handwrite_math_ops.ipynb

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        "id": "FXgZgJZvk1uo"
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      "source": [
        "!pip install -Uqq fastbook\n",
        "import fastbook\n",
        "from fastai.vision.all import *\n",
        "from fastbook import *\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "path = untar_data(URLs.MNIST_SAMPLE)\n",
        "Path.BASE_PATH = path\n",
        "path.ls()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "erZr75QklxVJ",
        "outputId": "c7c274be-c7fb-4349-d415-697c69ed023a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#3) [Path('train'),Path('valid'),Path('labels.csv')]"
            ]
          },
          "metadata": {},
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "(path/'train').ls()"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/"
        },
        "id": "0OsIjcApl_5V",
        "outputId": "5d530840-0113-49ee-aae3-f3303434fda2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#2) [Path('train/3'),Path('train/7')]"
            ]
          },
          "metadata": {},
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# (path/'training'/'0').ls()\n",
        "(path/'train'/'3').ls()\n",
        "(path/'train'/'7').ls()"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/"
        },
        "id": "PXoQtFhfmIqo",
        "outputId": "d6903609-a72b-4917-e2a7-996c8617a164"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#6265) [Path('train/7/10911.png'),Path('train/7/51560.png'),Path('train/7/45200.png'),Path('train/7/43886.png'),Path('train/7/49958.png'),Path('train/7/20740.png'),Path('train/7/10744.png'),Path('train/7/4964.png'),Path('train/7/46283.png'),Path('train/7/7197.png'),Path('train/7/32580.png'),Path('train/7/8604.png'),Path('train/7/11540.png'),Path('train/7/48315.png'),Path('train/7/35519.png'),Path('train/7/32195.png'),Path('train/7/47015.png'),Path('train/7/48080.png'),Path('train/7/58140.png'),Path('train/7/1499.png')...]"
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          },
          "metadata": {},
          "execution_count": 94
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "zero_img_path = (path/'train'/'3').ls()[18]\n",
        "Image.open(zero_img_path)"
      ],
      "metadata": {
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          "base_uri": "https://localhost:8080/",
          "height": 45
        },
        "id": "JL6Ps4eTmm5o",
        "outputId": "19464b04-b7ed-4c61-ff83-b8fa5797c523"
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      "execution_count": null,
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          "data": {
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          "metadata": {},
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        "zero_img_sample_tensor = tensor(Image.open( zero_img_path))\n",
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#T_acfaa_row3_col11, #T_acfaa_row3_col12, #T_acfaa_row3_col13, #T_acfaa_row3_col14, #T_acfaa_row3_col15, #T_acfaa_row3_col16, #T_acfaa_row3_col17, #T_acfaa_row3_col18, #T_acfaa_row3_col19, #T_acfaa_row3_col20, #T_acfaa_row3_col21, #T_acfaa_row3_col22, #T_acfaa_row3_col23, #T_acfaa_row3_col24, #T_acfaa_row3_col25, #T_acfaa_row3_col26, #T_acfaa_row3_col27, #T_acfaa_row4_col0, #T_acfaa_row4_col1, #T_acfaa_row4_col2, #T_acfaa_row4_col3, #T_acfaa_row4_col4, #T_acfaa_row4_col5, #T_acfaa_row4_col6, #T_acfaa_row4_col7, #T_acfaa_row4_col8, #T_acfaa_row4_col9, #T_acfaa_row4_col10, #T_acfaa_row4_col11, #T_acfaa_row4_col12, #T_acfaa_row4_col13, #T_acfaa_row4_col14, #T_acfaa_row4_col15, #T_acfaa_row4_col16, #T_acfaa_row4_col17, #T_acfaa_row4_col18, #T_acfaa_row4_col19, #T_acfaa_row4_col20, #T_acfaa_row4_col21, #T_acfaa_row4_col22, #T_acfaa_row4_col23, #T_acfaa_row4_col24, #T_acfaa_row4_col25, #T_acfaa_row4_col26, #T_acfaa_row4_col27, #T_acfaa_row5_col0, #T_acfaa_row5_col1, #T_acfaa_row5_col2, #T_acfaa_row5_col3, #T_acfaa_row5_col4, #T_acfaa_row5_col5, #T_acfaa_row5_col6, #T_acfaa_row5_col7, #T_acfaa_row5_col8, #T_acfaa_row5_col14, #T_acfaa_row5_col15, #T_acfaa_row5_col16, #T_acfaa_row5_col17, #T_acfaa_row5_col18, #T_acfaa_row5_col19, #T_acfaa_row5_col20, #T_acfaa_row5_col21, #T_acfaa_row5_col22, #T_acfaa_row5_col23, #T_acfaa_row5_col24, #T_acfaa_row5_col25, #T_acfaa_row5_col26, #T_acfaa_row5_col27, #T_acfaa_row6_col0, #T_acfaa_row6_col1, #T_acfaa_row6_col2, #T_acfaa_row6_col3, #T_acfaa_row6_col4, #T_acfaa_row6_col5, #T_acfaa_row6_col6, #T_acfaa_row6_col7, #T_acfaa_row6_col8, #T_acfaa_row6_col16, #T_acfaa_row6_col17, #T_acfaa_row6_col18, #T_acfaa_row6_col19, #T_acfaa_row6_col20, #T_acfaa_row6_col21, #T_acfaa_row6_col22, #T_acfaa_row6_col23, #T_acfaa_row6_col24, #T_acfaa_row6_col25, #T_acfaa_row6_col26, #T_acfaa_row6_col27, #T_acfaa_row7_col0, #T_acfaa_row7_col1, #T_acfaa_row7_col2, #T_acfaa_row7_col3, #T_acfaa_row7_col4, #T_acfaa_row7_col5, #T_acfaa_row7_col6, #T_acfaa_row7_col7, #T_acfaa_row7_col8, #T_acfaa_row7_col9, #T_acfaa_row7_col18, #T_acfaa_row7_col19, #T_acfaa_row7_col20, #T_acfaa_row7_col21, #T_acfaa_row7_col22, #T_acfaa_row7_col23, #T_acfaa_row7_col24, #T_acfaa_row7_col25, #T_acfaa_row7_col26, #T_acfaa_row7_col27, #T_acfaa_row8_col0, #T_acfaa_row8_col1, #T_acfaa_row8_col2, #T_acfaa_row8_col3, #T_acfaa_row8_col4, #T_acfaa_row8_col5, #T_acfaa_row8_col6, #T_acfaa_row8_col7, #T_acfaa_row8_col8, #T_acfaa_row8_col9, #T_acfaa_row8_col10, #T_acfaa_row8_col11, #T_acfaa_row8_col18, #T_acfaa_row8_col19, #T_acfaa_row8_col20, #T_acfaa_row8_col21, #T_acfaa_row8_col22, #T_acfaa_row8_col23, #T_acfaa_row8_col24, #T_acfaa_row8_col25, #T_acfaa_row8_col26, #T_acfaa_row8_col27, #T_acfaa_row9_col0, #T_acfaa_row9_col1, #T_acfaa_row9_col2, #T_acfaa_row9_col3, #T_acfaa_row9_col4, #T_acfaa_row9_col5, #T_acfaa_row9_col6, #T_acfaa_row9_col7, #T_acfaa_row9_col8, #T_acfaa_row9_col9, #T_acfaa_row9_col10, #T_acfaa_row9_col11, #T_acfaa_row9_col12, #T_acfaa_row9_col13, #T_acfaa_row9_col14, #T_acfaa_row9_col19, #T_acfaa_row9_col20, #T_acfaa_row9_col21, #T_acfaa_row9_col22, #T_acfaa_row9_col23, #T_acfaa_row9_col24, #T_acfaa_row9_col25, #T_acfaa_row9_col26, #T_acfaa_row9_col27, #T_acfaa_row10_col0, #T_acfaa_row10_col1, #T_acfaa_row10_col2, #T_acfaa_row10_col3, #T_acfaa_row10_col4, #T_acfaa_row10_col5, #T_acfaa_row10_col6, #T_acfaa_row10_col7, #T_acfaa_row10_col8, #T_acfaa_row10_col9, #T_acfaa_row10_col10, #T_acfaa_row10_col11, #T_acfaa_row10_col12, #T_acfaa_row10_col13, #T_acfaa_row10_col14, #T_acfaa_row10_col19, #T_acfaa_row10_col20, #T_acfaa_row10_col21, #T_acfaa_row10_col22, #T_acfaa_row10_col23, #T_acfaa_row10_col24, #T_acfaa_row10_col25, #T_acfaa_row10_col26, #T_acfaa_row10_col27, #T_acfaa_row11_col0, #T_acfaa_row11_col1, #T_acfaa_row11_col2, #T_acfaa_row11_col3, #T_acfaa_row11_col4, #T_acfaa_row11_col5, #T_acfaa_row11_col6, #T_acfaa_row11_col7, #T_acfaa_row11_col8, #T_acfaa_row11_col9, #T_acfaa_row11_col10, #T_acfaa_row11_col11, #T_acfaa_row11_col12, #T_acfaa_row11_col13, #T_acfaa_row11_col18, #T_acfaa_row11_col19, #T_acfaa_row11_col20, #T_acfaa_row11_col21, #T_acfaa_row11_col22, #T_acfaa_row11_col23, #T_acfaa_row11_col24, #T_acfaa_row11_col25, #T_acfaa_row11_col26, #T_acfaa_row11_col27, #T_acfaa_row12_col0, #T_acfaa_row12_col1, #T_acfaa_row12_col2, #T_acfaa_row12_col3, #T_acfaa_row12_col4, #T_acfaa_row12_col5, #T_acfaa_row12_col6, #T_acfaa_row12_col7, #T_acfaa_row12_col8, #T_acfaa_row12_col9, #T_acfaa_row12_col10, #T_acfaa_row12_col11, #T_acfaa_row12_col12, #T_acfaa_row12_col18, #T_acfaa_row12_col19, #T_acfaa_row12_col20, #T_acfaa_row12_col21, #T_acfaa_row12_col22, #T_acfaa_row12_col23, #T_acfaa_row12_col24, #T_acfaa_row12_col25, #T_acfaa_row12_col26, #T_acfaa_row12_col27, #T_acfaa_row13_col0, #T_acfaa_row13_col1, #T_acfaa_row13_col2, #T_acfaa_row13_col3, #T_acfaa_row13_col4, #T_acfaa_row13_col5, #T_acfaa_row13_col6, #T_acfaa_row13_col7, #T_acfaa_row13_col8, #T_acfaa_row13_col9, #T_acfaa_row13_col10, #T_acfaa_row13_col17, #T_acfaa_row13_col18, #T_acfaa_row13_col19, #T_acfaa_row13_col20, #T_acfaa_row13_col21, #T_acfaa_row13_col22, #T_acfaa_row13_col23, #T_acfaa_row13_col24, #T_acfaa_row13_col25, #T_acfaa_row13_col26, #T_acfaa_row13_col27, #T_acfaa_row14_col0, #T_acfaa_row14_col1, #T_acfaa_row14_col2, #T_acfaa_row14_col3, #T_acfaa_row14_col4, #T_acfaa_row14_col5, #T_acfaa_row14_col6, #T_acfaa_row14_col7, #T_acfaa_row14_col8, #T_acfaa_row14_col9, #T_acfaa_row14_col10, #T_acfaa_row14_col16, #T_acfaa_row14_col17, #T_acfaa_row14_col18, #T_acfaa_row14_col19, #T_acfaa_row14_col20, #T_acfaa_row14_col21, #T_acfaa_row14_col22, #T_acfaa_row14_col23, #T_acfaa_row14_col24, #T_acfaa_row14_col25, #T_acfaa_row14_col26, #T_acfaa_row14_col27 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #f7fbff;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row5_col9 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #85bcdc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row5_col10 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #1e6db2;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row5_col11 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #4997c9;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row5_col12 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #64a9d3;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row5_col13 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #d0e1f2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row6_col9, #T_acfaa_row6_col10, #T_acfaa_row6_col11, #T_acfaa_row6_col12, #T_acfaa_row7_col13, #T_acfaa_row7_col14, #T_acfaa_row7_col15, #T_acfaa_row9_col16, #T_acfaa_row9_col17, #T_acfaa_row9_col18, #T_acfaa_row11_col16, #T_acfaa_row13_col14, #T_acfaa_row14_col12 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #08306b;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row6_col13, #T_acfaa_row8_col15, #T_acfaa_row8_col16, #T_acfaa_row10_col16, #T_acfaa_row10_col17, #T_acfaa_row12_col14, #T_acfaa_row12_col15, #T_acfaa_row14_col13 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #08316d;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row6_col14 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #1764ab;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row6_col15 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #72b2d8;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row7_col10, #T_acfaa_row12_col13 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #d7e6f5;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row7_col11 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #aed1e7;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row7_col12 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #3282be;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row7_col16, #T_acfaa_row8_col17, #T_acfaa_row13_col15 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #3383be;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row7_col17, #T_acfaa_row8_col12 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #eff6fc;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row8_col13 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #a3cce3;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row8_col14 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #0f5aa3;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row9_col15 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #2777b8;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row10_col15 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #57a0ce;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row10_col18 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #4a98c9;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row11_col14 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #82bbdb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row11_col15, #T_acfaa_row13_col13 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #08458a;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row11_col17, #T_acfaa_row14_col14 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #4b98ca;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row12_col16 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #08468b;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row12_col17 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #d0e2f2;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row13_col11 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #e7f0fa;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row13_col12 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #bcd7eb;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row13_col16 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #afd1e7;\n",
              "  color: #000000;\n",
              "}\n",
              "#T_acfaa_row14_col11 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #56a0ce;\n",
              "  color: #f1f1f1;\n",
              "}\n",
              "#T_acfaa_row14_col15 {\n",
              "  font-size: 6pt;\n",
              "  background-color: #dfecf7;\n",
              "  color: #000000;\n",
              "}\n",
              "</style>\n",
              "<table id=\"T_acfaa\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr>\n",
              "      <th class=\"blank level0\" >&nbsp;</th>\n",
              "      <th id=\"T_acfaa_level0_col0\" class=\"col_heading level0 col0\" >0</th>\n",
              "      <th id=\"T_acfaa_level0_col1\" class=\"col_heading level0 col1\" >1</th>\n",
              "      <th id=\"T_acfaa_level0_col2\" class=\"col_heading level0 col2\" >2</th>\n",
              "      <th id=\"T_acfaa_level0_col3\" class=\"col_heading level0 col3\" >3</th>\n",
              "      <th id=\"T_acfaa_level0_col4\" class=\"col_heading level0 col4\" >4</th>\n",
              "      <th id=\"T_acfaa_level0_col5\" class=\"col_heading level0 col5\" >5</th>\n",
              "      <th id=\"T_acfaa_level0_col6\" class=\"col_heading level0 col6\" >6</th>\n",
              "      <th id=\"T_acfaa_level0_col7\" class=\"col_heading level0 col7\" >7</th>\n",
              "      <th id=\"T_acfaa_level0_col8\" class=\"col_heading level0 col8\" >8</th>\n",
              "      <th id=\"T_acfaa_level0_col9\" class=\"col_heading level0 col9\" >9</th>\n",
              "      <th id=\"T_acfaa_level0_col10\" class=\"col_heading level0 col10\" >10</th>\n",
              "      <th id=\"T_acfaa_level0_col11\" class=\"col_heading level0 col11\" >11</th>\n",
              "      <th id=\"T_acfaa_level0_col12\" class=\"col_heading level0 col12\" >12</th>\n",
              "      <th id=\"T_acfaa_level0_col13\" class=\"col_heading level0 col13\" >13</th>\n",
              "      <th id=\"T_acfaa_level0_col14\" class=\"col_heading level0 col14\" >14</th>\n",
              "      <th id=\"T_acfaa_level0_col15\" class=\"col_heading level0 col15\" >15</th>\n",
              "      <th id=\"T_acfaa_level0_col16\" class=\"col_heading level0 col16\" >16</th>\n",
              "      <th id=\"T_acfaa_level0_col17\" class=\"col_heading level0 col17\" >17</th>\n",
