZq5Ba9lWDr0v02dstc2sCp53M/HWnGqItziqXRJBe14xtMJyaLacQqcb1MaapXeRJYgvUPA9jCqSzxCGk0IrdqbUqfibU0WotQSWBjVnRm48iBvWImJURl9vQV0Ec4nzNuN3ExagJ+AMTaeW4CGu1pn3L2o+mW33c/iblgweT/qI1bfOpmSoYuKaJzeyxBjUvKhpCudkmUTW/P4YTxZmGTL+LlB6/vTMv+Rw5NxGPGIwAACAASURBVEHGLsJtbtoFEy4ALSYtIN3Wlo0xdIyTUOUPISrkhHJ7xxTJ2m27CLtdXF5Y9CVLj+RGgCWVphoHz+KM+frra+gzdIEp/31VgqJeGRQwZfi37ppgEcH37XbgobkyWhS2GE1TaLfQTtuqkAYDW0C2MtjsI3lB8Skjgbp+Hz82tYK48POjkRnhdgv1fspVcP2+uT1x5h2OKhUD1+kgzzxlNGNVZDiyO4FLkOiWlGXVU0lHowk5LB9P/HhvupEyHtv5k8Q4P2F8EmStV3bZOMR1maJVnAHW1tCPlW0Tx9JK6nqYjTDzxVtyklghBhZTrhaVaag1deaG6L5pKGpZkozzSUQGprpw1A16mQ65dKwpmULoJ1pTF2610G4L8hKKMnDwrSmY6iSxpaWvXKHZ96g0IGPL+aKwCysmpVSDnnx5OvmLMyaera2hHwurwldRLiNwxZPr1yzEN7QuczIYUUTuu1g7FuOll1UrRum00X1TBogVSsnVK7ZvYwPd2aXc2anoB4Alb8Lj2DdJ87E1GxjnFUWhjnJnh+SVTjBobzrrwU8HQtLIKqvcxoZdwFEgtSjssy4w3mUSFqvg+qaIsLR/Ut2HPwN/vjH0JVimB7MQSYJQmhHGhA5YcmVWiq4u1ZznVZTF1gDeOC2Rtx4QDTG2comRlniM5MV0mG5VKHIwnIQy67mD4Leb7+6RDHuP8Yrs5SlQiTo9IqytoVulzpJ9xwxtVRU8RWECRiK4zU3K+w+hluRJPvMN4UEw0Oim5DmJE3ScU758c6qfUD0pNdtZb+FYRqOlsWnJTJeG0ciyqoPhZOwhWSRZitvo2zrjCAYeffjIokRctXCtFr1FYYvjdruq7Jr7HLOzdqPrcgE4LJJQn/pD/yJJrMAidrAAkEoRoKY3E3kskVzVak2nyutKBaeByIRMltt6oKo+Cm4XGlQLYjy9GsSSC9+FtH4W+qVmLSORtbJAJAscmCiTvbIu9HxNcW1n9LOC6/eNhBUWipKlQbDIWi1KK6O8/8B+yLJE1KGADEb423dN4yXLrEjClyRPPwVFRnrtqqkItDKSbgd/7341c85FLGaksV0rWyjiqUVhMe+imEhyEC4mVXQwmESj6ovBZQtDH1pL1t9riT/th+V0d74ZVPygQ85zUqy3oU9x1x3ICdVla66ObGzAYGDKAe0WstG3/sgxAuI9Mhyb2xCTPHXDim7FcFSxFzXwZqyjndj5a0ZQNxLz37OFSZuqJeJcfWaYcWNhxhnQIxZiVSRlgUrD1G9zQtXfiPU19HrCKEZDVCzMNouo4Tj7ZUdGYq1/pl7ZQFIriqbXxfc6uNIbnyUv0Dw3zvpwNBHkH09+htkIhgyGxo3f6Ns504QkuBZxZo4S10Y0Syd+M/PhQX9wQL2oBMAPR1W5mmmmz1QT1TUU6+1YzlAUdC6MOTvDnxKX29BXzS61VimL9k0hhuMWnF+LAvE1Pzy2OI/P8wLd3UVLjwsVQYQIS3WaFQYjSWIMwsGwcoVMF3JSDFIv7Kj6Ex1SjT8VJlzV2pzpnMNJjTtefBMXb1ZQaqb876xqWwMut6GfBIsujlXE/9gaMR46GFS3fklTBCi2dwJ7sWMkqxWMwqoBQKQMhDS+XVR5RUeoIkMLmgXMtpKcfoMT+L5nMbNGOkEw9OTJ6/id3SqOLll6pHYxJ8XlNvRVP2qSIKJ2exQ3yW7WjfAISQt39YplByODr9u1+Pg4NwJW4izRU5bIZt8MfpxbGDAWOdf6bc51tJ5iD066OcceRJK4UGQd+DhBSm/pV1Jvj/gIoePxVOtfv70TJOzC/plw49TzM9B4ueSGfoRFTJ2HHVP98bYZyE0rX5441NeOTxyi6YQLXoM6sQ7u9VrNLDXS12kRF9McMqOfc4fm5e+rU9x2u0udrOv1SXC5Df0ot9woBFTUCqCjKxJdgRV+afHKrekNUe9EvclLx5i1Km44rkhhOhrjh0NcliGpr2Qy6u976NAX1LZKK5sSapp7zTl2lTgOrI18azm564wpAOudMDrqjHIcoU7VSYw6Po5yyjGMBxUHPXbM0PprTorYhOA41TmPErML8Econf2YfiOnQF22YralYj3DN1OQEFPU1WKwvlhcYXzJjRtWKR9QfOpFipuv4Ld3bCy9bkWK8g+3jXSVptDKjHZbJWrOIDkSKcT17s1bWxWB6jxhyax5Xck6Is0YzNBX6uochw7Q1Iwux6wKgObFJOR4DD9Wd3fn3YGQGlfvbeGp1gfJhfYvkaargap7ljOw+tAm3iWTz/EIKnmO5HZdoMbL5TP0VeKUdZ99VhnqhJGI2VkpuXqFWECsBwPU70+kHtptK4botKzJQD4+vlTeYf5qSMtX9ZszM/y54ZCLSdrt4zUVbigAKxCjGTEdPku1PaKSrOtbHyK/tz9dUheMZ4pvMvODyNUrwTf3FjOu9TfS4dBotllI+oQxHis5ctQa2FC/qQcHp1M8CLTg0y5iNS/w5RLuOcz/Nscx8iMce6kMXYJM9MLUsUuOnJSIrQJnf9zk2lVzO8Ki0g+HJE9cnzJmf3XDYuWFt7rOwbDqoKHjMQq4URvUV/qIABpdjTOYxWJEg8ShO6cw0Hrt6QkMvVobBNLbKo/wrFP+s7hUhl6pRNWeV/DlkTNvy8R+dDg0ZmJdVmJv31orhh8p3Q6ldEFPndFoOoQWZi4tfeUuSXIM8aQjQIuiqls93Yl0Jb/9MEi3E7TiY/ZzXvCpwhmn/OdOf65nvwgccSEpaboyQjB1bNAl9/uDubivn9VgH+fW32icQz6eKIHNIobW1J9POPC0ocozgLlPrnoc21BeBC7VjF7JsEWmXc1HrycoJGtZ6j7OLlkL6XfNry4K6w7thPLJTfCK2w0LzqK0qqDRGDptNE3Qm7erfqSVwH+7hXQduhtIXcHY02deA4AOJ7N8VeQc1hfxM8T2MLH6XtKsKrc7kgHX5eVO9aXae0cXKzIdpdWqKAdL9eOHw0mb+aJYWVt6JtJ0K3CpDP3QPpZJYlLRURFLrLpH2i1TzvIe2hna76DOMb7SIhl53EFugkNtE/mUcW7iQvVoSZJMpN2cM62WVgb0kNHI3KhOO2i2LKH9QtUYgChZF8YuSYjk+NNzs4+DaOSSpqbmFcdevyOtwOOSib1chj7bObre5iWE8qoZbqb63G1uVgtKt9HHXdmk93APTZyVwOWFRTD2D/BFgRtvmSrXtasgQnnzFSrt87I08f92C7ptkk7b6klv3pryzacHa1QEP5wx4jAzV7LXR43xn3Iml6xV9Wey4andtWITgqgS5hU9OKhCmFrTvZmdwV2vt3C98ihwuQx9FjOzppWY2fPZL13asZXhTJJFxLRQ2pPbt5Sl6YSnCdq2qp/kyScgTSmvbeLGk64XGhS3KD2S57g0tQXa3v7JYvdnUG1zFGiRw5DqLilJMmF3hqhUddFVygFGSz7yyuAREswul6HPuC6u2zHFpyj+XxcAessbSQ5GcPM2srVJeeMqbjhGRuaW+G4LGRdoO0NGpk2o3Ta6+TSaOtz2gSlqXe+DgD61Qb6RcvfzM5IRZLuKlIDA8AnBZ9C5+xQ+E3wKvTueq7/6EPdgBx0Ora5U1UJyqpOLUP3EfUgSJHFVfF8SC0melXtQaTIGXfWpHlAAIiRPPmkbgkwHGqS3a8cnN25APj5c7+WIepZngctl6LPQ5bd6tz9E8sKKmAHNHBxYfFzGvqrtlGE6+QFGmN5gllYV/aKKIlAqKGbcHjP+FHwCmoA6KPpC2bZj8r4wfqpPKxHcTgZBadbv789FgyS0dbG+SCmSFyZIGhsCnJGh15Njiw/QeGDQkXSQZLhuF1/j65R37ix+fUMBOCPM+LAru1rcvosf50aVLQqjcpelhQZ9kIvzHlE1X7ssrWC5bJkfmloPoaKfoQJlJ8FngsshHSjZvpL3BFFwY2yW31PwAgJFV9h7tkWnl9Da7ZDt7E5kleuZ1jSzYuduZxIS7bQnF0NRWP+/M8BRRJv04MAusDy35gP9HuIc0u1UMhn1rtxT5z9M7uIcXbKjtF/8fuCPArdV9fPCtm8D/gwQL92/oqo/Hvb9ZeCbMbHCv6CqP3EO464PcGIYTsDXtAZXCc232+YKlKUZEpjwJ1hbFVUzckC3d6pWKnJlCza6+I0OZS/l/lvalF0oW+Db4D5/m537PVq3U5IDIRnZjA7g2kK+Afmmopky3nLsvzbFjVO2nnwznXu5vWepaOpAoGw5sr2CZG+SuHG72eQz54UJla7qB3REHOXOUKmERbbiyIRGdTxeLi8Xz79C7uK8F6VHmdF/APhu4Adntv9dVf2f6htE5K3ANwKfC7wW+KCIfLbqI4yH1bGq01orGHXU+a4Lb8YETpCn8Dt71euilnjZThhvZgyfgtE1j/YLkm7Jf/vWf80H7/0ufqn3GfiXO8gDwZXmwvgUcFD2PNovGWYJ2jLjLPoprYeJKW4I+FikL9C5m9G/leHGHpd7UlUbr9cgUeeAbF6P5SwRRY4CMU3iHSUWex+BT7NUw/0R4Ch9Rn9aRN5wxPO9E/hhVR0Bvy0izwPvAP7tiUd4hphKQXvzM/1giGzv4FSrFH8MneneftBInPxA5b37JOOc1v6A9MkrpG+9Sr4B5djh+jmfHD7FXt6mHCa4VCn60HootA4gGSrihaLvyPsl6VMDup2cxHkeyBbjqwnqQFNzcZKh3RGSgVB2BJ8mpAPChTgxMOl2rW41z+fDk/GzzzaoPdEX6NDdXcsThIUxBIln9STXrjHVlj0muvKxdb7udqa6XjxKnCb3/OdF5FdF5PtF5FrY9jrgxdoxL4VtcxCRd4vIh0XkwznnkxWbpb/W48L2I9gsparm64Z2gloUVXsTP3u7VaXc20d3dnF3HtLaVtJ9R7qbkA8yXjy4xoNhF3IHDoq+GXuc0cWbz04hpKlnszPiif4ByWZOea3AX82Ra2N0o6DsecqWuT4+kcoFwntklJuLtaJ1y/SHd8erlJp9eZZWhdhVCDY0NpBWhtvom79e692aPHE96DGGaqrZQphHiJO+8/cA345Fnb4d+NvAnz7OCVT1fcD7ALbk+smdy1WLmJlwow5HE1JVr4MU1o6EPKd88LCSlXBZVjWuNVpue6pzhOu0jfi1t0/v9nMUnQTxwnDY4leuvJaDB126L6UMny7hSk45ajNog4V3FN9Sks2cr3rjR3lr79M8le5w+7Vb5JrwOe1PU6rju1/+Sm7ubrF70Ga33afoJ4iHdD/lmZe2zaXa6CHDEf7WIHxAP6+TGFuQn7Lyv07u0pw5JTDJWuhMOLG8d79aN/j9/bkk3aNs73IiQ1fVqiJYRL4X+Ofh6cvAc7VDnw3bLga1di2AGX6+iMLrrCon8EniLCRjzM9PJtlJyUxEkwPAl2T7JZ37DlGl6DkO9tu43RRXAA7SVkF+JQUBKQR15r6IF8Y+JcGz6QbsuzabbsCNZJ87ZZ9RkTIuEsbDjGRk0RwA8Trh22z0zul7O74BLryQHlFy6yg4kaGLyDOqejM8/ePAr4fHHwD+kYj8HWwx+mbg5089yqOPC607Y60Q411Qae63upYQUsWlKbK5MfHRu13jcmugl270kaJrXJl+D9otktDeJN3LaXcd6oT2A+Vg2wxTBdxAyLfbkHnSXkExMIPPbmaUozb/pv8m7t7o83uvfZKeM0P56PhpPjV+kjv7fXbu9Wm9ktF7Wdh4paRo28LWalCNZiDD8ZnrtEwVWoRF6DL/fi6tX0Ny/Sr+4fZCCeyqw94j0pg5Snjxh4AvB54UkZeAvw58uYh8Iea6vAD8WQBV/YiI/AjwG0ABfOsjj7jU+S4zkYC6rogMC2Q0xueFRRLE+vfoYABbm+GgSGAKyaHEQWYKt9Lr4rKU0WZG2XZkeyXtHSHddaQHQnoAZcdZsihTfLsEp/Y2HVts7t3r8XzyJJ0k50ZrDydK2xXcz/s8vL+B201J94X2tqd9P0euppaQKkr04MBor+dAmqr3J51lhM6iLkI0d57RdKOw2T5R4h4jCoCq/okFm79vxfHfAXzHaQZ1LNS/vNnbbegLBFBprQTIrXtG0/WmEy6qpmJbWMGEpEnF2CPP0dLj9wfWJDfrWYZShKKX4BNIhp7O2NO90ybbU1o7SntbGD7hKFswPujgrxRoy1NeLXA7KZ0XW2zvXuPnhy16nTGttOQNV+5z62CT1u+0yHaFbE/p3cppvfQAn15HU2fjHI2sD+joBDOiM3Wwua7XcZYtSxM2jYv3JMGHZJB02lYxFGfxFeHMRe1lJjtX6z2eNS5XZhSWUnVX1T1ah7XcIghpOokUQOBbW6MtzcfoYGA9hwaDIO8APhNG11N8Kow3wafmukSGkyi4HGTkKtdKW7YolRJGu22KIsGJ0s1y9kZt1FmUpmwJ+VZKdn2DshO6UgShfVU9eWXOgteZKm/g0FTtaUy1oN4/SZfpsVTliqPqef1COJMQ5wlxqQy9ai41u23RwfUfOoYXvZ9owWhoNFuWlDt7E2LY3j4uTSkfbFvnZq+UbSi6jqIrjG6U5ENH2RaSsXFcUHBjIdt15GJxck0UTcAVgm6nlGNHqXCnvUFZWlZUnWVbxxuO9Fqbsh0k7dJkUst5ku/JyeLXqgIeydqhiCTw9dMUDRQE3d9fulBNn3st2mlTfuz56n0UM/bYGaOK1jQNdY+JurxF4EdXz2N3h4jaDFPevjPNKem00dEIP85x3gOxWqhN+vqr6MGA8vYdkmdeQ/maa6R9m+HGfUe+IRQdGF9V+s/u8uTGPqnz3N3rM8pTBnd6uJFDboxIk5IyT0iyEnddKfIUEYWdFsmBY/92H8mFjXt2IeYbULbBt+xCEg/5a6+TdtrGsNwbVISwo8C6T69Q81KLjcdmYlUhyGBoF0a7PWlRM4Py07emOew1rlFsuT71Po8Qr35Dr2NB4UX00ec0Xma/6OiuRJ/dWUWSOIfvd61FeauF9jrkWy3cQc+SRy2j4JZdpdzwvO7KNp975SZv6NzjpfE1Rj7lZ7tvZPegw1ueuo1H2B23udIastUacHe4wd64zYsHTxh3HQtDusJcF982cljRdRRtI4kV/RQ3bKPthGSccSwE9d6lyaNAKdDIMQ+KZdFopdtZSq0wLcjla4ZTyW6cEpfL0Gf8TkkSazGo5YTLvSRFrq0Mt7VpP+T1q2iWmqh/mkAiaLtF8uQT5Nf7DJ/IcOMeUnpcCekBxkrE8cLd66TOM/IZb+re4S2dT/M53ZvkmvJHNn6DTVGeSnqMtODXc+Gjo2f4nfGT/Ct9K3e2N8hHKZ6U4ZOClJYN1RTynrlC6dCT5B43yim6Ry/wrhAa4S4VTVLF7w8m9algeYZnn7HvNC+gVcCDB+ASkut2t6t6kcaQYUz/18hm562BvgqXy9BnITJNPT2s2r5WOa8ixmxMnDEJAw9dU2czbctZUsjcWlwOLhfGecreuM2gk5FJSV/GvCbbxuH57GyigdiTFu9ow1uyF/lU8RIvDq/xS8VzPCh7lKmnbCdIqfhU0cTyA2JrxWqs6k7h59YvkBlNmUmkal5/Up0QX+laWWg3k1elflFuJBaFXLQSQcSlMnTNi6oXD1C1HbcnNY7GAljixRafsj+wAujhCFFl+JoeUijpfof917bZf43DFRnJyFN0oexCeqDovjDYyfid8jq3tjcZvDbj+pN7fGZ2mzdlQ2Be7POK6/K2FnzHMx/k77Xfwcf2nuaV/S0+NX4KHCRbY4ZFFxeyo5o4ejethtW3E3w3w21uBpGg0eHsxRAblyQx8SWR0ImjxG/vTL6v6PapdbQuP/7JuVP54RB/85Xp3yBSDhZEV8670n8VLpWhr8RhfSzdJJxImqB9KwLWVkbRdSQjxedJRayKPb00CUStHBIBN3B4SRl54c5wg98e3eCJZI+HfshTKwpsNl2La+k+11sH7OVto9uJ4kRRsfcQb1VM1eyaSEUlPqoEsyRuitZQ0STCtihvrRASaENonUGjggvGpTL0SoohPq+F0CQL8fFZwaGASPJSl1M+ucXoRo900MMnjuFVRzKCrleKtqApjDeFspUwumqL0fZ9i46IQrLnkJ2E3+le45dbz1bp/c/Ols9obcm4nuzx2vZD9ooWrp+jXkhST54qYOl/Vwa5O6/4xK62iQ7kEciozuE2+nYh7x2ESJUPLSCDq+G99R7d3DBiVo2MJW0juFlXP5lL4091sIvHnqGg/0lxqQx9TpKu7nOXJZQ1KeUZyO4Bur+PDke4vSuk3QzfTsg3E0bXLKxXtlIOXiMMnynJ+8YNHz7t8W1PepBSdqDcKKvZ+Lmru7yxf4/Par/CW7J7wMbK8X9u+9M8le5yJRnw4e5n4L1wdeOAV7Y6jK84fEsoW0Kx0cKNexR9R3mQkqTZhBu+ZLEd4YcjpD1CAL9/YFnfzDRtdDSqmmppXgQK8IxhVg0LFmc2pzrY5cX06y/QX79Uho4vp5IgUz1z8iIskBbPLsVLE5JlejAku+/In+iT9zJG1xQcjK9A8VkHvOP1v8ML29fZOejwpmvbJOL5uH8WdcrGU/u00oJuVvAlN17g929+jN/bucOTyWojB3hbKyGTEW9tfYT/8+oXMCpS3nTlLnvDNvvDTbIdRzIUxldSxHcYbTrSQUrW71auiMRcQtR6D3cv1+9bXiE3qQ1Xlvi9PfsOapRbASs82d5ZWBp3aIhwql3848FchMtm6HPV87WOynNSGNOV6/VkknbbaJaQ7gxpP0wpewm+XyIDx2e/5g5ff+MX+e2tp7ibb/Dm7i0eFH1eeniVsnS8/toDWq6gkxR86cYn+YPde1xxR+s4cbMccN2lZEBeJoyKlPujPoNBi2TgcLkgha0LynaIbzupspdAJREnaRokqUOpYJZSl6TQorC0PiC9nq1RYpHJYDit+x4nhVrF0NKfoE61uEBXZRaXy9BhJpwoS79saWW4IP0897osRVspbmdA586Q5GAD3zUW4nP9h3xt7xa7nZcpgWfTDW6X+3zkmWfYy9u8efMOPTdmMxny+7s3j2zkt8t9Xig2KJM9PPBw0GE8Tkmcp9zLaI1AckiijYWL2memt74wdFqPlWctc0Wi8ldemB+eJMhGz87XKiDP8buTGllcguu0kc0NRITy3oO5TtJ1Si9JMmE6vtr56I8tVKfDWjMdlZlxZaZeWn/dizdx3Q7lrdsAvL73RRw8bWHFD/XfwnvbO7w8vEruE77hxs9zNYGdcZeHoy63W0OebO2xmQx5Kllt5B/P97lfdnilvMIP3/4KXtq9SjstOMgzdu/1wQu3D1pk91K6twVXKNk+oXhaSEeKeEWvmhgqZWkpePWmj85koaq7uxPl3yAS6g8OrOXMaFTpvc/BlybiH76Lua986vsu0XHjujx6HCaAueS26kcj6zcUkN3ZZ3M/p7XdYfhEh5973RtwKO20YKgZD8sehTpy79jN23STFbIOQK4lz+cjfnbwmdwv+9web/HxezfY2euSJJ58mCLDBErQXEj3jK4rHlq7HlcoyaAkaQsoVqgsQaIjscLluR6nOvHXNRRVa6DeAisVE46Vun9MXJVZXGpDr3p3qlK1HY/7uh2k9JR5TWI61oR2O0i7Zf2I0hTfa0GpZDs53TstPvniUxbjzjw/3fscAD7+yg28d7SSkr28zahM+RedT/NV3X0ymTaiTBJen6Z8It0hEU/Pjfmip/q8vHGFp7q77OVtPnLzGYpxAiqMrwdilYd8O6G1o6QdYbTlSMaWhtLUQepwm5vGJe92Jqn3JDEuTwj3SadtnyvUeLrXPAXjvFp8Jk8/Ze5HZG7WefxhLTDlrsSZe6a1zuOES23oqzsoL1D1qh5bM9xqlitNzMgNCzr3PAcvtkgPLJ7+k+4tXNkYkt/vkO4lfKpwJKnn/pUeV7O3Ar/BjWSXG27EG7NJ5OU3c3gxf4ID3yL3Kftli4O8xbg9+Ul84UAFl4eaUQUpFZcrrgBXQpIrUpZGh3UYhbeYTt1rYWE+HY9NC4aZSQBMlKgOr6Hif6ZKawlz8XGHrDSGR4Qtua5fIl959idesep3nY5pt8SExgoJY2m3K41D1+vhrl+jvHXHJB6uXbEuc5++BV4Z/+7PIt9IGV5LKLqWWDLFLRjd8Ph+SbKTkO4LnbtC2YGiExJNQ8yAx9C/VSIeBtccvXsl2W4JCtnuGPnoC+hgYFLXUSHLJcY96XYnshLqKe/eW/zdHEey+RHKO58UH9Qf/UVVffuy/Zd6Rj8MVeY0kr90SYRGxFiQWLSGIPKv4zEyGCLeU+zs4VoZblSSKSSDktF1o9CqgOsK5Z7gxynZjjERk6ERsySz2dmNwyw9VJKw0GzvCtluSfZwiG+nk+KQ8Cc1Lk/Up5GyDPJ8SyYxl5Bs9Jf2apr7/EfQZHzccakN3brLlZMZGyYzU+CISOB4uOC/+nFOcu2Kyc4FsUx39YpJOz8cG0e79NYaBtB+F0RItjaQTodRLyUZeVrbI/aebZFvCFKaxJxvUTEd8aauq85ChmlQ8iq7RinI+850XA482c6Y5P4estlFSjWhoI0+utWHcU4CZthBez1q0NQjIsmNGxYVGY5sfdLpQDD09DVPo6pVlMn1etWCNfYHPVQC+jHHpTb02dBXXdynijwUhfmjsQYTjMhUg9/ZrXQD/d5e6C9kF5ALM2q5t4/zSufTuzDOEa9c+2iCT0NqvpUwumZfd3rgScYeNyrxrcQov2OPKz1FJ7GoSmxYMC5J7mzj79yDuw4/HJn2jBPc3uZycc/YvTp8B35nZyLQVJaT5BBQ3L47/XlrLEgtivlW869CvPo/wXFQ9zNr1Uf4mlCmL6czpjCtW6I6dcvX8bhKtZc7OyQvhe1Zirx8EzcaIWlK2u3SbmXmTjhBB0P8wQFpv293h3DRtbpdM9579+1O0+1QbO/MuVTqvB7LSAAACJJJREFUWSrPDPMEtzpF1g+HyOwksOx7YjHl9tWGtTL0qSxekliRfuwIByEEaYs6oGqdaFQCMzTXaRsrbzBAS4/b2gAxw5VWC7m6FVwlR7K1CUUwmsTZ4xrlwAXdQi2KqnQvhvXinYa2Ls0wul6vUieYxXwz4GvV7C9ZC9fvTrsjx0jzvxqxVoZeR32BaQbuLOGiUumlS6yaSdOqqkZamXWxKwrEldPVOZHqGjndrczi12VpBgQhDS9m2HX+jXO2zfuqe550u8jWBkmWWusXmFpvSL9fjUsPDiojllZWaw0TjLffW87cDAXTOhoRO+BpPef1GHFWToq1MvT6LDfVCNeX0+7JeFy1Wxfnq4VrJSW9tz8516wc2xEjGRVCG3K8ZTWl27UU/pUtk7W+e3/eB49KBgtaqCwsUFadYmdqPqZ8WOtPFNSDq+9ilur7KjdyWDNDn8KsX7po1qq68daqjzjjpIm4EOYMCZooll96I1hdYPnZZcLaGrpkLeod3er00koOInK8s6CFEqpvRDUUFfjgP/vlVTWHYWYGnZOJq41TslDStoBrHsdWnUd1UukfmvzGulLJTE6vInHNCIlepKLWeWFtDX0lUcn7yjDsuVrosXo+4+vOlrCdIT21LhcRw4qzd5Sp3kAxUaTePmO8WEPLdWMjMk3iUj813Fdrmn8V1tbQV4XQZumqkc4aY/FVIgom8g5BoDM2D1CNTQQm7cTnuj/rvGptnIWnqqOisfvSsrfxtXH/qghJ+FxTpuvLqiBl9lyLvpvLgPU19OMgLEpVJVTtCIJFW2KtpqqExlkJGhsLODelBynOWUizdqcApgy8moHrdw1Npim1YDVvddZgdWzNaC9BtOSs0Bh6RN0oZHrWlMSZIUNN0s0DppeO95MGt6FNeNVwVhxSD+upBtkKXyWPphBn9GpY4a5QLxQJr9F8PjE0WUBb+LJKFK250TeGHrGiWn3KlSkKtGY0UkY3JCxMa5IRlZinnzb0ypWJ56jP+tHQo2YkBMpsWdW9al5zW7yCH89dnOHESz/TuqEx9JOg7h8X+aTYQGSaNbjMuKr9weDrp44uyoLkjs68buq4Re+15sZdR2Poy3BEDnaszcQH37qmr16F9RYhzvyw2K2YDRVK/Y5Tk93ztQjPmrsnq9AY+klQd12CMSvlxJ+GKkQZOyybsU4ez7k0s6q4tfPMNSGL119cJPsFr28whcbQl2HVbF5nNtb8d4W5/puPDM1MvhKHivWJyHMi8q9F5DdE5CMi8p+H7ddF5KdE5BPh/7WwXUTku0Tk+dBZ+ovP+0M0aHAYjtIivQD+oqq+FfhS4FtF5K3Ae4APqeqbgQ+F5wBfg/UXfTPwbqzLdIMGF4pDDV1Vb6rqL4XHu8BvAq8D3gm8Pxz2fuDrwuN3Aj+ohn8HXBWRZ8585A0aHANHmdEriMgbgC8Cfg54utY9+hXg6fD4dcCLtZe9FLbNnuvdIvJhEflwTsPQa3C+OLKhi8gG8E+A/0JVp0jXatmOY62GVPV9qvp2VX17RvvwFzRocAocydBFJMOM/P9Q1X8aNt+KLkn4H8X5Xgaeq7382bCtQYMLw1GiLoK1RP9NVf07tV0fAN4VHr8L+LHa9m8K0ZcvBbZrLk6DBheCo8TRfx/wnwK/JiK/HLb9FeC9wI+IyDcDnwK+Iez7ceBrgeeBA+BPnemIGzQ4AQ41dFX9GWBZ2m1ORy746996ynE1aHCmOFbUpUGDVysaQ2+wFmgMvcFaoDH0BmuBxtAbrAUaQ2+wFmgMvcFaoDH0BmuBxtAbrAUaQ2+wFmgMvcFaoDH0BmuBxtAbrAUaQ2+wFmgMvcFaoDH0BmuBxtAbrAUaQ2+wFmgMvcFaoDH0BmuBxtAbrAUaQ2+wFmgMvcFaoDH0BmuBxtAbrAUaQ2+wFmgMvcFaoDH0Bq9+HKEjX2PoDV79OEJHvsfL0JtemQ3OCaKPQX9KEbkD7AN3L3osx8STNGN+VDhs3K9X1RvLdj4Whg4gIh9W1bdf9DiOg2bMjw6nHffj5bo0aHBOaAy9wVrgcTL09130AE6AZsyPDqca92PjozdocJ54nGb0Bg3ODY2hN1gLXLihi8hXi8jHROR5EXnPRY9nGUTkBRH5NRH5ZRH5cNh2XUR+SkQ+Ef5fewzG+f0icltEfr22beE4Q9Pj7wrf/a+KyBc/RmP+NhF5OXzfvywiX1vb95fDmD8mIn/kSG+iqhf2ByTAJ4E3AS3gV4C3XuSYVoz1BeDJmW3fCbwnPH4P8D8+BuP8A8AXA79+2Dixxsf/Eusj+6XAzz1GY/424L9ecOxbg520gTcG+0kOe4+LntHfATyvqr+lqmPgh4F3XvCYjoN3Au8Pj98PfN0FjgUAVf1p4P7M5mXjfCfwg2r4d8BVEXnm0Yx0giVjXoZ3Aj+sqiNV/W2sQ/k7DnvRRRv664AXa89fCtseRyjwkyLyiyLy7rDtaVW9GR6/Ajx9MUM7FMvG+bh//38+uFTfX3MLTzTmizb0VxO+TFW/GPga4FtF5A/Ud6rdVx/7WO2rZZzA9wCfCXwhcBP426c52UUb+svAc7Xnz4Ztjx1U9eXw/zbwz7Db5a14qw//b1/cCFdi2Tgf2+9fVW+paqmqHvheJu7JicZ80Yb+C8CbReSNItICvhH4wAWPaQ4i0heRzfgY+Crg17Gxvisc9i7gxy5mhIdi2Tg/AHxTiL58KbBdc3EuFDNrhT+Ofd9gY/5GEWmLyBuBNwM/f+gJH4MowdcCH8dWz3/1osezZIxvwlb6vwJ8JI4TeAL4EPAJ4IPA9cdgrD+E3epzzH/95mXjxKItfz98978GvP0xGvM/DGP61WDcz9SO/6thzB8DvuYo79FQABqsBS7adWnQ4JGgMfQGa4HG0BusBRpDb7AWaAy9wVqgMfQGa4HG0BusBf5/KXBT6SEkf8UAAAAASUVORK5CYII=\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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HfQywtWh+W9bWHwXwmKRnJTVlbaMiYns2vQMYlU9pJXVVZ39//a/NhlQLi4aFvao576AfSy6IiHOBy4B5kqYWL4zC79V+f672WKkTuAs4HZgEbAduL2djeQe9BRhXND82a+t3IqIle94FPETh1+XOjl/12fOu/Cr8UF3V2W9f/4jYGRFtEdEO/ID3hye9qjnvoK8GJkgaL6kOmA0szbmmo0gaImlYxzRwMbCWQq1zs25zgYfzqbCkrupcCszJzr40AvuLhji5OuK9wucovN5QqHm2pEGSxgMTgFUlN9gPzhJMB16n8O75xrzr6aLG0yi8018DvNxRJ/ARYAWwHngcqO8Htd5H4Vd9K4Xx61Vd1UnhbMt3s9f+JaChH9W8OKvpxSzco4v635jVvA64rDv78EcALAl5D13M+oSDbklw0C0JDrolwUG3JDjolgQH3ZLw/yUQiO1y6TxcAAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "stream",
+          "text": [
+            "======================================================\n"
+          ],
+          "name": "stdout"
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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\n",
+            "text/plain": [
+              "<Figure size 432x288 with 1 Axes>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        },
+        {
+          "output_type": "error",
+          "ename": "KeyboardInterrupt",
+          "evalue": "ignored",
+          "traceback": [
+            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+            "\u001b[0;32m<ipython-input-13-deab396c461e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     26\u001b[0m   \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Prediction class 1'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     27\u001b[0m   \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprediction\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m100\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmin\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m   \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    270\u001b[0m     \"\"\"\n\u001b[1;32m    271\u001b[0m     \u001b[0;32mglobal\u001b[0m \u001b[0m_show\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 272\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0m_show\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    273\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    274\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/ipykernel/pylab/backend_inline.py\u001b[0m in \u001b[0;36mshow\u001b[0;34m(close, block)\u001b[0m\n\u001b[1;32m     37\u001b[0m             display(\n\u001b[1;32m     38\u001b[0m                 \u001b[0mfigure_manager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 39\u001b[0;31m                 \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_fetch_figure_metadata\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigure_manager\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     40\u001b[0m             )\n\u001b[1;32m     41\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/IPython/core/display.py\u001b[0m in \u001b[0;36mdisplay\u001b[0;34m(*objs, **kwargs)\u001b[0m\n\u001b[1;32m    304\u001b[0m             \u001b[0mpublish_display_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmetadata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmetadata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    305\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 306\u001b[0;31m             \u001b[0mformat_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmd_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minclude\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mexclude\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mexclude\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    307\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mformat_dict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    308\u001b[0m                 \u001b[0;31m# nothing to display (e.g. _ipython_display_ took over)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mformat\u001b[0;34m(self, obj, include, exclude)\u001b[0m\n\u001b[1;32m    171\u001b[0m             \u001b[0mmd\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    172\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 173\u001b[0;31m                 \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mformatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    174\u001b[0m             \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    175\u001b[0m                 \u001b[0;31m# FIXME: log the exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m<decorator-gen-9>\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36mcatch_format_error\u001b[0;34m(method, self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    215\u001b[0m     \u001b[0;34m\"\"\"show traceback on failed format call\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    216\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 217\u001b[0;31m         \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    218\u001b[0m     \u001b[0;32mexcept\u001b[0m \u001b[0mNotImplementedError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    219\u001b[0m         \u001b[0;31m# don't warn on NotImplementedErrors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/IPython/core/formatters.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, obj)\u001b[0m\n\u001b[1;32m    332\u001b[0m                 \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    333\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 334\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mprinter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    335\u001b[0m             \u001b[0;31m# Finally look for special method names\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    336\u001b[0m             \u001b[0mmethod\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_real_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mobj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_method\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36m<lambda>\u001b[0;34m(fig)\u001b[0m\n\u001b[1;32m    239\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    240\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'png'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 241\u001b[0;31m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'png'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    242\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;34m'retina'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m'png2x'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mformats\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m         \u001b[0mpng_formatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfor_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mlambda\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mretina_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/IPython/core/pylabtools.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(fig, fmt, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m    123\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    124\u001b[0m     \u001b[0mbytes_io\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBytesIO\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 125\u001b[0;31m     \u001b[0mfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcanvas\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprint_figure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbytes_io\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    126\u001b[0m     \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbytes_io\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetvalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    127\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mfmt\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'svg'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/backend_bases.py\u001b[0m