digit_classification_using_SVM.ipynb

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    "# MNIST Digits - Classification Using SVM (By: Vishwajeeth P)\n",
    "\n",
    "In this notebook, our objective is to explore the popular MNIST dataset and build an SVM model to classify handwritten digits. Here is a detailed description of the dataset.\n",
    "\n",
    "## Objective\n",
    "\n",
    "We will develop a model using Support Vector Machine which should correctly classify the handwritten digits from 0-9 based on the pixel values given as features. Thus, this is a 10-class classification problem.\n",
    "\n",
    "We'll divide the analysis into the following parts:\n",
    "\n",
    "* Data importing and understanding \n",
    "* Data preparation for model building\n",
    "* Building an SVM model - hyperparameter tuning, model evaluation etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "8e7890a2",
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   "source": [
    "# import all necessary libraries\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "from sklearn.preprocessing import scale\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8756fe1d",
   "metadata": {},
   "source": [
    "### Data Import\n",
    "\n",
    "The data file digit_svm.csv contains gray-scale images of hand-drawn digits, from zero through nine.\n",
    "\n",
    "Each image is 28 pixels in height and 28 pixels in width, for a total of 784 pixels in total. Each pixel has a single pixel-value associated with it, indicating the lightness or darkness of that pixel, with higher numbers meaning darker. This pixel-value is an integer between 0 and 255, inclusive.\n",
    "\n",
    "The digits data set, (digit_svm.csv), has 785 columns. The first column, called \"label\", is the digit that was drawn by the user. The rest of the columns contain the pixel-values of the associated image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "173d411a",
   "metadata": {
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       "   label  pixel0  pixel1  pixel2  pixel3  pixel4  pixel5  pixel6  pixel7  \\\n",
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   "source": [
    "#import file and reading few lines\n",
    "digits = pd.read_csv('D:\\digit_svm.csv')\n",
    "digits.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "600a788d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(42000, 785)"
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "digits.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ee34393",
   "metadata": {},
   "source": [
    "### Data Understanding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "67758141",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 42000 entries, 0 to 41999\n",
      "Columns: 785 entries, label to pixel783\n",
      "dtypes: int64(785)\n",
      "memory usage: 251.5 MB\n"
     ]
    }
   ],
   "source": [
    "#checking datatype\n",
    "digits.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cf0cdaa",
   "metadata": {},
   "source": [
    "All the columns are of dtype - int64"
   ]
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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5f815ce1",
   "metadata": {},
   "outputs": [
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5%</th>\n",
       "      <td>0.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10%</th>\n",
       "      <td>1.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90%</th>\n",
       "      <td>8.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99%</th>\n",
       "      <td>9.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.000000</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>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>253.000000</td>\n",
       "      <td>253.00000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 785 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              label   pixel0   pixel1   pixel2   pixel3   pixel4   pixel5  \\\n",
       "count  42000.000000  42000.0  42000.0  42000.0  42000.0  42000.0  42000.0   \n",
       "mean       4.456643      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "std        2.887730      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "min        0.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "5%         0.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "10%        1.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "25%        2.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "50%        4.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "75%        7.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "90%        8.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "99%        9.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "max        9.000000      0.0      0.0      0.0      0.0      0.0      0.0   \n",
       "\n",
       "        pixel6   pixel7   pixel8  ...      pixel774      pixel775  \\\n",
       "count  42000.0  42000.0  42000.0  ...  42000.000000  42000.000000   \n",
       "mean       0.0      0.0      0.0  ...      0.219286      0.117095   \n",
       "std        0.0      0.0      0.0  ...      6.312890      4.633819   \n",
       "min        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "5%         0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "10%        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "25%        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "50%        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "75%        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "90%        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "99%        0.0      0.0      0.0  ...      0.000000      0.000000   \n",
       "max        0.0      0.0      0.0  ...    254.000000    254.000000   \n",
       "\n",
       "           pixel776     pixel777      pixel778      pixel779  pixel780  \\\n",
       "count  42000.000000  42000.00000  42000.000000  42000.000000   42000.0   \n",
       "mean       0.059024      0.02019      0.017238      0.002857       0.0   \n",
       "std        3.274488      1.75987      1.894498      0.414264       0.0   \n",
       "min        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "5%         0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "10%        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "25%        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "50%        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "75%        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "90%        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "99%        0.000000      0.00000      0.000000      0.000000       0.0   \n",
       "max      253.000000    253.00000    254.000000     62.000000       0.0   \n",
