{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importing Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import StratifiedKFold, cross_val_score\n",
    "from sklearn.metrics import mean_sqaured_error, r2_score, mean_absolute_error\n",
    "from sklearn.model_selection import train_test_split\n",
    "import gradio as gr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Data Cleaning<h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 374 entries, 0 to 373\n",
      "Data columns (total 13 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   Person ID                374 non-null    int64  \n",
      " 1   Gender                   374 non-null    object \n",
      " 2   Age                      374 non-null    int64  \n",
      " 3   Occupation               374 non-null    object \n",
      " 4   Sleep Duration           374 non-null    float64\n",
      " 5   Quality of Sleep         374 non-null    int64  \n",
      " 6   Physical Activity Level  374 non-null    int64  \n",
      " 7   Stress Level             374 non-null    int64  \n",
      " 8   BMI Category             374 non-null    object \n",
      " 9   Blood Pressure           374 non-null    object \n",
      " 10  Heart Rate               374 non-null    int64  \n",
      " 11  Daily Steps              374 non-null    int64  \n",
      " 12  Sleep Disorder           155 non-null    object \n",
      "dtypes: float64(1), int64(7), object(5)\n",
      "memory usage: 38.1+ KB\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Load dataset\n",
    "df = pd.read_csv(\"C:/Users/hpsli/Favorites/Downloads/Sleep_health_and_lifestyle_dataset.csv\")\n",
    "\n",
    "\n",
    "df.head()\n",
    "\n",
    "# Checking for missing values\n",
    "df.isnull().sum()\n",
    "\n",
    "# Handle missing values (impute, drop, or fill)\n",
    "# Example: Imputing missing values for numeric columns with the mean\n",
    "\n",
    "# Dropping duplicate records if any\n",
    "df_cleaned = df.drop_duplicates()\n",
    "\n",
    "# Print summary of cleaned data\n",
    "df_cleaned.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Gender                       0\n",
       " Age                          0\n",
       " Occupation                   0\n",
       " Sleep Duration               0\n",
       " Quality of Sleep             0\n",
       " Physical Activity Level      0\n",
       " Stress Level                 0\n",
       " BMI Category                 0\n",
       " Blood Pressure               0\n",
       " Heart Rate                   0\n",
       " Daily Steps                  0\n",
       " Sleep Disorder             219\n",
       " dtype: int64,\n",
       "               Age  Sleep Duration  Quality of Sleep  Physical Activity Level  \\\n",
       " count  374.000000      374.000000        374.000000               374.000000   \n",
       " mean    42.184492        7.132086          7.312834                59.171123   \n",
       " std      8.673133        0.795657          1.196956                20.830804   \n",
       " min     27.000000        5.800000          4.000000                30.000000   \n",
       " 25%     35.250000        6.400000          6.000000                45.000000   \n",
       " 50%     43.000000        7.200000          7.000000                60.000000   \n",
       " 75%     50.000000        7.800000          8.000000                75.000000   \n",
       " max     59.000000        8.500000          9.000000                90.000000   \n",
       " \n",
       "        Stress Level  Heart Rate   Daily Steps  \n",
       " count    374.000000  374.000000    374.000000  \n",
       " mean       5.385027   70.165775   6816.844920  \n",
       " std        1.774526    4.135676   1617.915679  \n",
       " min        3.000000   65.000000   3000.000000  \n",
       " 25%        4.000000   68.000000   5600.000000  \n",
       " 50%        5.000000   70.000000   7000.000000  \n",
       " 75%        7.000000   72.000000   8000.000000  \n",
       " max        8.000000   86.000000  10000.000000  )"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleaned = df.drop(columns=['Person ID'])\n",
    "\n",
    "# Convert 'Gender', 'Occupation', 'BMI Category', 'Blood Pressure', 'Sleep Disorder' to categorical variables\n",
    "categorical_columns = ['Gender', 'Occupation', 'BMI Category', 'Blood Pressure', 'Sleep Disorder']\n",
    "df_cleaned[categorical_columns] = df_cleaned[categorical_columns].astype('category')\n",
    "\n",
    "# Check for missing values and basic statistics for numeric columns\n",
    "missing_values = df_cleaned.isnull().sum()\n",
    "statistics = df_cleaned.describe()\n",
    "df_numeric = df_cleaned.select_dtypes(include=[float, int])\n",
    "\n",
    "missing_values, statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Exploratory Data Analysis<h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Univariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of target variable\n",
    "sns.histplot(df_cleaned['Stress Level'], bins=30, kde=True, color='blue')\n",
    "plt.title('Distribution of Stress Level')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot distribution of continuous features like Age, Sleep Duration, etc.\n",
    "features = ['Age', 'Sleep Duration', 'Heart Rate', 'Daily Steps']\n",
    "for feature in features:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    sns.histplot(df_cleaned[feature], kde=True, color='green')\n",
    "    plt.title(f'Distribution of {feature}')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_16948\\1151040754.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=feature, data=df_cleaned, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_16948\\1151040754.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=feature, data=df_cleaned, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_16948\\1151040754.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=feature, data=df_cleaned, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_16948\\1151040754.py:5: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x=feature, data=df_cleaned, palette='viridis')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the categorical features: Occupation, Gender, etc.\n",
    "categorical_features = ['Occupation', 'Gender', 'BMI Category', 'Sleep Disorder']\n",
    "for feature in categorical_features:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    sns.countplot(x=feature, data=df_cleaned, palette='viridis')\n",
    "    plt.title(f'Count Plot of {feature}')\n",
