Simpsosn.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Simpsosn",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qsYYFpLU_ReI",
        "outputId": "19109a34-72e2-498f-91ba-ed5ea786e70f"
      },
      "source": [
        "!pip install caer canaro"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting caer\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/85/9c/6c960df569c032f4c302c099cd3e0e38b135df21e787365e891dd732904d/caer-1.9.8-py3-none-any.whl (838kB)\n",
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            "\u001b[?25hCollecting canaro\n",
            "  Downloading https://files.pythonhosted.org/packages/25/5f/6e91dff59341333c780bd503590fccfa5482e16af66c16b965d8042522a6/canaro-1.1.0-py3-none-any.whl\n",
            "Collecting mypy\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/18/f0/6b01da1ffc9322ab3844c0138b3256fefba30eac889731ca74c671a7e66e/mypy-0.812-cp37-cp37m-manylinux2010_x86_64.whl (21.6MB)\n",
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            "\u001b[?25hRequirement already satisfied: opencv-contrib-python in /usr/local/lib/python3.7/dist-packages (from caer) (4.1.2.30)\n",
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            "Requirement already satisfied: tensorflow in /usr/local/lib/python3.7/dist-packages (from canaro) (2.4.1)\n",
            "Collecting mypy-extensions<0.5.0,>=0.4.3\n",
            "  Downloading https://files.pythonhosted.org/packages/5c/eb/975c7c080f3223a5cdaff09612f3a5221e4ba534f7039db34c35d95fa6a5/mypy_extensions-0.4.3-py2.py3-none-any.whl\n",
            "Collecting typed-ast<1.5.0,>=1.4.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/65/b3/573d2f1fecbbe8f82a8d08172e938c247f99abe1be3bef3da2efaa3810bf/typed_ast-1.4.3-cp37-cp37m-manylinux1_x86_64.whl (743kB)\n",
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            "\u001b[?25hRequirement already satisfied: keras-preprocessing~=1.1.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.1.2)\n",
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            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow->canaro) (0.2.8)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow->canaro) (2020.12.5)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow->canaro) (3.0.4)\n",
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            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow->canaro) (3.10.1)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow->canaro) (1.3.0)\n",
            "Requirement already satisfied: pyasn1>=0.1.3 in /usr/local/lib/python3.7/dist-packages (from rsa<5,>=3.1.4; python_version >= \"3.6\"->google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow->canaro) (0.4.8)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard~=2.4->tensorflow->canaro) (3.4.1)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow->canaro) (3.1.0)\n",
            "Installing collected packages: mypy-extensions, typed-ast, mypy, caer, canaro\n",
            "Successfully installed caer-1.9.8 canaro-1.1.0 mypy-0.812 mypy-extensions-0.4.3 typed-ast-1.4.3\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XPiQp6tgAPFo",
        "outputId": "13dc2580-0765-4905-e19f-a16cfeea74a8"
      },
      "source": [
        "! pip install caer"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting caer\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/85/9c/6c960df569c032f4c302c099cd3e0e38b135df21e787365e891dd732904d/caer-1.9.8-py3-none-any.whl (838kB)\n",
            "\u001b[K     |████████████████████████████████| 839kB 6.6MB/s \n",
            "\u001b[?25hCollecting mypy\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/18/f0/6b01da1ffc9322ab3844c0138b3256fefba30eac889731ca74c671a7e66e/mypy-0.812-cp37-cp37m-manylinux2010_x86_64.whl (21.6MB)\n",
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            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from caer) (1.19.5)\n",
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            "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from caer) (3.7.4.3)\n",
            "Collecting mypy-extensions<0.5.0,>=0.4.3\n",
            "  Downloading https://files.pythonhosted.org/packages/5c/eb/975c7c080f3223a5cdaff09612f3a5221e4ba534f7039db34c35d95fa6a5/mypy_extensions-0.4.3-py2.py3-none-any.whl\n",
            "Collecting typed-ast<1.5.0,>=1.4.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/65/b3/573d2f1fecbbe8f82a8d08172e938c247f99abe1be3bef3da2efaa3810bf/typed_ast-1.4.3-cp37-cp37m-manylinux1_x86_64.whl (743kB)\n",
            "\u001b[K     |████████████████████████████████| 747kB 53.2MB/s \n",
            "\u001b[?25hInstalling collected packages: mypy-extensions, typed-ast, mypy, caer\n",
            "Successfully installed caer-1.9.8 mypy-0.812 mypy-extensions-0.4.3 typed-ast-1.4.3\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tlw5qAvZAXVx",
        "outputId": "f88d0295-cfff-456d-907c-6f4f431334de"
      },
      "source": [
        "! pip install canaro"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting canaro\n",
            "  Downloading https://files.pythonhosted.org/packages/25/5f/6e91dff59341333c780bd503590fccfa5482e16af66c16b965d8042522a6/canaro-1.1.0-py3-none-any.whl\n",
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            "Requirement already satisfied: h5py~=2.10.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (2.10.0)\n",
            "Requirement already satisfied: grpcio~=1.32.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.32.0)\n",
            "Requirement already satisfied: google-pasta~=0.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (0.2.0)\n",
            "Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (3.12.4)\n",
            "Requirement already satisfied: termcolor~=1.1.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.1.0)\n",
            "Requirement already satisfied: six~=1.15.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.15.0)\n",
            "Requirement already satisfied: wrapt~=1.12.1 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.12.1)\n",
            "Requirement already satisfied: gast==0.3.3 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (0.3.3)\n",
            "Requirement already satisfied: flatbuffers~=1.12.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.12)\n",
            "Requirement already satisfied: absl-py~=0.10 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (0.12.0)\n",
            "Requirement already satisfied: opt-einsum~=3.3.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (3.3.0)\n",
            "Requirement already satisfied: tensorboard~=2.4 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (2.4.1)\n",
            "Requirement already satisfied: tensorflow-estimator<2.5.0,>=2.4.0 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (2.4.0)\n",
            "Requirement already satisfied: keras-preprocessing~=1.1.2 in /usr/local/lib/python3.7/dist-packages (from tensorflow->canaro) (1.1.2)\n",
            "Requirement already satisfied: mypy-extensions<0.5.0,>=0.4.3 in /usr/local/lib/python3.7/dist-packages (from mypy->caer->canaro) (0.4.3)\n",
            "Requirement already satisfied: typed-ast<1.5.0,>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from mypy->caer->canaro) (1.4.3)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from protobuf>=3.9.2->tensorflow->canaro) (54.2.0)\n",
            "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.4->tensorflow->canaro) (2.23.0)\n",
            "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.4->tensorflow->canaro) (1.8.0)\n",
            "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.4->tensorflow->canaro) (3.3.4)\n",
            "Requirement already satisfied: google-auth<2,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.4->tensorflow->canaro) (1.28.1)\n",
            "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.4->tensorflow->canaro) (1.0.1)\n",
            "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tensorboard~=2.4->tensorflow->canaro) (0.4.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow->canaro) (1.24.3)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow->canaro) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow->canaro) (2020.12.5)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3,>=2.21.0->tensorboard~=2.4->tensorflow->canaro) (3.0.4)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tensorboard~=2.4->tensorflow->canaro) (3.10.1)\n",
            "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow->canaro) (4.2.1)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow->canaro) (0.2.8)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.6\" in /usr/local/lib/python3.7/dist-packages (from google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow->canaro) (4.7.2)\n",
            "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow->canaro) (1.3.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard~=2.4->tensorflow->canaro) (3.4.1)\n",
            "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard~=2.4->tensorflow->canaro) (0.4.8)\n",
            "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard~=2.4->tensorflow->canaro) (3.1.0)\n",
            "Installing collected packages: canaro\n",
            "Successfully installed canaro-1.1.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZmOwamtnBzMQ",
        "outputId": "42751f6f-58a9-44d8-9560-aaf646535237"
      },
      "source": [
        "!pip install kaggle"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.1)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.0.1)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.41.1)\n",
            "Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2020.12.5)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 109
        },
        "id": "6P83ihsMCh4p",
        "outputId": "52c84a0d-a9ef-4e89-db7e-85a042852413"