       "\n",
       "       pixel781  pixel782  pixel783  \n",
       "count   42000.0   42000.0   42000.0  \n",
       "mean        0.0       0.0       0.0  \n",
       "std         0.0       0.0       0.0  \n",
       "min         0.0       0.0       0.0  \n",
       "5%          0.0       0.0       0.0  \n",
       "10%         0.0       0.0       0.0  \n",
       "25%         0.0       0.0       0.0  \n",
       "50%         0.0       0.0       0.0  \n",
       "75%         0.0       0.0       0.0  \n",
       "90%         0.0       0.0       0.0  \n",
       "99%         0.0       0.0       0.0  \n",
       "max         0.0       0.0       0.0  \n",
       "\n",
       "[12 rows x 785 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digits.describe(percentiles = [0.05,0.10,0.25,0.50,0.75,0.90,0.99])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5e563263",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "label       0\n",
       "pixel0      0\n",
       "pixel1      0\n",
       "pixel2      0\n",
       "pixel3      0\n",
       "           ..\n",
       "pixel779    0\n",
       "pixel780    0\n",
       "pixel781    0\n",
       "pixel782    0\n",
       "pixel783    0\n",
       "Length: 785, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#checking for null values\n",
    "digits.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c4e17fd",
   "metadata": {},
   "source": [
    "There are no null values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e18c0de5",
   "metadata": {},
   "source": [
    "### Column - Label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1dba198a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype=int64)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let us check unique entries of label column\n",
    "np.unique(digits['label'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d6c4c9fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    4684\n",
       "7    4401\n",
       "3    4351\n",
       "9    4188\n",
       "2    4177\n",
       "6    4137\n",
       "0    4132\n",
       "4    4072\n",
       "8    4063\n",
       "5    3795\n",
       "Name: label, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digits['label'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c891b99c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='label', ylabel='count'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualising the column - label\n",
    "sns.countplot(digits['label'],palette = 'icefire')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b019c7c2",
   "metadata": {},
   "source": [
    "### Visualising Few Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "8cf76f79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Digit 0')"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting few samples as well as converting into matrix\n",
    "zero = digits.iloc[1, 1:]\n",
    "zero = zero.values.reshape(28,28)\n",
    "plt.imshow(zero)\n",
    "plt.title(\"Digit 0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f6e91248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Digit 1')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "one = digits.iloc[2, 1:]\n",
    "one = one.values.reshape(28,28)\n",
    "plt.imshow(one)\n",
    "plt.title(\"Digit 1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "97fb0809",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Digit 2')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "two = digits.iloc[22, 1:]\n",
    "two = two.values.reshape(28,28)\n",
    "plt.imshow(two)\n",
    "plt.title(\"Digit 2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "976b6d50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Digit 9')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nine = digits.iloc[11, 1:]\n",
    "nine = nine.values.reshape(28,28)\n",
    "plt.imshow(nine)\n",
    "plt.title(\"Digit 9\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b2fdbb32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Digit 4')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAAEJCAYAAABfQSFHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAU/0lEQVR4nO3df1CTZ4IH8G8kAenqresu0aoMW5Ee/bFF2w6FdoXa1uCapNEdtkUdqMPsys0pVlpLMdVl7VZKKVPUFebuZtlx9vCq1BNUBlBGK1uNty7cFcW5WjwIFUOBrhbF0hiS9/5wJhqUFxLyC5/v5688PMnL12f8zhPy5k0UkiRJICJhTAp0ACLyL5aeSDAsPZFgWHoiwbD0RIJh6YkEw9ILoKurC4888ggMBgMMBgP0ej3S0tJQW1vrvM+OHTtQXV0te5xjx47hvffeAwCcOHECO3bskL3/pUuXEB8fj3Pnzo3730Deowx0APKPyZMn4+DBg87x5cuXsXr1aoSEhCAlJQWvv/76qMd48cUX8eKLLwIAzp07h/7+/hHva7Va8dZbb8Fms40/PHkVd3pBzZ49G+vXr0d5eTkAIC8vz3m7sbERer0eBoMBeXl5SEpKQldXFw4cOICsrCy0tLRg7969qK2tRUlJyT2Pv3XrVvzyl7/Ej370I7/9m2hsWHqBxcbG4ssvv3T52dWrV5Gbm4sPP/wQBw8exDPPPIOenh6X+8TFxSEtLQ1Lly5FTk7OXcf95JNPMDQ0hFdeecWn+ckzLL3AFAoFJk+e7PKzpqYmREdHIzY2FgCwfPlyTJkyZczHPH/+PD7++GNs3brVq1nJe1h6gZ07dw4PP/ywy89CQkIw/HKMSZPG/t+kuroaN27cQFpaGgwGA3p7e7Fx40YcO3bMK5lp/PhCnqA6OjpQVlaGd955x+XnTz75JMxmM7744gvExsbiyJEjuHbtGhQKhcv9QkJCMDQ0dNdx33nnHZdjvvDCCyguLsbPfvYz3/xDyG0svSC+//57GAwGALd27rCwMLzxxht4/vnnXe43bdo0fPTRR3j77bcxadIkPP7441AqlQgPD3e5X0JCAjZu3Ijf//732LJli7/+GeQFCl5aS3caGBhAWVkZsrOzER4ejvPnzyMrKwufffbZXbs9TUzc6cnFlClToFKpkJqaCqVSCaVSie3bt7Pw9xHu9ESC4av3RIJh6YkEw9ITCWZcpT98+DCWLl0KjUaDPXv2eCsTEfmQx6/e9/T0oKSkBAcOHEBoaCjS0tLwzDPPYN68eWN6/MJkAy5f7gYAtF88g7nz4j2N4lPBmi1YcwHM5ilvZZs9+0F81nhwxHmPS28ymZCQkIBp06YBAFJSUlBfX49169aN6fGXL3ejs7PLOb7zdrAJ1mzBmgtgNk/5I5vHT+97e3sRERHhHKvV6ruuxiKi4OPxTu9wOFzesCFJkltv4Gi/eMZlbLdZPI3ic8GaLVhzAczmKX9k87j0M2fORFNTk3Pc19cHtVo95sfPnRfvfCpjt1kQoprlaRSfCtZswZoLYDZPeStbVNScuzbVO3n89P7ZZ5/F6dOnceXKFQwODuLo0aNISkry9HBE5Cce7/QzZsxATk4OMjIyYLPZkJqaiieeeMKb2YjIB8Z1wY1er4der/dWFiLyA74jj0gwLD2RYFh6IsGw9ESCYemJBMPSEwmGpScSDEtPJBiWnkgwLD2RYFh6IsGw9ESCYemJBMPSEwmGpScSDEtPJBiWnkgwLD2RYFh6IsGw9ESCYemJBMPSEwmGpScSDEtPJBiWnkgwLD2RYFh6IsGw9ESCYemJBDOub60V0cCht0ecGzp6TPaxM/7lrOy8deimR5kmuimh4bLz//STeNn5YkujN+Pc98ZV+vT0dFy5cgVK5a3DvPvuu4iLi/NKMCLyDY9LL0kSzGYzPv30U2fpiSj4efw3fXt7OwAgMzMTL7/8MioqKrwWioh8x+Mt+tq1a0hMTMSWLVtgs9mQkZGBhx56CM8995w38xGRlykkSZK8caDdu3fDYrHAaDR643BE5CMe7/RNTU2w2WxITEwEcOtvfHf+tp87Lx6dnV0AALvNghDVLE+j+NTwbMHy6v1EWrPR+PPV+/tp3UYSFTUH7RfPjDjv8d/0169fR1FREaxWKwYGBlBVVYXFixd7ejgi8hOPd/pFixahpaUFy5Ytg8PhwMqVK7FgwQJvZgtKT722Z8S5//lrmexjp+1+TXa+Z0DM8/SzfjBddj7fOEN2vnidN9Pc/8Z1rm3Dhg3YsGGDl6IQkT/wbbhEgmHpiQTD0hMJhqUnEgxLTyQYXinjpgtXu0aetN6QfeznT/5Edv7Bv1z1JNJ9T7V8rex8esEl2fl/t5z2ZpwJjzs9kWBYeiLBsPREgmHpiQTD0hMJhqUnEgxLTyQYnqf3ooG3tsjOT3lN/qPEwkydsvOifkT2aEKgCHSECYU7PZFgWHoiwbD0RIJh6YkEw9ITCYalJxIMS08kGJ6n96L/a5b/KOcF5Zmy8+oHamXnL13rczvTRPDdkFV23t7T4ackYuBOTyQYlp5IMCw9kWBYeiLBsPREgmHpiQTD0hMJhufpveg/VeGy8/f/F3l7puv6N7Lz9oZP/JREDGPa6QcGBqDT6dDVdeuLHkwmE/R6PTQaDUpKSnwakIi8a9TSt7S0YMWKFTCbzQCA77//HkajEWVlZaitrUVraysaGxt9nZOIvGTU0ldWViI/Px9qtRoAcPbsWURFRSEyMhJKpRJ6vR719fU+D0pE3jHq3/Tbtm1zGff29iIiIsI5VqvV6OnpcfsXt1884zK22yxuH8Nf/JXN/PcWt+7PNbul/I1R5oeNRV83t1/IczgcUChufxChJEku47GaOy8enZ23XiOw2ywIUc1y+xj+4E62jbOSZeff+9u7svMxj6TKzt95wc39smZjce0Drez8+h3yX/y522Jy3hZh3aKi5ty1qd7J7VN2M2fORF/f7f98fX19zqf+RBT83C59XFwcOjo60NnZCbvdjpqaGiQlJfkiGxH5gNtP78PCwlBYWIjs7GxYrVYkJydjyZIlvsg24Qwo7IGOICTjP1yTnd8dvH/CB8SYS3/8+HHn7cTERBw6dMgngYjIt/g2XCLBsPREgmHpiQTD0hMJhqUnEgwvrfWiXof8RzlLNvl58sysXSvl7/CS0T9BJgju9ESCYemJBMPSEwmGpScSDEtPJBiWnkgwLD2RYHie3osOdP9Ndt5+/i+y8//1+DTZ+Yf++q3LODRE5TK+abfJPn6i+tsH38rOJxyfIzs/PXzqiOMrg9c9zjVRcacnEgxLTyQYlp5IMCw9kWBYeiLBsPREgmHpiQTD8/R+tOE3n8rO/8FUKjv/VPx61/GPo13Gp3u/8CxYkGsNDZOdf079kOz8r6bHjTj+18snPQ82QXGnJxIMS08kGJaeSDAsPZFgWHoiwbD0RIJh6YkEw/P0fvRHyynZ+R3dbbLz9a9Nlx3/8EPPcgW7D260yM7/pr/XT0nuD2Pa6QcGBqDT6dDV1QUA2LRpEzQaDQwGAwwGAxoaGnwakoi8Z9SdvqWlBZs3b4bZbHb+rLW1FRUVFVCr1b7MRkQ+MOpOX1lZifz8fGfBBwcHYbFYYDQaodfrsXPnTjgcDp8HJSLvUEiSJI3lji+88AL+/Oc/Q5IkFBYWIj8/H1OnTkVWVhZ0Oh1eeeUVX2clIi9w+4W8yMhIlJbevjAkPT0d1dXVbpd+7rx4dHbeeo3AbrMgRDXL3Sh+4c9sN07LX3AzdGCP8/aUgv0YMKa6zP/wQ5NPcrnL22s2a+qPZecvnvk32fmcl0qct8vMlfjnn97+vxpMF9x4a92iouag/eKZEefdPmV34cIFHDlyxDmWJAlKJU8CEE0UbpdekiQUFBSgv78fNpsN+/btw+LFi32RjYh8wO0tOjY2FmvWrMGKFSswNDQEjUYDnU7ni2w0jL3rquz4ftVz41vZeXt9hex80atDI47/o/QB2cdet34nH24CGnPpjx8/7ry9atUqrFq1yieBiMi3+DZcIsGw9ESCYemJBMPSEwmGpScSDN9VE0T639ouOz81Pd5lrHr+Sddx5ciX5trsQyPOjcW8afLvFFvyA9eP4143e6HLON1mHfGxj/5urvwvnxwuO61KWS3/+GHC3vzAefvEx2/K3vep7ia3jj0RcKcnEgxLTyQYlp5IMCw9kWBYeiLBsPREgmHpiQTD8/RBZGO7/CfE/Em3xmWsGjY+9dsvR3xst03+XPfzWfKfmqbK2CA7rwif6jL+8NQWl7HtT4UjPva32yyyx+50DMrOb936uux8jGnHiHO7J8lfWns/4k5PJBiWnkgwLD2RYFh6IsGw9ESCYemJBMPSEwmG5+mDyNFv/1d2fshU5bytWpbrMgaAR6syRnzso6P87hu/G/lcNgAc/OMu2flKZf/t+35Vg18l5rnM13T/9ygJPNcV8bDs/F989psnJu70RIJh6YkEw9ITCYalJxIMS08kGJaeSDAsPZFgxnSefteuXairqwMAJCcnIzc3FyaTCe+//z6sVit+8YtfICcnx6dBRfDNd/2y81N+td15227LdRn73kW37u3L8/LDXRr8xm+/634w6k5vMplw8uRJVFVVobq6GufPn0dNTQ2MRiPKyspQW1uL1tZWNDY2+iMvEY3TqKWPiIhAXl4eQkNDoVKpEB0dDbPZjKioKERGRkKpVEKv16O+vt4feYlonEYtfUxMDObPnw8AMJvNqKurg0KhQEREhPM+arUaPT09PgtJRN4z5vfet7W1ISsrC7m5uQgJCYHZbHbOSZIEhULh1i9uv3jGZWy3yX9OWiAFa7ZgzQUEdzaVOsZ5e7t5r+x9t/s4y3D+WLcxlb65uRnr16+H0WiEVqvFmTNn0NfX55zv6+uDWq126xfPnRePzs4uALf+oSEq+S9IDJRgzRasuQD/Z3twynTZ+Y4Ld1yopI6Brff2F32+Fb/lXg9x+sNl/12u4611i4qac9emeqdRn953d3dj7dq1KC4uhlarBQDExcWho6MDnZ2dsNvtqKmpQVJS0rjDEpHvjbrTl5eXw2q1orDw9kcYp6WlobCwENnZ2bBarUhOTsaSJUt8GpSIvGPU0m/evBmbN2++59yhQ4e8HoiIfIvvyCMSDEtPJBiWnkgwLD2RYFh6IsGw9ESC4Udg04T398HrsvO22j86b6tWf+AyTrCGyD72D+OLFpS40xMJhqUnEgxLTyQYlp5IMCw9kWBYeiLBsPREguF5eprwbtptsvOOdvOI45ee7JY/+FEPQwUx7vREgmHpiQTD0hMJhqUnEgxLTyQYlp5IMCw9kWB4np4mvDBlqOz8pH+MGXFcU64a5ejufUX3RMCdnkgwLD2RYFh6IsGw9ESCYemJBMPSEwmGpScSzJjO0+/atQt1dXUAgOTkZOTm5mLTpk1obm5GeHg4AGDdunVYvHix75ISjcA6dFN2furqPzlv21e95zIW0ailN5lMOHnyJKqqqqBQKPDrX/8aDQ0NaG1tRUVFBdRqtT9yEpGXjPr0PiIiAnl5eQgNDYVKpUJ0dDQsFgssFguMRiP0ej127twJh8Phj7xENE6jlj4mJgbz588HAJjNZtTV1WHhwoVISEhAQUEBKisr0dTUhP379/s6KxF5gUKSJGksd2xra0NWVhays7OxfPlyl7mGhgZUV1ejtLTUJyGJyHvG9EJec3Mz1q9fD6PRCK1WiwsXLsBsNiMlJQUAIEkSlEr3rt2ZOy8enZ1dAAC7zYIQ1Sw3o/tHsGYL1lwAs3nKW9miouag/eKZEedHfXrf3d2NtWvXori4GFqtFsCtkhcUFKC/vx82mw379u3jK/dEE8So23N5eTmsVisKCwudP0tLS8OaNWuwYsUKDA0NQaPRQKfT+TQoEXnHmP+m9zY+vR+fYM0FMJungubpPRHdX1h6IsGw9ESCYemJBMPSEwmGpScSDEtPJBiWnkgwLD2RYFh6IsGw9ESCYemJBMPSEwkmYN9aO3v2gy7jqKg5AUoyumDNFqy5AGbzlDeyDe/WcAG7tJaIAoNP74kEw9ITCYalJxIMS08kGJaeSDAsPZFgWHoiwbD0RIJh6YkEE9DSHz58GEuXLoVGo8GePXsCGeUu6enp0Gq1MBgMMBgMaGlpCXQkDAwMQKfToavr1peEmEwm6PV6aDQalJSUBE2uTZs2QaPRONeuoaEhILl27doFrVYLrVaLoqIiAMGzZvfK5rd1kwLk66+/lhYtWiRdvXpVunHjhqTX66W2trZAxXHhcDikn//855LNZgt0FKfPP/9c0ul00mOPPSZdunRJGhwclJKTk6WvvvpKstlsUmZmpnTixImA55IkSdLpdFJPT4/fs9zp1KlT0quvvipZrVbp5s2bUkZGhnT48OGgWLN7ZTt69Kjf1i1gO73JZEJCQgKmTZuGBx54ACkpKaivrw9UHBft7e0AgMzMTLz88suoqKgIcCKgsrIS+fn5UKvVAICzZ88iKioKkZGRUCqV0Ov1AVm/4bkGBwdhsVhgNBqh1+uxc+dOOBwOv+eKiIhAXl4eQkNDoVKpEB0dDbPZHBRrdq9sFovFb+sWsNL39vYiIiLCOVar1ejp6QlUHBfXrl1DYmIiSktLsXv3buzduxenTp0KaKZt27bh6aefdo6DZf2G5/rmm2+QkJCAgoICVFZWoqmpCfv37/d7rpiYGMyfPx8AYDabUVdXB4VCERRrdq9sCxcu9Nu6Baz0DocDCoXCOZYkyWUcSAsWLEBRURGmTp2K6dOnIzU1FY2NjYGO5SJY1y8yMhKlpaVQq9UIDw9Henp6QNeura0NmZmZyM3NRWRkZFCt2Z3Z5s6d67d1C1jpZ86cib6+Pue4r6/P+RQx0JqamnD69GnnWJIkKJUB++iBewrW9btw4QKOHDniHAdy7Zqbm7F69Wq8+eabWL58eVCt2fBs/ly3gJX+2WefxenTp3HlyhUMDg7i6NGjSEpKClQcF9evX0dRURGsVisGBgZQVVWFxYsXBzqWi7i4OHR0dKCzsxN2ux01NTVBsX6SJKGgoAD9/f2w2WzYt29fQNauu7sba9euRXFxMbRaLYDgWbN7ZfPnugVs+5oxYwZycnKQkZEBm82G1NRUPPHEE4GK42LRokVoaWnBsmXL4HA4sHLlSixYsCDQsVyEhYWhsLAQ2dnZsFqtSE5OxpIlSwIdC7GxsVizZg1WrFiBoaEhaDQa6HQ6v+coLy+H1WpFYWGh82dpaWlBsWYjZfPXuvGTc4gEw3fkEQmGpScSDEtPJBiWnkgwLD2RYFh6IsGw9ESCYemJBPP/yRCfG0JwN8cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "four = digits.iloc[3, 1:]\n",
    "four = four.values.reshape(28,28)\n",
    "plt.imshow(four)\n",
    "plt.title(\"Digit 4\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "653f9e3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Digit 7')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seven = digits.iloc[6, 1:]\n",
    "seven = seven.values.reshape(28,28)\n",
    "plt.imshow(seven)\n",
    "plt.title(\"Digit 7\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9921ba2",
   "metadata": {},
   "source": [
    "### Let us check Heat Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c108b61f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(data=digits.corr(),annot=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81bd60e1",
   "metadata": {},
   "source": [
    "Almost all nearby pixel values are correlated, which is expected as well."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05f3abdc",
   "metadata": {},
   "source": [
    "### Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "94b6d60e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pixel407    139.83\n",
       "pixel435    139.07\n",
       "pixel408    137.42\n",
       "pixel434    135.52\n",
       "pixel211    135.49\n",
       "pixel210    133.59\n",
       "pixel602    132.98\n",
       "pixel212    132.90\n",
       "pixel436    132.00\n",
       "pixel601    130.81\n",
       "pixel380    130.66\n",
       "pixel406    130.14\n",
       "pixel409    128.65\n",
       "pixel381    127.50\n",
       "pixel463    127.45\n",
       "pixel575    126.73\n",
       "pixel603    126.34\n",
       "pixel209    126.26\n",
       "pixel629    126.03\n",
       "pixel462    126.01\n",
       "pixel213    126.00\n",
       "pixel574    125.56\n",
       "pixel183    124.89\n",
       "pixel379    124.51\n",
       "pixel237    123.89\n",
       "pixel238    123.23\n",
       "pixel433    123.10\n",
       "pixel628    122.65\n",
       "pixel600    122.59\n",
       "pixel240    122.22\n",
       "pixel239    121.98\n",
       "pixel184    121.90\n",
       "pixel630    121.89\n",
       "pixel241    121.77\n",
       "pixel437    121.70\n",
       "pixel464    121.32\n",
       "pixel236    120.60\n",