    "    plt.xticks(rotation=60)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kialataqpWbOmufPOO01CQoLlMi9evGgWLVpk7r33XhMVFWUCAwNNUFCQadeunXn55ZdNTk6O0/Tr1683LVu2NJUrV3Za/yv1vzHGXLhwwbz00kumVatWJjAw0ISFhZn27dubmTNnGrvdbowx5rPPPjMDBgww9erVMwEBAaZevXrm/vvvN/v373cs56233jLdu3c31113nQkMDDRNmjQxTz/9tGMZV1JwGuJKw7Jly1yu83Jdu3Y1kszIkSOv+Nqu9DmnIWDFz5hfHZsFAAC4DNcsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJbK9EOZ8vLylJ6erpCQEPn5+Xm7HAAAygxjjE6dOqV69epd9bduynRYSE9Pd/phFQAA4J60tLSr/shbmQ4LBY9WTUtLc/xELgAAuLrs7GxFRka69JjyMh0WCk491KhRg7AAAEAxuHIanwscAQCAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYMmrz1nIzc3VjBkztHz5cv3888+qV6+eRowYoT/+8Y88vhn5Dh2S7HYpK0sKDZVsNikqyttV/cLX6ysNFXGdK5IjR6SMjPw+Dg2VatWS6tb1dlVlS1qalJn5y3ckLEwq608bNl40e/Zsc91115mPPvrIJCcnm/j4eBMcHGzmz5/v0vx2u91IMna7vZQrhVckJRkTHW2M9MsQHZ0/3hf4en2loSKuc0Vy4EDR/XvggLcrKzvK0HfEnX2oV8NCv379zCOPPOI0buDAgWbYsGEuzU9YKMdSUgp/4S7/4qWkUN+1VhHXuSJJT7fu3/R0b1fo+1JTrd/D1FRvV+jEnX2oV69Z6NKliz777DPt379fkrRr1y5t2bJFffr0KXL6nJwcZWdnOw0op+x2KSGh6LaEhPx2b/L1+kpDRVzniiQjw7p/MzKubT1lUWam9XuYmXlt6/Egr16zMGXKFGVnZ6t58+by9/dXbm6uZs+erWHDhhU5fVxcnGbOnHmNq4RXZGWVrL20+Xp9paEirnNFcrWwRxi8unL8HfHqkYW1a9dqxYoVWrlypXbu3KmlS5dq7ty5Wrp0aZHTx8bGym63O4a0tLRrXDGumdDQkrWXNl+vrzRUxHWuSGy2krWjXH9HvBoWnn76aU2ZMkVDhw5V69at9dBDD+mpp55SXFxckdMHBgY6fmGSX5os52w2KTq66LboaO9vuHy9vtJQEde5IgkPt+7f8PBrW09ZFBZm/R6GhV3bejzIq2Hh7NmzqlTJuQR/f3/l5eV5qSL4jKgoaeHCwl+86GjpzTe9f6uer9dXGiriOlckdevm92NR/fvWW9w+6YrISOvvSBm+fdLPGGO89eIjRoxQQkKC3nrrLbVq1Urff/+9Ro8erUceeUQvvfTSVefPzs6WzWaT3W7nKEN55ev39Pt6faWhIq5zRXL5cxZstvwjCgQF95SR5yy4sw/1alg4deqUpk2bpn/84x86duyY6tWrp/vvv1/Tp09XQEDAVecnLAAAUDxlJiyUFGEBAIDicWcfym9DAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBU2Zsvfv311+vQoUOFxo8bN06vv/66FypCiWVmSkePSna7FBoqRURIYWHerqr0HDqUv65ZWfnra7NJUVHeruoXR45IGRm/9EetWlLdut6uqmzx9T5OS8v/3hXUFxYmRUZ6u6pfVLRtQnllvOjYsWPmyJEjjmHTpk1Gkvn8889dmt9utxtJxm63l26hcE1qqjExMcZIvwwxMfnjy6OkJGOio53XNzo6f7wvOHCg6PoOHPB2ZWWHr/exr9dX0bYJZYw7+1CvhoVfe/LJJ02TJk1MXl6eS9MTFnzIyZOFNwqXbxxOnvR2hZ6VklJ4I335xjolxbv1padb15ee7t36ygJf7+PUVOv6vL1DrmjbhDLInX2oz1yzcOHCBS1fvlyPPPKI/Pz8ipwmJydH2dnZTgN8xNGj0saNRbdt3JjfXp7Y7VJCQtFtCQn57d6UkWFdX0bGta2nLPL1Ps7MtK4vM/Pa1vNrFW2bUM75TFhYt26dsrKyNGLEiCtOExcXJ5vN5hgifem8XEV3tQ2ntzesnpaVVbL20lbR+qM0+Hof+3p9fAbLFZ8JC3/729/Up08f1atX74rTxMbGym63O4a0tLRrWCEs2Wwlay9rQkNL1l7aKlp/lAZf72Nfr4/PYLniE2Hh0KFDSkhI0MiRIy2nCwwMVI0aNZwG+IjataWYmKLbYmLy28sTm02Kji66LTra+xvC8HDr+sLDr209ZZGv93FYmHV93r7joKJtE8q7a3ANxVU999xzpk6dOubixYtuzccFjj6mol35fKUr0X3lboMr3Q1x8KC3Kys7fL2Pfb2+irZNKGPc2Yf6GWOMN8NKXl6eGjVqpPvvv19z5sxxa97s7GzZbDbZ7XaOMviKy++pttny//Xg7X/hlCZfvwf/8ucs2Gz5RxR4zoJ7fL2Py9JzFirCNqEMcWcf6vWwsHHjRvXq1Uv79u3TjTfe6Na8hAUAAIrHnX2oV5/gKEkxMTHycl4BAAAWfOICRwAA4LsICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgibAAAAAsERYAAIAlwgIAALBEWAAAAJYICwAAwBJhAQAAWCIsAAAAS4QFAABgqbIrE+3evdvlBbZp06bYxQAAAN/jUlho27at/Pz8ZIwpsr2gzc/PT7m5uR4tEAAAeJdLYSE5Obm06wAAAD7KpbAQFRVV2nUAAAAfVawLHJctW6auXbuqXr16OnTokCRp3rx5Wr9+vUeLAwAA3ud2WFi4cKEmTpyovn37Kisry3GNQmhoqObNm+fp+gAAgJe5HRYWLFigRYsW6dlnn5W/v79jfIcOHbRnzx6PFgcAALzP7bCQnJysdu3aFRofGBioM2fOeKQoAADgO1y6wPFyjRo1UmJiYqGLHj/99FO1aNHC7QJ++uknTZ48WZ988onOnj2rpk2b6p133lGHDh3cXlaJHTkiZWRIdrsUGirVqiXVrXvt67iWMjOlo0d/WeeICCkszNtV/eLQofzasrLy67PZJF+64NbT9ZWFz6CnPzOeXuey8B4CZY1x06JFi0z9+vXN6tWrTfXq1c2qVavMCy+84Ph/d5w8edJERUWZESNGmG3btpkff/zRbNiwwRw4cMCl+e12u5Fk7Ha7u6tR2IEDxkRHGyP9MkRH548vr1JTjYmJcV7nmJj88b4gKanoPklK8nZl+TxdX1n4DHr6M+PpdS4L7yHgI9zZh7odFowxZvny5aZp06bGz8/P+Pn5mfr165vFixe7vZzJkyebbt26FacEY4wHw0J6euENzOUbmvT0ki3fF508WXijf/nG/+RJ79aXkmLdJykp5au+svAZ9PRnxtPrXBbeQ8CHuLMP9TPmCo9ldMHZs2d1+vRpRUREFGv+li1bqlevXjp8+LC+/PJL1a9fX+PGjdOoUaOKnD4nJ0c5OTmOv7OzsxUZGSm73a4aNWoUqwZJ0u7d0s03X7l91y6pvD3G+n//k6xOG/3wg9S8+bWr59d8vU88XZ+vr6/k+c9MRXwPAR+SnZ0tm83m0j7U7QscX3jhBccTHYOCgoodFCTpxx9/1MKFC3XDDTdow4YNGjt2rCZMmKClS5cWOX1cXJxsNptjiIyMLPZrO7HbS9ZeFvn6Omdllay9tHm6Pl/vD1dqcLdGX18eAAe3w0J8fLyaNm2qLl266I033tDx48eL/eJ5eXm65ZZb9OKLL6pdu3YaPXq0Ro0apTfffLPI6WNjY2W32x1DWlpasV/bic1WsvayyNfXOTS0ZO2lzdP1+Xp/uFKDuzX6+vIAOLgdFnbt2qXdu3frjjvu0Ny5c1WvXj3169dPK1eu1NmzZ91aVt26ddWyZUuncS1atFBqamqR0wcGBqpGjRpOg0eEh0vR0UW3RUfnt5c3tWtLMTFFt8XE5Ld7k81m3Sfe3vB7ur6y8Bn09GfG0+tcFt5DoKwq6QUSW7ZsMePGjTPh4eEmJCTErXnvv//+Qhc4/v73vzedO3d2af5rcjfEwYMlX7avKqt3Q/jKle2erq8sfAav1d0QxV3nsvAeAj7iml3gKEmJiYlavny5Vq9erRMnTujcuXMuz7t9+3Z16dJFM2fO1JAhQ/Ttt99q1KhR+utf/6phw4ZddX53Ls5wyeX3Z9ts+f8SKe/3Z19+z7zNlv+vQ56z4LrSfM6Cr34GPf2Z8fQ6l4X3EPAB7uxDixUWkpOTtXLlSq1cuVL79u1Tjx499MADD+i3v/2tbG4efv3oo48UGxurpKQkNWrUSBMnTrzi3RC/5vGwAABABVGqYaFTp07avn272rRpo2HDhun+++9X/fr1S1RwcREWAAAoHnf2oW4/7vnuu+/W22+/XejCRAAAUD4V+5qFCxcuKDk5WU2aNFHlym5nDo/gyAIAAMVTqg9lOnfunB599FEFBQWpVatWjtscn3jiCc2ZM6d4FQMAAJ/ldliYMmWKdu3apS+++EJVq1Z1jI+OjtaaNWs8WhwAAPA+t88frFu3TmvWrFGnTp3k5+fnGN+qVSsdPHjQo8UBAADvc/vIQkZGRpG/B3HmzBmn8AAAAMoHt8NChw4d9PHHHzv+LggIixcvVufOnT1XGQAA8Alun4Z48cUX1adPH+3du1eXLl3S/PnztXfvXv373//Wl19+WRo1AgAAL3L7yEK3bt2UmJioS5cuqXXr1tq4caMiIiL09ddfq3379qVRIwAA8KIS/zZEgWPHjmnx4sWaOnWqJxbnEp6zAABA8ZTqcxau5MiRI5o2bZqnFgcAAHyEx8ICAAAonwgLAADAEmEBAABYcvnWyYkTJ1q2Z2RklLgYAADge1wOC99///1Vp+nevXuJigEAAL7H5bDw+eefl2YdAADAR3HNAgAAsERYAAAAlggLAADAEmEBAABYIiwAAABLboeFTz/9VFu2bHH8/frrr6tt27Z64IEHlJmZ6dHiAACA97kdFp5++mllZ2dLkvbs2aM//OEP6tu3r5KTk6/64CYAAFD2uPychQLJyclq2bKlJOm9995T//799eKLL2rnzp3q27evxwsEAADe5faRhYCAAJ09e1aSlJCQoJiYGElSzZo1HUccAABA+eH2kYVu3bpp4sSJ6tq1q7799lutWbNGkrR//341aNDA4wUCAADvcvvIwl/+8hdVrlxZf//737Vw4ULVr19fkvTJJ5+od+/eHi8QAAB4l58xxni7iOLKzs6WzWaT3W5XjRo1vF0OAABlhjv7ULePLOzcuVN79uxx/L1+/Xrde++9mjp1qi5cuOB+tQAAwKe5HRbGjBmj/fv3S5J+/PFHDR06VEFBQYqPj9czzzzj8QIBAIB3uR0W9u/fr7Zt20qS4uPj1b17d61cuVJLlizRe++95+n6AACAl7kdFowxysvLk5R/62TBsxUiIyN1/Phxz1YHAAC8zu2w0KFDB73wwgtatmyZvvzyS/Xr109S/sOaateu7fECAQCAd7kdFubNm6edO3fq8ccf17PPPqumTZtKkv7+97+rS5cuHi8QAAB4l8dunTx//rz8/f1VpUoVTyzOJdw6CQBA8ZTqrZOSlJWVpcWLFys2NlYnT56UJO3du1fHjh0rzuIAAIAPc/txz7t379bdd9+t0NBQpaSkaNSoUapZs6bef/99paam6t133y2NOgEAgJe4fWRh4sSJevjhh5WUlKSqVas6xvft21dfffWVR4sDAADe53ZY2L59u8aMGVNofP369fXzzz97pCgAAOA73A4LgYGBRf4U9f79+xUeHu6RogAAgO9wOyz85je/0axZs3Tx4kVJkp+fn1JTUzV58mQNGjTI4wUCAADvcjssvPLKKzp9+rQiIiJ07tw59ejRQ02bNlVISIhmz55dGjUCAAAvcvtuCJvNpk2bNmnr1q3atWuXTp8+rVtuuUXR0dGlUR8AAPAyt8LCxYsXVa1aNSUmJqpr167q2rVradUFAAB8hFthoUqVKmrYsKFyc3M98uIzZszQzJkzncY1a9ZM//vf/zyyfLjg0CHJbpeysqTQUMlmk6KivF3VL3y9voooM1M6ejS/X0JDpYgIKSzM21WhIjlyRMrI+OUzWKuWVLeu7yyvHHL7moVnn31WU6dOdTy5saRatWqlI0eOOIYtW7Z4ZLlwwYED0siR0s03Sz165P935Mj88b7A1+uriNLSpKFDpRYtpE6dpObN8/9OS/N2ZagoDh6Ufve7/O1B9+5Smzb5fx886BvLK6fc/m2Idu3a6cCBA7p48aKioqJUvXp1p/adO3e6vKwZM2Zo3bp1SkxMdKcEB34bogQOHcrf8SYkFG6LjpYWL/buv+B9vb6KKDMzPxhs3Fi4LSZGWr2aIwwoXUeO5O/Ir7RdePdd944IeHp5ZYw7+1C3L3AcMGCA/Pz8il3cryUlJalevXqqWrWqOnfurLi4ODVs2LDIaXNycpSTk+P4u6jnPcBFdnvRXxApf7zdfm3r+TVfr68iOnq06KAg5Y8/epSwgNKVkWG9XcjIcG/n7unllWNuh4UZM2Z47MU7duyoJUuWqFmzZjpy5Ihmzpyp22+/Xf/5z38UEhJSaPq4uLhC1zigmLKyStZe2ny9voroagGNAIfS5unPIJ9pl7l9zULjxo114sSJQuOzsrLUuHFjt5bVp08fDR48WG3atFGvXr30z3/+U1lZWVq7dm2R08fGxsputzuGNM6TFl9oaMnaS5uv11cR2WwlawdKytOfQT7TLnM7LKSkpBR5N0ROTo4OHz5comJCQ0N144036sAVLmALDAxUjRo1nAYUk82Wf06uKNHR3v+S+Hp9FVHt2vnXJhQlJia/HShN4eHW2wV3f3LA08srx1w+DfHBBx84/n/Dhg2yXbaxzs3N1WeffaZGjRqVqJjTp0/r4MGDeuihh0q0HLggKkpauFAaO9b5nF10tPTmm96/eNDX66uIwsLyLywdOdL52oWYmPzxXK+A0la3bv73/7HHCm8X3nrL/esLPL28cszluyEqVco/COHn56dfz1KlShVdf/31euWVV9S/f3+XX3zSpEm65557FBUVpfT0dD333HNKTEzU3r17XfpRKu6G8ABff46Br9dXEV3+nAWbLf+IAkEB19Llz0Ww2fKPAHjqOQueWF4ZUSp3Q+Tl5UmSGjVqpO3bt6tWrVolq1LS4cOHdf/99+vEiRMKDw9Xt27d9M033/DrldeSr+94fb2+iigsjHAA76pb17M7c08vrxxy+zkLvoQjCwAAFI87+1CXL3D8+uuv9dFHHzmNe/fdd9WoUSNFRERo9OjRTs9AAAAA5YPLYWHWrFn673//6/h7z549evTRRxUdHa0pU6boww8/VFxcXKkUCQAAvMflsJCYmKi7777b8ffq1avVsWNHLVq0SBMnTtSf//znKz4fAQAAlF0uh4XMzEzVvuw+6i+//FJ9+vRx/H3rrbfykCQAAMohl8NC7dq1lZycLEm6cOGCdu7cqU6dOjnaT506pSpVqni+QgAA4FUuh4W+fftqypQp2rx5s2JjYxUUFKTbb7/d0b579241adKkVIoEAADe4/JzFp5//nkNHDhQPXr0UHBwsJYuXaqAgABH+9tvv62YKz0KFgAAlFluP2fBbrcrODhY/v7+TuNPnjyp4OBgpwBR2njOAgAAxVMqT3AsYLvCD/jUrFnT3UUBAIAywO1fnQQAABULYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYKmytwsoMGfOHMXGxurJJ5/UvHnzvFPEoUOS3S5lZUmhoZLNJkVFeaeWa8XT65yZKR09mr/M0FApIkIKC/Od5XnakSNSRsYv9dWqJdWt6+2qAMCjfOLIwvbt2/XWW2+pTZs23iviwAFp5Ejp5pulHj3y/ztyZP748srT65yWJg0dKrVoIXXqJDVvnv93WppvLM/TDh6Ufve7/Pete3epTZv8vw8e9HZlAOBRXg8Lp0+f1rBhw7Ro0SKFeetfjIcOSWPHSgkJzuMTEvLHHzrknbpKk6fXOTMzP2hs3Og8fuPG/PGZmd5dnqcdOSI99ljR799jj+W3A0A54fWwMH78ePXr10/R0dFXnTYnJ0fZ2dlOg0fY7YU3+gUSEvLbyxtPr/PRo4V37AU2bsxv9+byPC0jw/r9y8i4tvUAQCny6jULq1ev1s6dO7V9+3aXpo+Li9PMmTM9X0hWVsnayyJPr/PVwoW74cPTy/M0X68PADzIa0cW0tLS9OSTT2rFihWqWrWqS/PExsbKbrc7hjRPnbsODS1Ze1nk6XW22UrWXtrL8zRfrw8APMhrYeG7777TsWPHdMstt6hy5cqqXLmyvvzyS/35z39W5cqVlZubW2iewMBA1ahRw2nwCJtNutJpkOjo8rnh9/Q6164txcQU3RYTk9/uzeV5Wni49fsXHn5t6wGAUuS1sHD33Xdrz549SkxMdAwdOnTQsGHDlJiYKH9//2tXTFSUtHBh4Y1/dLT05pvl8/ZJT69zWJi0eHHhHXxMTP54dy9e9fTyPK1u3fz3qaj37623uH0SQLniZ4wx3i6iwB133KG2bdu6/JyF7Oxs2Ww22e12zxxl4DkLnn3Ogs2WfwTAU89Z8MTyPO3y5yzYbPlHFAgKAMoAd/ahPvNQJp9Q3oNBUTy9zmFhnt2Ze3p5nla3LuEAQLnnU2Hhiy++8HYJAADgV7z+nAUAAODbCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYKmyN1984cKFWrhwoVJSUiRJrVq10vTp09WnTx/vFHTokGS3S1lZUmioZLNJUVHeqeVKjhyRMjLy6wwNlWrVkurWLf7yfH2dPb2+AFDW+MJ20HjRBx98YD7++GOzf/9+s2/fPjN16lRTpUoV85///Mel+e12u5Fk7HZ7yYtJSjImOtoY6ZchOjp/vK84cKDoGg8cKN7yfH2dPb2+AFDWlOJ20J19qFfDQlHCwsLM4sWLXZrWY2EhJaVwZ1zeKSkpJVu+J6SnW9eYnu7e8nx9nT29vgBQ1pTydtCdfajPXLOQm5ur1atX68yZM+rcuXOR0+Tk5Cg7O9tp8Ai7XUpIKLotISG/3dsyMqxrzMhwb3m+vs6eXl8AKGt8aDvo9bCwZ88eBQcHKzAwUI899pj+8Y9/qGXLlkVOGxcXJ5vN5hgiIyM9U0RWVsnar4Wr7bzd3bn7+jp7en0BoKzxoe2g18NCs2bNlJiYqG3btmns2LEaPny49u7dW+S0sbGxstvtjiEtLc0zRYSGlqz9WrDZStb+a76+zp5eXwAoa3xoO+j1sBAQEKCmTZuqffv2iouL080336z58+cXOW1gYKBq1KjhNHiEzSZFRxfdFh3tGzum8HDrGsPD3Vuer6+zp9cXAMoaH9oOej0s/FpeXp5ycnKu7YtGRUkLFxbulOho6c03feNWwrp182spqsa33nL/NhpfX2dPry8AlDU+tB30M8aYa/ZqvxIbG6s+ffqoYcOGOnXqlFauXKmXXnpJGzZsUM+ePa86f3Z2tmw2m+x2u2eOMvj6Mwck5/ttbbb8ZFlRnrPgifUFgLKmlLaD7uxDvfpQpmPHjul3v/udjhw5IpvNpjZt2rgcFEqFL+0kr6RuXc/uLH19nT29vgBQ1vjAdtCrYeFvf/ubN18eAAC4wOeuWQAAAL6FsAAAACwRFgAAgCXCAgAAsERYAAAAlggLAADAkldvnSypgudJeezXJwEAqCAK9p2uPJuxTIeFU6dOSZLnfn0SAIAK5tSpU7Jd5feAvPq455LKy8tTenq6QkJC5Ofn55FlZmdnKzIyUmlpaZ77oSqUCH3ie+gT30J/+J6y0CfGGJ06dUr16tVTpUrWVyWU6SMLlSpVUoMGDUpl2R79VUt4BH3ie+gT30J/+B5f75OrHVEowAWOAADAEmEBAABYIiz8SmBgoJ577jkFBgZ6uxT8f/SJ76FPfAv94XvKW5+U6QscAQBA6ePIAgAAsERYAAAAlggLAADAEmEBAABYqrBh4aefftKDDz6o6667TtWqVVPr1q21Y8cOR/uIESPk5+fnNPTu3duLFZdv119/faH328/PT+PHj5cknT9/XuPHj9d1112n4OBgDRo0SEePHvVy1eXb1frkjjvuKNT22GOPebnq8is3N1fTpk1To0aNVK1aNTVp0kTPP/+803P9jTGaPn266tatq2rVqik6OlpJSUlerLp8c6VPysu+pEw/wbG4MjMz1bVrV91555365JNPFB4erqSkJIWFhTlN17t3b73zzjuOv8vLLTC+aPv27crNzXX8/Z///Ec9e/bU4MGDJUlPPfWUPv74Y8XHx8tms+nxxx/XwIEDtXXrVm+VXO5drU8kadSoUZo1a5bj76CgoGtaY0Xy0ksvaeHChVq6dKlatWqlHTt26OGHH5bNZtOECRMkSX/605/05z//WUuXLlWjRo00bdo09erVS3v37lXVqlW9vAbljyt9IpWPfUmFDAsvvfSSIiMjnTqvUaNGhaYLDAxUnTp1rmVpFVZ4eLjT33PmzFGTJk3Uo0cP2e12/e1vf9PKlSt11113SZLeeecdtWjRQt988406derkjZLLPas+KRAUFMR35Br597//rQEDBqhfv36S8o/8rFq1St9++62k/KMK8+bN0x//+EcNGDBAkvTuu++qdu3aWrdunYYOHeq12surq/VJgfKwL6mQpyE++OADdejQQYMHD1ZERITatWunRYsWFZruiy++UEREhJo1a6axY8fqxIkTXqi24rlw4YKWL1+uRx55RH5+fvruu+908eJFRUdHO6Zp3ry5GjZsqK+//tqLlVYcv+6TAitWrFCtWrV00003KTY2VmfPnvVileVbly5d9Nlnn2n//v2SpF27dmnLli3q06ePJCk5OVk///yz0/fEZrOpY8eOfE9KydX6pEB52JdUyCMLP/74oxYuXKiJEydq6tSp2r59uyZMmKCAgAANHz5cUv5ho4EDB6pRo0Y6ePCgpk6dqj59+ujrr7+Wv7+/l9egfFu3bp2ysrI0YsQISdLPP/+sgIAAhYaGOk1Xu3Zt/fzzz9e+wAro130iSQ888ICioqJUr1497d69W5MnT9a+ffv0/vvve6/QcmzKlCnKzs5W8+bN5e/vr9zcXM2ePVvDhg2TJMd3oXbt2k7z8T0pPVfrE6kc7UtMBVSlShXTuXNnp3FPPPGE6dSp0xXnOXjwoJFkEhISSru8Ci8mJsb079/f8feKFStMQEBAoeluvfVW88wzz1zL0iqsX/dJUT777DMjyRw4cOAaVVWxrFq1yjRo0MCsWrXK7N6927z77rumZs2aZsmSJcYYY7Zu3WokmfT0dKf5Bg8ebIYMGeKNksu9q/VJUcrqvqRCnoaoW7euWrZs6TSuRYsWSk1NveI8jRs3Vq1atXTgwIHSLq9CO3TokBISEjRy5EjHuDp16ujChQvKyspymvbo0aNl/jxgWVBUnxSlY8eOksR3pJQ8/fTTmjJlioYOHarWrVvroYce0lNPPaW4uDhJcnwXfn2XEN+T0nO1PilKWd2XVMiw0LVrV+3bt89p3P79+xUVFXXFeQ4fPqwTJ06obt26pV1ehfbOO+8oIiLCccGQJLVv315VqlTRZ5995hi3b98+paamqnPnzt4os0Ipqk+KkpiYKEl8R0rJ2bNnVamS8ybb399feXl5kvIv0q5Tp47T9yQ7O1vbtm3je1JKrtYnRSmz+xJvH9rwhm+//dZUrlzZzJ492yQlJZkVK1aYoKAgs3z5cmOMMadOnTKTJk0yX3/9tUlOTjYJCQnmlltuMTfccIM5f/68l6svv3Jzc03Dhg3N5MmTC7U99thjpmHDhuZf//qX2bFjh+ncuXOhU0nwvCv1yYEDB8ysWbPMjh07THJyslm/fr1p3Lix6d69u5cqLf+GDx9u6tevbz766COTnJxs3n//fVOrVi2nU3Fz5swxoaGhZv369Wb37t1mwIABplGjRubcuXNerLz8ulqflKd9SYUMC8YY8+GHH5qbbrrJBAYGmubNm5u//vWvjrazZ8+amJgYEx4ebqpUqWKioqLMqFGjzM8//+zFisu/DRs2GElm3759hdrOnTtnxo0bZ8LCwkxQUJD5v//7P3PkyBEvVFmxXKlPUlNTTffu3U3NmjVNYGCgadq0qXn66aeN3W73UqXlX3Z2tnnyySdNw4YNTdWqVU3jxo3Ns88+a3JychzT5OXlmWnTppnatWubwMBAc/fddxf5fYJnXK1PytO+hJ+oBgAAlirkNQsAAMB1hAUAAGCJsAAAACwRFgAAgCXCAgAAsERYAAAAlggLAADAEmEBAABYIiwAAABLhAWgHBkxYoTuvffeQuO/+OIL+fn5FfrlztIwY8YMtW3b1qXp/Pz85OfnJ39/f0VGRmr06NE6efKkW693pXUG4DmVvV0AgPLBGKPc3Fy35mnVqpUSEhKUm5urH374QY888ojsdrvWrFlTSlUCKA6OLAAV1JYtW3T77berWrVqioyM1IQJE3TmzBlH+7Jly9ShQweFhISoTp06euCBB3Ts2DFHe8HRik8++UTt27dXYGCgli9frpkzZ2rXrl2OowZLliy5Yg2VK1dWnTp1VL9+fUVHR2vw4MHatGmToz03N1ePPvqoGjVqpGrVqqlZs2aaP3++o33GjBlaunSp1q9f73i9L774QpKUlpamIUOGKDQ0VDVr1tSAAQOUkpLisfcPqEgIC0AFdPDgQfXu3VuDBg3S7t27tWbNGm3ZskWPP/64Y5qLFy/q+eef165du7Ru3TqlpKRoxIgRhZY1ZcoUzZkzRz/88IN69uypP/zhD2rVqpWOHDmiI0eO6L777nOpppSUFG3YsEEBAQGOcXl5eWrQoIHi4+O1d+9eTZ8+XVOnTtXatWslSZMmTdKQIUPUu3dvx+t16dJFFy9eVK9evRQSEqLNmzdr69atCg4OVu/evXXhwoWSvXlAReTlX70E4EHDhw83/v7+pnr16k5D1apVjSSTmZlpjDHm0UcfNaNHj3aad/PmzaZSpUrm3LlzRS57+/btRpI5deqUMcaYzz//3Egy69atc5ruueeeMzfffPNVa33uuedMpUqVnOqTZF599VXL+caPH28GDRrktM4DBgxwmmbZsmWmWbNmJi8vzzEuJyfHVKtWzWzYsOGqtQFwxjULQDlz5513auHChU7jtm3bpgcffNDx965du7R7926tWLHCMc4Yo7y8PCUnJ6tFixb67rvvNGPGDO3atUuZmZnKy8uTJKWmpqply5aO+Tp06FDsWps1a6YPPvhA58+f1/Lly5WYmKgnnnjCaZrXX39db7/9tlJTU3Xu3DlduHDhqhdQ7tq1SwcOHFBISIjT+PPnz+vgwYPFrheoqAgLQDlTvXp1NW3a1Gnc4cOHnf4+ffq0xowZowkTJhSav2HDhjpz5ox69eqlXr16acWKFQoPD1dqaqp69epV6DB+9erVi11rQECAo9Y5c+aoX79+mjlzpp5//nlJ0urVqzVp0iS98sor6ty5s0JCQvTyyy9r27Ztlss9ffq02rdv7xSGCoSHhxe7XqCiIiwAFdAtt9yivXv3FgoVBfbs2aMTJ05ozpw5ioyMlCTt2LHDpWUHBAS4fVdEgT/+8Y+66667NHbsWNWrV09bt25Vly5dNG7cOMc0vz4yUNTr3XLLLVqzZo0iIiJUo0aNYtUC4Bdc4AhUQJMnT9a///1vPf7440pMTFRSUpLWr1/vuMCxYcOGCggI0IIFC/Tjjz/qgw8+cPxr/2quv/56JScnKzExUcePH1dOTo7LdXXu3Flt2rTRiy++KEm64YYbtGPHDm3YsEH79+/XtGnTtH379kKvt3v3bu3bt0/Hjx/XxYsXNWzYMNWqVUsDBgzQ5s2blZycrC+++EITJkwodJQFwNURFoAKqE2bNvryyy+1f/9+3X777WrXrp2mT5+uevXqSco/VL9kyRLFx8erZcuWmjNnjubOnevSsgcNGqTevXvrzjvvVHh4uFatWuVWbU899ZQWL16stLQ0jRkzRgMHDtR9992njh076sSJE05HGSRp1KhRatasmTp06KDw8HBt3bpVQUFB+uqrr9SwYUMNHDhQLVq00KOPPqrz589zpAEoBj9jjPF2EQAAwHdxZAEAAFgiLAAAAEuEBQAAYImwAAAALBEWAACAJcICAACwRFgAAACWCAsAAMASYQEAAFgiLAAAAEuEBQAAYOn/AeHZ+hhemQ7TAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot for continuous features vs. Stress Level\n",
