CS666_Assignment_5.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/shivangraikar/cs666student/blob/main/CS666_Assignment_5.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DMrBgGVKWEPJ"
      },
      "source": [
        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)\n",
        "#Assignment 5"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# NAME: Shivang Raikar"
      ],
      "metadata": {
        "id": "pPhsPUgLO8Tm"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ll5BVb2mZS2_"
      },
      "source": [
        " # In this assignment, we will visualize and explore a CT scan!"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2lscACx4iuKi",
        "outputId": "b3520c47-d041-4241-af2d-23c042138c1f"
      },
      "source": [
        "# load numpy and matplotlib\n",
        "%pylab inline"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Populating the interactive namespace from numpy and matplotlib\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3yT4p3dDmJgI",
        "outputId": "9c9d195d-7727-4e42-d300-f671f00ee5cb"
      },
      "source": [
        "# we are using pydicom, so lets install it!\n",
        "!pip install pydicom"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: pydicom in /usr/local/lib/python3.9/dist-packages (2.3.1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f_SOOwQf78z-"
      },
      "source": [
        "**Task 1**: Download and visualize data with SliceDrop! [20 Points]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vXxbYHfalVQt"
      },
      "source": [
        "# Please download https://cs666.org/data/ct.zip and extract it on your computer!\n",
        "# This is a CT scan of an arm in DICOM format."
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wwtBQpTP8QbS"
      },
      "source": [
        "# 1) Let's explore the data without loading it.\n",
        "# TODO: Without loading the data, how many slices are there?"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "E1Xdz3xw8ZJ6"
      },
      "source": [
        "# TODO: 220"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZJHks55e8a8K"
      },
      "source": [
        "# 2) Let's visualize the data with SliceDrop! \n",
        "# Go to https://slicedrop.com and drag'n'drop all .dcm files into the browser.\n",
        "# Please use the 2D sliders to show axial, sagittal, and coronal slices in 3D."
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "guioyU-e9Q2s"
      },
      "source": [
        "# TODO Please post a screenshot of SliceDrop's 3D View in the text box below by \n",
        "# using the Upload image button after double-click. This should not be volume\n",
        "# rendering but show the 3 cross sections."
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EL0cayyf9JPo"
      },
      "source": [
        "![Screenshot 2023-04-18 at 3.16.08 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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iRDRxjS-9LYi"
      },
      "source": [
        "# 3) Let's visualize only the bones! Please use the thresholding\n",
        "# based on a window suitable for bones and show a 3D volume rendering."
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# TODO Please post a screenshot of SliceDrop's 3D View in the text box below by \n",
        "# using the Upload image button after double-click."
      ],
      "metadata": {
        "id": "_8KtHpFvPPE0"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Screenshot 2023-04-18 at 3.54.08 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)"
      ],
      "metadata": {
        "id": "ChMmOBNe7qOE"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KbpOUGY9fKLw"
      },
      "source": [
        "**Task 2**: Load the data using pydicom as a 3D volume and then reslice it! [35 Points]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kleZbthp9LcC"
      },
      "source": [
        "# TODO: Please upload ct.zip using the file panel on the left.\n",
        "# Then use the following snippet to extract the data."
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JE2DknZUfSG8"
      },
      "source": [
        "import zipfile\n",
        "with zipfile.ZipFile('ct.zip', 'r') as zip_ref:\n",
        "    zip_ref.extractall('.')"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wOiAyhP2fSJm"
      },
      "source": [
        "# 1) Now loop through all the DICOM files and store them in a 3D numpy array.\n",
        "# Hint: You can either store them in a list first or read the dimensions of a\n",
        "# single image slice to properly create the 3D numpy array.\n",
        "# Hint 2: os.listdir(DIR) gives a list of filenames in a directory.\n",
        "# Hint 2b: This list is not sorted - make sure you sort it.\n",
        "# Hint 3: The dcmread function loads a single DICOM file.\n",
        "# Hint 4: You can then use .pixel_array to access the image data."