       "pixel182    119.70\n",
       "pixel576    119.67\n",
       "pixel547    118.65\n",
       "pixel353    118.46\n",
       "pixel548    117.19\n",
       "pixel573    116.96\n",
       "pixel242    116.12\n",
       "pixel491    115.44\n",
       "pixel461    115.36\n",
       "pixel405    114.96\n",
       "pixel352    113.93\n",
       "pixel627    113.00\n",
       "pixel208    112.99\n",
       "pixel214    112.65\n",
       "pixel492    112.60\n",
       "pixel519    112.59\n",
       "pixel546    112.43\n",
       "pixel599    112.37\n",
       "pixel520    112.15\n",
       "pixel490    112.10\n",
       "pixel263    111.90\n",
       "pixel185    111.65\n",
       "pixel604    111.62\n",
       "pixel378    111.46\n",
       "pixel465    111.36\n",
       "pixel270    111.29\n",
       "pixel264    111.12\n",
       "pixel269    110.75\n",
       "pixel235    110.21\n",
       "pixel382    109.51\n",
       "pixel549    108.68\n",
       "pixel631    108.46\n",
       "pixel325    108.00\n",
       "pixel354    107.83\n",
       "pixel410    107.68\n",
       "pixel181    107.54\n",
       "pixel298    106.52\n",
       "pixel572    106.25\n",
       "pixel518    106.08\n",
       "pixel521    105.99\n",
       "pixel326    105.68\n",
       "pixel577    105.26\n",
       "pixel493    105.24\n",
       "pixel432    104.61\n",
       "pixel297    104.54\n",
       "pixel265    104.09\n",
       "pixel268    103.87\n",
       "pixel291    103.60\n",
       "pixel351    102.12\n",
       "pixel438    101.92\n",
       "pixel290    101.85\n",
       "pixel489    101.21\n",
       "pixel598    101.02\n",
       "pixel262    101.01\n",
       "pixel460    100.51\n",
       "pixel545    100.33\n",
       "pixel243    100.19\n",
       "pixel318     99.96\n",
       "pixel656     99.90\n",
       "pixel657     99.82\n",
       "pixel271     99.14\n",
       "pixel626     98.92\n",
       "pixel346     98.91\n",
       "pixel267     98.87\n",
       "pixel266     98.53\n",
       "pixel324     97.82\n",
       "pixel571     97.62\n",
       "pixel404     97.16\n",
       "pixel374     97.15\n",
       "pixel377     96.88\n",
       "pixel466     95.93\n",
       "pixel186     95.59\n",
       "pixel207     95.42\n",
       "pixel319     94.94\n",
       "pixel522     94.60\n",
       "pixel402     94.56\n",
       "pixel517     94.35\n",
       "pixel299     94.19\n",
       "pixel296     93.76\n",
       "pixel431     93.73\n",
       "pixel494     93.53\n",
       "pixel550     93.43\n",
       "pixel292     93.18\n",
       "pixel215     92.73\n",
       "pixel403     92.68\n",
       "pixel234     92.12\n",
       "pixel373     91.76\n",
       "pixel655     91.62\n",
       "pixel155     91.59\n",
       "pixel658     91.57\n",
       "pixel347     91.42\n",
       "pixel375     91.12\n",
       "pixel345     91.09\n",
       "pixel605     90.95\n",
       "pixel430     90.78\n",
       "pixel180     90.47\n",
       "pixel570     90.21\n",
       "pixel401     89.73\n",
       "pixel350     89.51\n",
       "pixel156     89.45\n",
       "pixel544     89.26\n",
       "pixel632     89.06\n",
       "pixel488     88.92\n",
       "pixel459     88.88\n",
       "pixel327     88.70\n",
       "pixel317     88.65\n",
       "pixel597     87.45\n",
       "pixel376     86.84\n",
       "pixel154     86.30\n",
       "pixel323     85.60\n",
       "pixel289     85.24\n",
       "pixel429     85.14\n",
       "pixel578     85.09\n",
       "pixel355     84.27\n",
       "pixel295     83.99\n",
       "pixel458     83.55\n",
       "pixel516     82.62\n",
       "pixel543     82.16\n",
       "pixel293     82.03\n",
       "pixel569     81.35\n",
       "pixel383     81.27\n",
       "pixel320     81.14\n",
       "pixel625     80.79\n",
       "pixel157     80.30\n",
       "pixel487     80.26\n",
       "pixel261     79.87\n",
       "pixel348     79.76\n",
       "pixel411     79.75\n",
       "pixel349     79.70\n",
       "pixel294     78.92\n",
       "pixel439     78.86\n",
       "pixel495     78.66\n",
       "pixel467     78.36\n",
       "pixel523     78.10\n",
       "pixel457     77.70\n",
       "pixel542     77.61\n",
       "pixel272     76.66\n",
       "pixel244     76.63\n",
       "pixel654     76.57\n",
       "pixel659     76.47\n",
       "pixel515     76.27\n",
       "pixel322     76.01\n",
       "pixel153     75.01\n",
       "pixel206     74.79\n",
       "pixel187     74.60\n",
       "pixel486     74.59\n",
       "pixel400     73.58\n",
       "pixel551     73.22\n",
       "pixel321     72.99\n",
       "pixel372     72.83\n",
       "pixel179     72.00\n",
       "pixel514     71.46\n",
       "pixel300     71.39\n",
       "pixel541     71.28\n",
       "pixel428     71.10\n",
       "pixel596     70.45\n",
       "pixel344     69.60\n",
       "pixel485     69.40\n",
       "pixel233     69.18\n",
       "pixel568     68.99\n",
       "pixel216     68.90\n",
       "pixel606     67.71\n",
       "pixel633     66.84\n",
       "pixel456     66.20\n",
       "pixel513     65.86\n",
       "pixel158     65.76\n",
       "pixel316     65.19\n",
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       "pixel1        0.00\n",
       "pixel783      0.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# average feature values\n",
    "pd.set_option('display.max_rows', 999)\n",
    "round(digits.drop('label', axis=1).mean(), 2).sort_values(ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6623fc13",
   "metadata": {},
   "source": [
    "We see that average varies between 140 to 0. It is better to scale them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "29a46e53",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(42000, 785)\n"
     ]
    }
   ],
   "source": [
    "# seperating the X and Y variable\n",
    "X = digits.drop(\"label\", axis = 1)\n",
    "Y = digits['label']\n",
    "print(digits.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "f32cd2f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# scaling the features\n",
    "X_scaled = scale(X)\n",
    "\n",
    "# train test split\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X_scaled, Y, train_size=0.2,test_size = 0.8, random_state = 101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "3c593275",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_digit shape: (8400, 784)\n",
      "Y_digit shape: (8400,)\n",
      "X_test shape: (33600, 784)\n",
      "Y_test shape: (33600,)\n"
     ]
    }
   ],
   "source": [
    "print('X_digit shape:',X_train.shape)\n",
    "print('Y_digit shape:',Y_train.shape)\n",
    "print('X_test shape:',X_test.shape)\n",
    "print('Y_test shape:',Y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a303516",