      },
      "source": [
        "from google.colab import files \n",
        "files.upload()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-222c18fe-2eeb-40cd-bfe5-c0b149b1dd28\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-222c18fe-2eeb-40cd-bfe5-c0b149b1dd28\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving kaggle.json to kaggle.json\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'kaggle.json': b'{\"username\":\"labidimontassar\",\"key\":\"61e3c4f863881cd46acb3dc350f562f3\"}'}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2k2WM3msC5b_"
      },
      "source": [
        "!mkdir -p ~/.kaggle \n",
        "!cp kaggle.json ~/.kaggle/\n",
        "\n",
        "# change permission \n",
        "!chmod 600 ~/.kaggle/kaggle.json"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rDuL-SUKDlW-",
        "outputId": "aca4ffbf-496f-4fa6-b0c6-0810d97813b5"
      },
      "source": [
        "!kaggle datasets download -d alexattia/the-simpsons-characters-dataset"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading the-simpsons-characters-dataset.zip to /content\n",
            " 99% 1.07G/1.08G [00:09<00:00, 146MB/s]\n",
            "100% 1.08G/1.08G [00:09<00:00, 126MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3KRrziBZEVbp",
        "outputId": "a3f8c6bd-f670-4a94-829c-7e3853591a87"
      },
      "source": [
        "from zipfile import ZipFile\n",
        "file_name = \"the-simpsons-characters-dataset.zip\"\n",
        "\n",
        "with ZipFile(file_name,'r') as zip :\n",
        "  zip.extractall()\n",
        "  print('Done')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Done\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VSyQBr0Q_Vj3"
      },
      "source": [
        "import os \n",
        "import cv2 as cv \n",
        "import numpy as np \n",
        "import gc \n",
        "import caer\n",
        "import canaro\n"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Axr2y4cM_lca"
      },
      "source": [
        "IMG_SIZE = (80,80)\n",
        "channels = 1\n",
        "char_path = r'/content/simpsons_dataset'\n"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PWCD7PpRAeNv",
        "outputId": "d60d4d38-89cc-4d6c-cfbf-9129b8658db5"
      },
      "source": [
        "# Creating a character dictionary, sorting it in descending order\n",
        "char_dict = {}\n",
        "for char in os.listdir(char_path):\n",
        "    char_dict[char] = len(os.listdir(os.path.join(char_path,char)))\n",
        "\n",
        "# Sort in descending order\n",
        "char_dict = caer.sort_dict(char_dict, descending=True)\n",
        "char_dict"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[('homer_simpson', 2246),\n",
              " ('ned_flanders', 1454),\n",
              " ('moe_szyslak', 1452),\n",
              " ('lisa_simpson', 1354),\n",
              " ('bart_simpson', 1342),\n",
              " ('marge_simpson', 1291),\n",
              " ('krusty_the_clown', 1206),\n",
              " ('principal_skinner', 1194),\n",
              " ('charles_montgomery_burns', 1193),\n",
              " ('milhouse_van_houten', 1079),\n",
              " ('chief_wiggum', 986),\n",
              " ('abraham_grampa_simpson', 913),\n",
              " ('sideshow_bob', 877),\n",
              " ('apu_nahasapeemapetilon', 623),\n",
              " ('kent_brockman', 498),\n",
              " ('comic_book_guy', 469),\n",
              " ('edna_krabappel', 457),\n",
              " ('nelson_muntz', 358),\n",
              " ('lenny_leonard', 310),\n",
              " ('mayor_quimby', 246),\n",
              " ('waylon_smithers', 181),\n",
              " ('maggie_simpson', 128),\n",
              " ('groundskeeper_willie', 121),\n",
              " ('barney_gumble', 106),\n",
              " ('selma_bouvier', 103),\n",
              " ('carl_carlson', 98),\n",
              " ('ralph_wiggum', 89),\n",
              " ('patty_bouvier', 72),\n",
              " ('martin_prince', 71),\n",
              " ('professor_john_frink', 65),\n",
              " ('snake_jailbird', 55),\n",
              " ('cletus_spuckler', 47),\n",
              " ('rainier_wolfcastle', 45),\n",
              " ('agnes_skinner', 42),\n",
              " ('simpsons_dataset', 42),\n",
              " ('sideshow_mel', 40),\n",
              " ('otto_mann', 32),\n",
              " ('fat_tony', 27),\n",
              " ('gil', 27),\n",
              " ('miss_hoover', 17),\n",
              " ('troy_mcclure', 8),\n",
              " ('disco_stu', 8),\n",
              " ('lionel_hutz', 3)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r5hErCBRFIve",
        "outputId": "62931b0c-2bce-416d-b002-63b7b21dab5b"
      },
      "source": [
        "\n",
        "#  Getting the first 10 categories with the most number of images\n",
        "characters = []\n",
        "count = 0\n",
        "for i in char_dict:\n",
        "    characters.append(i[0])\n",
        "    count += 1\n",
        "    if count >= 10:\n",
        "        break\n",
        "characters   "
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['homer_simpson',\n",
              " 'ned_flanders',\n",
              " 'moe_szyslak',\n",
              " 'lisa_simpson',\n",
              " 'bart_simpson',\n",
              " 'marge_simpson',\n",
              " 'krusty_the_clown',\n",
              " 'principal_skinner',\n",
              " 'charles_montgomery_burns',\n",
              " 'milhouse_van_houten']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VdLvdMmJFI5l",
        "outputId": "98caa25f-1dcd-41e9-df85-5a482d385f6f"
      },
      "source": [
        "\n",
        "# Create the training data\n",
        "train = caer.preprocess_from_dir(char_path, characters, channels=channels, IMG_SIZE=IMG_SIZE, isShuffle=True)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mLe flux de sortie a été tronqué et ne contient que les 5000 dernières lignes.\u001b[0m\n",
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            "19 - krusty_the_clown\n",
            "20 - krusty_the_clown\n",
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            "973 - krusty_the_clown\n",
            "974 - krusty_the_clown\n",
            "975 - krusty_the_clown\n",
            "976 - krusty_the_clown\n",
            "977 - krusty_the_clown\n",
            "978 - krusty_the_clown\n",
            "979 - krusty_the_clown\n",
            "980 - krusty_the_clown\n",
            "981 - krusty_the_clown\n",
            "982 - krusty_the_clown\n",
            "983 - krusty_the_clown\n",
            "984 - krusty_the_clown\n",
            "985 - krusty_the_clown\n",
            "986 - krusty_the_clown\n",
            "987 - krusty_the_clown\n",
            "988 - krusty_the_clown\n",
            "989 - krusty_the_clown\n",
            "990 - krusty_the_clown\n",
            "991 - krusty_the_clown\n",
            "992 - krusty_the_clown\n",
            "993 - krusty_the_clown\n",
            "994 - krusty_the_clown\n",
            "995 - krusty_the_clown\n",
            "996 - krusty_the_clown\n",
            "997 - krusty_the_clown\n",
            "998 - krusty_the_clown\n",
            "999 - krusty_the_clown\n",
            "1000 - krusty_the_clown\n",
            "1001 - krusty_the_clown\n",
            "1002 - krusty_the_clown\n",
            "1003 - krusty_the_clown\n",
            "1004 - krusty_the_clown\n",
            "1005 - krusty_the_clown\n",
            "1006 - krusty_the_clown\n",
            "1007 - krusty_the_clown\n",
            "1008 - krusty_the_clown\n",
            "1009 - krusty_the_clown\n",
            "1010 - krusty_the_clown\n",
            "1011 - krusty_the_clown\n",
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            "1014 - krusty_the_clown\n",
            "1015 - krusty_the_clown\n",
            "1016 - krusty_the_clown\n",
            "1017 - krusty_the_clown\n",
            "1018 - krusty_the_clown\n",
            "1019 - krusty_the_clown\n",
            "1020 - krusty_the_clown\n",
            "1021 - krusty_the_clown\n",
            "1022 - krusty_the_clown\n",
            "1023 - krusty_the_clown\n",
            "1024 - krusty_the_clown\n",
            "1025 - krusty_the_clown\n",
            "1026 - krusty_the_clown\n",
            "1027 - krusty_the_clown\n",
            "1028 - krusty_the_clown\n",
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            "1030 - krusty_the_clown\n",
            "1031 - krusty_the_clown\n",
            "1032 - krusty_the_clown\n",
            "1033 - krusty_the_clown\n",
            "1034 - krusty_the_clown\n",
            "1035 - krusty_the_clown\n",
            "1036 - krusty_the_clown\n",
            "1037 - krusty_the_clown\n",
            "1038 - krusty_the_clown\n",
            "1039 - krusty_the_clown\n",
            "1040 - krusty_the_clown\n",
            "1041 - krusty_the_clown\n",
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            "1045 - krusty_the_clown\n",
            "1046 - krusty_the_clown\n",
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            "1049 - krusty_the_clown\n",
            "1050 - krusty_the_clown\n",
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            "1053 - krusty_the_clown\n",
            "1054 - krusty_the_clown\n",
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            "1059 - krusty_the_clown\n",
            "1060 - krusty_the_clown\n",
            "1061 - krusty_the_clown\n",
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            "1063 - krusty_the_clown\n",
            "1064 - krusty_the_clown\n",
            "1065 - krusty_the_clown\n",
            "1066 - krusty_the_clown\n",
            "1067 - krusty_the_clown\n",
            "1068 - krusty_the_clown\n",
            "1069 - krusty_the_clown\n",
            "1070 - krusty_the_clown\n",
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            "1077 - krusty_the_clown\n",