    "for feature in features:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    sns.scatterplot(x=feature, y='Stress Level', data=df_cleaned, color='red')\n",
    "    plt.title(f'{feature} vs Stress Level')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_6340\\4182940387.py:4: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x=feature, y='Stress Level', data=df_cleaned, palette='coolwarm')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_6340\\4182940387.py:4: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x=feature, y='Stress Level', data=df_cleaned, palette='coolwarm')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_6340\\4182940387.py:4: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x=feature, y='Stress Level', data=df_cleaned, palette='coolwarm')\n"
     ]
    },
    {
     "data": {
      "image/png": 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wmKxKlSrQ0dFJdYhiSlFRUbhw4UKa9yWf8TN5F0zy+j5+3tXp0KEDXr58mep5BYDo6Gi8f/8eAPDu3btU9zs6OgKAsv63b9+q3G9gYIBKlSpBRBAfH5/umj6nzmQdO3aEn58fVq5cieDgYJVdEMnLS0xMxG+//ZZqeQkJCRo9h5T7sGeBso2DBw/i7t27AD7sb924cSMePHiA0aNHK/dzp6VatWqoVq1aptVRp04dLFq0CAMHDoS9vT26deuGcuXKISIiAqdOncLevXuVv3pbtmyJ2bNno3nz5ujSpQuCgoKwaNEilC1bFjdu3FBZrrOzM44dO4bZs2ejWLFiKFWqFGrWrIlp06bh5MmTqFmzJvr27YtKlSrh3bt3uHLlCo4dO6b8Uurfvz8WLlyIzp07Y+jQobC2tsaGDRuUv06Tf13q6+tj+vTp6NmzJ9zc3NC5c2floZN2dnYYPnx4up8LfX19dOrUCQsXLoSuri46d+6c7nmTT9k9e/ZsREREpPpyOnHiBAYPHoz27dujfPnySEhIwLp165QB6lOioqJQp04d1KpVC82bN4etrS1CQ0Oxe/du+Pr6om3btnBycgLw4ddy/vz5sXTpUpiZmcHExAQ1a9ZEqVKlPrn8bt26YevWrRgwYABOnjwJV1dXJCYm4u7du9i6dSsOHz4MFxcXTJ48GWfOnEHLli1RsmRJBAUFYfHixShevDjq1q0LAGjatCmsrKzg6uqKokWL4s6dO1i4cCFatmyZrkG0x48fT3P8Rdu2bdNdZ7IOHTpg5MiRGDlypPLU5Sm5ubmhf//+8PHxwbVr19C0aVPo6+vjwYMH2LZtG+bNm6dyTgbKY7R5KAaRSNqHTubLl08cHR1lyZIlkpSUpNIe/3/opDoZPXQypcuXL0uXLl2kWLFioq+vLwUKFJBGjRrJmjVrJDExUdnuzz//lHLlyomhoaHY29vLqlWrlOtP6e7du1K/fn0xMjISACqHUb5+/VoGDRoktra2oq+vL1ZWVtKoUSNZtmyZyjIePXokLVu2FCMjIylcuLD89NNPsmPHDgEgfn5+Km23bNkiTk5OYmhoKJaWluLp6SkvXrxQaZOe5yT5kMemTZum+7lLtnz5cgEgZmZmKodxJj+WXr16SZkyZSRfvnxiaWkpDRo0kGPHjqldZnx8vCxfvlzatm0rJUuWFENDQzE2NhYnJyeZMWOGxMbGqrTfs2ePVKpUSfT09FQOo3Rzc/vkYY1xcXEyffp0cXBwEENDQylQoIA4OzvLpEmTJCwsTEREjh8/Lm3atJFixYqJgYGBFCtWTDp37iz3799XLuePP/6Q+vXrS8GCBcXQ0FDKlCkjo0aNUi7jU5IPnfzUX/LhwumpMyVXV1cBIH369PnkupctWybOzs5iZGQkZmZmUqVKFfn555/l1atXyjY8dDLvUYiIfNl4QkSZae7cuRg+fDhevHgBGxubTF/+9evX4ejoiLVr16Jbt26Zvnwiyv4YFohykOjoaJXBZzExMXByckJiYiLu37+fJescPHgw1qxZg8DAwGx9zQgiyjocs0CUg3z77bcoUaIEHB0dERYWhvXr1+Pu3bufPNztc+zbtw+3b9/GsmXLMHjwYAYFojyMPQtEOcjcuXOxYsUKPHnyBImJiahUqRJ+/vnnVIMHM4OdnR1ev36NZs2aYd26dRqd1ZKIcheGBSIiIlKL51kgIiIitRgWiIiISK0cPcAxKSkJr169gpmZWYZO60pERJRXiQgiIiJQrFixNK8Pk1KODguvXr36z3P3ExER0ac9f/78Py/clqPDQvLo7OfPn6s9HTARERGpCg8Ph62tbbqOdMrRYSF514O5uTnDAhERUQakZzc+BzgSERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREaml1bCQmJiIcePGoVSpUjAyMkKZMmXw22+/gRfCJCIiyj60elKm6dOnY8mSJVizZg0cHBzw999/o2fPnrCwsMCQIUO0WRoRERH9P62GhfPnz6NNmzZo2bIlAMDOzg6bNm3CpUuXtFkWERERpaDVsFCnTh0sW7YM9+/fR/ny5XH9+nWcPXsWs2fPTrN9bGwsYmNjlbfDw8O/VKn/KS4uDoGBgdou47NYWVnBwMBA22UQZYmc/h7l+1MVt+eXpdWwMHr0aISHh8Pe3h66urpITEyEt7c3PD0902zv4+ODSZMmfeEq0ycwMBDe3t7aLuOzjB07FiVKlNB2GURZIqe/R/n+VMXt+WUpRIujCTdv3oxRo0ZhxowZcHBwwLVr1zBs2DDMnj0bPXr0SNU+rZ4FW1tbhIWFaf1CUlmZcgMCArBy5Ur06tUL1tbWWbIOIOclXSJN5PT3KN+fqrg9P194eDgsLCzS9R2q1Z6FUaNGYfTo0ejUqRMAoEqVKnj69Cl8fHzSDAuGhoYwNDT80mWmi4GBQZanRGtr6xyVRImyE75Hcxduzy9Lq4dORkVFQUdHtQRdXV0kJSVpqSIiIiL6mFZ7Fjw8PODt7Y0SJUrAwcEBV69exezZs9GrVy9tlkVEREQpaDUsLFiwAOPGjcPAgQMRFBSEYsWKoX///hg/frw2yyIiIqIUtBoWzMzMMHfuXMydO1ebZRAREZEavDYEERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGpp9dBJIqKU3r17h8jISG2XobGAgACVf3MSU1NTWFpaarsMyuYYFogoW3j37h0mjB+PuPh4bZeSYStXrtR2CRoz0NfHpMmTGRhILYYFIsoWIiMjERcfj+8a1kKR/Nq9imxeERQaju0n/BAZGcmwQGoxLBBRtlIkvzmKFeYXF1F2wgGOREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqMSwQERGRWgwLREREpBbDAhEREanFsEBERERqaTUs2NnZQaFQpPobNGiQNssiIiKiFPS0uXJ/f38kJiYqb9+6dQtNmjRB+/bttVgVERERpaTVsFC4cGGV29OmTUOZMmXg5uampYqIiIjoY1oNCynFxcVh/fr1GDFiBBQKRZptYmNjERsbq7wdHh7+pcqjPCYuLg6BgYHaLuOzWFlZwcDAQNtlUB735MkTvH79WttlaCQ4OBgAcPPmTQQEBGi5Gs0VLVoUdnZ2mbrMbBMWdu/ejdDQUHz//fefbOPj44NJkyZ9uaIozwoMDIS3t7e2y/gsY8eORYkSJbRdBuVh7969w/Tp05GUlKTtUjJk79692i4hQ3R0dODt7Q1LS8tMW2a2CQt//vkn3N3dUaxYsU+28fLywogRI5S3w8PDYWtr+yXKozzGysoKY8eOzbLlBwQEYOXKlejVqxesra2zZB1WVlZZslyi9IqMjERSUhLqFcoHC31dbZeTJ4TFJ8I3OAaRkZG5Lyw8ffoUx44dw86dO9W2MzQ0hKGh4ReqivIyAwODL/Kr3Nramr/+KdcrbWoAq3zZ4usm1wuMSYBvcEymLzdbnGdh1apVKFKkCFq2bKntUoiIiOgjWg8LSUlJWLVqFXr06AE9PSZPIiKi7EbrYeHYsWN49uwZevXqpe1SiIiIKA1a/ynftGlTiIi2yyAiIqJP0HrPAhEREWVvDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaDAtERESkFsMCERERqcWwQERERGoxLBAREZFaeulpdOPGjXQvsGrVqhkuhoiIiLKfdIUFR0dHKBQKiEia9yffp1AokJiYmKkFEhERkXalKyw8fvw4q+sgIiKibCpdYaFkyZJZXQcRERFlUxka4Lhu3Tq4urqiWLFiePr0KQBg7ty52LNnT6YWR0RERNqncVhYsmQJRowYgRYtWiA0NFQ5RiF//vyYO3duZtdHREREWqZxWFiwYAGWL1+OsWPHQldXVzndxcUFN2/ezNTiiIiISPs0DguPHz+Gk5NTqumGhoZ4//59phRFRERE2YfGYaFUqVK4du1aqumHDh1CxYoVNS7g5cuX6Nq1KwoWLAgjIyNUqVIFf//9t8bLISIioqyRrqMhUhoxYgQGDRqEmJgYiAguXbqETZs2wcfHBytWrNBoWSEhIXB1dUWDBg1w8OBBFC5cGA8ePECBAgU0LYuIiIiyiMZhoU+fPjAyMsKvv/6KqKgodOnSBcWKFcO8efPQqVMnjZY1ffp02NraYtWqVcpppUqV0rQkIiIiykIahwUA8PT0hKenJ6KiohAZGYkiRYpkaOV79+5Fs2bN0L59e5w+fRo2NjYYOHAg+vbtm2b72NhYxMbGKm+Hh4drvM53794hMjIyQ/VqS0BAgMq/OY2pqSksLS2zZNlPnjzB69evs2TZWSk4OBgAcPPmzRy3XYsWLQo7Ozttl0FEX5DGYWHKlCnw9PREqVKlYGxsDGNj4wyv/NGjR8pDMceMGQN/f38MGTIEBgYG6NGjR6r2Pj4+mDRpUobX9+7dO4wfPwHx8XEZXoY2rVy5UtslZIi+vgEmT56U6YHh3bt3mD59OpKSkjJ1uV/S3r17tV2CxnR0dODt7Z1lAZCIsh+Nw8K2bdswYcIE1KxZE127dkWHDh1QqFChDK08KSkJLi4umDp1KgDAyckJt27dwtKlS9MMC15eXhgxYoTydnh4OGxtbdO9vsjISMTHx6Go/XcwMC6coZpJM3FRb/D67nZERkZm+pdLZGQkkpKS4FS7CUzN+cX1JUSGv8PVC0ezZHsSUfalcVi4fv06/vnnH2zYsAEzZ87EsGHD0KRJE3h6eqJt27Ya9TRYW1ujUqVKKtMqVqyIHTt2pNne0NAQhoaGmpacioFxYeQzK/bZy6HsobidPQoVsdF2GXlCcNBLXL1wVNtlENEXlqHTPTs4OGDq1Kl49OgRTp48CTs7OwwbNgxWVlYaLcfV1RX37t1TmXb//n1ei4KIiCgbyVBYSMnExARGRkYwMDBAfHy8RvMOHz4cfn5+mDp1Kh4+fIiNGzdi2bJlGDRo0OeWRURERJkkQ2Hh8ePH8Pb2hoODA1xcXHD16lVMmjQJgYGBGi2nRo0a2LVrFzZt2oTKlSvjt99+w9y5c+Hp6ZmRsoiIiCgLaDxmoVatWvD390fVqlXRs2dPdO7cGTY2Gd9f3KpVK7Rq1SrD8xMREVHW0jgsNGrUCCtXrkw1MJGIiIhyJ43Dgre3NwAgLi4Ojx8/RpkyZaCnl6FzOxEREVEOoPGYhejoaPTu3RvGxsZwcHDAs2fPAAA//vgjpk2blukFEhERkXZpHBZGjx6N69ev49SpU8iXL59yeuPGjbFly5ZMLY6IiIi0T+P9B7t378aWLVtQq1YtKBQK5XQHBwf8+++/mVocERERaZ/GPQtv3rxJ88JR79+/VwkPRERElDtoHBZcXFxw4MAB5e3kgLBixQrUrl078yojIiKibEHj3RBTp06Fu7s7bt++jYSEBMybNw+3b9/G+fPncfr06ayokYiIiLRI456FunXr4tq1a0hISECVKlVw5MgRFClSBBcuXICzs3NW1EhERERalKETJJQpUwbLly9XmRYUFISpU6dizJgxmVIYERERZQ+ffSGpZAEBARg3blxmLY6IiIiyiUwLC0RERJQ7MSwQERGRWgwLREREpFa6BziOGDFC7f1v3rz57GKIiIgo+0l3WLh69ep/tqlfv/5nFUNERETZT7rDwsmTJ7OyDiIiIsqmOGaBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1NI4LBw6dAhnz55V3l60aBEcHR3RpUsXhISEZGpxREREpH0ah4VRo0YhPDwcAHDz5k389NNPaNGiBR4/fvyfJ24iIiKinEfjS1Q/fvwYlSpVAgDs2LEDrVq1wtSpU3HlyhW0aNEi0wskIiIi7dK4Z8HAwABRUVEAgGPHjqFp06YAAEtLS2WPAxEREeUeGvcs1K1bFyNGjICrqysuXbqELVu2AADu37+P4sWLZ3qBREREpF0a9ywsXLgQenp62L59O5YsWQIbGxsAwMGDB9G8efNML5CIiIi0S+OehRIlSmD//v2pps+ZMydTCiIiIqLsReOehStXruDmzZvK23v27EHbtm0xZswYxMXFZWpxREREpH0ah4X+/fvj/v37AIBHjx6hU6dOMDY2xrZt2/Dzzz9neoFERESkXRqHhfv378PR0REAsG3bNtSvXx8bN27E6tWrsWPHjsyuj4iIiLRM47AgIkhKSgLw4dDJ5HMr2NraIjg4OHOrIyIiIq3TOCy4uLhgypQpWLduHU6fPo2WLVsC+HCypqJFi2Z6gURERKRdGoeFuXPn4sqVKxg8eDDGjh2LsmXLAgC2b9+OOnXqZHqBREREpF0aHzpZtWpVlaMhks2YMQO6urqZUhQRERFlHxm6RHVoaChWrFgBLy8vvHv3DgBw+/ZtBAUFZWpxREREpH0a9yzcuHEDjRo1Qv78+fHkyRP07dsXlpaW2LlzJ549e4a1a9dmRZ1ERESkJRr3LIwYMQI9e/bEgwcPkC9fPuX0Fi1a4MyZM5laHBEREWmfxmHB398f/fv3TzXdxsYGgYGBmVIUERERZR8ahwVDQ8M0L0V9//59FC5cOFOKIiIiouxD47DQunVrTJ48GfHx8QAAhUKBZ8+e4ZdffkG7du0yvUAiIiLSLo3DwqxZsxAZGYkiRYogOjoabm5uKFu2LMzMzODt7Z0VNRIREZEWaXw0hIWFBY4ePYpz587h+vXriIyMRPXq1dG4ceOsqI+IiIi0TKOwEB8fDyMjI1y7dg2urq5wdXXNqrqIiIgom9BoN4S+vj5KlCiBxMTETFn5xIkToVAoVP7s7e0zZdlERESUOTQeszB27FiMGTNGeebGz+Xg4ICAgADl39mzZzNluURERJQ5NB6zsHDhQjx8+BDFihVDyZIlYWJionL/lStXNCtATw9WVlaalkFERERfiMZhoU2bNlAoFJlWwIMHD1CsWDHky5cPtWvXho+PD0qUKJFm29jYWMTGxipvp3W+h/SIi3qToflIc3yuSVP3ngfgTUjG3tukmXeR77VdAuUQGoeFiRMnZtrKa9asidWrV6NChQoICAjApEmTUK9ePdy6dQtmZmap2vv4+GDSpEmfvd7Xd7d/9jKIKHOZmppCR0cHx/1TX9WWso6Ojg5MTU21XQZlcxqHhdKlS8Pf3x8FCxZUmR4aGorq1avj0aNH6V6Wu7u78v9Vq1ZFzZo1UbJkSWzduhW9e/dO1d7LywsjRoxQ3g4PD4etra2mDwFF7b+DgTHPNvklxEW9YTijdLG0tMQvv/yC169fa7sUjQUHB2Pv3r1o3bo1ChUqpO1yNFK0aFFYWlpquwzK5jQOC0+ePEnzaIjY2Fi8ePHis4rJnz8/ypcvj4cPH6Z5v6GhIQwNDT9rHQBgYFwY+cyKffZyiChz2dnZwc7OTttlaOzZs2fYu3cvqlSp8sndqEQ5WbrDwt69e5X/P3z4MCwsLJS3ExMTcfz4cZQqVeqziomMjMS///6Lbt26fdZyiIiIKPOkOyy0bdsWwIdrQfTo0UPlPn19fdjZ2WHWrFkarXzkyJHw8PBAyZIl8erVK0yYMAG6urro3LmzRsshIiKirJPusJCUlAQAKFWqFPz9/TNlv9yLFy/QuXNnvH37FoULF0bdunXh5+fHq1cSERFlIxqPWXj8+HGmrXzz5s2ZtiwiIiLKGuk+g+OFCxewf/9+lWlr165FqVKlUKRIEfTr10/lHAhERESUO6Q7LEyePBn//POP8vbNmzfRu3dvNG7cGKNHj8a+ffvg4+OTJUUSERGR9qQ7LFy7dg2NGjVS3t68eTNq1qyJ5cuXY8SIEZg/fz62bt2aJUUSERGR9qQ7LISEhKBo0aLK26dPn1Y5qVKNGjXw/PnzzK2OiIiItC7dYaFo0aLKwY1xcXG4cuUKatWqpbw/IiIC+vr6mV8hERERaVW6w0KLFi0wevRo+Pr6wsvLC8bGxqhXr57y/hs3bqBMmTJZUiQRERFpT7oPnfztt9/w7bffws3NDaamplizZg0MDAyU969cuRJNmzbNkiKJiIhIe9IdFgoVKoQzZ84gLCwMpqam0NXVVbl/27ZtvHIZERFRLqTxSZlSXhMiJV61jIiIKHdK95gFIiIiypsYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1Mo2YWHatGlQKBQYNmyYtkshIiKiFLJFWPD398cff/yBqlWrarsUIiIi+ojWw0JkZCQ8PT2xfPlyFChQQNvlEBER0Uf0tF3AoEGD0LJlSzRu3BhTpkxR2zY2NhaxsbHK2+Hh4RlaZ1zUmwzNR5r7Es912LugLF8HfcDnmjLibWyitkvIM7LqudZqWNi8eTOuXLkCf3//dLX38fHBpEmTMrw+U1NT6Osb4PXd7RleBmlOX98Apqammb5cU1NT6BsY4MzhLZm+bPo0fYOs2Z6U+5iamsJAXx/7A95ru5Q8xUBfP9PfowoRkUxdYjo9f/4cLi4uOHr0qHKswtdffw1HR0fMnTs3zXnS6lmwtbVFWFgYzM3N07Xed+/eITIy8rPr/5ICAgKwcuVK9OrVC9bW1touR2OmpqawtLTMkmXnxO0J5OxtmpXbM6d69uwZvL29MXbsWJQoUULb5WQrOfE9mpPfn0D636Ph4eGwsLBI13eo1noWLl++jKCgIFSvXl05LTExEWfOnMHChQsRGxsLXV1dlXkMDQ1haGj4Weu1tLTMsR901tbW/CD6SE7engC3KeV+Ofk9yvfn/2gtLDRq1Ag3b95UmdazZ0/Y29vjl19+SRUUiIiISDu0FhbMzMxQuXJllWkmJiYoWLBgqulERESkPVo/dJKIiIiyN60fOpnSqVOntF0CERERfYQ9C0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKQWwwIRERGpxbBAREREajEsEBERkVoMC0RERKSWVsPCkiVLULVqVZibm8Pc3By1a9fGwYMHtVkSERERfUSrYaF48eKYNm0aLl++jL///hsNGzZEmzZt8M8//2izLCIiIkpBT5sr9/DwULnt7e2NJUuWwM/PDw4ODlqqioiIiFLSalhIKTExEdu2bcP79+9Ru3btNNvExsYiNjZWeTs8PPxLlfef4uLiEBgYmCXLDggIUPk3q1hZWcHAwCBL15FTZOX2BL7MNuX2VJXT36Pcnqq4Pb8shYiINgu4efMmateujZiYGJiammLjxo1o0aJFmm0nTpyISZMmpZoeFhYGc3PzrC5VrWfPnsHb21urNXyusWPHokSJEtouI1vg9sx9cvo25fZUxe35+cLDw2FhYZGu71Cth4W4uDg8e/YMYWFh2L59O1asWIHTp0+jUqVKqdqm1bNga2ubLcJCVv8S/RJyWtLNStyeuU9O36bcnqq4PT9fjgoLH2vcuDHKlCmDP/744z/bavJAiYiI6H80+Q7NdudZSEpKUuk9ICIiIu3S6gBHLy8vuLu7o0SJEoiIiMDGjRtx6tQpHD58WJtlERERUQpaDQtBQUHo3r07AgICYGFhgapVq+Lw4cNo0qSJNssiIiKiFLQaFv78809trp6IiIjSIduNWSAiIqLshWGBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1Mo2V53MiOQzVWenq08SERHlBMnfnem56kOODgsREREAAFtbWy1XQkRElDNFRETAwsJCbZtsdyEpTSQlJeHVq1cwMzODQqHQdjlZJvnqms+fP+cFs3IJbtPchdszd8kr21NEEBERgWLFikFHR/2ohBzds6Cjo4PixYtru4wvxtzcPFe/cPMibtPchdszd8kL2/O/ehSScYAjERERqcWwQERERGoxLOQAhoaGmDBhAgwNDbVdCmUSbtPchdszd+H2TC1HD3AkIiKirMeeBSIiIlKLYYGIiIjUYlggIiIitRgWiIiISC2GhVwsKSlJ2yVQNpT8uuDYZiJKL4aFXGju3Lm4efMmdHR0GBhIRVxcnPK0rgEBAVquhijvyalhnWEhl4mMjMTOnTtRv3593Llzh4GBlLZv345169YBAIYOHYrWrVsjJiZGy1XlPSm/JHLaFwZ9ntjYWGVYf/r0qZar0QzDQi5jamqKTZs2wc3NDfXr18ft27cZGAgA4Ovri759+6J58+ZYt24d1qxZg3z58mm7rDwjORgkB7TExEQoFAoGhjxi27ZtWLZsGYAPYd3DwwNRUVFarir9eFKmXOrly5cYMGAA/Pz8cPr0aVSqVAlJSUn/eWUxyt2qV6+OGzduYPz48Rg/fry2y8kzRAQKhQJHjhzBihUrEB4eDmNjYyxYsAA2NjbaLo++gHHjxsHb2xsNGzbElStX4OvrCwcHB22XlW785shlkrOfjY0NlixZglq1asHNzY09DHlU8ushNjYW8fHxKFOmDDp27Ahvb2/8+eefiI6OVmlHWUOhUGDPnj345ptvUKFCBXTp0gWvXr2Cs7Mznj17pu3y6Av47bff8NVXX+HUqVMYMGBAjgoKAHsWco3kXy4fe/HiBQYMGICLFy+yhyGPiY+Ph76+PoAPAxsNDAyU9w0ZMgR//PEHlixZgs6dO8PIyAgA8PjxY5QqVUor9eZm4eHh8PDwQKtWrTBq1Ci8ePEC9erVQ9OmTfHHH38o233qfUw5U/L2jIuLg56eHnr27AlDQ0OsXLkSc+bMQa9evWBiYpIjtruetgugz5f8Qjtz5gz++usvvH//HvXq1UOHDh1QvHhxLFu2DP369YObmxvOnDmDihUrMjDkYleuXEH16tWVQWHx4sW4cOECSpYsiebNm6Nu3bqYP38+FAoFBg8ejLi4ODRu3BgjRoxATEwMjhw5ouVHkPtER0fj+fPn6Ny5M4KCglCrVi20bNlSGRQ2bdqEb7/9lhcuykVShvXkz9s1a9YAAIoUKYLhw4dDoVCgZ8+eMDExAQDcvXsX9vb2WqtZLaFcYefOnVKwYEHx8PCQnj17ikKhkOnTp0tsbKyIiLx8+VLatGkjCoVC7t69q+VqKauMGzdOatWqJX/99ZeIiEydOlXMzc2lZ8+eYmNjI40bN5YVK1Yo248cOVIKFCgg9vb24ujoKHFxcdoqPVdJSkoSEZHExETltGbNmomPj4+UKFFCBgwYoHyuAwICpG3btrJjxw6t1EqZ6+LFiyq358+fLx06dJDhw4fLiRMnlNN//fVX0dfXl1mzZsk///wjHh4e4ubm9oWrTT+GhVzA399fbGxs5I8//hCRDx8+pqamolAoZOTIkRIfHy8iIs+ePZOOHTvKvXv3tFkuZaFz585JgwYNpEWLFrJp0ybp2bOnnD59WkRE/v33X2nfvr24ubnJ8uXLlfOcOHFCjh49KgkJCSIiytcLZUxyUDh9+rRs3LhRAgMDJTExUQYPHixmZmbSokULlfajR4+WKlWqyPPnz7VRLmWiiRMnirOzs+zatUtERKZPny7m5uYyYMAAKVmypHz99deyaNEilfbJYd3JySlbh3WOWcjhkpKSsGnTJty5cwdTpkzB8+fPUa9ePbRq1QrOzs7o3bs3pkyZgpEjR8LAwACJiYnQ1dXVdtmUBeT/d0ddvnwZP/30E4yNjREcHIzdu3ejWLFiAIAHDx5g7NixePPmDbp27YrevXurLIOvj8+TvA127tyJ3r17Y+DAgejduzdKly6NoKAgdOrUCREREWjUqBHKlSuHCxcuYPv27Th9+jSqVaum7fLpM129ehW//PILFAoFunXrhlOnTqFbt25wc3PDq1evMGrUKDx//hwdO3bEoEGDAADnzp1DfHw86tWrB11dXSQkJEBPLxuOENBuVqGMSv71IvJhF4O/v7/ExsZKkyZNpFevXpKQkCCBgYFiY2MjCoVCfv31Vy1WS1kt5etBROT8+fPi5uYmJiYmsnHjRpX7Hjx4IJ06dZJKlSrJ/v37v2SZecLp06fF3NxcVq9enWq7BAcHy08//STOzs5SvXp1ad++vdy8eVNLlVJmSt7ldOvWLWnUqJE0bdpUnJyc5MmTJ8o2T58+FU9PT6lXr54sXrw41TKSe/eyI4aFHCb5wycyMlLltsiH0ODk5CSHDx8WEZGQkBDp27evrF27Vu7cufPli6UvIuVr4K+//pKQkBAREbl8+bK4ublJs2bN5MCBAyrz3LlzR8aNG5etP5xyqmnTpknbtm1FROT9+/dy7Ngx6dy5s3Tv3l127twpIh+2WXR0tHJMEeVsH4fCq1evSpMmTcTY2Fj+/PNPlfuePXsm3bp1E3t7e+XuipyAw+FzGIVCgQMHDqB9+/b45ptvsHbtWoSHhwMAIiIicP36ddy/fx+vX7/GzJkz4efnhzZt2mTfEbb0WZKSkpSHXJ09exa//PILxo0bh4iICFSvXh3Tpk1DTEwMFi1ahL/++ks5n729PSZPngxdXV0kJiZqq/xc6d27d7h9+zZ27NiBLl26YNasWQgKCkJUVBR8fHzw+PFjKBQK5MuXT+VwVsqZJMVhj/v378fr16/h6OiIOXPmoE6dOti4cSN2796tbG9ra4tJkyahc+fO8PDw0FLVGaDttEKa8fPzE1NTUxk5cqTUr19fatWqJQMHDpTg4GAREfHx8RGFQiHlypWTggULypUrV7RcMWWVlL9mFi1aJP369ZNixYqJubm5DB06VMLCwkRE5MKFC/L111+Lh4cHR9xnspTbIHlwWlhYmNStW1fKlCkj3bt3lyNHjoiIyMmTJ6VKlSry8uVLrdRKmS/l0S5nz56VqlWrSt++feXt27ciInLt2jXlLolP9SLklN49hoUcIOUH0o4dO2TcuHHK29OnT5fatWtLv3795N27dyLyYX/1wYMH5dmzZ1+8VvryJk+eLBYWFrJ161Y5duyYdOvWTRwdHWXQoEHKwODn5ycODg4ycuRILVebeyS/Lw8dOiS9evWS2rVry7hx4+TBgwciIvLixQuV9mPGjJGaNWsqgz3lbCk/l+fPny99+/aV4sWLi6mpqQwYMECCgoJE5H+7JNzd3VONH8pJGBayueQX5KVLl2T37t3i5eUlU6dOVd6fkJAgv//+u7KHIfkFSrnTjRs3lP9PSkqS4OBgqVGjhsyfP185PTY2VsaPHy+lS5eW4cOHS3h4uIh8GHiVU37F5BS7d+8WU1NTGTZsmCxevFhKly4ttWrVUjmXyf79+2XkyJFiYWEhV69e1V6xlCWmTJkiFhYWsnPnTvH19ZV+/fqJo6Oj9O3bV968eSMiH3oYHB0dZfjw4VquNuMYFnKA7du3i4mJidjY2IiRkZE4OjrK+/fvlfcnJibKzJkzpWLFijJs2DBJTExMNeCGcr4xY8ZIhw4dROR/ITIuLk5q1qwpo0ePVpkuIvL111+LpaWlDB06VBkYRHJOt2d2FxgYqBLUEhISpGDBgvLTTz8p20RGRkrfvn2ldu3aKkGPciZ/f3/l/5OSkiQkJERq164tM2fOVJnu7e0tpUqVUtlFfP/+/Rz93uMAx2xK/v/0F+/fv8fBgwexcOFCXLlyBXPmzIFCoYCnpyciIiIAADo6Ohg+fDh++OEHDB06FDo6Otn+POOkuXbt2mHDhg0APlxVFPgwwLFkyZI4f/48AgICVNrXqFED1apVw40bN7Bp0ybldJ5HIXMYGBhARNCpUyc8evQIJUqUwLfffouZM2cCAM6cOQNdXV3Mnj0be/fuRZUqVbRcMX2OiRMnYtq0aZAPP7KhUChgZmYGfX195fsR+DAIfcyYMbC3t8eGDRvw66+/4u3btyhXrlyOHlDMsJBNKRQK+Pv746uvvsKrV6/g6uqKIkWKoE+fPhg2bBgCAgLQrVs3lcDw448/ws7OTruFU5apXr069PT0sH37dri6uuLMmTMwNDTEzJkzcfv2bfzwww949OgR4uPjkZCQgMePH6N3794wNzfHxo0btV1+riIieP/+PYKCgnD06FE0a9YMLVu2xJIlSwB8OPnVvHnzcOHCBZiamqJQoUJarpg+V7t27bB582YoFAo8efIEwIfXgZ2dHc6ePZvq6qHOzs5wcXHBvXv3VN5/OTWsMyxkM8k9CleuXMGjR49gYWEBX19f5YVGdHV10aVLFwwaNAhv375F69atERkZqc2S6QvLnz8/nJycMGLECJw+fRq2trY4efIkLl26hHbt2qF+/fqoWbMmrl27Bk9PT7Ro0QIhISF4//69tkvPkRITE5Xvy+RLvCsUChQvXhzt27dHt27dUKFCBSxbtkz5RbB69Wo8evQI5cuX11rdlLmqVKkCPT097Nq1C3Xr1sWhQ4egp6eHOXPmICAgAL1798bdu3cRHR2NhIQE3LlzB99//z2KFi2KdevW5dgehWTZ8JySeVvyeRQGDx6MxYsXY9KkSRgyZAjatGmD8+fPQ19fH3p6eujcuTNiYmKwbds2hIaGwtTUVNulUxZI6+qgjRs3hrGxMWbMmIFhw4Zh/vz5qFevHm7cuIF169bh1atXMDMzw5gxYwAAvr6+sLOzy56nkM3G/v33X9jZ2SkDwPHjx3HgwAFER0ejXr168PDwwKhRo/DkyROcP38eq1evhojg6tWrWL16NXx9fWFjY6PlR0GZrWDBgqhbty68vLwgInB3d4evry8aNmyIdu3awdDQECKCiIgIbN++HSKC33//HVFRUTAzM9N2+RmnnaES9LHkgWmBgYHStWtXmTdvnoh8GLx47NgxqVatmtSqVUtiYmKU88THxysPjaPcJ+Ux3Js2bZLZs2fLL7/8ojw0z9/fX7799ltxdHSUU6dOpZrnwYMHMmLECLG0tOQphTW0Zs0aqVSpkuzbt09ERI4dOyYKhUI6deokjo6O4ujoKF9//bWEhYXJs2fPZOjQoVK0aFGpXr26eHh4cDBjLpHy/ZTS33//LR07dpTKlSvLwYMHReTDYNZFixbJr7/+Kj4+PsoLsnXv3l3c3d0lOjr6i9WdFRgWspGzZ8+Ku7u71KxZUy5cuKCcHh8fL0ePHhVHR0epV6+eSmCg3CnlUQ2jRo0Sa2tr6datm9SoUUPKli0rS5YsEZEP1yH47rvvxNnZWeXyt6GhoTJv3jypWrWqXLt27YvXn9O9efNGatasKXXr1pU9e/ZI9+7dlQFeRGTfvn1Sv359adSokURERIiISFBQkCQkJKgcqUQ5V8qgsG7dOpk2bZr8+OOPcuvWLUlMTJQbN25Ip06dpHLlyspLwqd83969e1eGDRsmlpaWuSI8MixkIw8fPhR7e3tRKBSpLjKSkJAgx48fl5IlS0rTpk21VCF9aVu3bpXixYsrv/D/+usvUSgUymsMiHy4LPXXX38tPXr0UJk3KiqKJwDKgOQP/Ddv3kidOnWkfv364uLiojwTo8iHQ1Z3794t1apVkz179ojI/w5J5WHLucuoUaPEyspKevfuLfXr15eSJUvKnDlzROTD2VG7dOki1apVk7179yrnCQ8Pl6VLl4qTk1OuCesMC9nMkydPxMnJSVxdXeX48eMq9yUkJMipU6fk33//1VJ1lNX27Nkj/fr1U96eM2eO8twKGzduFHNzc2WQDA8Pl6dPn4rIh5O+fKrLlP5b8nMXFRUlMTEx8vDhQxH50LXcqlUrUSgUMmnSJJV5EhISpGzZsvLLL7988Xrpy9ixY4fY2toqv/CPHj0qCoVCtm/frmzz999/S7NmzaRbt24q88bExChP+5wb8GgILZH/H1197949HDt2DH///TdevHiBkiVLYsuWLQgPD8f06dNx6tQp5Ty6urpwc3ND6dKltVQ1ZaX4+HhcvnwZp06dwsmTJwEAr169gpGRES5fvoz+/ftj2rRp+OGHHwAAmzZtwurVqxEfH49q1apBR0dHOVqf0i95EOmdO3fQtWtXuLi4wN7eHlWqVMHixYuxZcsWNG3aFNu2bVO5IJCuri5Kly4NY2Nj5fuZcpegoCDl+Uo2btyIdu3aYdGiRWjXrh0iIiLw6NEjODs7Y9asWVi9ejWA/322GxoawtLSUovVZzIth5U8Kbmbcvv27WJjYyN2dnZSsmRJqVChgpw+fVpERO7duydVqlSRFi1aKC85Tbnf3bt3pVy5ctKrVy8R+TCIMX/+/KJQKGT9+vXKdlFRUeLu7i6DBw/WVqm5QvJ78caNG2JhYSGDBg2SFStWyM6dO6VNmzaio6MjPXr0kJcvX0rjxo2lQoUK4uXlJTt27JCff/5ZjIyMePn3XGzs2LHSvn17uXTpkpiZmansHl6xYoWMHTtWZeBibu7dY1j4AlK+gJJHyF68eFHMzMxk6dKl8uLFCzl16pR07dpV8uXLJ2fOnBGRD6PZbW1t5dtvv+WgqVwsNDRU5fauXbtUujqnTJkiNjY2MnXqVAkMDBQ/Pz9xd3eXatWqKV9P3E+ecUFBQeLk5KQ8ZXbK6QsXLhQDAwMZPHiwxMfHS9OmTUWhUEjt2rWlf//+cuvWLS1VTVnF29tbOZj1n3/+kcKFC4tCoZC1a9cq20RHR0uLFi1kwIABeea9x7DwhTx58kT5okpISJAVK1ZIgwYNVIJEQECAdOnSRZycnCQgIEBERB4/fswxCrnYli1bpFGjRrJu3TrltLi4OOnRo4c4OTnJ06dPJSAgQLy9vaVAgQJSqFAhqVq1qjRt2lR5SeScfL757ODKlStSuXJluXnzpvK5TH5fhoaGypQpU8TAwEB8fX0lNDRUHB0d5dtvv1W53gblXCm/7JOSkmTy5MlSuXJl5UW/Zs6cKSVKlBAvLy95/vy5+Pr6iru7u1StWjVPhXWGhS8gJiZGatWqJXZ2dsoX1ezZs6VAgQISEhIiIv97se3fv19sbW3l9u3b2iqXvpCEhAQZMmSI6OrqirW1tXTs2FEePHggiYmJ4uvrK+XLl5dZs2aJyIceqaCgIDlz5ozcvXtX+WWW/GFFGbdq1SrJly+f8vbHH/yPHj0SCwsL5dVe3759K48fP/6SJVIWSWu3wbVr18Td3V1+++03ERF5+vSpzJ49W6ysrKRgwYJStWpVcXd3z3NhnQMcvwADAwPMmDEDpqamqF69OkQEbdq0gbW1NVatWoXQ0FDlhZ/KlSsHfX195TUfKPfS1dXFd999h1atWmH+/PmIj4/H8OHDMWXKFDg7O6NHjx6YMmUKXr9+DT09PRQuXBj16tVDhQoVlIMZeVbGz1e2bFkAwI4dOwAg1UXYSpUqhdKlSyMoKAgAYGlpyWuw5BLJZ0edOnUqevfujZCQEFSrVg1t27bFzJkzcf/+fZQoUQI//vgj7t27h/3792PXrl3Yv38/9PX1kZCQkGOv9aAphoUs8PGIdIVCgTp16mD58uWIjo5GzZo1Ubp0aXzzzTdYtWoVli9fjtevXyMyMhIrV66Ejo4OP4xysejoaOX/69WrB2trayxYsAA7duxAjx49cPfuXTg6OqJGjRooUKAAhgwZkuZyPj4NNGWMnZ0dzM3NsXbtWjx9+lQ5Pfl9HBISAiMjIzg7O2urRMoiIoLg4GAsXrwYq1atwsiRI7Fo0SJ069YNnTt3hqenJ6Kjo6Gnpwdzc3PUqlULpUuXzpNhnZ82mSz5MKzAwED4+fkpp+vo6MDZ2Rlr165FcHAw3NzcMGXKFLRt2xZr166FnZ0dmjRpgpUrV2Lr1q0oUqSIFh8FZZUjR46gXbt2uHHjhnLakiVLEBcXh9GjR+O7777D+vXr0b59e2VI2LZtG/766y9tlZzrFS9eHEuWLMGhQ4cwbtw4/PPPPwD+F8Zmz56NV69eoV69etoskzLJxz/mChUqhD///BOlS5dGTEwM7t27h7p166JcuXIwMzPDqlWr0jw0Nq+FdYWk9SzQZ3n+/DmcnJzw7t07uLm5oXbt2mjcuDFcXFxgbm4Of39/5aWDz549i8DAQPz1118oUKAAqlevjpIlS2r7IVAWWbBgAbZs2YIrV65g4sSJcHd3R5UqVfDXX39h2bJl+Omnn5RfSqdPn8bGjRvx+PFjHDx4MM90d2pDYmIiVqxYgcGDB6NMmTJwdXWFtbW18rk/fvw4nJyctF0mfSYRUe5mWr9+PSwtLVG3bl2Ym5vj119/RVJSEjw9PbF3717MmDED8fHxKFWqFI4cOQIrKystV69dDAtZ4OnTp2jbti2io6NhZmYGBwcHbNmyRXmil1atWkGhUMDLywulS5fG4cOHU+0npdzr7du3WLFiBX7//Xc4OTmhY8eO6NOnDzp06IASJUpg1qxZyrbh4eEwMzODQqFAYmIiA0MWu3jxIn7//Xfcu3cP+fPnR7Vq1fDjjz/C3t5e26XRZ0oZFC5evIjvv/8ehQsXhq2tLWbNmoXbt29j5syZmD59OqpUqYITJ05gxYoVCAwMxLFjx/JcT8LHGBayyMOHD/Hzzz8jKSkJXl5esLa2xvnz57Fw4ULEx8fj1q1bKFOmDG7duoU2bdpg165dKi9myh1SbtOPt++ZM2ewfv16bNy4EZ07d0adOnXQr18/bNmyBd9+++0nl0NZKzExETo6OlAoFGleIpxynpTvnxEjRuDOnTtYuHAh/Pz8sGnTJvj5+eHPP//EggULEB0djbNnz0KhUODt27ewtLTkawEMC1nq3r17GDp0KJKSkuDt7Y0aNWoAAEJDQ7Fv3z7cvXsXBw8exJ9//skuzlwoOjoaRkZGqT5kUn5whYSE4Nq1a+jbty+KFy+Of/75BzY2NtizZw93R2mJuoBHOVtAQAB69+6NkSNHomHDhgCAmJgYeHt7Y8+ePbC3t8euXbvg4+ODkSNHKufj64ADHLNUhQoVsGDBAujo6GDcuHE4ffo0ACB//vzo1q0bvL29cenSJQaFXOinn35CqVKlEB4enuqaDSk/dAoUKIAGDRrg5s2bqFu3LiwsLGBmZgZbW1ttlE1Q3T55/QsiN5kzZw4aNWqEqKgold1K+fLlw2+//YYZM2agePHiSExMxPXr11Xm5euAPQtfxIMHDzBkyBCICMaPH486depouyTKYtevX0fPnj2RlJSEM2fOwNzc/JPdmMljERITE3Hv3j3Y29srA0Ze