              "      <th id=\"T_acfaa_level0_col18\" class=\"col_heading level0 col18\" >18</th>\n",
              "      <th id=\"T_acfaa_level0_col19\" class=\"col_heading level0 col19\" >19</th>\n",
              "      <th id=\"T_acfaa_level0_col20\" class=\"col_heading level0 col20\" >20</th>\n",
              "      <th id=\"T_acfaa_level0_col21\" class=\"col_heading level0 col21\" >21</th>\n",
              "      <th id=\"T_acfaa_level0_col22\" class=\"col_heading level0 col22\" >22</th>\n",
              "      <th id=\"T_acfaa_level0_col23\" class=\"col_heading level0 col23\" >23</th>\n",
              "      <th id=\"T_acfaa_level0_col24\" class=\"col_heading level0 col24\" >24</th>\n",
              "      <th id=\"T_acfaa_level0_col25\" class=\"col_heading level0 col25\" >25</th>\n",
              "      <th id=\"T_acfaa_level0_col26\" class=\"col_heading level0 col26\" >26</th>\n",
              "      <th id=\"T_acfaa_level0_col27\" class=\"col_heading level0 col27\" >27</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "      <td id=\"T_acfaa_row0_col0\" class=\"data row0 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col1\" class=\"data row0 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col2\" class=\"data row0 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col3\" class=\"data row0 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col4\" class=\"data row0 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col5\" class=\"data row0 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col6\" class=\"data row0 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col7\" class=\"data row0 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col8\" class=\"data row0 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col9\" class=\"data row0 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col10\" class=\"data row0 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col11\" class=\"data row0 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col12\" class=\"data row0 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col13\" class=\"data row0 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col14\" class=\"data row0 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col15\" class=\"data row0 col15\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col16\" class=\"data row0 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col17\" class=\"data row0 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col18\" class=\"data row0 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col19\" class=\"data row0 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col20\" class=\"data row0 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col21\" class=\"data row0 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col22\" class=\"data row0 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col23\" class=\"data row0 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col24\" class=\"data row0 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col25\" class=\"data row0 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col26\" class=\"data row0 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row0_col27\" class=\"data row0 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "      <td id=\"T_acfaa_row1_col0\" class=\"data row1 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col1\" class=\"data row1 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col2\" class=\"data row1 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col3\" class=\"data row1 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col4\" class=\"data row1 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col5\" class=\"data row1 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col6\" class=\"data row1 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col7\" class=\"data row1 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col8\" class=\"data row1 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col9\" class=\"data row1 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col10\" class=\"data row1 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col11\" class=\"data row1 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col12\" class=\"data row1 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col13\" class=\"data row1 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col14\" class=\"data row1 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col15\" class=\"data row1 col15\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col16\" class=\"data row1 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col17\" class=\"data row1 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col18\" class=\"data row1 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col19\" class=\"data row1 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col20\" class=\"data row1 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col21\" class=\"data row1 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col22\" class=\"data row1 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col23\" class=\"data row1 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col24\" class=\"data row1 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col25\" class=\"data row1 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col26\" class=\"data row1 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row1_col27\" class=\"data row1 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "      <td id=\"T_acfaa_row2_col0\" class=\"data row2 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col1\" class=\"data row2 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col2\" class=\"data row2 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col3\" class=\"data row2 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col4\" class=\"data row2 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col5\" class=\"data row2 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col6\" class=\"data row2 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col7\" class=\"data row2 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col8\" class=\"data row2 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col9\" class=\"data row2 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col10\" class=\"data row2 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col11\" class=\"data row2 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col12\" class=\"data row2 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col13\" class=\"data row2 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col14\" class=\"data row2 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col15\" class=\"data row2 col15\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col16\" class=\"data row2 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col17\" class=\"data row2 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col18\" class=\"data row2 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col19\" class=\"data row2 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col20\" class=\"data row2 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col21\" class=\"data row2 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col22\" class=\"data row2 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col23\" class=\"data row2 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col24\" class=\"data