   "metadata": {},
   "source": [
    "## Model Building\n",
    "\n",
    "### Linear Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "3efadb04",
   "metadata": {},
   "outputs": [],
   "source": [
    "# linear model\n",
    "model_linear = SVC(kernel='linear')\n",
    "model_linear.fit(X_train, Y_train)\n",
    "\n",
    "# predict\n",
    "y_pred = model_linear.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "2cf1d015",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.913125 \n",
      "\n",
      "confusion matrix:\n",
      " [[3188    0   10    5   11   20   32    3   15    1]\n",
      " [   0 3677   14   11    5    7    4    8   30    4]\n",
      " [  36   29 3027   54   55   10   30   42   48   12]\n",
      " [  13   12  104 3051    9  181    5   21   54   25]\n",
      " [   8   14   33    2 3057    4   25   31    6  110]\n",
      " [  30   23   29  136   44 2622   44   12   72   27]\n",
      " [  26   11   44    4   28   33 3113    0   18    0]\n",
      " [   7   24   36   19   59    9    2 3210    4  134]\n",
      " [  13   46   50  120   21  110   30   18 2843   21]\n",
      " [  19   17   21   22  172   20    4  161   26 2893]]\n"
     ]
    }
   ],
   "source": [
    "# confusion matrix and accuracy, precision, recall\n",
    "\n",
    "# accuracy\n",
    "print(\"accuracy:\", metrics.accuracy_score(y_true=y_test, y_pred=y_pred), \"\\n\")\n",
    "\n",
    "# confusion matrix\n",
    "print(\"confusion matrix:\\n\",metrics.confusion_matrix(y_true=y_test, y_pred=y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "9a30e99d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      0.97      0.96      3285\n",
      "           1       0.95      0.98      0.97      3760\n",
      "           2       0.90      0.91      0.90      3343\n",
      "           3       0.89      0.88      0.88      3475\n",
      "           4       0.88      0.93      0.91      3290\n",
      "           5       0.87      0.86      0.87      3039\n",
      "           6       0.95      0.95      0.95      3277\n",
      "           7       0.92      0.92      0.92      3504\n",
      "           8       0.91      0.87      0.89      3272\n",
      "           9       0.90      0.86      0.88      3355\n",
      "\n",
      "    accuracy                           0.91     33600\n",
      "   macro avg       0.91      0.91      0.91     33600\n",
      "weighted avg       0.91      0.91      0.91     33600\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#precision, recall and f1-score\n",
    "scores=metrics.classification_report(y_test, y_pred, labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
    "print(scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91c171b9",
   "metadata": {},
   "source": [
    "The linear model gives approx. 91.31% accuracy."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31e3b7d6",
   "metadata": {},
   "source": [
    "### Non Linear Model\n",
    "\n",
    "#### 1. Poly Kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "84fb89d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# non-linear model\n",
    "# using poly kernel, C=1, default value of gamma\n",
    "\n",
    "# model\n",
    "non_linear_model_poly = SVC(kernel='poly')\n",
    "\n",
    "# fit\n",
    "non_linear_model_poly.fit(X_train, Y_train)\n",
    "\n",
    "# predict\n",
    "y_pred = non_linear_model_poly.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "90d4bb42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.8822619047619048 \n",
      "\n",
      "confusion matrix:\n",
      " [[2927    0    9    3   43   11   27    0  262    3]\n",
      " [   1 3681   11    2   12    0    6    0   45    2]\n",
      " [  15   18 2562   31  152    2   10   23  520   10]\n",
      " [   0   16   23 2921   28   40    3   15  387   42]\n",
      " [   3    8   14    0 3110    8    4    5   13  125]\n",
      " [   6    1    5   68   76 2429   29    7  377   41]\n",
      " [  17    8    9    0  101   45 2943    2  152    0]\n",
      " [   1   34    8    8  155    1    0 2918   77  302]\n",
      " [   3   16    7   29   25   39    3    5 3128   17]\n",
      " [   5   11    1   17  166    8    0   41   81 3025]]\n"
     ]
    }
   ],
   "source": [
    "# confusion matrix and accuracy, precision, recall\n",
    "\n",
    "# accuracy\n",
    "print(\"accuracy:\", metrics.accuracy_score(y_true=y_test, y_pred=y_pred), \"\\n\")\n",
    "\n",
    "# confusion matrix\n",
    "print(\"confusion matrix:\\n\",metrics.confusion_matrix(y_true=y_test, y_pred=y_pred))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dff02834",
   "metadata": {},
   "source": [
    "The accuracy dropped to 87.12%, so obviously no point in going with polynomial."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d37d9c0",
   "metadata": {},
   "source": [
    "#### 2.RBF kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "2fd8b4bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# non-linear model\n",
    "# using rbf kernel, C=1, default value of gamma\n",
    "\n",
    "# model\n",
    "non_linear_model = SVC(kernel='rbf')\n",
    "\n",
    "# fit\n",
    "non_linear_model.fit(X_train, Y_train)\n",
    "\n",
    "# predict\n",
    "y_pred = non_linear_model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "773e4dd3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.9396130952380952 \n",
      "\n",
      "confusion matrix:\n",
      " [[3195    0   22    6    4    9   32    4   13    0]\n",
      " [   0 3690   23   13    7    2    7    6    8    4]\n",
      " [  15   14 3146   31   31    5   18   37   41    5]\n",
      " [   3    8   96 3192    5   72    6   30   43   20]\n",
      " [   3    7   57    1 3095   10   20   24    6   67]\n",
      " [  15    9   40   66   15 2780   50   15   31   18]\n",
      " [  18    5   48    1   11   31 3149    2   12    0]\n",
      " [   6   21   72   11   23    3    0 3284    3   81]\n",
      " [  13   24   42   63   14   63   22   19 2994   18]\n",
      " [  12   10   42   39   80    6    0   96   24 3046]]\n"
     ]
    }
   ],
   "source": [
    "# confusion matrix and accuracy, precision, recall\n",
    "\n",
    "# accuracy\n",
    "print(\"accuracy:\", metrics.accuracy_score(y_true=y_test, y_pred=y_pred), \"\\n\")\n",
    "\n",
    "# confusion matrix\n",
    "print(\"confusion matrix:\\n\",metrics.confusion_matrix(y_true=y_test, y_pred=y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "c0fc1352",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.97      0.97      3285\n",
      "           1       0.97      0.98      0.98      3760\n",
      "           2       0.88      0.94      0.91      3343\n",
      "           3       0.93      0.92      0.93      3475\n",
      "           4       0.94      0.94      0.94      3290\n",