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qcnvddIGjVOO"
      },
      "source": [
        "from pydicom import dcmread"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KN6vNSJpiRf0"
      },
      "source": [
        "# TODO: YOUR CODE FOR LOADING THE VOLUME AS A 3D NUMPY ARRAY\n",
        "import numpy as np\n",
        "import os\n",
        "\n",
        "dir_path = \"ct\"\n",
        "#DICOM files in the directory\n",
        "file_names = os.listdir(dir_path)\n",
        "file_names.sort()\n",
        "\n",
        "# dimensions of first file\n",
        "first_file_path = os.path.join(dir_path, file_names[0])\n",
        "first_file = dcmread(first_file_path)\n",
        "dims = list(first_file.pixel_array.shape) + [len(file_names)] #final list dimensions\n",
        "\n",
        "#numpy array with zeros to allocate the data\n",
        "ct_array = np.zeros(dims, dtype=np.uint16)\n",
        "\n",
        "#Loop through all the DICOM files and store the image data\n",
        "for i, file_name in enumerate(file_names):\n",
        "    file_path = os.path.join(dir_path, file_name)\n",
        "    dicom_file = dcmread(file_path)\n",
        "    ct_array[:, :, i] = dicom_file.pixel_array"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-ASKScaKii8S"
      },
      "source": [
        "# 2) Now create and show axial, sagittal, and coronal slices from the 3D volume.\n",
        "# Hint: Please use imshow(XX, cmap='gray') to show the image."
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5pa-UOtUikTK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        },
        "outputId": "f6a8714c-ed84-44d3-94dc-b587abb5e7d6"
      },
      "source": [
        "# TODO: YOUR CODE FOR AXIAL\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "axial = plt.plot()\n",
        "plt.imshow(ct_array[:, :, dims[2]//2], cmap='gray')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f132456f550>"
            ]
          },
          "metadata": {},
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wZwgRylCjB5e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        },
        "outputId": "41ae6d85-24e6-4b5f-c902-7fff06b15fd4"
      },
      "source": [
        "# TODO: YOUR CODE FOR SAGITTAL\n",
        "sagittal = plt.plot()\n",
        "plt.imshow(ct_array[:, dims[1]//2, :], cmap='gray')"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f1319d4cd00>"
            ]
          },
          "metadata": {},
          "execution_count": 22
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ORHmClyCjDbp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        },
        "outputId": "60c08e06-89b3-482d-c543-0f634b256262"
      },
      "source": [
        "# TODO: YOUR CODE FOR CORONAL\n",
        "coronal = plt.plot()\n",
        "plt.imshow(ct_array[:, dims[0]//2, :], cmap='gray')"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f1319d5e5b0>"
            ]
          },
          "metadata": {},
          "execution_count": 23
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eqsEUwQKfXnu"
      },
      "source": [
        "**Task 3**: Use the Window/Level-technique to visualize the data! [45 Points]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CkzT93xUmP0G"
      },
      "source": [
        "# We will now enhance the visualization from above by performing \n",
        "# Window/Level adjustment.\n",
        "# Here is one way of doing that:\n",
        "#   vmin = level - window/2\n",
        "#   vmax = level + window/2\n",
        "#   plt.imshow(hu_pixels + rescale, cmap='gray', vmin=vmin, vmax=vmax)\n",
        "#   plt.show()"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dsl2cNGafSMS"
      },
      "source": [
        "# 1) Please load the Window/Level values from the DICOM file,\n",
        "# print these values, and then visualize one slice with window/level adjustment.\n",
        "# Hint: The DICOM header has the following tags.\n",
        "#   (0028, 1050) Window Center \n",
        "#   (0028, 1051) Window Width\n",
        "# Hint 2: You can use slice[key].value to access DICOM tag values.\n",
        "# Hint 3: (0028, 1052) Rescale Intercept might be important."