row2 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col25\" class=\"data row2 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col26\" class=\"data row2 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row2_col27\" class=\"data row2 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "      <td id=\"T_acfaa_row3_col0\" class=\"data row3 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col1\" class=\"data row3 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col2\" class=\"data row3 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col3\" class=\"data row3 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col4\" class=\"data row3 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col5\" class=\"data row3 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col6\" class=\"data row3 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col7\" class=\"data row3 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col8\" class=\"data row3 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col9\" class=\"data row3 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col10\" class=\"data row3 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col11\" class=\"data row3 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col12\" class=\"data row3 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col13\" class=\"data row3 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col14\" class=\"data row3 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col15\" class=\"data row3 col15\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col16\" class=\"data row3 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col17\" class=\"data row3 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col18\" class=\"data row3 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col19\" class=\"data row3 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col20\" class=\"data row3 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col21\" class=\"data row3 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col22\" class=\"data row3 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col23\" class=\"data row3 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col24\" class=\"data row3 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col25\" class=\"data row3 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col26\" class=\"data row3 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row3_col27\" class=\"data row3 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "      <td id=\"T_acfaa_row4_col0\" class=\"data row4 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col1\" class=\"data row4 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col2\" class=\"data row4 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col3\" class=\"data row4 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col4\" class=\"data row4 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col5\" class=\"data row4 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col6\" class=\"data row4 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col7\" class=\"data row4 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col8\" class=\"data row4 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col9\" class=\"data row4 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col10\" class=\"data row4 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col11\" class=\"data row4 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col12\" class=\"data row4 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col13\" class=\"data row4 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col14\" class=\"data row4 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col15\" class=\"data row4 col15\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col16\" class=\"data row4 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col17\" class=\"data row4 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col18\" class=\"data row4 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col19\" class=\"data row4 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col20\" class=\"data row4 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col21\" class=\"data row4 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col22\" class=\"data row4 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col23\" class=\"data row4 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col24\" class=\"data row4 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col25\" class=\"data row4 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col26\" class=\"data row4 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row4_col27\" class=\"data row4 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "      <td id=\"T_acfaa_row5_col0\" class=\"data row5 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col1\" class=\"data row5 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col2\" class=\"data row5 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col3\" class=\"data row5 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col4\" class=\"data row5 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col5\" class=\"data row5 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col6\" class=\"data row5 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col7\" class=\"data row5 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col8\" class=\"data row5 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col9\" class=\"data row5 col9\" >62</td>\n",
              "      <td id=\"T_acfaa_row5_col10\" class=\"data row5 col10\" >193</td>\n",
              "      <td id=\"T_acfaa_row5_col11\" class=\"data row5 col11\" >152</td>\n",
              "      <td id=\"T_acfaa_row5_col12\" class=\"data row5 col12\" >132</td>\n",
              "      <td id=\"T_acfaa_row5_col13\" class=\"data row5 col13\" >51</td>\n",
              "      <td id=\"T_acfaa_row5_col14\" class=\"data row5 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col15\" class=\"data row5 col15\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col16\" class=\"data row5 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col17\" class=\"data row5 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col18\" class=\"data row5 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col19\" class=\"data row5 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col20\" class=\"data row5 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col21\" class=\"data row5 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col22\" class=\"data row5 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col23\" class=\"data row5 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col24\" class=\"data row5 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col25\" class=\"data row5 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col26\" class=\"data row5 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row5_col27\" class=\"data row5 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "      <td id=\"T_acfaa_row6_col0\" class=\"data row6 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col1\" class=\"data row6 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col2\" class=\"data row6 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col3\" class=\"data row6 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col4\" class=\"data row6 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col5\" class=\"data row6 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col6\" class=\"data row6 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col7\" class=\"data row6 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col8\" class=\"data row6 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col9\" class=\"data row6 col9\" >142</td>\n",