            "1078 - krusty_the_clown\n",
            "1079 - krusty_the_clown\n",
            "1080 - krusty_the_clown\n",
            "1081 - krusty_the_clown\n",
            "1082 - krusty_the_clown\n",
            "1083 - krusty_the_clown\n",
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            "1087 - krusty_the_clown\n",
            "1088 - krusty_the_clown\n",
            "1089 - krusty_the_clown\n",
            "1090 - krusty_the_clown\n",
            "1091 - krusty_the_clown\n",
            "1092 - krusty_the_clown\n",
            "1093 - krusty_the_clown\n",
            "1094 - krusty_the_clown\n",
            "1095 - krusty_the_clown\n",
            "1096 - krusty_the_clown\n",
            "1097 - krusty_the_clown\n",
            "1098 - krusty_the_clown\n",
            "1099 - krusty_the_clown\n",
            "1100 - krusty_the_clown\n",
            "1101 - krusty_the_clown\n",
            "1102 - krusty_the_clown\n",
            "1103 - krusty_the_clown\n",
            "1104 - krusty_the_clown\n",
            "1105 - krusty_the_clown\n",
            "1106 - krusty_the_clown\n",
            "1107 - krusty_the_clown\n",
            "1108 - krusty_the_clown\n",
            "1109 - krusty_the_clown\n",
            "1110 - krusty_the_clown\n",
            "1111 - krusty_the_clown\n",
            "1112 - krusty_the_clown\n",
            "1113 - krusty_the_clown\n",
            "1114 - krusty_the_clown\n",
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            "1117 - krusty_the_clown\n",
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            "1176 - krusty_the_clown\n",
            "1177 - krusty_the_clown\n",
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            "1205 - krusty_the_clown\n",
            "1206 - krusty_the_clown\n",
            "1 - principal_skinner\n",
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            "927 - principal_skinner\n",
            "928 - principal_skinner\n",
            "929 - principal_skinner\n",
            "930 - principal_skinner\n",
            "931 - principal_skinner\n",
            "932 - principal_skinner\n",
            "933 - principal_skinner\n",
            "934 - principal_skinner\n",
            "935 - principal_skinner\n",
            "936 - principal_skinner\n",
            "937 - principal_skinner\n",
            "938 - principal_skinner\n",
            "939 - principal_skinner\n",
            "940 - principal_skinner\n",
            "941 - principal_skinner\n",
            "942 - principal_skinner\n",
            "943 - principal_skinner\n",
            "944 - principal_skinner\n",
            "945 - principal_skinner\n",
            "946 - principal_skinner\n",
            "947 - principal_skinner\n",
            "948 - principal_skinner\n",
            "949 - principal_skinner\n",
            "950 - principal_skinner\n",
            "951 - principal_skinner\n",
            "952 - principal_skinner\n",
            "953 - principal_skinner\n",
            "954 - principal_skinner\n",
            "955 - principal_skinner\n",
            "956 - principal_skinner\n",
            "957 - principal_skinner\n",
            "958 - principal_skinner\n",
            "959 - principal_skinner\n",
            "960 - principal_skinner\n",
            "961 - principal_skinner\n",
            "962 - principal_skinner\n",
            "963 - principal_skinner\n",
            "964 - principal_skinner\n",
            "965 - principal_skinner\n",
            "966 - principal_skinner\n",
            "967 - principal_skinner\n",
            "968 - principal_skinner\n",
            "969 - principal_skinner\n",
            "970 - principal_skinner\n",
            "971 - principal_skinner\n",
            "972 - principal_skinner\n",
            "973 - principal_skinner\n",
            "974 - principal_skinner\n",
            "975 - principal_skinner\n",
            "976 - principal_skinner\n",
            "977 - principal_skinner\n",
            "978 - principal_skinner\n",
            "979 - principal_skinner\n",
            "980 - principal_skinner\n",
            "981 - principal_skinner\n",
            "982 - principal_skinner\n",
            "983 - principal_skinner\n",
            "984 - principal_skinner\n",
            "985 - principal_skinner\n",
            "986 - principal_skinner\n",
            "987 - principal_skinner\n",
            "988 - principal_skinner\n",
            "989 - principal_skinner\n",
            "990 - principal_skinner\n",
            "991 - principal_skinner\n",
            "992 - principal_skinner\n",
            "993 - principal_skinner\n",
            "994 - principal_skinner\n",
            "995 - principal_skinner\n",
            "996 - principal_skinner\n",
            "997 - principal_skinner\n",
            "998 - principal_skinner\n",
            "999 - principal_skinner\n",
            "1000 - principal_skinner\n",
            "1001 - principal_skinner\n",
            "1002 - principal_skinner\n",
            "1003 - principal_skinner\n",
            "1004 - principal_skinner\n",
            "1005 - principal_skinner\n",
            "1006 - principal_skinner\n",
            "1007 - principal_skinner\n",
            "1008 - principal_skinner\n",
            "1009 - principal_skinner\n",
            "1010 - principal_skinner\n",
            "1011 - principal_skinner\n",
            "1012 - principal_skinner\n",
            "1013 - principal_skinner\n",
            "1014 - principal_skinner\n",
            "1015 - principal_skinner\n",
            "1016 - principal_skinner\n",
            "1017 - principal_skinner\n",
            "1018 - principal_skinner\n",
            "1019 - principal_skinner\n",
            "1020 - principal_skinner\n",
            "1021 - principal_skinner\n",
            "1022 - principal_skinner\n",
            "1023 - principal_skinner\n",
            "1024 - principal_skinner\n",
            "1025 - principal_skinner\n",
            "1026 - principal_skinner\n",
            "1027 - principal_skinner\n",
            "1028 - principal_skinner\n",
            "1029 - principal_skinner\n",
            "1030 - principal_skinner\n",
            "1031 - principal_skinner\n",
            "1032 - principal_skinner\n",
            "1033 - principal_skinner\n",
            "1034 - principal_skinner\n",
            "1035 - principal_skinner\n",
            "1036 - principal_skinner\n",
            "1037 - principal_skinner\n",
            "1038 - principal_skinner\n",
            "1039 - principal_skinner\n",
            "1040 - principal_skinner\n",
            "1041 - principal_skinner\n",
            "1042 - principal_skinner\n",
            "1043 - principal_skinner\n",
            "1044 - principal_skinner\n",
            "1045 - principal_skinner\n",
            "1046 - principal_skinner\n",
            "1047 - principal_skinner\n",
            "1048 - principal_skinner\n",
            "1049 - principal_skinner\n",
            "1050 - principal_skinner\n",
            "1051 - principal_skinner\n",
            "1052 - principal_skinner\n",
            "1053 - principal_skinner\n",
            "1054 - principal_skinner\n",
            "1055 - principal_skinner\n",
            "1056 - principal_skinner\n",
            "1057 - principal_skinner\n",
            "1058 - principal_skinner\n",
            "1059 - principal_skinner\n",
            "1060 - principal_skinner\n",
            "1061 - principal_skinner\n",
            "1062 - principal_skinner\n",
            "1063 - principal_skinner\n",
            "1064 - principal_skinner\n",
            "1065 - principal_skinner\n",
            "1066 - principal_skinner\n",
            "1067 - principal_skinner\n",
            "1068 - principal_skinner\n",
            "1069 - principal_skinner\n",
            "1070 - principal_skinner\n",
            "1071 - principal_skinner\n",
            "1072 - principal_skinner\n",
            "1073 - principal_skinner\n",
            "1074 - principal_skinner\n",
            "1075 - principal_skinner\n",
            "1076 - principal_skinner\n",
            "1077 - principal_skinner\n",
            "1078 - principal_skinner\n",
            "1079 - principal_skinner\n",
            "1080 - principal_skinner\n",
            "1081 - principal_skinner\n",
            "1082 - principal_skinner\n",
            "1083 - principal_skinner\n",
            "1084 - principal_skinner\n",
            "1085 - principal_skinner\n",
            "1086 - principal_skinner\n",
            "1087 - principal_skinner\n",
            "1088 - principal_skinner\n",
            "1089 - principal_skinner\n",
            "1090 - principal_skinner\n",
            "1091 - principal_skinner\n",
            "1092 - principal_skinner\n",
            "1093 - principal_skinner\n",
            "1094 - principal_skinner\n",
            "1095 - principal_skinner\n",
            "1096 - principal_skinner\n",
            "1097 - principal_skinner\n",
            "1098 - principal_skinner\n",
            "1099 - principal_skinner\n",
            "1100 - principal_skinner\n",
            "1101 - principal_skinner\n",
            "1102 - principal_skinner\n",
            "1103 - principal_skinner\n",
            "1104 - principal_skinner\n",
            "1105 - principal_skinner\n",
            "1106 - principal_skinner\n",
            "1107 - principal_skinner\n",
            "1108 - principal_skinner\n",
            "1109 - principal_skinner\n",
            "1110 - principal_skinner\n",
            "1111 - principal_skinner\n",
            "1112 - principal_skinner\n",
            "1113 - principal_skinner\n",
            "1114 - principal_skinner\n",
            "1115 - principal_skinner\n",
            "1116 - principal_skinner\n",
            "1117 - principal_skinner\n",
            "1118 - principal_skinner\n",
            "1119 - principal_skinner\n",