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5ChwNDaznJJb"
      },
      "source": [
        "# TODO: YOUR CODE\n",
        "dicom_file\n",
        "\n",
        "window_center = dicom_file.WindowCenter\n",
        "window_width = dicom_file.WindowWidth\n",
        "rescale_int = dicom_file['RescaleIntercept'].value"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(rescale_int)\n",
        "print(window_center)\n",
        "print(window_width)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y-KKxR12vpJh",
        "outputId": "10097402-a3c4-4a72-fc87-fd81a97ba3d3"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "-1024\n",
            "30\n",
            "410\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "vmin = window_center - window_width/2\n",
        "vmax = window_center + window_width/2\n",
        "plt.imshow(dicom_file.pixel_array + rescale_int, cmap='gray', vmin=vmin, vmax=vmax)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "jlT8E238whol",
        "outputId": "722f3848-d5e8-49e2-9a5f-91173a5cf17a"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0tTbiR2ygn-j"
      },
      "source": [
        "# 2) Play around with different Window/Level values that enhance\n",
        "# the visualization."
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ljY769LtnVFi",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "outputId": "caa8c273-dd89-4848-d8f9-2bc6e88cfb93"
      },
      "source": [
        "# TODO: YOUR CODE\n",
        "window_center = 100\n",
        "window_width = 300\n",
        "vmin = window_center - window_width/2\n",
        "vmax = window_center + window_width/2\n",
        "plt.imshow(dicom_file.pixel_array + rescale_int, cmap='gray', vmin=vmin, vmax=vmax)\n",
        "plt.show()"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "window_center = 500\n",
        "window_width = 300\n",
        "vmin = window_center - window_width/2\n",
        "vmax = window_center + window_width/2\n",
        "plt.imshow(dicom_file.pixel_array + rescale_int, cmap='gray', vmin=vmin, vmax=vmax)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "jZ58efVww6DY",
        "outputId": "57f8e732-c152-4cfd-ef48-bd3a2159478a"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "window_center = 100\n",
        "window_width = 500\n",
        "vmin = window_center - window_width/2\n",
        "vmax = window_center + window_width/2\n",
        "plt.imshow(dicom_file.pixel_array + rescale_int, cmap='gray', vmin=vmin, vmax=vmax)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "NE8TsOSVw790",
        "outputId": "3d9c854f-2c14-4768-cc77-274fdb6aea47"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_yMGLK2MnVps"
      },
      "source": [
        "# Which values make sense and why?"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Dhw5sSAtnZVT"
      },
      "source": [
        "# TODO: YOUR ANSWER\n",
        "# For both the window_center and window_width values, \n",
        "# I believe it is important to first determine the use of window techniques.\n",
        "# Both values can be changed according to the requirement, whether we want a more defined image of the higlights, \n",
        "# or an entire image altogether. But to conveniently visualize the center part, \n",
        "# it can be given more value than the width."
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1f72yBFNgonn"
      },
      "source": [
        "**Bonus**: Create segmentations (label maps) for the volume using thresholding HU! [33 Points]"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "suX0YEehgzYq"
      },
      "source": [
        "# Similar to Window/Level adjustment for visualization, we can threshold\n",
        "# the volume to highlight the following components using the Hounsfield Units:\n",
        "# 1) Fat\n",
        "# 2) Soft Tissue\n",
        "# 3) Bones\n",
        "#\n",
        "# Please create 3 segmentation masks for these structures.\n",
        "# Then, please visualize each 3 slices per structure to showcase the segmentation.\n",
        "# Hint: As a reminder, the following code allows thresholding of a numpy array.\n",
        "#   new_mask = imagevolume.copy()\n",
        "#   new_mask[new_mask < XXX] = 0\n",
        "# Hint2: You might need to cast new_mask to int16 not uint16."