              "      <td id=\"T_acfaa_row6_col10\" class=\"data row6 col10\" >253</td>\n",
              "      <td id=\"T_acfaa_row6_col11\" class=\"data row6 col11\" >252</td>\n",
              "      <td id=\"T_acfaa_row6_col12\" class=\"data row6 col12\" >253</td>\n",
              "      <td id=\"T_acfaa_row6_col13\" class=\"data row6 col13\" >252</td>\n",
              "      <td id=\"T_acfaa_row6_col14\" class=\"data row6 col14\" >203</td>\n",
              "      <td id=\"T_acfaa_row6_col15\" class=\"data row6 col15\" >122</td>\n",
              "      <td id=\"T_acfaa_row6_col16\" class=\"data row6 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col17\" class=\"data row6 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col18\" class=\"data row6 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col19\" class=\"data row6 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col20\" class=\"data row6 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col21\" class=\"data row6 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col22\" class=\"data row6 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col23\" class=\"data row6 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col24\" class=\"data row6 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col25\" class=\"data row6 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col26\" class=\"data row6 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row6_col27\" class=\"data row6 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "      <td id=\"T_acfaa_row7_col0\" class=\"data row7 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col1\" class=\"data row7 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col2\" class=\"data row7 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col3\" class=\"data row7 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col4\" class=\"data row7 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col5\" class=\"data row7 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col6\" class=\"data row7 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col7\" class=\"data row7 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col8\" class=\"data row7 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col9\" class=\"data row7 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col10\" class=\"data row7 col10\" >41</td>\n",
              "      <td id=\"T_acfaa_row7_col11\" class=\"data row7 col11\" >82</td>\n",
              "      <td id=\"T_acfaa_row7_col12\" class=\"data row7 col12\" >173</td>\n",
              "      <td id=\"T_acfaa_row7_col13\" class=\"data row7 col13\" >253</td>\n",
              "      <td id=\"T_acfaa_row7_col14\" class=\"data row7 col14\" >254</td>\n",
              "      <td id=\"T_acfaa_row7_col15\" class=\"data row7 col15\" >253</td>\n",
              "      <td id=\"T_acfaa_row7_col16\" class=\"data row7 col16\" >173</td>\n",
              "      <td id=\"T_acfaa_row7_col17\" class=\"data row7 col17\" >10</td>\n",
              "      <td id=\"T_acfaa_row7_col18\" class=\"data row7 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col19\" class=\"data row7 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col20\" class=\"data row7 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col21\" class=\"data row7 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col22\" class=\"data row7 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col23\" class=\"data row7 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col24\" class=\"data row7 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col25\" class=\"data row7 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col26\" class=\"data row7 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row7_col27\" class=\"data row7 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "      <td id=\"T_acfaa_row8_col0\" class=\"data row8 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col1\" class=\"data row8 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col2\" class=\"data row8 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col3\" class=\"data row8 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col4\" class=\"data row8 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col5\" class=\"data row8 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col6\" class=\"data row8 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col7\" class=\"data row8 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col8\" class=\"data row8 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col9\" class=\"data row8 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col10\" class=\"data row8 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col11\" class=\"data row8 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col12\" class=\"data row8 col12\" >10</td>\n",
              "      <td id=\"T_acfaa_row8_col13\" class=\"data row8 col13\" >91</td>\n",
              "      <td id=\"T_acfaa_row8_col14\" class=\"data row8 col14\" >213</td>\n",
              "      <td id=\"T_acfaa_row8_col15\" class=\"data row8 col15\" >252</td>\n",
              "      <td id=\"T_acfaa_row8_col16\" class=\"data row8 col16\" >253</td>\n",
              "      <td id=\"T_acfaa_row8_col17\" class=\"data row8 col17\" >172</td>\n",
              "      <td id=\"T_acfaa_row8_col18\" class=\"data row8 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col19\" class=\"data row8 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col20\" class=\"data row8 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col21\" class=\"data row8 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col22\" class=\"data row8 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col23\" class=\"data row8 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col24\" class=\"data row8 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col25\" class=\"data row8 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col26\" class=\"data row8 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row8_col27\" class=\"data row8 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "      <td id=\"T_acfaa_row9_col0\" class=\"data row9 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col1\" class=\"data row9 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col2\" class=\"data row9 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col3\" class=\"data row9 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col4\" class=\"data row9 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col5\" class=\"data row9 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col6\" class=\"data row9 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col7\" class=\"data row9 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col8\" class=\"data row9 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col9\" class=\"data row9 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col10\" class=\"data row9 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col11\" class=\"data row9 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col12\" class=\"data row9 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col13\" class=\"data row9 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col14\" class=\"data row9 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col15\" class=\"data row9 col15\" >183</td>\n",
