{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c5f7b18e-bed7-43e0-b544-6ea9ea838501",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# load the dataset using pandas\n",
    "df = pd.read_csv('iris.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "549db019-48a0-40ff-a01c-0efbdb337a46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 10 rows:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
       "0            5.1           3.5            1.4           0.2  Iris-setosa\n",
       "1            4.9           3.0            1.4           0.2  Iris-setosa\n",
       "2            4.7           3.2            1.3           0.2  Iris-setosa\n",
       "3            4.6           3.1            1.5           0.2  Iris-setosa\n",
       "4            5.0           3.6            1.4           0.2  Iris-setosa\n",
       "5            5.4           3.9            1.7           0.4  Iris-setosa\n",
       "6            4.6           3.4            1.4           0.3  Iris-setosa\n",
       "7            5.0           3.4            1.5           0.2  Iris-setosa\n",
       "8            4.4           2.9            1.4           0.2  Iris-setosa\n",
       "9            4.9           3.1            1.5           0.1  Iris-setosa"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Dataset Description:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "count     150.000000    150.000000     150.000000    150.000000\n",
       "mean        5.843333      3.054000       3.758667      1.198667\n",
       "std         0.828066      0.433594       1.764420      0.763161\n",
       "min         4.300000      2.000000       1.000000      0.100000\n",
       "25%         5.100000      2.800000       1.600000      0.300000\n",
       "50%         5.800000      3.000000       4.350000      1.300000\n",
       "75%         6.400000      3.300000       5.100000      1.800000\n",
       "max         7.900000      4.400000       6.900000      2.500000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Dataset Info:\n",
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   SepalLengthCm  150 non-null    float64\n",
      " 1   SepalWidthCm   150 non-null    float64\n",
      " 2   PetalLengthCm  150 non-null    float64\n",
      " 3   PetalWidthCm   150 non-null    float64\n",
      " 4   Species        150 non-null    str    \n",
      "dtypes: float64(4), str(1)\n",
      "memory usage: 6.0 KB\n",
      "\n",
      "Number of samples for each class:\n",
      "Species\n",
      "Iris-setosa        50\n",
      "Iris-versicolor    50\n",
      "Iris-virginica     50\n",
      "Name: count, dtype: int64\n",
      "\n",
      "Are there null values?\n",
      "SepalLengthCm    0\n",
      "SepalWidthCm     0\n",
      "PetalLengthCm    0\n",
      "PetalWidthCm     0\n",
      "Species          0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# delete the ID column\n",
    "if 'Id' in df.columns:\n",
    "    df = df.drop(columns=['Id'])\n",
    "elif 'ID' in df.columns:\n",
    "    df = df.drop(columns=['ID'])\n",
    "\n",
    "# display the first 10 rows of the dataset\n",
    "print(\"First 10 rows:\")\n",
    "display(df.head(10))\n",
    "\n",
    "# display a description of the dataset using pandas\n",
    "print(\"\\nDataset Description:\")\n",
    "display(df.describe())\n",
    "\n",
    "# display information about the attributes using pandas\n",
    "print(\"\\nDataset Info:\")\n",
    "df.info()\n",
    "\n",
    "# display number of samples of each class\n",
    "print(\"\\nNumber of samples for each class:\")\n",
    "print(df['Species'].value_counts() if 'Species' in df.columns else df.iloc[:, -1].value_counts())\n",
    "\n",
    "# are there null values?\n",
    "print(\"\\nAre there null values?\")\n",
    "print(df.isnull().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "12b02234-0203-4ae4-b166-dc9c941edb7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. Display a histogram for each attribute\n",
    "df.hist(figsize=(10, 8))\n",
    "plt.suptitle('Histograms for Attributes')\n",
    "plt.show()\n",
    "\n",
    "# 2. Display a scatterplot for each class\n",
    "# حددنا الألوان المطلوبة بالترتيب: أحمر، برتقالي، أزرق\n",
    "colors = ['red', 'orange', 'blue']\n",
    "\n",
    "fig, axes = plt.subplots(2, 2, figsize=(12, 10))\n",
    "\n",
    "# الحصول على أسماء الأعمدة الرقمية والعمود النهائي\n",
    "cols = df.select_dtypes(include=['float64', 'int64']).columns.tolist()\n",
    "target_col = 'Species' if 'Species' in df.columns else df.columns[-1]\n",
    "\n",
    "# Sepal Length vs Sepal Width\n",
    "sns.scatterplot(data=df, x=cols[0], y=cols[1], hue=target_col, palette=colors, ax=axes[0, 0])\n",
    "axes[0, 0].set_title(f'{cols[0]} vs {cols[1]}')\n",
    "\n",
    "# Petal Length vs Petal Width\n",