            "1120 - principal_skinner\n",
            "1121 - principal_skinner\n",
            "1122 - principal_skinner\n",
            "1123 - principal_skinner\n",
            "1124 - principal_skinner\n",
            "1125 - principal_skinner\n",
            "1126 - principal_skinner\n",
            "1127 - principal_skinner\n",
            "1128 - principal_skinner\n",
            "1129 - principal_skinner\n",
            "1130 - principal_skinner\n",
            "1131 - principal_skinner\n",
            "1132 - principal_skinner\n",
            "1133 - principal_skinner\n",
            "1134 - principal_skinner\n",
            "1135 - principal_skinner\n",
            "1136 - principal_skinner\n",
            "1137 - principal_skinner\n",
            "1138 - principal_skinner\n",
            "1139 - principal_skinner\n",
            "1140 - principal_skinner\n",
            "1141 - principal_skinner\n",
            "1142 - principal_skinner\n",
            "1143 - principal_skinner\n",
            "1144 - principal_skinner\n",
            "1145 - principal_skinner\n",
            "1146 - principal_skinner\n",
            "1147 - principal_skinner\n",
            "1148 - principal_skinner\n",
            "1149 - principal_skinner\n",
            "1150 - principal_skinner\n",
            "1151 - principal_skinner\n",
            "1152 - principal_skinner\n",
            "1153 - principal_skinner\n",
            "1154 - principal_skinner\n",
            "1155 - principal_skinner\n",
            "1156 - principal_skinner\n",
            "1157 - principal_skinner\n",
            "1158 - principal_skinner\n",
            "1159 - principal_skinner\n",
            "1160 - principal_skinner\n",
            "1161 - principal_skinner\n",
            "1162 - principal_skinner\n",
            "1163 - principal_skinner\n",
            "1164 - principal_skinner\n",
            "1165 - principal_skinner\n",
            "1166 - principal_skinner\n",
            "1167 - principal_skinner\n",
            "1168 - principal_skinner\n",
            "1169 - principal_skinner\n",
            "1170 - principal_skinner\n",
            "1171 - principal_skinner\n",
            "1172 - principal_skinner\n",
            "1173 - principal_skinner\n",
            "1174 - principal_skinner\n",
            "1175 - principal_skinner\n",
            "1176 - principal_skinner\n",
            "1177 - principal_skinner\n",
            "1178 - principal_skinner\n",
            "1179 - principal_skinner\n",
            "1180 - principal_skinner\n",
            "1181 - principal_skinner\n",
            "1182 - principal_skinner\n",
            "1183 - principal_skinner\n",
            "1184 - principal_skinner\n",
            "1185 - principal_skinner\n",
            "1186 - principal_skinner\n",
            "1187 - principal_skinner\n",
            "1188 - principal_skinner\n",
            "1189 - principal_skinner\n",
            "1190 - principal_skinner\n",
            "1191 - principal_skinner\n",
            "1192 - principal_skinner\n",
            "1193 - principal_skinner\n",
            "1194 - principal_skinner\n",
            "1 - charles_montgomery_burns\n",
            "2 - charles_montgomery_burns\n",
            "3 - charles_montgomery_burns\n",
            "4 - charles_montgomery_burns\n",
            "5 - charles_montgomery_burns\n",
            "6 - charles_montgomery_burns\n",
            "7 - charles_montgomery_burns\n",
            "8 - charles_montgomery_burns\n",
            "9 - charles_montgomery_burns\n",
            "10 - charles_montgomery_burns\n",
            "11 - charles_montgomery_burns\n",
            "12 - charles_montgomery_burns\n",
            "13 - charles_montgomery_burns\n",
            "14 - charles_montgomery_burns\n",
            "15 - charles_montgomery_burns\n",
            "16 - charles_montgomery_burns\n",
            "17 - charles_montgomery_burns\n",
            "18 - charles_montgomery_burns\n",
            "19 - charles_montgomery_burns\n",
            "20 - charles_montgomery_burns\n",
            "21 - charles_montgomery_burns\n",
            "22 - charles_montgomery_burns\n",
            "23 - charles_montgomery_burns\n",
            "24 - charles_montgomery_burns\n",
            "25 - charles_montgomery_burns\n",
            "26 - charles_montgomery_burns\n",
            "27 - charles_montgomery_burns\n",
            "28 - charles_montgomery_burns\n",
            "29 - charles_montgomery_burns\n",
            "30 - charles_montgomery_burns\n",
            "31 - charles_montgomery_burns\n",
            "32 - charles_montgomery_burns\n",
            "33 - charles_montgomery_burns\n",
            "34 - charles_montgomery_burns\n",
            "35 - charles_montgomery_burns\n",
            "36 - charles_montgomery_burns\n",
            "37 - charles_montgomery_burns\n",
            "38 - charles_montgomery_burns\n",
            "39 - charles_montgomery_burns\n",
            "40 - charles_montgomery_burns\n",
            "41 - charles_montgomery_burns\n",
            "42 - charles_montgomery_burns\n",
            "43 - charles_montgomery_burns\n",
            "44 - charles_montgomery_burns\n",
            "45 - charles_montgomery_burns\n",
            "46 - charles_montgomery_burns\n",
            "47 - charles_montgomery_burns\n",
            "48 - charles_montgomery_burns\n",
            "49 - charles_montgomery_burns\n",
            "50 - charles_montgomery_burns\n",
            "51 - charles_montgomery_burns\n",
            "52 - charles_montgomery_burns\n",
            "53 - charles_montgomery_burns\n",
            "54 - charles_montgomery_burns\n",
            "55 - charles_montgomery_burns\n",
            "56 - charles_montgomery_burns\n",
            "57 - charles_montgomery_burns\n",
            "58 - charles_montgomery_burns\n",
            "59 - charles_montgomery_burns\n",
            "60 - charles_montgomery_burns\n",
            "61 - charles_montgomery_burns\n",
            "62 - charles_montgomery_burns\n",
            "63 - charles_montgomery_burns\n",
            "64 - charles_montgomery_burns\n",
            "65 - charles_montgomery_burns\n",
            "66 - charles_montgomery_burns\n",
            "67 - charles_montgomery_burns\n",
            "68 - charles_montgomery_burns\n",
            "69 - charles_montgomery_burns\n",
            "70 - charles_montgomery_burns\n",
            "71 - charles_montgomery_burns\n",
            "72 - charles_montgomery_burns\n",
            "73 - charles_montgomery_burns\n",
            "74 - charles_montgomery_burns\n",
            "75 - charles_montgomery_burns\n",
            "76 - charles_montgomery_burns\n",
            "77 - charles_montgomery_burns\n",
            "78 - charles_montgomery_burns\n",
            "79 - charles_montgomery_burns\n",
            "80 - charles_montgomery_burns\n",
            "81 - charles_montgomery_burns\n",
            "82 - charles_montgomery_burns\n",
            "83 - charles_montgomery_burns\n",
            "84 - charles_montgomery_burns\n",
            "85 - charles_montgomery_burns\n",
            "86 - charles_montgomery_burns\n",
            "87 - charles_montgomery_burns\n",
            "88 - charles_montgomery_burns\n",
            "89 - charles_montgomery_burns\n",
            "90 - charles_montgomery_burns\n",
            "91 - charles_montgomery_burns\n",
            "92 - charles_montgomery_burns\n",
            "93 - charles_montgomery_burns\n",
            "94 - charles_montgomery_burns\n",
            "95 - charles_montgomery_burns\n",
            "96 - charles_montgomery_burns\n",
            "97 - charles_montgomery_burns\n",
            "98 - charles_montgomery_burns\n",
            "99 - charles_montgomery_burns\n",
            "100 - charles_montgomery_burns\n",
            "101 - charles_montgomery_burns\n",
            "102 - charles_montgomery_burns\n",
            "103 - charles_montgomery_burns\n",
            "104 - charles_montgomery_burns\n",
            "105 - charles_montgomery_burns\n",
            "106 - charles_montgomery_burns\n",
            "107 - charles_montgomery_burns\n",
            "108 - charles_montgomery_burns\n",
            "109 - charles_montgomery_burns\n",
            "110 - charles_montgomery_burns\n",
            "111 - charles_montgomery_burns\n",
            "112 - charles_montgomery_burns\n",
            "113 - charles_montgomery_burns\n",
            "114 - charles_montgomery_burns\n",
            "115 - charles_montgomery_burns\n",
            "116 - charles_montgomery_burns\n",
            "117 - charles_montgomery_burns\n",
            "118 - charles_montgomery_burns\n",
            "119 - charles_montgomery_burns\n",
            "120 - charles_montgomery_burns\n",
            "121 - charles_montgomery_burns\n",
            "122 - charles_montgomery_burns\n",
            "123 - charles_montgomery_burns\n",
            "124 - charles_montgomery_burns\n",
            "125 - charles_montgomery_burns\n",
            "126 - charles_montgomery_burns\n",
            "127 - charles_montgomery_burns\n",
            "128 - charles_montgomery_burns\n",
            "129 - charles_montgomery_burns\n",
            "130 - charles_montgomery_burns\n",
            "131 - charles_montgomery_burns\n",
            "132 - charles_montgomery_burns\n",
            "133 - charles_montgomery_burns\n",
            "134 - charles_montgomery_burns\n",
            "135 - charles_montgomery_burns\n",
            "136 - charles_montgomery_burns\n",
            "137 - charles_montgomery_burns\n",
            "138 - charles_montgomery_burns\n",
            "139 - charles_montgomery_burns\n",
            "140 - charles_montgomery_burns\n",
            "141 - charles_montgomery_burns\n",
            "142 - charles_montgomery_burns\n",
            "143 - charles_montgomery_burns\n",
            "144 - charles_montgomery_burns\n",