in \u001b[0;36mprint_figure\u001b[0;34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, **kwargs)\u001b[0m\n\u001b[1;32m   2124\u001b[0m                     \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2125\u001b[0m                     \u001b[0mbbox_inches_restore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2126\u001b[0;31m                     **kwargs)\n\u001b[0m\u001b[1;32m   2127\u001b[0m             \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2128\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, metadata, pil_kwargs, *args, **kwargs)\u001b[0m\n\u001b[1;32m    512\u001b[0m         }\n\u001b[1;32m    513\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 514\u001b[0;31m         \u001b[0mFigureCanvasAgg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    515\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mpil_kwargs\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    516\u001b[0m             \u001b[0;32mfrom\u001b[0m \u001b[0mPIL\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    391\u001b[0m              (self.toolbar._wait_cursor_for_draw_cm() if self.toolbar\n\u001b[1;32m    392\u001b[0m               else nullcontext()):\n\u001b[0;32m--> 393\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    394\u001b[0m             \u001b[0;31m# A GUI class may be need to update a window using this draw, so\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    395\u001b[0m             \u001b[0;31m# don't forget to call the superclass.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mdraw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     36\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_agg_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/figure.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m   1734\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpatch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1735\u001b[0m             mimage._draw_list_compositing_images(\n\u001b[0;32m-> 1736\u001b[0;31m                 renderer, self, artists, self.suppressComposite)\n\u001b[0m\u001b[1;32m   1737\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1738\u001b[0m             \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose_group\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'figure'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/image.py\u001b[0m in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m    135\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mnot_composite\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhas_images\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    136\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0martists\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 137\u001b[0;31m             \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    138\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    139\u001b[0m         \u001b[0;31m# Composite any adjacent images together\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mdraw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     36\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_agg_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, renderer, inframe)\u001b[0m\n\u001b[1;32m   2628\u001b[0m             \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstop_rasterizing\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2629\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2630\u001b[0;31m         \u001b[0mmimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_draw_list_compositing_images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0martists\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2631\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2632\u001b[0m         \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose_group\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'axes'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/image.py\u001b[0m in \u001b[0;36m_draw_list_compositing_images\u001b[0;34m(renderer, parent, artists, suppress_composite)\u001b[0m\n\u001b[1;32m    135\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mnot_composite\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhas_images\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    