              "      <td id=\"T_acfaa_row9_col16\" class=\"data row9 col16\" >254</td>\n",
              "      <td id=\"T_acfaa_row9_col17\" class=\"data row9 col17\" >253</td>\n",
              "      <td id=\"T_acfaa_row9_col18\" class=\"data row9 col18\" >102</td>\n",
              "      <td id=\"T_acfaa_row9_col19\" class=\"data row9 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col20\" class=\"data row9 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col21\" class=\"data row9 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col22\" class=\"data row9 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col23\" class=\"data row9 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col24\" class=\"data row9 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col25\" class=\"data row9 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col26\" class=\"data row9 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row9_col27\" class=\"data row9 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
              "      <td id=\"T_acfaa_row10_col0\" class=\"data row10 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col1\" class=\"data row10 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col2\" class=\"data row10 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col3\" class=\"data row10 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col4\" class=\"data row10 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col5\" class=\"data row10 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col6\" class=\"data row10 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col7\" class=\"data row10 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col8\" class=\"data row10 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col9\" class=\"data row10 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col10\" class=\"data row10 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col11\" class=\"data row10 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col12\" class=\"data row10 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col13\" class=\"data row10 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col14\" class=\"data row10 col14\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col15\" class=\"data row10 col15\" >142</td>\n",
              "      <td id=\"T_acfaa_row10_col16\" class=\"data row10 col16\" >253</td>\n",
              "      <td id=\"T_acfaa_row10_col17\" class=\"data row10 col17\" >252</td>\n",
              "      <td id=\"T_acfaa_row10_col18\" class=\"data row10 col18\" >61</td>\n",
              "      <td id=\"T_acfaa_row10_col19\" class=\"data row10 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col20\" class=\"data row10 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col21\" class=\"data row10 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col22\" class=\"data row10 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col23\" class=\"data row10 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col24\" class=\"data row10 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col25\" class=\"data row10 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col26\" class=\"data row10 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row10_col27\" class=\"data row10 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
              "      <td id=\"T_acfaa_row11_col0\" class=\"data row11 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col1\" class=\"data row11 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col2\" class=\"data row11 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col3\" class=\"data row11 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col4\" class=\"data row11 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col5\" class=\"data row11 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col6\" class=\"data row11 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col7\" class=\"data row11 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col8\" class=\"data row11 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col9\" class=\"data row11 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col10\" class=\"data row11 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col11\" class=\"data row11 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col12\" class=\"data row11 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col13\" class=\"data row11 col13\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col14\" class=\"data row11 col14\" >113</td>\n",
              "      <td id=\"T_acfaa_row11_col15\" class=\"data row11 col15\" >233</td>\n",
              "      <td id=\"T_acfaa_row11_col16\" class=\"data row11 col16\" >254</td>\n",
              "      <td id=\"T_acfaa_row11_col17\" class=\"data row11 col17\" >151</td>\n",
              "      <td id=\"T_acfaa_row11_col18\" class=\"data row11 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col19\" class=\"data row11 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col20\" class=\"data row11 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col21\" class=\"data row11 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col22\" class=\"data row11 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col23\" class=\"data row11 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col24\" class=\"data row11 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col25\" class=\"data row11 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col26\" class=\"data row11 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row11_col27\" class=\"data row11 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
              "      <td id=\"T_acfaa_row12_col0\" class=\"data row12 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col1\" class=\"data row12 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col2\" class=\"data row12 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col3\" class=\"data row12 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col4\" class=\"data row12 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col5\" class=\"data row12 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col6\" class=\"data row12 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col7\" class=\"data row12 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col8\" class=\"data row12 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col9\" class=\"data row12 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col10\" class=\"data row12 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col11\" class=\"data row12 col11\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col12\" class=\"data row12 col12\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col13\" class=\"data row12 col13\" >41</td>\n",
              "      <td id=\"T_acfaa_row12_col14\" class=\"data row12 col14\" >253</td>\n",
              "      <td id=\"T_acfaa_row12_col15\" class=\"data row12 col15\" >252</td>\n",
              "      <td id=\"T_acfaa_row12_col16\" class=\"data row12 col16\" >233</td>\n",