            "145 - charles_montgomery_burns\n",
            "146 - charles_montgomery_burns\n",
            "147 - charles_montgomery_burns\n",
            "148 - charles_montgomery_burns\n",
            "149 - charles_montgomery_burns\n",
            "150 - charles_montgomery_burns\n",
            "151 - charles_montgomery_burns\n",
            "152 - charles_montgomery_burns\n",
            "153 - charles_montgomery_burns\n",
            "154 - charles_montgomery_burns\n",
            "155 - charles_montgomery_burns\n",
            "156 - charles_montgomery_burns\n",
            "157 - charles_montgomery_burns\n",
            "158 - charles_montgomery_burns\n",
            "159 - charles_montgomery_burns\n",
            "160 - charles_montgomery_burns\n",
            "161 - charles_montgomery_burns\n",
            "162 - charles_montgomery_burns\n",
            "163 - charles_montgomery_burns\n",
            "164 - charles_montgomery_burns\n",
            "165 - charles_montgomery_burns\n",
            "166 - charles_montgomery_burns\n",
            "167 - charles_montgomery_burns\n",
            "168 - charles_montgomery_burns\n",
            "169 - charles_montgomery_burns\n",
            "170 - charles_montgomery_burns\n",
            "171 - charles_montgomery_burns\n",
            "172 - charles_montgomery_burns\n",
            "173 - charles_montgomery_burns\n",
            "174 - charles_montgomery_burns\n",
            "175 - charles_montgomery_burns\n",
            "176 - charles_montgomery_burns\n",
            "177 - charles_montgomery_burns\n",
            "178 - charles_montgomery_burns\n",
            "179 - charles_montgomery_burns\n",
            "180 - charles_montgomery_burns\n",
            "181 - charles_montgomery_burns\n",
            "182 - charles_montgomery_burns\n",
            "183 - charles_montgomery_burns\n",
            "184 - charles_montgomery_burns\n",
            "185 - charles_montgomery_burns\n",
            "186 - charles_montgomery_burns\n",
            "187 - charles_montgomery_burns\n",
            "188 - charles_montgomery_burns\n",
            "189 - charles_montgomery_burns\n",
            "190 - charles_montgomery_burns\n",
            "191 - charles_montgomery_burns\n",
            "192 - charles_montgomery_burns\n",
            "193 - charles_montgomery_burns\n",
            "194 - charles_montgomery_burns\n",
            "195 - charles_montgomery_burns\n",
            "196 - charles_montgomery_burns\n",
            "197 - charles_montgomery_burns\n",
            "198 - charles_montgomery_burns\n",
            "199 - charles_montgomery_burns\n",
            "200 - charles_montgomery_burns\n",
            "201 - charles_montgomery_burns\n",
            "202 - charles_montgomery_burns\n",
            "203 - charles_montgomery_burns\n",
            "204 - charles_montgomery_burns\n",
            "205 - charles_montgomery_burns\n",
            "206 - charles_montgomery_burns\n",
            "207 - charles_montgomery_burns\n",
            "208 - charles_montgomery_burns\n",
            "209 - charles_montgomery_burns\n",
            "210 - charles_montgomery_burns\n",
            "211 - charles_montgomery_burns\n",
            "212 - charles_montgomery_burns\n",
            "213 - charles_montgomery_burns\n",
            "214 - charles_montgomery_burns\n",
            "215 - charles_montgomery_burns\n",
            "216 - charles_montgomery_burns\n",
            "217 - charles_montgomery_burns\n",
            "218 - charles_montgomery_burns\n",
            "219 - charles_montgomery_burns\n",
            "220 - charles_montgomery_burns\n",
            "221 - charles_montgomery_burns\n",
            "222 - charles_montgomery_burns\n",
            "223 - charles_montgomery_burns\n",
            "224 - charles_montgomery_burns\n",
            "225 - charles_montgomery_burns\n",
            "226 - charles_montgomery_burns\n",
            "227 - charles_montgomery_burns\n",
            "228 - charles_montgomery_burns\n",
            "229 - charles_montgomery_burns\n",
            "230 - charles_montgomery_burns\n",
            "231 - charles_montgomery_burns\n",
            "232 - charles_montgomery_burns\n",
            "233 - charles_montgomery_burns\n",
            "234 - charles_montgomery_burns\n",
            "235 - charles_montgomery_burns\n",
            "236 - charles_montgomery_burns\n",
            "237 - charles_montgomery_burns\n",
            "238 - charles_montgomery_burns\n",
            "239 - charles_montgomery_burns\n",
            "240 - charles_montgomery_burns\n",
            "241 - charles_montgomery_burns\n",
            "242 - charles_montgomery_burns\n",
            "243 - charles_montgomery_burns\n",
            "244 - charles_montgomery_burns\n",
            "245 - charles_montgomery_burns\n",
            "246 - charles_montgomery_burns\n",
            "247 - charles_montgomery_burns\n",
            "248 - charles_montgomery_burns\n",
            "249 - charles_montgomery_burns\n",
            "250 - charles_montgomery_burns\n",
            "251 - charles_montgomery_burns\n",
            "252 - charles_montgomery_burns\n",
            "253 - charles_montgomery_burns\n",
            "254 - charles_montgomery_burns\n",
            "255 - charles_montgomery_burns\n",
            "256 - charles_montgomery_burns\n",
            "257 - charles_montgomery_burns\n",
            "258 - charles_montgomery_burns\n",
            "259 - charles_montgomery_burns\n",
            "260 - charles_montgomery_burns\n",
            "261 - charles_montgomery_burns\n",
            "262 - charles_montgomery_burns\n",
            "263 - charles_montgomery_burns\n",
            "264 - charles_montgomery_burns\n",
            "265 - charles_montgomery_burns\n",
            "266 - charles_montgomery_burns\n",
            "267 - charles_montgomery_burns\n",
            "268 - charles_montgomery_burns\n",
            "269 - charles_montgomery_burns\n",
            "270 - charles_montgomery_burns\n",
            "271 - charles_montgomery_burns\n",
            "272 - charles_montgomery_burns\n",
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            "275 - charles_montgomery_burns\n",
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            "288 - charles_montgomery_burns\n",
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            "290 - charles_montgomery_burns\n",
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            "296 - charles_montgomery_burns\n",
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            "298 - charles_montgomery_burns\n",
            "299 - charles_montgomery_burns\n",
            "300 - charles_montgomery_burns\n",
            "301 - charles_montgomery_burns\n",
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            "739 - charles_montgomery_burns\n",
            "740 - charles_montgomery_burns\n",
            "741 - charles_montgomery_burns\n",
            "742 - charles_montgomery_burns\n",
            "743 - charles_montgomery_burns\n",
            "744 - charles_montgomery_burns\n",
            "745 - charles_montgomery_burns\n",
            "746 - charles_montgomery_burns\n",
            "747 - charles_montgomery_burns\n",
            "748 - charles_montgomery_burns\n",
            "749 - charles_montgomery_burns\n",
            "750 - charles_montgomery_burns\n",
            "751 - charles_montgomery_burns\n",
            "752 - charles_montgomery_burns\n",
            "753 - charles_montgomery_burns\n",
            "754 - charles_montgomery_burns\n",
            "755 - charles_montgomery_burns\n",
            "756 - charles_montgomery_burns\n",
            "757 - charles_montgomery_burns\n",
            "758 - charles_montgomery_burns\n",
            "759 - charles_montgomery_burns\n",
            "760 - charles_montgomery_burns\n",
            "761 - charles_montgomery_burns\n",
            "762 - charles_montgomery_burns\n",
            "763 - charles_montgomery_burns\n",
            "764 - charles_montgomery_burns\n",
            "765 - charles_montgomery_burns\n",
            "766 - charles_montgomery_burns\n",
            "767 - charles_montgomery_burns\n",
            "768 - charles_montgomery_burns\n",
            "769 - charles_montgomery_burns\n",
            "770 - charles_montgomery_burns\n",
            "771 - charles_montgomery_burns\n",
            "772 - charles_montgomery_burns\n",
            "773 - charles_montgomery_burns\n",
            "774 - charles_montgomery_burns\n",
            "775 - charles_montgomery_burns\n",
            "776 - charles_montgomery_burns\n",
            "777 - charles_montgomery_burns\n",
            "778 - charles_montgomery_burns\n",
            "779 - charles_montgomery_burns\n",
            "780 - charles_montgomery_burns\n",
            "781 - charles_montgomery_burns\n",
            "782 - charles_montgomery_burns\n",
            "783 - charles_montgomery_burns\n",
            "784 - charles_montgomery_burns\n",
            "785 - charles_montgomery_burns\n",
            "786 - charles_montgomery_burns\n",
            "787 - charles_montgomery_burns\n",
            "788 - charles_montgomery_burns\n",
            "789 - charles_montgomery_burns\n",
            "790 - charles_montgomery_burns\n",
            "791 - charles_montgomery_burns\n",
            "792 - charles_montgomery_burns\n",
            "793 - charles_montgomery_burns\n",
            "794 - charles_montgomery_burns\n",
            "795 - charles_montgomery_burns\n",
            "796 - charles_montgomery_burns\n",
            "797 - charles_montgomery_burns\n",
            "798 - charles_montgomery_burns\n",
            "799 - charles_montgomery_burns\n",
            "800 - charles_montgomery_burns\n",
            "801 - charles_montgomery_burns\n",
            "802 - charles_montgomery_burns\n",
            "803 - charles_montgomery_burns\n",
