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  "cells": [
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      "cell_type": "markdown",
      "source": [
        "# Magic: the Gathering Artwork Search\n",
        "Search for card artworks from \"Magic: The Gathering\" using a text description of the image content. All 32,000+ unique illustrations were encoded as vectors using OpenAI's CLIP model and stored in a CSV file. Here, CLIP encodes the query string and results are returned in order of cosine similarity between the query and the images. GPU runtime is helpful but not necessary.  \n",
        "  \n",
        "(Created on 03/25/2023, so newer cards are not included.)"
      ],
      "metadata": {
        "id": "-ZrWkBAZe6jx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Instructions\n",
        "\n",
        "\n",
        "1.   At the top of the page, click \"Runtime\" and select \"Run all.\" \n",
        "2.   Wait for each code cell to finish loading, then scroll to the section \"MtG Image Search.\"\n",
        "3.   Type your search query into the \"query\" field (ex. \"autumn leaves\")\n",
        "4.   Click the circular play button to the left of the \"query\" field to run the search (or press Shift+Enter with your cursor in that field).\n",
        "5.   Clicking an image will open the full card image in a new tab.  \n",
        "  \n",
        "Thanks for checking out this project!\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "MU61AIWMl8ro"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/ekohrt/mtg-art-content-search.git\n",
        "!unzip -q -u \"/content/mtg-art-content-search/mtg-art-clip-embeddings.zip\" -d \"/content/mtg-art-content-search/\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
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        "id": "55gmji8Ad1zC",
        "outputId": "08c917dc-0eea-492e-c814-0c7afbce333d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'mtg-art-content-search'...\n",
            "remote: Enumerating objects: 10, done.\u001b[K\n",
            "remote: Counting objects: 100% (10/10), done.\u001b[K\n",
            "remote: Compressing objects: 100% (7/7), done.\u001b[K\n",
            "remote: Total 10 (delta 1), reused 7 (delta 1), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (10/10), 3.52 MiB | 7.87 MiB/s, done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q sentence-transformers Pillow==9.0.0"
      ],
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          "text": [
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/86.0 KB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.0/86.0 KB\u001b[0m \u001b[31m7.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.3/4.3 MB\u001b[0m \u001b[31m61.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m65.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m200.1/200.1 KB\u001b[0m \u001b[31m20.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m65.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for sentence-transformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
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        }
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    },
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        "# load clip model\n",
        "from sentence_transformers import SentenceTransformer\n",
        "import torch\n",
        "\n",
        "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
        "\n",
        "# load a CLIP model from huggingface\n",
        "model = SentenceTransformer(\n",
        "    'sentence-transformers/clip-ViT-B-32',\n",
        "    device=device\n",
        ")\n",
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        {
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            "text/plain": [
              "SentenceTransformer(\n",
              "  (0): CLIPModel()\n",
              ")"
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