              "      <td id=\"T_acfaa_row12_col17\" class=\"data row12 col17\" >50</td>\n",
              "      <td id=\"T_acfaa_row12_col18\" class=\"data row12 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col19\" class=\"data row12 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col20\" class=\"data row12 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col21\" class=\"data row12 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col22\" class=\"data row12 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col23\" class=\"data row12 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col24\" class=\"data row12 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col25\" class=\"data row12 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col26\" class=\"data row12 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row12_col27\" class=\"data row12 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
              "      <td id=\"T_acfaa_row13_col0\" class=\"data row13 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col1\" class=\"data row13 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col2\" class=\"data row13 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col3\" class=\"data row13 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col4\" class=\"data row13 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col5\" class=\"data row13 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col6\" class=\"data row13 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col7\" class=\"data row13 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col8\" class=\"data row13 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col9\" class=\"data row13 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col10\" class=\"data row13 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col11\" class=\"data row13 col11\" >21</td>\n",
              "      <td id=\"T_acfaa_row13_col12\" class=\"data row13 col12\" >72</td>\n",
              "      <td id=\"T_acfaa_row13_col13\" class=\"data row13 col13\" >233</td>\n",
              "      <td id=\"T_acfaa_row13_col14\" class=\"data row13 col14\" >254</td>\n",
              "      <td id=\"T_acfaa_row13_col15\" class=\"data row13 col15\" >172</td>\n",
              "      <td id=\"T_acfaa_row13_col16\" class=\"data row13 col16\" >82</td>\n",
              "      <td id=\"T_acfaa_row13_col17\" class=\"data row13 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col18\" class=\"data row13 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col19\" class=\"data row13 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col20\" class=\"data row13 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col21\" class=\"data row13 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col22\" class=\"data row13 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col23\" class=\"data row13 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col24\" class=\"data row13 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col25\" class=\"data row13 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col26\" class=\"data row13 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row13_col27\" class=\"data row13 col27\" >0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th id=\"T_acfaa_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
              "      <td id=\"T_acfaa_row14_col0\" class=\"data row14 col0\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col1\" class=\"data row14 col1\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col2\" class=\"data row14 col2\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col3\" class=\"data row14 col3\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col4\" class=\"data row14 col4\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col5\" class=\"data row14 col5\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col6\" class=\"data row14 col6\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col7\" class=\"data row14 col7\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col8\" class=\"data row14 col8\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col9\" class=\"data row14 col9\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col10\" class=\"data row14 col10\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col11\" class=\"data row14 col11\" >142</td>\n",
              "      <td id=\"T_acfaa_row14_col12\" class=\"data row14 col12\" >253</td>\n",
              "      <td id=\"T_acfaa_row14_col13\" class=\"data row14 col13\" >252</td>\n",
              "      <td id=\"T_acfaa_row14_col14\" class=\"data row14 col14\" >151</td>\n",
              "      <td id=\"T_acfaa_row14_col15\" class=\"data row14 col15\" >30</td>\n",
              "      <td id=\"T_acfaa_row14_col16\" class=\"data row14 col16\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col17\" class=\"data row14 col17\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col18\" class=\"data row14 col18\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col19\" class=\"data row14 col19\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col20\" class=\"data row14 col20\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col21\" class=\"data row14 col21\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col22\" class=\"data row14 col22\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col23\" class=\"data row14 col23\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col24\" class=\"data row14 col24\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col25\" class=\"data row14 col25\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col26\" class=\"data row14 col26\" >0</td>\n",
              "      <td id=\"T_acfaa_row14_col27\" class=\"data row14 col27\" >0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n"
            ]
          },
          "metadata": {},
          "execution_count": 98
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def label_func(x):\n",
        "    return x.parent.name\n",
        "dls = ImageDataLoaders.from_path_func(\n",
        "    path=path,\n",
        "    fnames=get_image_files(path),\n",
        "    valid_pct=0.2,\n",
        "    seed=42,\n",
        "    label_func=label_func,\n",
        "    item_tfms=Resize(224)\n",
        ")"
      ],
      "metadata": {
        "id": "_P6jgpcWow_m"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
        "learn.fine_tune(1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 144
        },
        "id": "PrRkxR87qE_H",
        "outputId": "7728ded5-b70c-4490-9359-9d8b3fe27554"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
              "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>error_rate</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>0.065837</td>\n",
              "      <td>0.023337</td>\n",
              "      <td>0.006584</td>\n",
              "      <td>01:03</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
              "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>error_rate</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>0.015553</td>\n",
              "      <td>0.008793</td>\n",
              "      <td>0.002426</td>\n",
              "      <td>01:11</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "uploader = widgets.FileUpload()\n",
        "uploader"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "528161f733ce4137811ee10a11418f81",
            "62480f9735a0467997fd8eca2004e3b7",