136\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0martists\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 137\u001b[0;31m             \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrenderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    138\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    139\u001b[0m         \u001b[0;31m# Composite any adjacent images together\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/artist.py\u001b[0m in \u001b[0;36mdraw_wrapper\u001b[0;34m(artist, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m     36\u001b[0m                 \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstart_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0martist\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m         \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0martist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_agg_filter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36mdraw\u001b[0;34m(self, renderer, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1227\u001b[0m         \u001b[0mticks_to_draw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_update_ticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1228\u001b[0m         ticklabelBoxes, ticklabelBoxes2 = self._get_tick_bboxes(ticks_to_draw,\n\u001b[0;32m-> 1229\u001b[0;31m                                                                 renderer)\n\u001b[0m\u001b[1;32m   1230\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1231\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mtick\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mticks_to_draw\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36m_get_tick_bboxes\u001b[0;34m(self, ticks, renderer)\u001b[0m\n\u001b[1;32m   1172\u001b[0m         \u001b[0;34m\"\"\"Return lists of bboxes for ticks' label1's and label2's.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1173\u001b[0m         return ([tick.label1.get_window_extent(renderer)\n\u001b[0;32m-> 1174\u001b[0;31m                  for tick in ticks if tick.label1.get_visible()],\n\u001b[0m\u001b[1;32m   1175\u001b[0m                 [tick.label2.get_window_extent(renderer)\n\u001b[1;32m   1176\u001b[0m                  for tick in ticks if tick.label2.get_visible()])\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m   1172\u001b[0m         \u001b[0;34m\"\"\"Return lists of bboxes for ticks' label1's and label2's.\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1173\u001b[0m         return ([tick.label1.get_window_extent(renderer)\n\u001b[0;32m-> 1174\u001b[0;31m                  for tick in ticks if tick.label1.get_visible()],\n\u001b[0m\u001b[1;32m   1175\u001b[0m                 [tick.label2.get_window_extent(renderer)\n\u001b[1;32m   1176\u001b[0m                  for tick in ticks if tick.label2.get_visible()])\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/text.py\u001b[0m in \u001b[0;36mget_window_extent\u001b[0;34m(self, renderer, dpi)\u001b[0m\n\u001b[1;32m    903\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Cannot get window extent w/o renderer'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    904\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 905\u001b[0;31m         \u001b[0mbbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minfo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdescent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_layout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_renderer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    906\u001b[0m         \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_unitless_position\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    907\u001b[0m         \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/text.py\u001b[0m in \u001b[0;36m_get_layout\u001b[0;34m(self, renderer)\u001b[0m\n\u001b[1;32m    421\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    422\u001b[0m         \u001b[0;31m# now rotate the positions around the first (x, y) position\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 423\u001b[0;31m         \u001b[0mxys\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mM\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moffset_layout\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0moffsetx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moffsety\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    