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              "\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ],
      "source": [
        "import pandas as pd\n",
        "embeddings_df = pd.read_csv(\"/content/mtg-art-content-search/mtg-art-clip-embeddings.csv\")\n",
        "embeddings_df.head(2)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "image_embeddings = embeddings_df.drop(labels='illustration_id', axis='columns').to_numpy()"
      ],
      "metadata": {
        "id": "TeCZ_Q-n_tIc"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# load the csv with the full card data. use 'illustration_id' as the index for easier lookups..\n",
        "data_df = pd.read_csv('/content/mtg-art-content-search/mtg-art-data.csv', index_col='illustration_id')\n",
        "data_df.loc[['2fcca987-364c-4738-a75b-099d8a26d614', '619c439b-8b4d-4c0c-9f86-9fdae9bd1c25']] # make sure illustration_id is index"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 239
        },
        "id": "u78e8Jv_JQ75",
        "outputId": "fc8577e8-29ea-45b5-cb33-945e85fd7f1f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                                        id  \\\n",
              "illustration_id                                                              \n",
              "2fcca987-364c-4738-a75b-099d8a26d614  0000579f-7b35-4ed3-b44c-db2a538066fe   \n",
              "619c439b-8b4d-4c0c-9f86-9fdae9bd1c25  0001f1ef-b957-4a55-b47f-14839cdbab6f   \n",
              "\n",
              "                                                                 oracle_id  \\\n",
              "illustration_id                                                              \n",
              "2fcca987-364c-4738-a75b-099d8a26d614  44623693-51d6-49ad-8cd7-140505caf02f   \n",
              "619c439b-8b4d-4c0c-9f86-9fdae9bd1c25  ef027846-be81-4959-a6b5-56bd01b1e68a   \n",
              "\n",
              "                                                  name  \\\n",
              "illustration_id                                          \n",
              "2fcca987-364c-4738-a75b-099d8a26d614       Fury Sliver   \n",
              "619c439b-8b4d-4c0c-9f86-9fdae9bd1c25  Venerable Knight   \n",
              "\n",
              "                                                                               art_crop  \\\n",
              "illustration_id                                                                           \n",
              "2fcca987-364c-4738-a75b-099d8a26d614  https://cards.scryfall.io/art_crop/front/0/0/0...   \n",
              "619c439b-8b4d-4c0c-9f86-9fdae9bd1c25  https://cards.scryfall.io/art_crop/front/0/0/0...   \n",
              "\n",
              "                                                                             art_normal  \\\n",
              "illustration_id                                                                           \n",
              "2fcca987-364c-4738-a75b-099d8a26d614  https://cards.scryfall.io/normal/front/0/0/000...   \n",
              "619c439b-8b4d-4c0c-9f86-9fdae9bd1c25  https://cards.scryfall.io/normal/front/0/0/000...   \n",
              "\n",
              "                                             artist  \n",
              "illustration_id                                      \n",
              "2fcca987-364c-4738-a75b-099d8a26d614  Paolo Parente  \n",
              "619c439b-8b4d-4c0c-9f86-9fdae9bd1c25    Colin Boyer  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1025ceea-79c8-40e4-9e2f-0554ec6746f5\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>oracle_id</th>\n",
              "      <th>name</th>\n",
              "      <th>art_crop</th>\n",
              "      <th>art_normal</th>\n",
              "      <th>artist</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>illustration_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2fcca987-364c-4738-a75b-099d8a26d614</th>\n",
              "      <td>0000579f-7b35-4ed3-b44c-db2a538066fe</td>\n",
              "      <td>44623693-51d6-49ad-8cd7-140505caf02f</td>\n",