            "d1f4eeee55d64b66a329b92cd1c2ce7c"
          ]
        },
        "id": "UjJQBik5qUOr",
        "outputId": "1177481a-87bc-47eb-9632-189590de7af3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "FileUpload(value={}, description='Upload')"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "528161f733ce4137811ee10a11418f81"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "img = PILImage.create(uploader.data[0])\n",
        "prediction,_,probs = learn.predict(img)\n",
        "print(f'Prediction: {prediction}')\n",
        "print(probs)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "id": "aRcuJ0V5uhSI",
        "outputId": "91cce420-96d2-48a6-f0f2-0be27a0627d3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
              "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": []
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Prediction: 3\n",
            "tensor([0.7548, 0.2452])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# !pip install kaggle"
      ],
      "metadata": {
        "id": "3XgArsM1zNw3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f92aa4b9-65e2-40c4-ba52-f29d73d5ac59"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: kaggle in /usr/local/lib/python3.11/dist-packages (1.6.17)\n",
            "Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.11/dist-packages (from kaggle) (1.17.0)\n",
            "Requirement already satisfied: certifi>=2023.7.22 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2025.1.31)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.8.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.32.3)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from kaggle) (4.67.1)\n",
            "Requirement already satisfied: python-slugify in /usr/local/lib/python3.11/dist-packages (from kaggle) (8.0.4)\n",
            "Requirement already satisfied: urllib3 in /usr/local/lib/python3.11/dist-packages (from kaggle) (2.3.0)\n",
            "Requirement already satisfied: bleach in /usr/local/lib/python3.11/dist-packages (from kaggle) (6.2.0)\n",
            "Requirement already satisfied: webencodings in /usr/local/lib/python3.11/dist-packages (from bleach->kaggle) (0.5.1)\n",
            "Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.11/dist-packages (from python-slugify->kaggle) (1.3)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->kaggle) (3.4.1)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->kaggle) (3.10)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')\n"
      ],
      "metadata": {
        "id": "yWFVhwbO0yd3",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f52bbfdf-e4dc-4fd7-d3b1-4c8e6b127dab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# !mkdir ~/.kaggle"
      ],
      "metadata": {
        "id": "WI46mKOe5wli"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# !cp /content/drive/MyDrive/kaggle/kaggle_api/kaggle.json ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "id": "98ZTy3NU5z4T"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# !chmod 600 ~/.kaggle/kaggle.json"
      ],
      "metadata": {
        "id": "lFO1KHFV7hOE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# !kaggle datasets download sarunpakkkkkk/handwritten-math-symbols-dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ihv61Ije8HRw",
        "outputId": "511ff088-6c1d-4912-862b-50eab2d2fde7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset URL: https://www.kaggle.com/datasets/sarunpakkkkkk/handwritten-math-symbols-dataset\n",
            "License(s): MIT\n",
            "Downloading handwritten-math-symbols-dataset.zip to /content\n",
            " 82% 17.0M/20.8M [00:00<00:00, 178MB/s]\n",
            "100% 20.8M/20.8M [00:00<00:00, 199MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip handwritten-math-symbols-dataset.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "llT15xni82VL",
        "outputId": "4ec29f5e-1649-4cdd-904c-d5a2a627f3ff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "addition_math_sign = (path/'/content/images/+').ls()\n",
        "addition_math_sign"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-GfibOeb83wb",
        "outputId": "154a52c1-99f3-4a01-90dc-ee6ba52e50a7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#1248) [Path('/content/images/+/+_436.jpg'),Path('/content/images/+/+_611.jpg'),Path('/content/images/+/+_34.jpg'),Path('/content/images/+/+_829.jpg'),Path('/content/images/+/+_1212.jpg'),Path('/content/images/+/+_672.jpg'),Path('/content/images/+/+_732.jpg'),Path('/content/images/+/+_166.jpg'),Path('/content/images/+/+_631.jpg'),Path('/content/images/+/+_1019.jpg'),Path('/content/images/+/+_509.jpg'),Path('/content/images/+/+_797.jpg'),Path('/content/images/+/+_356.jpg'),Path('/content/images/+/+_126.jpg'),Path('/content/images/+/+_789.jpg'),Path('/content/images/+/+_844.jpg'),Path('/content/images/+/+_261.jpg'),Path('/content/images/+/+_1037.jpg'),Path('/content/images/+/+_1092.jpg'),Path('/content/images/+/+_299.jpg')...]"
            ]
          },
          "metadata": {},
          "execution_count": 108
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "addition_image_sample = tensor(Image.open(addition_math_sign[0]))\n",
        "addition_image_sample.size()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gXuuSw5d8_V8",
        "outputId": "77cfcc82-8646-4e4d-bf06-eab7c302595c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "torch.Size([280, 280, 4])"
            ]
          },
          "metadata": {},
          "execution_count": 122
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plus_sign_tensor = pd.DataFrame(addition_image_sample)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 287
        },
        "id": "vS0co5DgEk-5",
        "outputId": "dd749991-64c2-423d-89d2-7f6063e561d3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "DataFrame constructor not properly called!",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-112-46a4a8b698ac>\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mplus_sign_tensor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0maddition_image_sample\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/fastai/torch_core.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[1;32m    590\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    591\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_np\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 592\u001b[0;31m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_old_init\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    593\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    594\u001b[0m \u001b[0;31m# %% ../nbs/00_torch_core.ipynb 153\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.11/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, index, columns, dtype, copy)\u001b[0m\n\u001b[1;32m    884\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    885\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mcolumns\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 886\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"DataFrame constructor not properly called!\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    887\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    888\u001b[0m             \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mensure_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mValueError\u001b[0m: DataFrame constructor not properly called!"
          ]
        }
      ]
    }
  ]
}