      ],
      "execution_count": 48,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eiXz11Ytjrcm"
      },
      "source": [
        "# TODO: YOUR CODE TO SEGMENT FAT\n",
        "fat_mask = ct_array.copy()\n",
        "fat_mask[fat_mask > -60] = 0\n",
        "fat_mask = np.int16(fat_mask)"
      ],
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rc8QJIyPjuAO"
      },
      "source": [
        "# TODO: YOUR CODE TO SEGMENT SOFT TISSUE\n",
        "tissue_mask = ct_array.copy()\n",
        "tissue_mask[tissue_mask < 30] = 0\n",
        "tissue_mask[tissue_mask > 100] = 0\n",
        "tissue_mask = np.int16(tissue_mask)"
      ],
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P3YA8qDhjwLY"
      },
      "source": [
        "# TODO: YOUR CODE TO SEGMENT BONES\n",
        "bone_mask = ct_array.copy()\n",
        "bone_mask[bone_mask < 300] = 0\n",
        "bone_mask = np.int16(bone_mask)"
      ],
      "execution_count": 59,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Segment Fat\n",
        "plt.imshow(fat_mask[:, :, 50], cmap='gray')\n",
        "plt.show()\n",
        "\n",
        "# Segment Soft tissue\n",
        "plt.imshow(tissue_mask[:, :, 50], cmap='gray')\n",
        "plt.show()\n",
        "\n",
        "# Segment bone\n",
        "plt.imshow(bone_mask[:, :, 50], cmap='gray')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "pWBULmotzcpF",
        "outputId": "4cbb50ea-c2d7-4a84-ca28-cc1b770233df"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RVY6FD-Jjz06"
      },
      "source": [
        "# Are the segmentations good?"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JeVczcqaj3jq"
      },
      "source": [
        "# TODO: Not really, I think the the problem is with the dataset and not with the segmentation technique."
      ],
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JJ6yixJskKqW"
      },
      "source": [],
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kWb3h4MKm5t4"
      },
      "source": [
        "#\n",
        "# Thank you and Great job!!\n",
        "#\n",
        "#                _.---._\n",
        "#              .'       `.\n",
        "#              :)       (:\n",
        "#              \\ (@) (@) /\n",
        "#               \\   A   /\n",
        "#                )     (\n",
        "#                \\\"\"\"\"\"/\n",
        "#                 `._.'\n",
        "#                  .=.\n",
        "#          .---._.-.=.-._.---.\n",
        "#         / ':-(_.-: :-._)-:` \\\n",
        "#        / /' (__.-: :-.__) `\\ \\\n",
        "#       / /  (___.-` '-.___)  \\ \\\n",
        "#      / /   (___.-'^`-.___)   \\ \\\n",
        "#     / /    (___.-'=`-.___)    \\ \\\n",
        "#    / /     (____.'=`.____)     \\ \\\n",
        "#   / /       (___.'=`.___)       \\ \\\n",
        "#  (_.;       `---'.=.`---'       ;._)\n",
        "#  ;||        __  _.=._  __        ||;\n",
        "#  ;||       (  `.-.=.-.'  )       ||;\n",
        "#  ;||       \\    `.=.'    /       ||;\n",
        "#  ;||        \\    .=.    /        ||;\n",
        "#  ;||       .-`.`-._.-'.'-.       ||;\n",
        "# .:::\\      ( ,): O O :(, )      /:::.\n",
        "# |||| `     / /'`--'--'`\\ \\     ' ||||\n",
        "# ''''      / /           \\ \\      ''''\n",
        "#          / /             \\ \\\n",
        "#         / /               \\ \\\n",
        "#        / /                 \\ \\\n",
        "#       / /                   \\ \\\n",
        "#      / /                     \\ \\\n",
        "#     /.'                       `.\\\n",
        "#    (_)'                       `(_)\n",
        "#     \\\\.                       .//\n",
        "#      \\\\.                     .//\n",
        "#       \\\\.                   .//\n",
        "#        \\\\.                 .//\n",
        "#         \\\\.               .//\n",
        "#          \\\\.             .//\n",
        "#     jgs   \\\\.           .//\n",
        "#           ///)         (\\\\\\\n",
        "#         ,///'           `\\\\\\,\n",
        "#        ///'               `\\\\\\\n",
        "#       \"\"'                   '\"\""
      ],
      "execution_count": 62,
      "outputs": []
    }
  ]
}