              "      <td>Fury Sliver</td>\n",
              "      <td>https://cards.scryfall.io/art_crop/front/0/0/0...</td>\n",
              "      <td>https://cards.scryfall.io/normal/front/0/0/000...</td>\n",
              "      <td>Paolo Parente</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>619c439b-8b4d-4c0c-9f86-9fdae9bd1c25</th>\n",
              "      <td>0001f1ef-b957-4a55-b47f-14839cdbab6f</td>\n",
              "      <td>ef027846-be81-4959-a6b5-56bd01b1e68a</td>\n",
              "      <td>Venerable Knight</td>\n",
              "      <td>https://cards.scryfall.io/art_crop/front/0/0/0...</td>\n",
              "      <td>https://cards.scryfall.io/normal/front/0/0/000...</td>\n",
              "      <td>Colin Boyer</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1025ceea-79c8-40e4-9e2f-0554ec6746f5')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-1025ceea-79c8-40e4-9e2f-0554ec6746f5 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-1025ceea-79c8-40e4-9e2f-0554ec6746f5');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "from PIL import Image\n",
        "from IPython.core.display import display, HTML\n",
        "import numpy as np\n",
        "import requests\n",
        "import time\n",
        "\n",
        "def search_images(text_query, top_results=5):\n",
        "  text_encoding = model.encode(text_query)                          # encode text query with CLIP\n",
        "  results = cosine_similarity([text_encoding], image_embeddings)    # calc cosine similarity over all images\n",
        "  indices = np.argsort(-results, axis=-1).tolist()[0][:top_results] # get indices of closest matches\n",
        "  illustration_ids = embeddings_df['illustration_id'].iloc[indices] # get illustration ids of results\n",
        "  image_data = data_df.loc[illustration_ids]                        # get the card data rows for each result id\n",
        "  html_string=\"\"\n",
        "  for index, row in image_data.iterrows():                          # display all images\n",
        "    cardname = row['name']                    \n",
        "    image_url = row['art_crop']\n",
        "    full_card_image_url = row['art_normal']\n",
        "    r = requests.get(image_url, allow_redirects=True)\n",
        "    html_string += f'<a href=\"{full_card_image_url}\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"{image_url}\" height=200 title=\"{cardname}\"/></a>'\n",
        "    time.sleep(0.02) # just to be safe, because i don't want to get blocked from scryfall\n",
        "  display(HTML(html_string))"
      ],
      "metadata": {
        "id": "FoVf05_ai5lD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title MtG Image Search\n",
        "query = 'desolate ruins' #@param {type:\"string\"}\n",
        "number_of_results = 50 #@param {type:\"slider\", min:0, max:200, step:1}\n",
        "search_images(query, top_results=number_of_results) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "cellView": "form",
        "id": "dZXDFCkbOHDH",
        "outputId": "09faec41-72bb-4ec1-8dd7-97e76bc06e86"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<a href=\"https://cards.scryfall.io/normal/front/3/b/3b2a3193-8ef0-4c4d-b12c-06a5ef5bf95e.jpg?1562733935\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/3/b/3b2a3193-8ef0-4c4d-b12c-06a5ef5bf95e.jpg?1562733935\" height=200 title=\"Creeping Mold\"/></a><a href=\"https://cards.scryfall.io/normal/front/d/7/d7e2c5a4-cf92-46bd-9033-8036436488cb.jpg?1562946496\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/d/7/d7e2c5a4-cf92-46bd-9033-8036436488cb.jpg?1562946496\" height=200 title=\"Ray of Revelation\"/></a><a href=\"https://cards.scryfall.io/normal/front/d/0/d08e9aad-3b06-4cef-8b91-0087bc5881f8.jpg?1562660698\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/d/0/d08e9aad-3b06-4cef-8b91-0087bc5881f8.jpg?1562660698\" height=200 title=\"Plains\"/></a><a