      "           5       0.93      0.91      0.92      3039\n",
      "           6       0.95      0.96      0.96      3277\n",
      "           7       0.93      0.94      0.94      3504\n",
      "           8       0.94      0.92      0.93      3272\n",
      "           9       0.93      0.91      0.92      3355\n",
      "\n",
      "    accuracy                           0.94     33600\n",
      "   macro avg       0.94      0.94      0.94     33600\n",
      "weighted avg       0.94      0.94      0.94     33600\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#precision, recall and f1-score\n",
    "scores=metrics.classification_report(y_test, y_pred, labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
    "print(scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7ab5ef1",
   "metadata": {},
   "source": [
    "As we clearly see that the non-linear rbf model gives approx. 94% accuracy. And most of the precision is above 90%.Thus, going forward, let's choose hyperparameters corresponding to non-linear rbf models."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbd1d099",
   "metadata": {},
   "source": [
    "#### 3.Grid Search Cross-Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "8639cf58",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 9 candidates, totalling 45 fits\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=KFold(n_splits=5, random_state=101, shuffle=True),\n",
       "             estimator=SVC(), n_jobs=-1,\n",
       "             param_grid=[{'C': [1, 10, 100], 'gamma': [0.01, 0.001, 0.0001]}],\n",
       "             return_train_score=True, scoring='accuracy', verbose=1)"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# creating a KFold object with 5 splits \n",
    "folds = KFold(n_splits = 5, shuffle = True, random_state = 101)\n",
    "\n",
    "# specify range of hyperparameters\n",
    "# Set the parameters by cross-validation\n",
    "hyper_params = [ {'gamma': [0.01, 0.001,0.0001],\n",
    "                     'C': [1, 10, 100]}]\n",
    "\n",
    "\n",
    "# specify model\n",
    "model = SVC(kernel=\"rbf\")\n",
    "\n",
    "# set up GridSearchCV()\n",
    "model_cv = GridSearchCV(estimator = model, \n",
    "                        param_grid = hyper_params, \n",
    "                        scoring= 'accuracy', \n",
    "                        cv = folds, \n",
    "                        verbose = 1,\n",
    "                        return_train_score=True,n_jobs = -1)      \n",
    "\n",
    "# fit the model\n",
    "model_cv.fit(X_train, Y_train)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "a27ba963",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_fit_time</th>\n",
       "      <th>std_fit_time</th>\n",
       "      <th>mean_score_time</th>\n",
       "      <th>std_score_time</th>\n",
       "      <th>param_C</th>\n",
       "      <th>param_gamma</th>\n",
       "      <th>params</th>\n",
       "      <th>split0_test_score</th>\n",
       "      <th>split1_test_score</th>\n",
       "      <th>split2_test_score</th>\n",
       "      <th>...</th>\n",
       "      <th>mean_test_score</th>\n",
       "      <th>std_test_score</th>\n",
       "      <th>rank_test_score</th>\n",
       "      <th>split0_train_score</th>\n",
       "      <th>split1_train_score</th>\n",
       "      <th>split2_train_score</th>\n",
       "      <th>split3_train_score</th>\n",
       "      <th>split4_train_score</th>\n",
       "      <th>mean_train_score</th>\n",
       "      <th>std_train_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>97.157661</td>\n",
       "      <td>10.623583</td>\n",
       "      <td>16.992948</td>\n",
       "      <td>1.067405</td>\n",
       "      <td>1</td>\n",
       "      <td>0.01</td>\n",
       "      <td>{'C': 1, 'gamma': 0.01}</td>\n",
       "      <td>0.752381</td>\n",
       "      <td>0.750595</td>\n",
       "      <td>0.747024</td>\n",
       "      <td>...</td>\n",
       "      <td>0.741310</td>\n",
       "      <td>0.010784</td>\n",
       "      <td>9</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999851</td>\n",
       "      <td>0.999851</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.999940</td>\n",
       "      <td>0.000073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>23.464688</td>\n",
       "      <td>1.163638</td>\n",
       "      <td>10.131655</td>\n",
       "      <td>0.199807</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001</td>\n",
       "      <td>{'C': 1, 'gamma': 0.001}</td>\n",
       "      <td>0.935119</td>\n",
       "      <td>0.926786</td>\n",
       "      <td>0.935119</td>\n",
       "      <td>...</td>\n",
       "      <td>0.930833</td>\n",
       "      <td>0.004216</td>\n",
       "      <td>3</td>\n",
       "      <td>0.972321</td>\n",
       "      <td>0.971429</td>\n",
       "      <td>0.971429</td>\n",
       "      <td>0.972173</td>\n",
       "      <td>0.973214</td>\n",
       "      <td>0.972113</td>\n",
       "      <td>0.000663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31.247705</td>\n",
       "      <td>1.066774</td>\n",
       "      <td>14.831664</td>\n",
       "      <td>1.267488</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>{'C': 1, 'gamma': 0.0001}</td>\n",
       "      <td>0.910119</td>\n",
       "      <td>0.905952</td>\n",
       "      <td>0.907738</td>\n",
       "      <td>...</td>\n",
       "      <td>0.903095</td>\n",
       "      <td>0.006075</td>\n",
       "      <td>6</td>\n",
       "      <td>0.916518</td>\n",
       "      <td>0.917708</td>\n",
       "      <td>0.916518</td>\n",
       "      <td>0.921577</td>\n",
       "      <td>0.919940</td>\n",
       "      <td>0.918452</td>\n",
       "      <td>0.002001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>93.374987</td>\n",
       "      <td>6.868785</td>\n",
       "      <td>17.473449</td>\n",
       "      <td>0.744342</td>\n",
       "      <td>10</td>\n",
       "      <td>0.01</td>\n",
       "      <td>{'C': 10, 'gamma': 0.01}</td>\n",
       "      <td>0.766071</td>\n",
       "      <td>0.772619</td>\n",
       "      <td>0.765476</td>\n",
       "      <td>...</td>\n",
       "      <td>0.760476</td>\n",
       "      <td>0.009705</td>\n",
       "      <td>7</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.239116</td>\n",
       "      <td>1.008189</td>\n",
       "      <td>8.997871</td>\n",
       "      <td>0.363905</td>\n",
       "      <td>10</td>\n",
       "      <td>0.001</td>\n",
       "      <td>{'C': 10, 'gamma': 0.001}</td>\n",
       "      <td>0.941071</td>\n",
       "      <td>0.938690</td>\n",
       "      <td>0.945833</td>\n",
       "      <td>...</td>\n",
       "      <td>0.939405</td>\n",