            "804 - charles_montgomery_burns\n",
            "805 - charles_montgomery_burns\n",
            "806 - charles_montgomery_burns\n",
            "807 - charles_montgomery_burns\n",
            "808 - charles_montgomery_burns\n",
            "809 - charles_montgomery_burns\n",
            "810 - charles_montgomery_burns\n",
            "811 - charles_montgomery_burns\n",
            "812 - charles_montgomery_burns\n",
            "813 - charles_montgomery_burns\n",
            "814 - charles_montgomery_burns\n",
            "815 - charles_montgomery_burns\n",
            "816 - charles_montgomery_burns\n",
            "817 - charles_montgomery_burns\n",
            "818 - charles_montgomery_burns\n",
            "819 - charles_montgomery_burns\n",
            "820 - charles_montgomery_burns\n",
            "821 - charles_montgomery_burns\n",
            "822 - charles_montgomery_burns\n",
            "823 - charles_montgomery_burns\n",
            "824 - charles_montgomery_burns\n",
            "825 - charles_montgomery_burns\n",
            "826 - charles_montgomery_burns\n",
            "827 - charles_montgomery_burns\n",
            "828 - charles_montgomery_burns\n",
            "829 - charles_montgomery_burns\n",
            "830 - charles_montgomery_burns\n",
            "831 - charles_montgomery_burns\n",
            "832 - charles_montgomery_burns\n",
            "833 - charles_montgomery_burns\n",
            "834 - charles_montgomery_burns\n",
            "835 - charles_montgomery_burns\n",
            "836 - charles_montgomery_burns\n",
            "837 - charles_montgomery_burns\n",
            "838 - charles_montgomery_burns\n",
            "839 - charles_montgomery_burns\n",
            "840 - charles_montgomery_burns\n",
            "841 - charles_montgomery_burns\n",
            "842 - charles_montgomery_burns\n",
            "843 - charles_montgomery_burns\n",
            "844 - charles_montgomery_burns\n",
            "845 - charles_montgomery_burns\n",
            "846 - charles_montgomery_burns\n",
            "847 - charles_montgomery_burns\n",
            "848 - charles_montgomery_burns\n",
            "849 - charles_montgomery_burns\n",
            "850 - charles_montgomery_burns\n",
            "851 - charles_montgomery_burns\n",
            "852 - charles_montgomery_burns\n",
            "853 - charles_montgomery_burns\n",
            "854 - charles_montgomery_burns\n",
            "855 - charles_montgomery_burns\n",
            "856 - charles_montgomery_burns\n",
            "857 - charles_montgomery_burns\n",
            "858 - charles_montgomery_burns\n",
            "859 - charles_montgomery_burns\n",
            "860 - charles_montgomery_burns\n",
            "861 - charles_montgomery_burns\n",
            "862 - charles_montgomery_burns\n",
            "863 - charles_montgomery_burns\n",
            "864 - charles_montgomery_burns\n",
            "865 - charles_montgomery_burns\n",
            "866 - charles_montgomery_burns\n",
            "867 - charles_montgomery_burns\n",
            "868 - charles_montgomery_burns\n",
            "869 - charles_montgomery_burns\n",
            "870 - charles_montgomery_burns\n",
            "871 - charles_montgomery_burns\n",
            "872 - charles_montgomery_burns\n",
            "873 - charles_montgomery_burns\n",
            "874 - charles_montgomery_burns\n",
            "875 - charles_montgomery_burns\n",
            "876 - charles_montgomery_burns\n",
            "877 - charles_montgomery_burns\n",
            "878 - charles_montgomery_burns\n",
            "879 - charles_montgomery_burns\n",
            "880 - charles_montgomery_burns\n",
            "881 - charles_montgomery_burns\n",
            "882 - charles_montgomery_burns\n",
            "883 - charles_montgomery_burns\n",
            "884 - charles_montgomery_burns\n",
            "885 - charles_montgomery_burns\n",
            "886 - charles_montgomery_burns\n",
            "887 - charles_montgomery_burns\n",
            "888 - charles_montgomery_burns\n",
            "889 - charles_montgomery_burns\n",
            "890 - charles_montgomery_burns\n",
            "891 - charles_montgomery_burns\n",
            "892 - charles_montgomery_burns\n",
            "893 - charles_montgomery_burns\n",
            "894 - charles_montgomery_burns\n",
            "895 - charles_montgomery_burns\n",
            "896 - charles_montgomery_burns\n",
            "897 - charles_montgomery_burns\n",
            "898 - charles_montgomery_burns\n",
            "899 - charles_montgomery_burns\n",
            "900 - charles_montgomery_burns\n",
            "901 - charles_montgomery_burns\n",
            "902 - charles_montgomery_burns\n",
            "903 - charles_montgomery_burns\n",
            "904 - charles_montgomery_burns\n",
            "905 - charles_montgomery_burns\n",
            "906 - charles_montgomery_burns\n",
            "907 - charles_montgomery_burns\n",
            "908 - charles_montgomery_burns\n",
            "909 - charles_montgomery_burns\n",
            "910 - charles_montgomery_burns\n",
            "911 - charles_montgomery_burns\n",
            "912 - charles_montgomery_burns\n",
            "913 - charles_montgomery_burns\n",
            "914 - charles_montgomery_burns\n",
            "915 - charles_montgomery_burns\n",
            "916 - charles_montgomery_burns\n",
            "917 - charles_montgomery_burns\n",
            "918 - charles_montgomery_burns\n",
            "919 - charles_montgomery_burns\n",
            "920 - charles_montgomery_burns\n",
            "921 - charles_montgomery_burns\n",
            "922 - charles_montgomery_burns\n",
            "923 - charles_montgomery_burns\n",
            "924 - charles_montgomery_burns\n",
            "925 - charles_montgomery_burns\n",
            "926 - charles_montgomery_burns\n",
            "927 - charles_montgomery_burns\n",
            "928 - charles_montgomery_burns\n",
            "929 - charles_montgomery_burns\n",
            "930 - charles_montgomery_burns\n",
            "931 - charles_montgomery_burns\n",
            "932 - charles_montgomery_burns\n",
            "933 - charles_montgomery_burns\n",
            "934 - charles_montgomery_burns\n",
            "935 - charles_montgomery_burns\n",
            "936 - charles_montgomery_burns\n",
            "937 - charles_montgomery_burns\n",
            "938 - charles_montgomery_burns\n",
            "939 - charles_montgomery_burns\n",
            "940 - charles_montgomery_burns\n",
            "941 - charles_montgomery_burns\n",
            "942 - charles_montgomery_burns\n",
            "943 - charles_montgomery_burns\n",
            "944 - charles_montgomery_burns\n",
            "945 - charles_montgomery_burns\n",
            "946 - charles_montgomery_burns\n",
            "947 - charles_montgomery_burns\n",
            "948 - charles_montgomery_burns\n",
            "949 - charles_montgomery_burns\n",
            "950 - charles_montgomery_burns\n",
            "951 - charles_montgomery_burns\n",
            "952 - charles_montgomery_burns\n",
            "953 - charles_montgomery_burns\n",
            "954 - charles_montgomery_burns\n",
            "955 - charles_montgomery_burns\n",
            "956 - charles_montgomery_burns\n",
            "957 - charles_montgomery_burns\n",
            "958 - charles_montgomery_burns\n",
            "959 - charles_montgomery_burns\n",
            "960 - charles_montgomery_burns\n",
            "961 - charles_montgomery_burns\n",
            "962 - charles_montgomery_burns\n",
            "963 - charles_montgomery_burns\n",
            "964 - charles_montgomery_burns\n",
            "965 - charles_montgomery_burns\n",
            "966 - charles_montgomery_burns\n",
            "967 - charles_montgomery_burns\n",
            "968 - charles_montgomery_burns\n",
            "969 - charles_montgomery_burns\n",
            "970 - charles_montgomery_burns\n",
            "971 - charles_montgomery_burns\n",
            "972 - charles_montgomery_burns\n",
            "973 - charles_montgomery_burns\n",
            "974 - charles_montgomery_burns\n",
            "975 - charles_montgomery_burns\n",
            "976 - charles_montgomery_burns\n",
            "977 - charles_montgomery_burns\n",
            "978 - charles_montgomery_burns\n",
            "979 - charles_montgomery_burns\n",
            "980 - charles_montgomery_burns\n",
            "981 - charles_montgomery_burns\n",
            "982 - charles_montgomery_burns\n",
            "983 - charles_montgomery_burns\n",
            "984 - charles_montgomery_burns\n",
            "985 - charles_montgomery_burns\n",
            "986 - charles_montgomery_burns\n",
            "987 - charles_montgomery_burns\n",
            "988 - charles_montgomery_burns\n",
            "989 - charles_montgomery_burns\n",
            "990 - charles_montgomery_burns\n",
            "991 - charles_montgomery_burns\n",
            "992 - charles_montgomery_burns\n",
            "993 - charles_montgomery_burns\n",
            "994 - charles_montgomery_burns\n",
            "995 - charles_montgomery_burns\n",
            "996 - charles_montgomery_burns\n",
            "997 - charles_montgomery_burns\n",
            "998 - charles_montgomery_burns\n",
            "999 - charles_montgomery_burns\n",
            "1000 - charles_montgomery_burns\n",
            "1001 - charles_montgomery_burns\n",
            "1002 - charles_montgomery_burns\n",
            "1003 - charles_montgomery_burns\n",
            "1004 - charles_montgomery_burns\n",
            "1005 - charles_montgomery_burns\n",
            "1006 - charles_montgomery_burns\n",
            "1007 - charles_montgomery_burns\n",
            "1008 - charles_montgomery_burns\n",
            "1009 - charles_montgomery_burns\n",
            "1010 - charles_montgomery_burns\n",
            "1011 - charles_montgomery_burns\n",