href=\"https://cards.scryfall.io/normal/front/d/1/d1fa74b2-f9bd-4617-8b65-878781f3a2fd.jpg?1562934208\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/d/1/d1fa74b2-f9bd-4617-8b65-878781f3a2fd.jpg?1562934208\" height=200 title=\"Deserted Temple\"/></a><a href=\"https://cards.scryfall.io/normal/front/a/e/aed9a072-fd0b-45f2-8962-9d601840c7c3.jpg?1645566859\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/a/e/aed9a072-fd0b-45f2-8962-9d601840c7c3.jpg?1645566859\" height=200 title=\"Slayers' Stronghold\"/></a><a href=\"https://cards.scryfall.io/normal/front/1/6/16c8d2fa-54a7-46e8-980c-905258497c90.jpg?1562610110\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/1/6/16c8d2fa-54a7-46e8-980c-905258497c90.jpg?1562610110\" height=200 title=\"Arid Mesa\"/></a><a href=\"https://cards.scryfall.io/normal/front/b/e/be010c2f-06db-47e3-80bd-df3f2a21ca34.jpg?1593272969\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/b/e/be010c2f-06db-47e3-80bd-df3f2a21ca34.jpg?1593272969\" height=200 title=\"Godless Shrine\"/></a><a href=\"https://cards.scryfall.io/normal/front/3/0/30066306-f943-44c1-8814-b8b60388c26d.jpg?1562906232\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/3/0/30066306-f943-44c1-8814-b8b60388c26d.jpg?1562906232\" height=200 title=\"Evolving Wilds\"/></a><a href=\"https://cards.scryfall.io/normal/front/e/c/ecdd414b-3d9d-4347-acce-289209d09fc4.jpg?1593813519\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/e/c/ecdd414b-3d9d-4347-acce-289209d09fc4.jpg?1593813519\" height=200 title=\"Molten Rain\"/></a><a href=\"https://cards.scryfall.io/normal/front/7/a/7ace7e2d-17af-467d-a0fc-9af922189452.jpg?1562826790\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/7/a/7ace7e2d-17af-467d-a0fc-9af922189452.jpg?1562826790\" height=200 title=\"Swamp\"/></a><a href=\"https://cards.scryfall.io/normal/front/8/b/8b712739-df44-4c23-b076-0fb778aa6dc4.jpg?1562827458\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/8/b/8b712739-df44-4c23-b076-0fb778aa6dc4.jpg?1562827458\" height=200 title=\"Forest\"/></a><a href=\"https://cards.scryfall.io/normal/front/e/6/e66e1d97-d676-471a-a140-deb39600a7a9.jpg?1562794736\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/e/6/e66e1d97-d676-471a-a140-deb39600a7a9.jpg?1562794736\" height=200 title=\"Wandering Tombshell\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/5/9591f2ab-e09c-48d5-9c87-d27368e60750.jpg?1562930243\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/5/9591f2ab-e09c-48d5-9c87-d27368e60750.jpg?1562930243\" height=200 title=\"Armageddon\"/></a><a href=\"https://cards.scryfall.io/normal/front/1/3/139b90cd-8272-457a-be32-1298145345be.jpg?1598918525\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/1/3/139b90cd-8272-457a-be32-1298145345be.jpg?1598918525\" height=200 title=\"Watery Grave\"/></a><a href=\"https://cards.scryfall.io/normal/front/7/5/7579824a-6e46-442b-95ff-03fea4adbba6.jpg?1655879802\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/7/5/7579824a-6e46-442b-95ff-03fea4adbba6.jpg?1655879802\" height=200 title=\"Shipwreck Marsh\"/></a><a href=\"https://cards.scryfall.io/normal/front/c/3/c355bf63-f456-43ad-a6df-6c2a17511f43.jpg?1562835622\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/c/3/c355bf63-f456-43ad-a6df-6c2a17511f43.jpg?1562835622\" height=200 title=\"Graven Cairns\"/></a><a href=\"https://cards.scryfall.io/normal/front/a/b/abadcf9e-46ed-4a8b-888c-0cd3756bc8ab.jpg?1627836915\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/a/b/abadcf9e-46ed-4a8b-888c-0cd3756bc8ab.jpg?1627836915\" height=200 title=\"Plains\"/></a><a href=\"https://cards.scryfall.io/normal/front/6/3/63352c11-807d-4878-a975-02ef451c3184.jpg?1562918343\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/6/3/63352c11-807d-4878-a975-02ef451c3184.jpg?1562918343\" height=200 title=\"Crumble to Dust\"/></a><a href=\"https://cards.scryfall.io/normal/front/b/3/b3c1a371-5ded-4a3a-bf96-503c4f1a665d.jpg?1562835813\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/b/3/b3c1a371-5ded-4a3a-bf96-503c4f1a665d.jpg?1562835813\" height=200 title=\"Isolated