       "      <td>0.003865</td>\n",
       "      <td>1</td>\n",
       "      <td>0.999405</td>\n",
       "      <td>0.999554</td>\n",
       "      <td>0.999405</td>\n",
       "      <td>0.999107</td>\n",
       "      <td>0.999256</td>\n",
       "      <td>0.999345</td>\n",
       "      <td>0.000152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12.417423</td>\n",
       "      <td>0.556603</td>\n",
       "      <td>8.075327</td>\n",
       "      <td>0.141012</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>{'C': 10, 'gamma': 0.0001}</td>\n",
       "      <td>0.933929</td>\n",
       "      <td>0.923214</td>\n",
       "      <td>0.931548</td>\n",
       "      <td>...</td>\n",
       "      <td>0.927262</td>\n",
       "      <td>0.004678</td>\n",
       "      <td>4</td>\n",
       "      <td>0.957887</td>\n",
       "      <td>0.959970</td>\n",
       "      <td>0.959375</td>\n",
       "      <td>0.957738</td>\n",
       "      <td>0.959077</td>\n",
       "      <td>0.958810</td>\n",
       "      <td>0.000865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>91.763161</td>\n",
       "      <td>7.140534</td>\n",
       "      <td>17.805772</td>\n",
       "      <td>1.190481</td>\n",
       "      <td>100</td>\n",
       "      <td>0.01</td>\n",
       "      <td>{'C': 100, 'gamma': 0.01}</td>\n",
       "      <td>0.766071</td>\n",
       "      <td>0.772619</td>\n",
       "      <td>0.765476</td>\n",
       "      <td>...</td>\n",
       "      <td>0.760476</td>\n",
       "      <td>0.009705</td>\n",
       "      <td>7</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>17.766333</td>\n",
       "      <td>1.194513</td>\n",
       "      <td>9.228564</td>\n",
       "      <td>0.308488</td>\n",
       "      <td>100</td>\n",
       "      <td>0.001</td>\n",
       "      <td>{'C': 100, 'gamma': 0.001}</td>\n",
       "      <td>0.939881</td>\n",
       "      <td>0.936905</td>\n",
       "      <td>0.946429</td>\n",
       "      <td>...</td>\n",
       "      <td>0.939286</td>\n",
       "      <td>0.003783</td>\n",
       "      <td>2</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10.157552</td>\n",
       "      <td>1.034053</td>\n",
       "      <td>6.625140</td>\n",
       "      <td>0.123315</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>{'C': 100, 'gamma': 0.0001}</td>\n",
       "      <td>0.929762</td>\n",
       "      <td>0.923810</td>\n",
       "      <td>0.925595</td>\n",
       "      <td>...</td>\n",
       "      <td>0.925595</td>\n",
       "      <td>0.003409</td>\n",
       "      <td>5</td>\n",
       "      <td>0.994345</td>\n",
       "      <td>0.994494</td>\n",
       "      <td>0.994940</td>\n",
       "      <td>0.993006</td>\n",
       "      <td>0.994196</td>\n",
       "      <td>0.994196</td>\n",
       "      <td>0.000645</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean_fit_time  std_fit_time  mean_score_time  std_score_time param_C  \\\n",
       "0      97.157661     10.623583        16.992948        1.067405       1   \n",
       "1      23.464688      1.163638        10.131655        0.199807       1   \n",
       "2      31.247705      1.066774        14.831664        1.267488       1   \n",
       "3      93.374987      6.868785        17.473449        0.744342      10   \n",
       "4      17.239116      1.008189         8.997871        0.363905      10   \n",
       "5      12.417423      0.556603         8.075327        0.141012      10   \n",
       "6      91.763161      7.140534        17.805772        1.190481     100   \n",
       "7      17.766333      1.194513         9.228564        0.308488     100   \n",
       "8      10.157552      1.034053         6.625140        0.123315     100   \n",
       "\n",
       "  param_gamma                       params  split0_test_score  \\\n",
       "0        0.01      {'C': 1, 'gamma': 0.01}           0.752381   \n",
       "1       0.001     {'C': 1, 'gamma': 0.001}           0.935119   \n",
       "2      0.0001    {'C': 1, 'gamma': 0.0001}           0.910119   \n",
       "3        0.01     {'C': 10, 'gamma': 0.01}           0.766071   \n",
       "4       0.001    {'C': 10, 'gamma': 0.001}           0.941071   \n",
       "5      0.0001   {'C': 10, 'gamma': 0.0001}           0.933929   \n",
       "6        0.01    {'C': 100, 'gamma': 0.01}           0.766071   \n",
       "7       0.001   {'C': 100, 'gamma': 0.001}           0.939881   \n",
       "8      0.0001  {'C': 100, 'gamma': 0.0001}           0.929762   \n",
       "\n",
       "   split1_test_score  split2_test_score  ...  mean_test_score  std_test_score  \\\n",
       "0           0.750595           0.747024  ...         0.741310        0.010784   \n",
       "1           0.926786           0.935119  ...         0.930833        0.004216   \n",
       "2           0.905952           0.907738  ...         0.903095        0.006075   \n",
       "3           0.772619           0.765476  ...         0.760476        0.009705   \n",
       "4           0.938690           0.945833  ...         0.939405        0.003865   \n",
       "5           0.923214           0.931548  ...         0.927262        0.004678   \n",
       "6           0.772619           0.765476  ...         0.760476        0.009705   \n",
       "7           0.936905           0.946429  ...         0.939286        0.003783   \n",
       "8           0.923810           0.925595  ...         0.925595        0.003409   \n",
       "\n",
       "   rank_test_score  split0_train_score  split1_train_score  \\\n",
       "0                9            1.000000            0.999851   \n",
       "1                3            0.972321            0.971429   \n",
       "2                6            0.916518            0.917708   \n",
       "3                7            1.000000            1.000000   \n",
       "4                1            0.999405            0.999554   \n",
       "5                4            0.957887            0.959970   \n",
       "6                7            1.000000            1.000000   \n",
       "7                2            1.000000            1.000000   \n",
       "8                5            0.994345            0.994494   \n",
       "\n",
       "   split2_train_score  split3_train_score  split4_train_score  \\\n",
       "0            0.999851            1.000000            1.000000   \n",
       "1            0.971429            0.972173            0.973214   \n",
       "2            0.916518            0.921577            0.919940   \n",
       "3            1.000000            1.000000            1.000000   \n",
       "4            0.999405            0.999107            0.999256   \n",
       "5            0.959375            0.957738            0.959077   \n",