424\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    425\u001b[0m         \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbbox\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlines\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mzip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mws\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mxys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdescent\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36mtransform\u001b[0;34m(self, values)\u001b[0m\n\u001b[1;32m   1714\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1715\u001b[0m         \u001b[0;31m# docstring inherited\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1716\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform_affine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1717\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1718\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mtransform_affine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36mtransform_affine\u001b[0;34m(self, points)\u001b[0m\n\u001b[1;32m   1792\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1793\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mtransform_affine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpoints\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1794\u001b[0;31m         \u001b[0mmtx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1795\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoints\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mMaskedArray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1796\u001b[0m             \u001b[0mtpoints\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maffine_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpoints\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmtx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/matplotlib/transforms.py\u001b[0m in \u001b[0;36mget_matrix\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1876\u001b[0m         \u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1877\u001b[0m         \"\"\"\n\u001b[0;32m-> 1878\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_invalid\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1879\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_inverted\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1880\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_invalid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "gJ4yJuIdso2q"
+      },
+      "source": [
+        "\r\n",
+        "def bbox2_3D(img):\r\n",
+        "\r\n",
+        "    r = np.any(img, axis=(1, 2))\r\n",
+        "    c = np.any(img, axis=(0, 2))\r\n",
+        "    z = np.any(img, axis=(0, 1))\r\n",
+        "\r\n",
+        "    rmin, rmax = np.where(r)[0][[0, -1]]\r\n",
+        "    cmin, cmax = np.where(c)[0][[0, -1]]\r\n",
+        "    zmin, zmax = np.where(z)[0][[0, -1]]\r\n",
+        "\r\n",
+        "    return rmin, rmax, cmin, cmax, zmin, zmax\r\n",
+        "    \r\n",
+        "\r\n",
+        "      xmins = []\r\n",
+        "      xmaxs = []\r\n",
+        "      ymins = []\r\n",
+        "      ymaxs = []\r\n",
+        "      zmins = []\r\n",
+        "      zmaxs = []\r\n",
+        "      for img in [f_flair, f_seg, f_t1ce, f_t1, f_t2]:\r\n",
+        "        xmin, xmax, ymin, ymax, zmin, zmax = bbox2_3D(img)\r\n",
+        "        xmins.append(xmin)\r\n",
+        "        xmaxs.append(xmax)\r\n",
+        "        ymins.append(ymin)\r\n",
+        "        ymaxs.append(ymax)\r\n",
+        "        zmins.append(zmin)\r\n",
+        "        zmaxs.append(zmax)\r\n",
+        "      xmin = np.min(xmin)\r\n",
+        "      ymin = np.min(ymin)\r\n",
+        "      zmin = np.min(zmin)\r\n",
+        "      xmax = np.max(xmax)\r\n",
+        "      ymax = np.max(ymax)\r\n",
+        "      zmax = np.max(zmax)\r\n",
+        "\r\n",
+        "      f_flair = f_flair[xmin:xmax, ymin:ymax, zmin:zmax]\r\n",
+        "      f_seg = f_seg[xmin:xmax, ymin:ymax, zmin:zmax]\r\n",
+        "      f_t1ce = f_t1ce[xmin:xmax, ymin:ymax, zmin:zmax]\r\n",
+        "      f_t1 = f_t1[xmin:xmax, ymin:ymax, zmin:zmax]\r\n",
+        "      f_t2 = f_t2[xmin:xmax, ymin:ymax, zmin:zmax]\r\n",
+        "\r\n",
+        "      print(f_flair.shape)"
+      ]
+    }
+  ]
+}
\ No newline at end of file