Chapel\"/></a><a href=\"https://cards.scryfall.io/normal/front/d/2/d2101f86-8d3c-4ba8-ac42-bd3df0644280.jpg?1562939468\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/d/2/d2101f86-8d3c-4ba8-ac42-bd3df0644280.jpg?1562939468\" height=200 title=\"Crumble\"/></a><a href=\"https://cards.scryfall.io/normal/front/a/b/abe92f9f-635a-4c76-95cc-163715553057.jpg?1581038213\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/a/b/abe92f9f-635a-4c76-95cc-163715553057.jpg?1581038213\" height=200 title=\"Forest\"/></a><a href=\"https://cards.scryfall.io/normal/front/1/b/1ba61ccd-4429-4f7c-b9f3-30867878d88e.jpg?1562900796\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/1/b/1ba61ccd-4429-4f7c-b9f3-30867878d88e.jpg?1562900796\" height=200 title=\"Obelisk of Undoing\"/></a><a href=\"https://cards.scryfall.io/normal/front/f/2/f29f3415-971c-4a5d-aae9-3893f4bdab1e.jpg?1561852169\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/f/2/f29f3415-971c-4a5d-aae9-3893f4bdab1e.jpg?1561852169\" height=200 title=\"Stomping Ground\"/></a><a href=\"https://cards.scryfall.io/normal/front/b/2/b200e822-be36-4e59-bd0e-9d0188a68df8.jpg?1655879799\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/b/2/b200e822-be36-4e59-bd0e-9d0188a68df8.jpg?1655879799\" height=200 title=\"Haunted Ridge\"/></a><a href=\"https://cards.scryfall.io/normal/front/c/1/c1f53d7a-9dad-46e8-b686-cd1362867445.jpg?1576385590\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/c/1/c1f53d7a-9dad-46e8-b686-cd1362867445.jpg?1576385590\" height=200 title=\"Westvale Abbey\"/></a><a href=\"https://cards.scryfall.io/normal/front/7/0/706be1bd-720d-4e74-b71f-568081afcab1.jpg?1598918897\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/7/0/706be1bd-720d-4e74-b71f-568081afcab1.jpg?1598918897\" height=200 title=\"Forest\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/f/9f883c77-d5e1-400a-a45b-06654877248e.jpg?1561757699\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/f/9f883c77-d5e1-400a-a45b-06654877248e.jpg?1561757699\" height=200 title=\"Wasteland\"/></a><a href=\"https://cards.scryfall.io/normal/front/0/b/0bd86cac-08c1-4db0-ab54-4bb65a771efe.jpg?1576385533\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/0/b/0bd86cac-08c1-4db0-ab54-4bb65a771efe.jpg?1576385533\" height=200 title=\"Forsaken Sanctuary\"/></a><a href=\"https://cards.scryfall.io/normal/front/0/d/0d1a1df0-e6dc-4815-bb73-9d100ee6e0b2.jpg?1598918780\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/0/d/0d1a1df0-e6dc-4815-bb73-9d100ee6e0b2.jpg?1598918780\" height=200 title=\"Swamp\"/></a><a href=\"https://cards.scryfall.io/normal/front/5/5/550b70e0-ebd5-49de-b62c-5224b8bf8e98.jpg?1593272975\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/5/5/550b70e0-ebd5-49de-b62c-5224b8bf8e98.jpg?1593272975\" height=200 title=\"Gruul Turf\"/></a><a href=\"https://cards.scryfall.io/normal/front/c/8/c8820e22-44ee-4ccf-a1fb-f93d98b8b494.jpg?1562594225\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/c/8/c8820e22-44ee-4ccf-a1fb-f93d98b8b494.jpg?1562594225\" height=200 title=\"Island\"/></a><a href=\"https://cards.scryfall.io/normal/front/b/9/b9d895af-7e8c-419f-bc5d-5596083fbfb6.jpg?1557577479\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/b/9/b9d895af-7e8c-419f-bc5d-5596083fbfb6.jpg?1557577479\" height=200 title=\"Karn's Bastion\"/></a><a href=\"https://cards.scryfall.io/normal/front/d/3/d3e3961c-d092-4a15-b5db-d7b5c70e4fc1.jpg?1562939841\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/d/3/d3e3961c-d092-4a15-b5db-d7b5c70e4fc1.jpg?1562939841\" height=200 title=\"Mountain\"/></a><a href=\"https://cards.scryfall.io/normal/front/3/8/38fef662-993c-4522-8b3f-7c1d3bb1d946.jpg?1677493894\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/3/8/38fef662-993c-4522-8b3f-7c1d3bb1d946.jpg?1677493894\" height=200 title=\"Swamp\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/3/9330376c-0242-4e28-b535-26c84b43c3e6.jpg?1562055432\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/3/9330376c-0242-4e28-b535-26c84b43c3e6.jpg?1562055432\" height=200 