            "1012 - charles_montgomery_burns\n",
            "1013 - charles_montgomery_burns\n",
            "1014 - charles_montgomery_burns\n",
            "1015 - charles_montgomery_burns\n",
            "1016 - charles_montgomery_burns\n",
            "1017 - charles_montgomery_burns\n",
            "1018 - charles_montgomery_burns\n",
            "1019 - charles_montgomery_burns\n",
            "1020 - charles_montgomery_burns\n",
            "1021 - charles_montgomery_burns\n",
            "1022 - charles_montgomery_burns\n",
            "1023 - charles_montgomery_burns\n",
            "1024 - charles_montgomery_burns\n",
            "1025 - charles_montgomery_burns\n",
            "1026 - charles_montgomery_burns\n",
            "1027 - charles_montgomery_burns\n",
            "1028 - charles_montgomery_burns\n",
            "1029 - charles_montgomery_burns\n",
            "1030 - charles_montgomery_burns\n",
            "1031 - charles_montgomery_burns\n",
            "1032 - charles_montgomery_burns\n",
            "1033 - charles_montgomery_burns\n",
            "1034 - charles_montgomery_burns\n",
            "1035 - charles_montgomery_burns\n",
            "1036 - charles_montgomery_burns\n",
            "1037 - charles_montgomery_burns\n",
            "1038 - charles_montgomery_burns\n",
            "1039 - charles_montgomery_burns\n",
            "1040 - charles_montgomery_burns\n",
            "1041 - charles_montgomery_burns\n",
            "1042 - charles_montgomery_burns\n",
            "1043 - charles_montgomery_burns\n",
            "1044 - charles_montgomery_burns\n",
            "1045 - charles_montgomery_burns\n",
            "1046 - charles_montgomery_burns\n",
            "1047 - charles_montgomery_burns\n",
            "1048 - charles_montgomery_burns\n",
            "1049 - charles_montgomery_burns\n",
            "1050 - charles_montgomery_burns\n",
            "1051 - charles_montgomery_burns\n",
            "1052 - charles_montgomery_burns\n",
            "1053 - charles_montgomery_burns\n",
            "1054 - charles_montgomery_burns\n",
            "1055 - charles_montgomery_burns\n",
            "1056 - charles_montgomery_burns\n",
            "1057 - charles_montgomery_burns\n",
            "1058 - charles_montgomery_burns\n",
            "1059 - charles_montgomery_burns\n",
            "1060 - charles_montgomery_burns\n",
            "1061 - charles_montgomery_burns\n",
            "1062 - charles_montgomery_burns\n",
            "1063 - charles_montgomery_burns\n",
            "1064 - charles_montgomery_burns\n",
            "1065 - charles_montgomery_burns\n",
            "1066 - charles_montgomery_burns\n",
            "1067 - charles_montgomery_burns\n",
            "1068 - charles_montgomery_burns\n",
            "1069 - charles_montgomery_burns\n",
            "1070 - charles_montgomery_burns\n",
            "1071 - charles_montgomery_burns\n",
            "1072 - charles_montgomery_burns\n",
            "1073 - charles_montgomery_burns\n",
            "1074 - charles_montgomery_burns\n",
            "1075 - charles_montgomery_burns\n",
            "1076 - charles_montgomery_burns\n",
            "1077 - charles_montgomery_burns\n",
            "1078 - charles_montgomery_burns\n",
            "1079 - charles_montgomery_burns\n",
            "1080 - charles_montgomery_burns\n",
            "1081 - charles_montgomery_burns\n",
            "1082 - charles_montgomery_burns\n",
            "1083 - charles_montgomery_burns\n",
            "1084 - charles_montgomery_burns\n",
            "1085 - charles_montgomery_burns\n",
            "1086 - charles_montgomery_burns\n",
            "1087 - charles_montgomery_burns\n",
            "1088 - charles_montgomery_burns\n",
            "1089 - charles_montgomery_burns\n",
            "1090 - charles_montgomery_burns\n",
            "1091 - charles_montgomery_burns\n",
            "1092 - charles_montgomery_burns\n",
            "1093 - charles_montgomery_burns\n",
            "1094 - charles_montgomery_burns\n",
            "1095 - charles_montgomery_burns\n",
            "1096 - charles_montgomery_burns\n",
            "1097 - charles_montgomery_burns\n",
            "1098 - charles_montgomery_burns\n",
            "1099 - charles_montgomery_burns\n",
            "1100 - charles_montgomery_burns\n",
            "1101 - charles_montgomery_burns\n",
            "1102 - charles_montgomery_burns\n",
            "1103 - charles_montgomery_burns\n",
            "1104 - charles_montgomery_burns\n",
            "1105 - charles_montgomery_burns\n",
            "1106 - charles_montgomery_burns\n",
            "1107 - charles_montgomery_burns\n",
            "1108 - charles_montgomery_burns\n",
            "1109 - charles_montgomery_burns\n",
            "1110 - charles_montgomery_burns\n",
            "1111 - charles_montgomery_burns\n",
            "1112 - charles_montgomery_burns\n",
            "1113 - charles_montgomery_burns\n",
            "1114 - charles_montgomery_burns\n",
            "1115 - charles_montgomery_burns\n",
            "1116 - charles_montgomery_burns\n",
            "1117 - charles_montgomery_burns\n",
            "1118 - charles_montgomery_burns\n",
            "1119 - charles_montgomery_burns\n",
            "1120 - charles_montgomery_burns\n",
            "1121 - charles_montgomery_burns\n",
            "1122 - charles_montgomery_burns\n",
            "1123 - charles_montgomery_burns\n",
            "1124 - charles_montgomery_burns\n",
            "1125 - charles_montgomery_burns\n",
            "1126 - charles_montgomery_burns\n",
            "1127 - charles_montgomery_burns\n",
            "1128 - charles_montgomery_burns\n",
            "1129 - charles_montgomery_burns\n",
            "1130 - charles_montgomery_burns\n",
            "1131 - charles_montgomery_burns\n",
            "1132 - charles_montgomery_burns\n",
            "1133 - charles_montgomery_burns\n",
            "1134 - charles_montgomery_burns\n",
            "1135 - charles_montgomery_burns\n",
            "1136 - charles_montgomery_burns\n",
            "1137 - charles_montgomery_burns\n",
            "1138 - charles_montgomery_burns\n",
            "1139 - charles_montgomery_burns\n",
            "1140 - charles_montgomery_burns\n",
            "1141 - charles_montgomery_burns\n",
            "1142 - charles_montgomery_burns\n",
            "1143 - charles_montgomery_burns\n",
            "1144 - charles_montgomery_burns\n",
            "1145 - charles_montgomery_burns\n",
            "1146 - charles_montgomery_burns\n",
            "1147 - charles_montgomery_burns\n",
            "1148 - charles_montgomery_burns\n",
            "1149 - charles_montgomery_burns\n",
            "1150 - charles_montgomery_burns\n",
            "1151 - charles_montgomery_burns\n",
            "1152 - charles_montgomery_burns\n",
            "1153 - charles_montgomery_burns\n",
            "1154 - charles_montgomery_burns\n",
            "1155 - charles_montgomery_burns\n",
            "1156 - charles_montgomery_burns\n",
            "1157 - charles_montgomery_burns\n",
            "1158 - charles_montgomery_burns\n",
            "1159 - charles_montgomery_burns\n",
            "1160 - charles_montgomery_burns\n",
            "1161 - charles_montgomery_burns\n",
            "1162 - charles_montgomery_burns\n",
            "1163 - charles_montgomery_burns\n",
            "1164 - charles_montgomery_burns\n",
            "1165 - charles_montgomery_burns\n",
            "1166 - charles_montgomery_burns\n",
            "1167 - charles_montgomery_burns\n",
            "1168 - charles_montgomery_burns\n",
            "1169 - charles_montgomery_burns\n",
            "1170 - charles_montgomery_burns\n",
            "1171 - charles_montgomery_burns\n",
            "1172 - charles_montgomery_burns\n",
            "1173 - charles_montgomery_burns\n",
            "1174 - charles_montgomery_burns\n",
            "1175 - charles_montgomery_burns\n",
            "1176 - charles_montgomery_burns\n",
            "1177 - charles_montgomery_burns\n",
            "1178 - charles_montgomery_burns\n",
            "1179 - charles_montgomery_burns\n",
            "1180 - charles_montgomery_burns\n",
            "1181 - charles_montgomery_burns\n",
            "1182 - charles_montgomery_burns\n",
            "1183 - charles_montgomery_burns\n",
            "1184 - charles_montgomery_burns\n",
            "1185 - charles_montgomery_burns\n",
            "1186 - charles_montgomery_burns\n",
            "1187 - charles_montgomery_burns\n",
            "1188 - charles_montgomery_burns\n",
            "1189 - charles_montgomery_burns\n",
            "1190 - charles_montgomery_burns\n",
            "1191 - charles_montgomery_burns\n",
            "1192 - charles_montgomery_burns\n",
            "1193 - charles_montgomery_burns\n",
            "1 - milhouse_van_houten\n",
            "2 - milhouse_van_houten\n",
            "3 - milhouse_van_houten\n",
            "4 - milhouse_van_houten\n",
            "5 - milhouse_van_houten\n",
            "6 - milhouse_van_houten\n",
            "7 - milhouse_van_houten\n",
            "8 - milhouse_van_houten\n",
            "9 - milhouse_van_houten\n",
            "10 - milhouse_van_houten\n",
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            "961 - milhouse_van_houten\n",
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            "963 - milhouse_van_houten\n",
            "964 - milhouse_van_houten\n",
            "965 - milhouse_van_houten\n",
            "966 - milhouse_van_houten\n",
            "967 - milhouse_van_houten\n",
            "968 - milhouse_van_houten\n",
            "969 - milhouse_van_houten\n",
            "970 - milhouse_van_houten\n",
            "971 - milhouse_van_houten\n",
            "972 - milhouse_van_houten\n",
            "973 - milhouse_van_houten\n",
