{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ed706124-4137-4a45-ad5f-7e9e78750488",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "307638ad-b91d-487b-95c2-cc4d96c97c90",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.svm import SVR\n",
    "from sklearn.linear_model import Lasso, Ridge\n",
    "from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "try:\n",
    "    from xgboost import XGBRegressor\n",
    "    xgb_available = True\n",
    "except ImportError:\n",
    "    xgb_available = False\n",
    "    print(\"⚠️ XGBoost not installed. You can install it using: pip install xgboost\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3660aacd-0f2e-4ca6-bb4a-6458e4ffdc99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Data loaded and cleaned successfully.\n",
      "Index(['Temperature (C)', 'Turbidity(NTU)', 'Dissolved Oxygen(g/ml)', 'PH',\n",
      "       'Ammonia(g/ml)', 'Nitrate(g/ml)', 'Population', 'Fish_Length(cm)',\n",
      "       'Fish_Weight(g)'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(r\"C:\\Users\\ASUS\\Desktop\\AI Learning\\sim2\\project2\\IoTPond1.csv\")\n",
    "df = df.drop(columns=['created_at', 'entry_id'], errors='ignore')\n",
    "df = df.dropna()\n",
    "print(\"✅ Data loaded and cleaned successfully.\")\n",
    "print(df.columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a2ff14b5-1c91-45aa-a466-cb1ace616da1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n",
    "plt.title(\"Correlation Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cbc46079-7fb2-4ab6-9e9c-dfe1d8c0f0c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_all_models_and_plot(X, y, label_name):\n",
    "    X_train, X_test, y_train, y_test = train_test_split(\n",
    "        X, y, test_size=0.2, random_state=42\n",
    "    )\n",
    "\n",
    "    scaler = MinMaxScaler()\n",
    "    X_train_scaled = scaler.fit_transform(X_train)\n",
    "    X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "    models = {\n",
    "        \"Decision Tree\": DecisionTreeRegressor(random_state=42),\n",
    "        \"Random Forest\": RandomForestRegressor(random_state=42, n_estimators=200),\n",
    "        \"SVR\": SVR(kernel='rbf'),\n",
    "        \"Lasso\": Lasso(alpha=0.001, random_state=42),\n",
    "        \"Ridge\": Ridge(alpha=1.0, random_state=42)\n",
    "    }\n",
    "\n",
    "    if xgb_available:\n",
    "        models[\"XGBoost\"] = XGBRegressor(random_state=42, n_estimators=300, learning_rate=0.05)\n",
    "\n",
    "    results = []\n",
    "    plt.figure(figsize=(7,7))\n",
    "    for name, model in models.items():\n",
    "        model.fit(X_train_scaled, y_train)\n",
    "        y_pred = model.predict(X_test_scaled)\n",
    "        r2 = r2_score(y_test, y_pred)\n",
    "        mae = mean_absolute_error(y_test, y_pred)\n",
    "        rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
    "        results.append([name, r2, mae, rmse])\n",
    "        plt.scatter(y_test, y_pred, alpha=0.5, label=name)\n",
    "\n",
    "    results_df = pd.DataFrame(results, columns=[\"Model\", \"R2 Score\", \"MAE\", \"RMSE\"])\n",
    "    results_df = results_df.sort_values(by=\"R2 Score\", ascending=False)\n",
    "    print(f\"\\n📊 Results for {label_name}:\\n\")\n",
    "    print(results_df)\n",
    "\n",
    "    plt.xlabel(\"True Values\")\n",
    "    plt.ylabel(\"Predicted Values\")\n",
    "    plt.title(f\"True vs Predicted - {label_name}\")\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    return results_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1cda157f-58a3-40e7-9cae-2f4fd59577aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Results for Fish Length (cm):\n",
      "\n",
      "           Model  R2 Score       MAE      RMSE\n",
      "1  Random Forest  0.997822  0.039329  0.245898\n",
      "5        XGBoost  0.997483  0.098108  0.264336\n",
      "0  Decision Tree  0.996906  0.034221  0.293103\n",
      "2            SVR  0.973279  0.397597  0.861315\n",
      "3          Lasso  0.859434  0.935858  1.975494\n",
      "4          Ridge  0.858589  0.935301  1.981425\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =====================================================\n",
    "# 5️⃣ Apply Models on Fish Length (cm)\n",
    "# =====================================================\n",
    "\n",
    "# Features and target\n",
    "X = df.drop(columns=['Fish_Length(cm)', 'Fish_Weight(g)'], errors='ignore')\n",
    "y_length = df['Fish_Length(cm)']\n",
    "\n",
    "# Run all models and show results + visualization\n",
    "results_length = run_all_models_and_plot(X, y_length, label_name=\"Fish Length (cm)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0274a921-9c41-4307-8479-d01354bd5d01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "📊 Results for Fish Weight (g):\n",
      "\n",
      "           Model  R2 Score       MAE       RMSE\n",
      "1  Random Forest  0.999741  0.120785   0.543190\n",
      "0  Decision Tree  0.999553  0.118012   0.713460\n",
      "5        XGBoost  0.999108  0.352980   1.008085\n",
      "4          Ridge  0.890795  5.929279  11.156523\n",
      "3          Lasso  0.890758  5.945610  11.158433\n",
      "2            SVR  0.877894  3.653084  11.797121\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# =====================================================\n",
    "# 6️⃣ Apply Models on Fish Weight (g)\n",
    "# =====================================================\n",
    "\n",
    "# Features and target\n",
    "X = df.drop(columns=['Fish_Length(cm)', 'Fish_Weight(g)'], errors='ignore')\n",
    "y_weight = df['Fish_Weight(g)']\n",
    "\n",
    "# Run all models and show results + visualization\n",
    "results_weight = run_all_models_and_plot(X, y_weight, label_name=\"Fish Weight (g)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9530010-880f-4368-9628-31e6a30f3eb8",
   "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": "3.12.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