7vYkykx///03OnTogKCgIJw7dw7VqlUDAJWxQFFRUbh58yZcXFw4PugjDAtfyIMHDzBixAgEBwdjzpw5qFWrlrZLoix2+/ZtdOnSBUlJSTh79qzawPBxNycHMxJl3KfeZ9evX0fz5s3h6OiIDRs2KK8KmdZuhoSEhDx1HoX/wrDwBd29exfjxo3DrFmzUKJECW2XQ1+AJoGBiD5fyvfXoUOH8PjxYxQoUACVKlVC1apVceXKFTRv3hy1a9fG6tWrUaBAAS1XnDMwLHxhcXFxMDAw0HYZlAXSCgFJSUm4c+cOPD09GRiIvqCff/4Z27ZtQ/HixWFmZoYrV65g3bp1aNKkCa5du6YMDCtWrEDBggW1XW62x0+rL4xBIXdK+eV/+/Zt3Lt3D0+fPoWOjg4qVaqEjRs3QkdHB3Xr1k1z0CMRZZ7169dj3bp12LRpE3x9fdGiRQsEBQXh7du3AABHR0ccOnQIe/bswYwZM7Rcbc7AngWiz5Ryf+fEiROxefNmJCYmIjQ0FMuXL0fbtm0BfAgRnp6eAICTJ08if/78WqqYKHdKfi96eXkhIiICCxcuxK5du9C9e3fMnj0bffv2RWRkJIKDg2FnZ4cHDx6gdOnSHB+UDuxZIPpMKYPC0qVLMW/ePJw9exZff/01OnfujGXLlgGAsofh9evXn7w4FBFpJuXv3cTERAAf3pMFCxbEvn370L17d8yYMQN9+/aFiGDPnj3YunUr3r9/j3LlyimPRCL1ONSTKBNcu3YNvr6+WLNmDZo1a4a9e/fi+PHjaNiwIX744QcoFAr07dsXFStWxPnz53keBaJMkhzWV65cCQMDA3Tt2hVWVlaYPHkyYmJiMHPmTAwYMADAh9Onr127Fi4uLjAxMVEugz0L/409C0SZoECBAmjbti0aN26MU6dOYcCAAZg8eTIOHDiAZs2aYfjw4Zg7dy6AD5dE5q8Zosy1cuVKrFu3DgAwZMgQtGjRAgkJCShTpgwePnyI+/fvo2PHjnj79i0mTZqk5WpzHo5ZINLQp45kCAkJQYECBdCzZ08YGBhg0aJF0NPTQ9++fXHp0iWYm5vjzJkzPBscUSZKfj9ev34dHh4e8PHxgaenJ+Lj4/Hdd9/hypUrCAsLQ6VKlaCvr48TJ05AX1+f5zLREHdDEGkgZVA4evQoYmJiUL58eVSoUAEFChRAREQEbt68iaZNm0JPTw8JCQl4+/YtFi9ejDp16kChUPA880Sf4eP3j46ODkQExYsXR82aNXHu3Dl4enpCX18fe/bsgZ+fH0JDQ1G4cGE4OTlBR0eHJ1zKAD5bRBpIDgqjRo3C2rVrERMTAwcHB7Rt2xajRo2CmZkZmjRpglmzZiEkJAT+/v6Ij49HrVq1GBSIPkPyeyf5/bNmzRoEBQVh1KhREBEULFgQHTp0QJcuXdC9e3flWXI/PltuUlISg0IG8BkjSofkDyoRwcOHD3HhwgUcOXIERkZGWLhwIXbu3ImwsDBMmTIFPj4+0NfXx9WrV+Ho6IglS5Yoxyiw25MoY4KCghAXF6c8V8KNGzewdu1aHD58GI0bN8aPP/6I9u3b48CBA1i8eDEqVaoEc3PzVMvhydAyhs8a0X9ISkpS/pqJiooCABQrVgz29vYoX748Jk+eDDc3Nxw7dgwTJ06EiGDy5MnYvHkzVqxYAX19fSQkJDAoEGXQxo0b0b59e9SsWRPVq1dH9+7dkZCQgJs3b6JSpUrYuXMnKlSogLVr18LY2BgvXrxAaGiotsvOVdizQPQfkn+JTJo0CTt37oShoSH09fVhaGgI4MMlx728vAB8GMcQEhKC+fPnKw/NEhF2exJl0KpVqzBw4EDMmjUL9vb20NPTw6pVq7Bo0SK8e/cOf/zxB4APp3deu3YtgoKCcOvWLaxfvx5jxozRcvW5Bz/BiD4h5WDGtWvXYt68eRg7diz8/Pxw4sQJ9OvXT3nCpeTAEBYWhpiYGJWxCRyjQJQxV69ehbe3N9asWYMOHToopzs4OOCrr77C8OHDoVAosHbtWixcuBBXr17FP//8g02bNmHUqFFarDz34aGTRP9h586dePv2LfLnz4/27dsjIiICK1aswOrVq1GnTh0sWbJE2TYyMhImJiYczEiUCfbu3Yvx48fj0KFDKFy4MHR1dZXvq9DQUMyaNQvz58/H7t270aBBg1Tzx8fHQ19fXwuV5z4cs0D0kZQXeLp16xaGDBmC/v37K0+iZGZmhp49e+L777/H+fPnMXjwYGV7U1NTBgWiTHL16lUEBgbCyspKJSgAH3rzunXrhqioKLx8+TLN+RkUMg/DAtFHknc9+Pj4YM+ePZg+fTrs7Oywfv16ZZv8+fOjV69e6NWrF7Zv346ZM2eqLINBgejzVaxYEREREThy5AiA1O+r0qVLw8rKCpGRkdooL0/hmAWi/5dyjMLmzZuxaNEiHDx4EKVLl4aenh6GDx+Ozp07Y9OmTQAACwsLdO/eHdbW1mjXrp02SyfKlVxcXKCvr49ly5bB3t4eJUqUAADlYcjPnj1DoUKFUL58eS1XmvtxzALRR06ePIkDBw6gePHiGDZsGAAgOjoae/bswc8//4y6deti48aNqebjeRSIMt+mTZvQs2dPtGvXDj/99BOqV68O4MNhzB06dEBERAROnjzJ8ydkMfYsEP0/EcHTp0/Rpk0bREZGYuTIkcr7jIyM0KZNG+jo6OCXX35Bs2bNcPjwYZX5GRSIMl/79u3x/v17DBo0CKdPn0a1atWQP39+PHv2DBEREfD394eOjg7DehZjFKM8LWXHmkKhgJ2dHf766y+ULl0avr6+8PPzU95vZGQEDw8PTJgwASYmJioDIYkoa+jp6aFPnz64ePEi2rRpg+joaOjr66NVq1b4+++/edKzL4S7ISjPSjlGITo6GkZGRsoLzJw4cQK9e/eGq6srRo4cCUdHR+V8sbGxyhMyfeoKlET0ZbBH4ctgWKA8KeWX/Jw5c3DmzBlERkbCwcEBo0ePhpWVFY4ePYp+/fqhbt26+Omnn1QCAxF9eTwkWXv4k4jypOSg4OXlBW9vb7i4uKB48eK4ePEiatSogWfPnqFJkyZYvnw5Lly4gLFjx+LBgwdarpoob2NQ0B72LFCekdybkPzr5P79+2jdujXmzp2L5s2bAwDu3LmDoUOH4unTp7hw4QIsLS1x6NAhrFixAlu3buUuByLKk/jJR3lGYGAggP8NagwLC8OzZ89QrFgxZZsKFSrA29sb+fLlw7FjxyAiaN68ObZv3w4dHR0OaiSiPIlhgfKEa9euoXjx4tixY4eyd6BMmTIoX748Dh06pDyVs46ODhwcHPD+/Xs8efIkVbcnexaIKC/iJx/lCdbW1ujXrx+6dOmCPXv2AACMjY3h5OSEffv2YdeuXcq2IoKCBQuiQIEC2iqXiChb4ZgFyjNev36NqVOnYsGCBdixYwe++eYbvH37Fl27dsXbt29Rrlw51KhRA3v27EFwcDCuXr0KPT2et4yIiGGBcq0XL17AyMgIBQsWVE4LDAyEt7c3Fi1ahK1bt+K7777Du3fvsHTpUpw6dQpxcXEoUaIE/vzzT+jr6/MYbiIiMCxQLrVjxw706dMHxYoVQ9++fVG0aFF07twZABAXF4dRo0ZhwYIF2LJlC9q3b688UiIqKgrGxsYAoDxBExFRXsdPQsp14uLicOLECSQkJCA4OBi7du3CkydPMHXqVJQvXx4DBw5E27ZtYWZmhk6dOsHCwgJNmzYFAGVQEBEGBSKi/8eeBcqVXr9+DR8fHzx+/BgODg4YPnw4du3ahUOHDuH69euIiYlB2bJlcf78eSQmJsLf3x/Ozs7aLpuIKFtiWKBc69WrV5g6dSouXryI77//HoMGDQIA3L17F4GBgVi9ejXu3r2Lt2/f4s6dO+xJICL6BIYFytUCAgIwdepUXLp0CW3atMGYMWOU9yWfyTH5X45RICJKG8+zQLmatbU1xo4di6+++gp79+7F9OnTlfcln4hJoVAgKSmJQYGI6BPYs0B5QmBgIKZOnYrLly+jQYMGmDJlirZLIiLKMdizQHmClZUVxowZgzJlyiAoKAjMyERE6ceeBcpT3r17h/z586tcfZKIiNRjWKA8KfkkTERE9N8YFoiIiEgt/rQiIiIitRgWiIiISC2GBSIiIlKLYYGIiIjUYlggIiIitRgWiIiISC2GBSIiIlKLYYEoh/j++++hUCiUfwULFkTz5s1x48YNlXbJ9/v5+alMj42NRcGCBaFQKHDq1CmV9rt371a77sDAQPz4448oXbo0DA0NYWtrCw8PDxw/fjzd9a9evRr58+dPd3siyj4YFohykObNmyMgIAABAQE4fvw49PT00KpVq1TtbG1tsWrVKpVpu3btgqmpqcbrfPLkCZydnXHixAnMmDEDN2/exKFDh9CgQQMMGjQow49F2+Lj47VdAlGOwbBAlIMYGhrCysoKVlZWcHR0xOjRo/H8+XO8efNGpV2PHj2wefNmREdHK6etXLkSPXr00HidAwcOhEKhwKVLl9CuXTuUL18eDg4OGDFihErvxezZs1GlShWYmJjA1tYWAwcORGRkJADg1KlT6NmzJ8LCwpQ9HxMnTgTwocdj5MiRsLGxgYmJCWrWrKnS8wEAy5cvh62tLYyNjfHNN99g9uzZqXoplixZgjJlysDAwAAVKlTAunXrVO5XKBRYsmQJWrduDRMTE0yZMgVly5bFzJkzVdpdu3YNCoUCDx8+1Pi5Isq1hIhyhB49ekibNm2UtyMiIqR///5StmxZSUxMVE4HILt27ZKqVavKunXrRETk6dOnYmhoKPfv3xcAcvLkyVTt0/L27VtRKBQyderU/6xvzpw5cuLECXn8+LEcP35cKlSoID/88IOIiMTGxsrcuXPF3NxcAgICJCAgQCIiIkREpE+fPlKnTh05c+aMPHz4UGbMmKGsVUTk7NmzoqOjIzNmzJB79+7JokWLxNLSUiwsLJTr3rlzp+jr68uiRYvk3r17MmvWLNHV1ZUTJ06oPM4iRYrIypUr5d9//5WnT5+Kt7e3VKpUSeVxDBkyROrXr/+fj5coL2FYIMohevToIbq6umJiYiImJiYCQKytreXy5csq7ZK//OfOnSsNGjQQEZFJkybJN998IyEhIRqFhYsXLwoA2blzp8b1btu2TQoWLKi8vWrVKpUveJEPIUZXV1devnypMr1Ro0bi5eUlIiIdO3aUli1bqtzv6empsqw6depI3759Vdq0b99eWrRoobwNQIYNG6bS5uXLl6KrqysXL14UEZG4uDgpVKiQrF69WrMHS5TLcTcEUQ7SoEEDXLt2DdeuXcOlS5fQrFkzuLu74+nTp6nadu3aFRcuXMCjR4+wevVq9OrVS+P1iQbXmTt27BgaNWoEGxsbmJmZoVu3bnj79i2ioqI+Oc/NmzeRmJiI8uXLw9TUVPl3+vRp/PvvvwCAe/fu4auvvlKZ7+Pbd+7cgaurq8o0V1dX3LlzR2Wai4uLyu1ixYqhZcuWWLlyJQBg3759iI2NRfv27dP9uInyAoYFohzExMQEZcuWRdmyZVGjRg2sWLEC79+/x/Lly1O1LViwIFq1aoXevXsjJiYG7u7uGq+vXLlyUCgUuHv3rtp2T548QatWrVC1alXs2LEDly9fxqJFiwAAcXFxn5wvMjISurq6uHz5sjIEXbt2DXfu3MG8efM0rve/mJiYpJrWp08f5fiOVatWoWPHjjA2Ns70dRPlZAwLRDmYQqGAjo6OykDGlHr16oVTp06he/fu0NXV1Xj5lpaWaNasGRYtWoT379+nuj80NBQAcPnyZSQlJWHWrFmoVasWypcvj1evXqm0NTAwQGJioso0JycnJCYmIigoSBmCkv+srKwAABUqVIC/v7/KfB/frlixIs6dO6cy7dy5c6hUqdJ/PsYWLVrAxMQES5YswaFDhzLUA0OU2+lpuwAiSr/Y2FgEBgYCAEJCQrBw4UJERkbCw8MjzfbNmzfHmzdvYG5unuF1Llq0CK6urvjqq68wefJkVK1aFQkJCTh69CiWLFmCO3fuoGzZsoiPj8eCBQvg4eGBc+fOYenSpSrLsbOzQ2RkJI4fP45q1arB2NgY5cuXh6enJ7p3745Zs2bByckJb968wfHjx1G1alW0bNkSP/74I+rXr4/Zs2fDw8MDJ06cwMGDB6FQKJTLHjVqFDp06AAnJyc0btwY+/btw86dO3Hs2LH/fHy6urr4/vvv4eXlhXLlyqF27doZfq6Ici1tD5ogovTp0aOHAFD+mZmZSY0aNWT79u0q7aBmwKKmAxyTvXr1SgYNGiQlS5YUAwMDsbGxkdatW6ssZ/bs2WJtbS1GRkbSrFkzWbt2rQCQkJAQZZsBAwZIwYIFBYBMmDBBRD4MKhw/frzY2dmJvr6+WFtbyzfffCM3btxQzrds2TKxsbERIyMjadu2rUyZMkWsrKxUaly8eLGULl1a9PX1pXz58rJ27dp0Py///vuvAJDff/9d7fNAlFcpRDQYwURElA307dsXd+/eha+vb6Ysz9fXF40aNcLz589RtGjRTFkmUW7C3RBElO3NnDkTTZo0gYmJCQ4ePIg1a9Zg8eLFn73c2NhYvHnzBhMnTkT79u0ZFIg+gQMciSjbu3TpEpo0aYIqVapg6dKlmD9/Pvr06fPZy920aRNKliyJ0NBQ/P7775lQKVHuxN0QREREpBZ7FoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrUYFoiIiEgthgUiIiJSi2GBiIiI1GJYICIiIrX+D1NJNSlMBTiGAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_6340\\4182940387.py:4: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.boxplot(x=feature, y='Stress Level', data=df_cleaned, palette='coolwarm')\n"