title=\"Swamp\"/></a><a href=\"https://cards.scryfall.io/normal/front/f/7/f7a9ce97-ef6d-468c-b389-8d19c76174c2.jpg?1562953703\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/f/7/f7a9ce97-ef6d-468c-b389-8d19c76174c2.jpg?1562953703\" height=200 title=\"Retreat to Valakut\"/></a><a href=\"https://cards.scryfall.io/normal/front/8/3/83beeef7-2bb5-4c3a-9be4-79a968696d65.jpg?1562356173\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/8/3/83beeef7-2bb5-4c3a-9be4-79a968696d65.jpg?1562356173\" height=200 title=\"Mountain\"/></a><a href=\"https://cards.scryfall.io/normal/front/f/a/fa21cca2-59cb-4223-b67b-1a8fc54aadd8.jpg?1562947949\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/f/a/fa21cca2-59cb-4223-b67b-1a8fc54aadd8.jpg?1562947949\" height=200 title=\"Plains\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/e/9eaedaf2-a9a3-44c6-84c1-4cc2da1da459.jpg?1562552493\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/e/9eaedaf2-a9a3-44c6-84c1-4cc2da1da459.jpg?1562552493\" height=200 title=\"Swamp\"/></a><a href=\"https://cards.scryfall.io/normal/front/4/8/48e40927-dd87-42ed-b805-0ae8ba81f5fb.jpg?1674138212\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/4/8/48e40927-dd87-42ed-b805-0ae8ba81f5fb.jpg?1674138212\" height=200 title=\"Morphic Pool\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/7/97e0aaf3-eba0-445e-b560-f889b800e6b7.jpg?1562927168\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/7/97e0aaf3-eba0-445e-b560-f889b800e6b7.jpg?1562927168\" height=200 title=\"Plains\"/></a><a href=\"https://cards.scryfall.io/normal/front/4/c/4c5e0fa3-63db-4b1e-bc15-dcb0ae80db14.jpg?1562911031\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/4/c/4c5e0fa3-63db-4b1e-bc15-dcb0ae80db14.jpg?1562911031\" height=200 title=\"Stomping Ground\"/></a><a href=\"https://cards.scryfall.io/normal/front/4/f/4fc75949-0bd1-4cd9-9e66-6624dcd41872.jpg?1637805813\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/4/f/4fc75949-0bd1-4cd9-9e66-6624dcd41872.jpg?1637805813\" height=200 title=\"Overgrown Tomb\"/></a><a href=\"https://cards.scryfall.io/normal/front/0/e/0eb24b22-d812-466b-b8bf-6562283ee335.jpg?1562609608\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/0/e/0eb24b22-d812-466b-b8bf-6562283ee335.jpg?1562609608\" height=200 title=\"Plains\"/></a><a href=\"https://cards.scryfall.io/normal/front/4/0/401f7042-24fd-42a0-ae7c-e6b7de1aa446.jpg?1562906764\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/4/0/401f7042-24fd-42a0-ae7c-e6b7de1aa446.jpg?1562906764\" height=200 title=\"Maze's End\"/></a><a href=\"https://cards.scryfall.io/normal/front/a/0/a084d0fb-8db2-4873-a2f9-e6e5fecdd38c.jpg?1580014366\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/a/0/a084d0fb-8db2-4873-a2f9-e6e5fecdd38c.jpg?1580014366\" height=200 title=\"Sinkhole\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/6/9627f9eb-c3fc-4517-9d65-132fdcc217d7.jpg?1562922893\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/6/9627f9eb-c3fc-4517-9d65-132fdcc217d7.jpg?1562922893\" height=200 title=\"Dimir Guildgate\"/></a><a href=\"https://cards.scryfall.io/normal/front/9/1/91570836-9e36-4774-8d5d-7cbcee0012ba.jpg?1562559972\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/9/1/91570836-9e36-4774-8d5d-7cbcee0012ba.jpg?1562559972\" height=200 title=\"Dragonskull Summit\"/></a><a href=\"https://cards.scryfall.io/normal/front/5/5/55d05ff7-f071-4eb3-b10a-203741abdf10.jpg?1562912496\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/5/5/55d05ff7-f071-4eb3-b10a-203741abdf10.jpg?1562912496\" height=200 title=\"Timber Gorge\"/></a><a href=\"https://cards.scryfall.io/normal/front/5/b/5b6ddce7-b9c5-431d-a0b0-46d4aa93cbcb.jpg?1559591324\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://cards.scryfall.io/art_crop/front/5/b/5b6ddce7-b9c5-431d-a0b0-46d4aa93cbcb.jpg?1559591324\" height=200 title=\"Armageddon\"/></a>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "w9Snl2LAjPaG"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}