    "sns.scatterplot(data=df, x=cols[2], y=cols[3], hue=target_col, palette=colors, ax=axes[0, 1])\n",
    "axes[0, 1].set_title(f'{cols[2]} vs {cols[3]}')\n",
    "\n",
    "# Sepal Length vs Petal Length\n",
    "sns.scatterplot(data=df, x=cols[0], y=cols[2], hue=target_col, palette=colors, ax=axes[1, 0])\n",
    "axes[1, 0].set_title(f'{cols[0]} vs {cols[2]}')\n",
    "\n",
    "# Sepal Width vs Petal Width\n",
    "sns.scatterplot(data=df, x=cols[1], y=cols[3], hue=target_col, palette=colors, ax=axes[1, 1])\n",
    "axes[1, 1].set_title(f'{cols[1]} vs {cols[3]}')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "15cffe96-73be-4cf7-8d0b-a7b504f22061",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Matrix:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.109369</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <td>-0.109369</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.420516</td>\n",
       "      <td>-0.356544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.420516</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <td>0.817954</td>\n",
       "      <td>-0.356544</td>\n",
       "      <td>0.962757</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "SepalLengthCm       1.000000     -0.109369       0.871754      0.817954\n",
       "SepalWidthCm       -0.109369      1.000000      -0.420516     -0.356544\n",
       "PetalLengthCm       0.871754     -0.420516       1.000000      0.962757\n",
       "PetalWidthCm        0.817954     -0.356544       0.962757      1.000000"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# display correlation matrix of the attributes\n",
    "numeric_df = df.select_dtypes(include=[np.number])\n",
    "corr_matrix = numeric_df.corr()\n",
    "print(\"Correlation Matrix:\")\n",
    "display(corr_matrix)\n",
    "\n",
    "# display a heatmap for the correlation matrix\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n",
    "plt.title(\"Correlation Matrix Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1d1d7c46-a66a-4192-a332-a246bbd8c1a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classes mapping: {0: 'Iris-setosa', 1: 'Iris-versicolor', 2: 'Iris-virginica'}\n",
      "The code of the third class (Iris-virginica): 2\n"
     ]
    }
   ],
   "source": [
    "# encode class variable using label encoder\n",
    "le = LabelEncoder()\n",
    "target_col = 'Species' if 'Species' in df.columns else df.columns[-1]\n",
    "df[target_col] = le.fit_transform(df[target_col])\n",
    "\n",
    "# what is the code of the third class?\n",
    "classes = le.classes_\n",
    "print(f\"Classes mapping: {dict(zip(range(len(classes)), classes))}\")\n",
    "print(f\"The code of the third class ({classes[2]}): {le.transform([classes[2]])[0]}\")\n",
    "\n",
    "# split dataset into 70% training and 30% testing\n",
    "X = df.drop(columns=[target_col])\n",
    "y = df[target_col]\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "08861d66-eaf1-4a9c-b007-5610ab2698b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "=== Initial Model Accuracies ===\n",
      "Logistic Regression Accuracy: 1.0000\n",
      "KNN (k=3) Accuracy: 1.0000\n",
      "Decision Tree Accuracy: 1.0000\n",
      "\n",
      "=== Accuracies After Hyperparameter Tuning ===\n",
      "Logistic Regression (C=0.1): 0.9556\n",
      "KNN (k=7): 1.0000\n",
      "Decision Tree (max_depth=3): 1.0000\n"
     ]
    }
   ],
   "source": [
    "# Logistic Regression, KNN, Decision Tree\n",
    "lr = LogisticRegression(max_iter=200).fit(X_train, y_train)\n",
    "knn = KNeighborsClassifier(n_neighbors=3).fit(X_train, y_train)\n",
    "dt = DecisionTreeClassifier(random_state=42).fit(X_train, y_train)\n",
    "\n",
    "print(\"=== Initial Model Accuracies ===\")\n",
    "print(f\"Logistic Regression Accuracy: {accuracy_score(y_test, lr.predict(X_test)):.4f}\")\n",
    "print(f\"KNN (k=3) Accuracy: {accuracy_score(y_test, knn.predict(X_test)):.4f}\")\n",
    "print(f\"Decision Tree Accuracy: {accuracy_score(y_test, dt.predict(X_test)):.4f}\")\n",
    "\n",
    "# Hyperparameter Tuning\n",
    "lr_tuned = LogisticRegression(C=0.1, max_iter=200).fit(X_train, y_train)\n",
    "knn_tuned = KNeighborsClassifier(n_neighbors=7).fit(X_train, y_train)\n",
    "dt_tuned = DecisionTreeClassifier(max_depth=3, random_state=42).fit(X_train, y_train)\n",
    "\n",
    "print(\"\\n=== Accuracies After Hyperparameter Tuning ===\")\n",
    "print(f\"Logistic Regression (C=0.1): {accuracy_score(y_test, lr_tuned.predict(X_test)):.4f}\")\n",
    "print(f\"KNN (k=7): {accuracy_score(y_test, knn_tuned.predict(X_test)):.4f}\")\n",
    "print(f\"Decision Tree (max_depth=3): {accuracy_score(y_test, dt_tuned.predict(X_test)):.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c250290c-bb46-480d-ac6d-7ab9f33f9712",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