       "6            1.000000            1.000000            1.000000   \n",
       "7            1.000000            1.000000            1.000000   \n",
       "8            0.994940            0.993006            0.994196   \n",
       "\n",
       "   mean_train_score  std_train_score  \n",
       "0          0.999940         0.000073  \n",
       "1          0.972113         0.000663  \n",
       "2          0.918452         0.002001  \n",
       "3          1.000000         0.000000  \n",
       "4          0.999345         0.000152  \n",
       "5          0.958810         0.000865  \n",
       "6          1.000000         0.000000  \n",
       "7          1.000000         0.000000  \n",
       "8          0.994196         0.000645  \n",
       "\n",
       "[9 rows x 22 columns]"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# cv results\n",
    "cv_results = pd.DataFrame(model_cv.cv_results_)\n",
    "cv_results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "02afe66a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x504 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# converting C to numeric type for plotting on x-axis\n",
    "cv_results['param_C'] = cv_results['param_C'].astype('int')\n",
    "\n",
    "# # plotting\n",
    "plt.figure(figsize=(20,7))\n",
    "\n",
    "# subplot 1/3\n",
    "plt.subplot(131)\n",
    "gamma_01 = cv_results[cv_results['param_gamma']==0.01]\n",
    "\n",
    "plt.plot(gamma_01[\"param_C\"], gamma_01[\"mean_test_score\"])\n",
    "plt.plot(gamma_01[\"param_C\"], gamma_01[\"mean_train_score\"])\n",
    "plt.xlabel('C')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title(\"Gamma=0.01\")\n",
    "plt.ylim([0.50, 1.1])\n",
    "plt.legend(['test accuracy', 'digit accuracy'], loc='upper left')\n",
    "plt.xscale('log')\n",
    "\n",
    "# subplot 2/3\n",
    "plt.subplot(132)\n",
    "gamma_001 = cv_results[cv_results['param_gamma']==0.001]\n",
    "\n",
    "plt.plot(gamma_001[\"param_C\"], gamma_001[\"mean_test_score\"])\n",
    "plt.plot(gamma_001[\"param_C\"], gamma_001[\"mean_train_score\"])\n",
    "plt.xlabel('C')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title(\"Gamma=0.001\")\n",
    "plt.ylim([0.50, 1.1])\n",
    "plt.legend(['test accuracy', 'digit accuracy'], loc='upper left')\n",
    "plt.xscale('log')\n",
    "\n",
    "\n",
    "# subplot 3/3\n",
    "plt.subplot(133)\n",
    "gamma_0001 = cv_results[cv_results['param_gamma']==0.0001]\n",
    "\n",
    "plt.plot(gamma_0001[\"param_C\"], gamma_0001[\"mean_test_score\"])\n",
    "plt.plot(gamma_0001[\"param_C\"], gamma_0001[\"mean_train_score\"])\n",
    "plt.xlabel('C')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title(\"Gamma=0.0001\")\n",
    "plt.ylim([0.50, 1.1])\n",
    "plt.legend(['test accuracy', 'digit accuracy'], loc='upper left')\n",
    "plt.xscale('log')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "e605f518",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The best test score is 0.9394047619047619 corresponding to hyperparameters {'C': 10, 'gamma': 0.001}\n"
     ]
    }
   ],
   "source": [
    "# printing the optimal accuracy score and hyperparameters\n",
    "best_score = model_cv.best_score_\n",
    "best_hyperparams = model_cv.best_params_\n",
    "\n",
    "print(\"The best test score is {0} corresponding to hyperparameters {1}\".format(best_score, best_hyperparams))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "96a986cb",
   "metadata": {},
   "source": [
    "Let us take the best value ({'C': 10, 'gamma': 0.001}) as suggested by the sklearn to build the final model."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "352812d1",
   "metadata": {},
   "source": [
    "#### Building and Evaluating the Final Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "ee600287",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.9477083333333334 \n",
      "\n",
      "confusion matrix:\n",
      " [[3211    0   19    2    2   12   26    3    8    2]\n",
      " [   0 3692   26    9    6    3    5    9    7    3]\n",
      " [  13   12 3165   29   29    6   20   40   21    8]\n",
      " [   4    5   77 3232    4   79    1   23   31   19]\n",
      " [   5    8   42    1 3117    5   20   19    9   64]\n",
      " [  15    8   33   61   15 2815   35   11   31   15]\n",
      " [  19    5   44    1   12   18 3167    1   10    0]\n",
      " [   5   17   52   12   29    4    1 3322    4   58]\n",
      " [   7   16   42   53   15   51   18   16 3044   10]\n",
      " [   9    9   33   20   81   10    0   94   21 3078]] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# model with optimal hyperparameters\n",
    "\n",
    "# model\n",
    "model = SVC(C=10, gamma=0.001, kernel=\"rbf\")\n",
    "\n",
    "model.fit(X_train, Y_train)\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# metrics\n",
    "print(\"accuracy:\", metrics.accuracy_score(y_test, y_pred), \"\\n\")\n",
    "print(\"confusion matrix:\\n\",metrics.confusion_matrix(y_test, y_pred), \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "f5a932d1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.98      0.98      3285\n",
      "           1       0.98      0.98      0.98      3760\n",
      "           2       0.90      0.95      0.92      3343\n",
      "           3       0.95      0.93      0.94      3475\n",
      "           4       0.94      0.95      0.94      3290\n",
      "           5       0.94      0.93      0.93      3039\n",
      "           6       0.96      0.97      0.96      3277\n",
      "           7       0.94      0.95      0.94      3504\n",
      "           8       0.96      0.93      0.94      3272\n",
      "           9       0.95      0.92      0.93      3355\n",
      "\n",
      "    accuracy                           0.95     33600\n",
      "   macro avg       0.95      0.95      0.95     33600\n",
      "weighted avg       0.95      0.95      0.95     33600\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# different class-wise accuracy - #precision, recall and f1-score\n",
    "scores=metrics.classification_report(y_test, y_pred, labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
    "print(scores)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67c8253d",
   "metadata": {},
   "source": [
    "We see that with hyperparameter - C = 10 and gamma = 0.001, we see overall accuracy of the model is 95% and also precision for each label is above 94%."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ab6a8cc",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "The accuracy achieved using a non-linear kernel (0.94) is mush higher than that of a linear one (0.91). We can conclude that the problem is highly non-linear in nature."
   ]
  }
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