            "974 - milhouse_van_houten\n",
            "975 - milhouse_van_houten\n",
            "976 - milhouse_van_houten\n",
            "977 - milhouse_van_houten\n",
            "978 - milhouse_van_houten\n",
            "979 - milhouse_van_houten\n",
            "980 - milhouse_van_houten\n",
            "981 - milhouse_van_houten\n",
            "982 - milhouse_van_houten\n",
            "983 - milhouse_van_houten\n",
            "984 - milhouse_van_houten\n",
            "985 - milhouse_van_houten\n",
            "986 - milhouse_van_houten\n",
            "987 - milhouse_van_houten\n",
            "988 - milhouse_van_houten\n",
            "989 - milhouse_van_houten\n",
            "990 - milhouse_van_houten\n",
            "991 - milhouse_van_houten\n",
            "992 - milhouse_van_houten\n",
            "993 - milhouse_van_houten\n",
            "994 - milhouse_van_houten\n",
            "995 - milhouse_van_houten\n",
            "996 - milhouse_van_houten\n",
            "997 - milhouse_van_houten\n",
            "998 - milhouse_van_houten\n",
            "999 - milhouse_van_houten\n",
            "1000 - milhouse_van_houten\n",
            "1001 - milhouse_van_houten\n",
            "1002 - milhouse_van_houten\n",
            "1003 - milhouse_van_houten\n",
            "1004 - milhouse_van_houten\n",
            "1005 - milhouse_van_houten\n",
            "1006 - milhouse_van_houten\n",
            "1007 - milhouse_van_houten\n",
            "1008 - milhouse_van_houten\n",
            "1009 - milhouse_van_houten\n",
            "1010 - milhouse_van_houten\n",
            "1011 - milhouse_van_houten\n",
            "1012 - milhouse_van_houten\n",
            "1013 - milhouse_van_houten\n",
            "1014 - milhouse_van_houten\n",
            "1015 - milhouse_van_houten\n",
            "1016 - milhouse_van_houten\n",
            "1017 - milhouse_van_houten\n",
            "1018 - milhouse_van_houten\n",
            "1019 - milhouse_van_houten\n",
            "1020 - milhouse_van_houten\n",
            "1021 - milhouse_van_houten\n",
            "1022 - milhouse_van_houten\n",
            "1023 - milhouse_van_houten\n",
            "1024 - milhouse_van_houten\n",
            "1025 - milhouse_van_houten\n",
            "1026 - milhouse_van_houten\n",
            "1027 - milhouse_van_houten\n",
            "1028 - milhouse_van_houten\n",
            "1029 - milhouse_van_houten\n",
            "1030 - milhouse_van_houten\n",
            "1031 - milhouse_van_houten\n",
            "1032 - milhouse_van_houten\n",
            "1033 - milhouse_van_houten\n",
            "1034 - milhouse_van_houten\n",
            "1035 - milhouse_van_houten\n",
            "1036 - milhouse_van_houten\n",
            "1037 - milhouse_van_houten\n",
            "1038 - milhouse_van_houten\n",
            "1039 - milhouse_van_houten\n",
            "1040 - milhouse_van_houten\n",
            "1041 - milhouse_van_houten\n",
            "1042 - milhouse_van_houten\n",
            "1043 - milhouse_van_houten\n",
            "1044 - milhouse_van_houten\n",
            "1045 - milhouse_van_houten\n",
            "1046 - milhouse_van_houten\n",
            "1047 - milhouse_van_houten\n",
            "1048 - milhouse_van_houten\n",
            "1049 - milhouse_van_houten\n",
            "1050 - milhouse_van_houten\n",
            "1051 - milhouse_van_houten\n",
            "1052 - milhouse_van_houten\n",
            "1053 - milhouse_van_houten\n",
            "1054 - milhouse_van_houten\n",
            "1055 - milhouse_van_houten\n",
            "1056 - milhouse_van_houten\n",
            "1057 - milhouse_van_houten\n",
            "1058 - milhouse_van_houten\n",
            "1059 - milhouse_van_houten\n",
            "1060 - milhouse_van_houten\n",
            "1061 - milhouse_van_houten\n",
            "1062 - milhouse_van_houten\n",
            "1063 - milhouse_van_houten\n",
            "1064 - milhouse_van_houten\n",
            "1065 - milhouse_van_houten\n",
            "1066 - milhouse_van_houten\n",
            "1067 - milhouse_van_houten\n",
            "1068 - milhouse_van_houten\n",
            "1069 - milhouse_van_houten\n",
            "1070 - milhouse_van_houten\n",
            "1071 - milhouse_van_houten\n",
            "1072 - milhouse_van_houten\n",
            "1073 - milhouse_van_houten\n",
            "1074 - milhouse_van_houten\n",
            "1075 - milhouse_van_houten\n",
            "1076 - milhouse_van_houten\n",
            "1077 - milhouse_van_houten\n",
            "1078 - milhouse_van_houten\n",
            "1079 - milhouse_van_houten\n",
            "----------------------------------------------\n",
            "[INFO] 13811 files preprocessed! Took 0m 40s\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/caer/core.py:72: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
            "  return np.array(obj, dtype=dtype, order=order)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0x6dZCZUFI_v",
        "outputId": "37648df9-824e-4bcf-ecc2-77159a6381a2"
      },
      "source": [
        "len(train)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13811"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 852
        },
        "id": "9K9Z87ZnJsD4",
        "outputId": "b4cad2a9-004d-471e-b5d7-b54e58ce9210"
      },
      "source": [
        "import matplotlib.pyplot as plt \n",
        "\n",
        "plt.figure(figsize=(30,30))\n",
        "plt.imshow(train[0,0], cmap='gray')\n",
        "plt.show()\n"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 2160x2160 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nJfxdLzrKSle"
      },
      "source": [
        "featureSet , labels = caer.sep_train(train,IMG_SIZE=IMG_SIZE)"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bQFsr00sKb9k"
      },
      "source": [
        "from tensorflow.keras.utils import to_categorical\n",
        "# Normalize the featureSet \n",
        "featureSet = caer.normalize(featureSet)\n",
        "labels= to_categorical(labels,len(characters))\n"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VjDrBe78LiCL"
      },
      "source": [
        "x_train , x_val , y_train, y_val = caer.train_val_split(featureSet,labels,val_ratio=0.2)"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OMUw2f46L0ns",
        "outputId": "5ad45d7f-eaec-40a8-a430-976c6a7f2552"
      },
      "source": [
        "del train \n",
        "del featureSet\n",
        "del labels\n",
        "gc.collect()"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3289"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VssPsRiPMMCn"
      },
      "source": [
        "BATCH_SIZE = 32 \n",
        "EPOCHS = 10"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rzko36UWNI_m"
      },
      "source": [
        "# Image data generator \n",
        "datagen = canaro.generators.imageDataGenerator()\n",
        "train_gen = datagen.flow(x_train,y_train,batchsize=BATCH_SIZE)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BfXBSd8FNj5M"
      },
      "source": [
        "# Create the model \n",
        "\n",
        "model = canaro.models.createSimpsonsModel(IMG_SIZE=IMG_SIZE,channels=channels,output_dim=len(characters),loss='binary_crossentropy',decay=1e-6,learning_rate=0.001,momentum=0.9,nesterov=True)"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wQ6jWLuBOdD6",
        "outputId": "852f4e19-ecd7-45fc-e00c-1b9f205d3a39"
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_6 (Conv2D)            (None, 80, 80, 32)        320       \n",
            "_________________________________________________________________\n",
            "conv2d_7 (Conv2D)            (None, 78, 78, 32)        9248      \n",
            "_________________________________________________________________\n",
            "max_pooling2d_3 (MaxPooling2 (None, 39, 39, 32)        0         \n",
            "_________________________________________________________________\n",
            "dropout_4 (Dropout)          (None, 39, 39, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_8 (Conv2D)            (None, 39, 39, 64)        18496     \n",
            "_________________________________________________________________\n",
            "conv2d_9 (Conv2D)            (None, 37, 37, 64)        36928     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_4 (MaxPooling2 (None, 18, 18, 64)        0         \n",
            "_________________________________________________________________\n",
            "dropout_5 (Dropout)          (None, 18, 18, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_10 (Conv2D)           (None, 18, 18, 256)       147712    \n",
            "_________________________________________________________________\n",
            "conv2d_11 (Conv2D)           (None, 16, 16, 256)       590080    \n",
            "_________________________________________________________________\n",
            "max_pooling2d_5 (MaxPooling2 (None, 8, 8, 256)         0         \n",
            "_________________________________________________________________\n",
            "dropout_6 (Dropout)          (None, 8, 8, 256)         0         \n",
            "_________________________________________________________________\n",
            "flatten_1 (Flatten)          (None, 16384)             0         \n",
            "_________________________________________________________________\n",
            "dropout_7 (Dropout)          (None, 16384)             0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 1024)              16778240  \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 10)                10250     \n",
            "=================================================================\n",
            "Total params: 17,591,274\n",
            "Trainable params: 17,591,274\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JM_OoQXGOeuq"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}