digit_recognition.ipynb

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    "colab": {
      "name": "Untitled5.ipynb",
      "provenance": []
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      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K-kcgsbnlCpi",
        "outputId": "8b134bcc-39b4-4126-a907-7e17ae278d6b"
      },
      "source": [
        "import pandas as pd\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "from sklearn.datasets import load_digits\n",
        "digits = load_digits()\n",
        "dir(digits)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['DESCR', 'data', 'feature_names', 'frame', 'images', 'target', 'target_names']"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
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          "height": 443
        },
        "id": "jEqBESrmmKja",
        "outputId": "27bcd501-5442-4868-e57d-30859be6c34c"
      },
      "source": [
        "df = pd.DataFrame(digits.data,columns =digits.feature_names)\n",
        "df"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1792</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1793</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1794</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1795</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1796</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1797 rows × 64 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      pixel_0_0  pixel_0_1  pixel_0_2  ...  pixel_7_5  pixel_7_6  pixel_7_7\n",
              "0           0.0        0.0        5.0  ...        0.0        0.0        0.0\n",
              "1           0.0        0.0        0.0  ...       10.0        0.0        0.0\n",
              "2           0.0        0.0        0.0  ...       16.0        9.0        0.0\n",
              "3           0.0        0.0        7.0  ...        9.0        0.0        0.0\n",
              "4           0.0        0.0        0.0  ...        4.0        0.0        0.0\n",
              "...         ...        ...        ...  ...        ...        ...        ...\n",
              "1792        0.0        0.0        4.0  ...        9.0        0.0        0.0\n",
              "1793        0.0        0.0        6.0  ...        6.0        0.0        0.0\n",
              "1794        0.0        0.0        1.0  ...        6.0        0.0        0.0\n",
              "1795        0.0        0.0        2.0  ...       12.0        0.0        0.0\n",
              "1796        0.0        0.0       10.0  ...       12.0        1.0        0.0\n",
              "\n",
              "[1797 rows x 64 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 443
        },
        "id": "7hclE-H0pP7Y",
        "outputId": "98b9f2db-8ae8-4ba6-cc3f-544ef0b33fd5"
      },
      "source": [
        "df['target']=digits.target\n",
        "df"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>pixel_6_1</th>\n",
              "      <th>pixel_6_2</th>\n",
              "      <th>pixel_6_3</th>\n",
              "      <th>pixel_6_4</th>\n",
              "      <th>pixel_6_5</th>\n",
              "      <th>pixel_6_6</th>\n",
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              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1792</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1793</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1794</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>11.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1795</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1796</th>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>16.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>14.0</td>\n",
              "      <td>12.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>8</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1797 rows × 65 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      pixel_0_0  pixel_0_1  pixel_0_2  ...  pixel_7_6  pixel_7_7  target\n",
              "0           0.0        0.0        5.0  ...        0.0        0.0       0\n",
              "1           0.0        0.0        0.0  ...        0.0        0.0       1\n",
              "2           0.0        0.0        0.0  ...        9.0        0.0       2\n",
              "3           0.0        0.0        7.0  ...        0.0        0.0       3\n",
              "4           0.0        0.0        0.0  ...        0.0        0.0       4\n",
              "...         ...        ...        ...  ...        ...        ...     ...\n",
              "1792        0.0        0.0        4.0  ...        0.0        0.0       9\n",
              "1793        0.0        0.0        6.0  ...        0.0        0.0       0\n",
              "1794        0.0        0.0        1.0  ...        0.0        0.0       8\n",
              "1795        0.0        0.0        2.0  ...        0.0        0.0       9\n",
              "1796        0.0        0.0       10.0  ...        1.0        0.0       8\n",
              "\n",
              "[1797 rows x 65 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 609
        },
        "id": "2TVgHqu8qIe_",
        "outputId": "50c0c02b-b2c0-42f3-a1ec-6f5a24946144"
      },
      "source": [
        "df0 = df[df.target==0]\n",
        "df1 = df[df.target==1]\n",
        "df2 = df[df.target==2]\n",
        "plt.figure(figsize=(10,10))\n",
        "plt.scatter(df0[\"pixel_0_2\"],df0[\"pixel_0_3\"],color=\"blue\",marker=\"+\")\n",
        "plt.scatter(df1[\"pixel_0_2\"],df1[\"pixel_0_3\"],color=\"red\",marker=\"+\")"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.collections.PathCollection at 0x7f1c17a65190>"
            ]
          },
          "metadata": {},
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6OaMnu3-pk_X",
        "outputId": "7bbcbbc1-9ebc-4f81-8ec7-b4de4d1ce02d"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X= df.drop(columns=\"target\",axis=1)\n",
        "y=df[\"target\"]\n",
        "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.2)\n",
        "from sklearn.svm import SVC\n",
        "model=SVC()\n",
        "model.fit(X_train,y_train)\n",
        "model.score(X_test,y_test)"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.9944444444444445"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    }
  ]
}