     ]
    },
    {
     "data": {
      "image/png": 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RsLa2ho+PD3r37o3g4GCcP38eDRs2hFqtRmRkJEJDQzFz5kx8++230nZLly6NHj164NSpUyhSpAiWLl2KR48eYdmyZTk6poiICKxatQpCCMTHxyM8PByhoaFITEzEtGnT0KhRI9l169Wrh7Zt28Ld3R16enrYtGkTHj16hPbt2wN4fdokMDAQQUFBaNSoEZo3b45r165h7ty5qFq1apYbQmWnWbNm8Pb2xogRIxAdHS3dS+L58+dZ2s6ZMwc1atRA+fLl0bNnT5QsWRKPHj3C8ePHcffuXYSHh+fofXmXdu3aoVOnTpg7dy58fX2z3HPD3d0dtWvXRuXKlWFlZYXTp09jw4YN6N+/v+x2Q0JCcObMGXzzzTeoUKECAODs2bNYsWIFrKysMHjwYKlt5cqVMW/ePIwfPx6urq6wtbVF3bp137ltMzMzzJs3D507d0alSpXQvn172NjY4Pbt2/j777/h7e2N2bNn5+jzzLy7Z6tWreDi4oKEhAQsWrQIZmZm0s275MTExGD8+PFZ5js7O6Njx445qjOTra0t6tSpg2nTpiEhIUFjoCkA6OjoYPHixfDz84OHhwf8/f1RrFgx3Lt3DwcOHICZmRn++uuv99ZMnwFFR0zQF2fHjh2ie/fuws3NTZiYmAh9fX3h6uoqBgwYIB49eqTR9u0BjkK8vjQsMDBQuLq6Cn19fWFtbS2qV68upkyZkuXyy4ULF4rKlSsLIyMjYWpqKsqXLy+GDx8u7t+/r7GPJk2aiF27dokKFSoIAwMD4ebmJkJDQ3N0PHhjoJeOjo6wsLAQFStWFIMGDdIYrJnp7QGOT548EQEBAcLNzU0YGxsLc3Nz8fXXX4v169dnWXf27NnCzc1NqNVqUaRIEdG3b18RGxur0UZuANzTp09F586dhZmZmTA3NxedO3cW586dyzLgUgghoqKiRJcuXYSdnZ1Qq9WiWLFiomnTpmLDhg1Sm8wBbdpeAhgfHy8NVl21alWW5ePHjxf/+c9/hIWFhTAyMhJubm5iwoQJ2V5e+6Zjx46JgIAAUa5cOWFubi7UarUoXry46NatW5bBoQ8fPhRNmjQRpqamAoA02PF9x3TgwAHh6+srzM3NhaGhoXBxcRHdunUTp0+fFkLk7PM8e/as6NChgyhevLgwMDAQtra2omnTptI25GReGpvdq169ejmu802LFi0SAISpqal4+fJltvs9d+6c+Oabb0ThwoWFgYGBKFGihGjbtq3Yt2+f1IYDHD9vKiGy6RMm+kI4OTmhXLly2LZtm9KlEBHlWxyzQERERLIYFoiIiEgWwwIRERHJ4pgFIiIiksWeBSIiIpLFsEBERESyCvRNmTIyMnD//n2YmppqfftWIiKiL5kQAgkJCbC3t9d4om12CnRYuH//PhwdHZUug4iIqMC6c+cOHBwcZNsU6LCQ+XCeO3fuwMzMTOFqiIiICo74+Hg4Ojq+90F3QAEPC5mnHszMzBgWiIiIPkBOTuNzgCMRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshQNC+np6Rg9ejScnZ1hZGQEFxcXjBs3DnwQJhERUf6h6E2ZQkJCMG/ePCxfvhweHh44ffo0/P39YW5ujoEDBypZGhEREf0/RcPCP//8gxYtWqBJkyYAACcnJ/z55584efKkkmURERHRGxQNC9WrV8fChQsRERGB0qVLIzw8HEePHsW0adOybZ+cnIzk5GRpOj4+/lOVWqCkpKQgJiZG6TK+SDY2NtDX11e6jC9GXFwckpKSlC5DK6mpqYiLi1O6jC+ShYUF1Gq10mVozdjYGBYWForWoGhYGDFiBOLj4+Hm5gZdXV2kp6djwoQJ6NixY7btg4ODERQU9ImrLHhiYmIwZ84cpcv4IgUEBKBYsWJKl/FFiIuLw/Tp05CamqZ0KUR5Sq3Www8/DFE0MCgaFtavX4/Vq1djzZo18PDwwPnz5zF48GDY29uja9euWdoHBgZiyJAh0nTmE7NIk42NDQICApQuQ2sxMTFYv3492rZtCxsbG6XL+SAFte6CKCkpCampaWjs4QirQgZKl5NjaekZeP4qRekyvkjmhvrQ0y1YFwE+e5GM7ZfvICkp6csNCz/++CNGjBiB9u3bAwDKly+PW7duITg4ONuwYGBgAAODgvNLQSn6+voF+q9bGxubAl0/fVpWhQxQxKyQ0mVohd9uKmgUjVgvXryAjo5mCbq6usjIyFCoIiIiInqboj0LzZo1w4QJE1C8eHF4eHjg3LlzmDZtGrp3765kWURERPQGRcPCrFmzMHr0aPTr1w+PHz+Gvb09evfujTFjxihZFhEREb1B0bBgamqKGTNmYMaMGUqWQURERDIK1rBQIiIi+uQYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyGBaIiIhIFsMCERERyWJYICIiIlkMC0RERCSLYYGIiIhkMSwQERGRLIYFIiIiksWwQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyGBaIiIhIFsMCERERyWJYICIiIlkMC0RERCRL0bDg5OQElUqV5RUQEKBkWURERPQGPSV3furUKaSnp0vTly5dQoMGDdCmTRsFqyIiIqI3KRoWbGxsNKZ/++03uLi4wMfHR6GKiIiI6G2KhoU3paSkYNWqVRgyZAhUKlW2bZKTk5GcnCxNx8fH52lNd+/exZMnT/J0H/Q/sbGxAICIiAjExMQoXM2Xw9raGg4ODkqX8cGeJr1SugSiPJNfvt/5Jixs3rwZcXFx6Nat2zvbBAcHIygo6JPUExcXh3nz50NkZHyS/dH/7NmzR+kSvigqHR38OGwYLCwslC7lg+y4clfpEog+e/kmLCxZsgR+fn6wt7d/Z5vAwEAMGTJEmo6Pj4ejo2Oe1JOUlASRkYHiZWvB0NgiT/ZBpLRXSXG4ffUwkpKSCmxY8HN3QGFjQ6XLIMoTT5Ne5YtAnC/Cwq1bt7B3716EhYXJtjMwMICBgcEnquo1KztXmFjYfdJ9En0qiXEPcfvqYaXL+CiFjQ1RxKyQ0mUQfdbyxX0Wli1bBltbWzRp0kTpUoiIiOgtioeFjIwMLFu2DF27doWeXr7o6CAiIqI3KB4W9u7di9u3b6N79+5Kl0JERETZUPxP+YYNG0IIoXQZRERE9A6K9ywQERFR/sawQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyGBaIiIhIFsMCERERyWJYICIiIlkMC0RERCSLYYGIiIhkMSwQERGRLIYFIiIiksWwQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZejlpdOHChRxvsEKFCh9cDBEREeU/OQoLnp6eUKlUEEJkuzxzmUqlQnp6eq4WSERERMrKUVi4efNmXtdBRERE+VSOwkKJEiXyug4iIiLKpz5ogOPKlSvh7e0Ne3t73Lp1CwAwY8YMbNmyJVeLIyIiIuVpHRbmzZuHIUOGoHHjxoiLi5PGKFhYWGDGjBm5XR8REREpTOuwMGvWLCxatAijRo2Crq6uNL9KlSq4ePFirhZHREREytM6LNy8eRMVK1bMMt/AwABJSUm5UhQRERHlH1qHBWdnZ5w/fz7L/J07d6Js2bJaF3Dv3j106tQJhQsXhpGREcqXL4/Tp09rvR0iIiLKGzm6GuJNQ4YMQUBAAF69egUhBE6ePIk///wTwcHBWLx4sVbbio2Nhbe3N+rUqYMdO3bAxsYGkZGRsLS01LYsIiIiyiNah4Xvv/8eRkZG+Pnnn/HixQt89913sLe3x8yZM9G+fXutthUSEgJHR0csW7ZMmufs7KxtSURERJSHPujSyY4dOyIyMhKJiYl4+PAh7t69ix49emi9na1bt6JKlSpo06YNbG1tUbFiRSxatOid7ZOTkxEfH6/xIiIioryldVgYP368dEfHQoUKwdbW9oN3fuPGDcybNw+lSpXCrl270LdvXwwcOBDLly/Ptn1wcDDMzc2ll6Oj4wfvm4iIiHJG67AQGhoKV1dXVK9eHXPnzsWTJ08+eOcZGRmoVKkSJk6ciIoVK6JXr17o2bMn5s+fn237wMBAPH/+XHrduXPng/dNREREOaN1WAgPD8eFCxdQu3ZtTJkyBfb29mjSpAnWrFmDFy9eaLWtokWLwt3dXWNe2bJlcfv27WzbGxgYwMzMTONFREREeeuDxix4eHhg4sSJuHHjBg4cOAAnJycMHjwYdnZ2Wm3H29sb165d05gXERHBZ1EQERHlIx8UFt5kbGwMIyMj6OvrIzU1Vat1f/jhB5w4cQITJ07E9evXsWbNGixcuBABAQEfWxYRERHlkg8KCzdv3sSECRPg4eGBKlWq4Ny5cwgKCsLDhw+12k7VqlWxadMm/PnnnyhXrhzGjRuHGTNmoGPHjh9SFhEREeUBre+zUK1aNZw6dQoVKlSAv78/OnTogGLFin1wAU2bNkXTpk0/eH0iIiLKW1qHhXr16mHp0qVZBiYSERHR50nrsDBhwgQAQEpKCm7evAkXFxfo6Wm9GSIiIiogtB6z8PLlS/To0QOFChWCh4eHdJnjgAED8Ntvv+V6gURERKQsrcPCiBEjEB4ejoMHD8LQ0FCaX79+faxbty5XiyMiIiLlaX3+YPPmzVi3bh2qVasGlUolzffw8EBUVFSuFkdERETK07pnISYmJtvnQSQlJWmEByIiIvo8aB0WqlSpgr///luazgwIixcvhpeXV+5VRkRERPmC1qchJk6cCD8/P1y5cgVpaWmYOXMmrly5gn/++QeHDh3KixqJiIhIQVr3LNSoUQPnz59HWloaypcvj927d8PW1hbHjx9H5cqV86JGIiIiUtAH3SDBxcUFixYt0pj3+PFjTJw4ESNHjsyVwoiIiCh/+OgHSWV68OABRo8enVubIyIionwi18ICERERfZ4YFoiIiEgWwwIRERHJyvEAxyFDhsguj4mJ+ehiiIiIKP/JcVg4d+7ce9vUqlXro4ohIiKi/CfHYeHAgQN5WQcRERHlUxyzQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJEvrsLBz504cPXpUmp4zZw48PT3x3XffITY2NleLIyIiIuVpHRZ+/PFHxMfHAwAuXryIoUOHonHjxrh58+Z7b9xEREREBY/Wj6i+efMm3N3dAQAbN25E06ZNMXHiRJw9exaNGzfO9QKJiIhIWVr3LOjr6+PFixcAgL1796Jhw4YAACsrK6nHgYiIiD4fWvcs1KhRA0OGDIG3tzdOnjyJdevWAQAiIiLg4OCQ6wUSERGRsrTuWZg9ezb09PSwYcMGzJs3D8WKFQMA7NixA40aNcr1AomIiEhZWvcsFC9eHNu2bcsyf/r06blSEBEREeUvWvcsnD17FhcvXpSmt2zZgpYtW2LkyJFISUnJ1eKIiIhIeVqHhd69eyMiIgIAcOPGDbRv3x6FChVCaGgohg8fnusFEhERkbK0DgsRERHw9PQEAISGhqJWrVpYs2YN/vjjD2zcuDG36yMiIiKFaR0WhBDIyMgA8PrSycx7Kzg6OuLJkye5Wx0REREpTuuwUKVKFYwfPx4rV67EoUOH0KRJEwCvb9ZUpEiRXC+QiIiIlKV1WJgxYwbOnj2L/v37Y9SoUXB1dQUAbNiwAdWrV8/1AomIiEhZWl86WaFCBY2rITJNnjwZurq6uVIUERER5R8f9IjquLg4LF68GIGBgXj27BkA4MqVK3j8+HGuFkdERETK07pn4cKFC6hXrx4sLCwQHR2Nnj17wsrKCmFhYbh9+zZWrFiRF3USERGRQrTuWRgyZAj8/f0RGRkJQ0NDaX7jxo1x+PDhXC2OiIiIlKd1WDh16hR69+6dZX6xYsXw8OHDXCmKiIiI8g+tw4KBgUG2j6KOiIiAjY1NrhRFRERE+YfWYaF58+b49ddfkZqaCgBQqVS4ffs2fvrpJ7Ru3TrXCyQiIiJlaR0Wpk6disTERNja2uLly5fw8fGBq6srTE1NMWHChLyokYiIiBSk9dUQ5ubm2LNnD44dO4bw8HAkJiaiUqVKqF+/fl7UR0RERArTKiykpqbCyMgI58+fh7e3N7y9vfOqLiIiIsontDoNoVarUbx4caSnp+fKzseOHQuVSqXxcnNzy5VtExERUe7QeszCqFGjMHLkSOnOjR/Lw8MDDx48kF5Hjx7Nle0SERFR7tB6zMLs2bNx/fp12Nvbo0SJEjA2NtZYfvbsWe0K0NODnZ2dtmUQERHRJ6J1WGjRogVUKlWuFRAZGQl7e3sYGhrCy8sLwcHBKF68eLZtk5OTkZycLE1nd78HIiIiyl1ah4WxY8fm2s6//vpr/PHHHyhTpgwePHiAoKAg1KxZE5cuXYKpqWmW9sHBwQgKCsq1/RMREdH7aT1moWTJknj69GmW+XFxcShZsqRW2/Lz80ObNm1QoUIF+Pr6Yvv27YiLi8P69euzbR8YGIjnz59Lrzt37mhbPhEREWlJ656F6OjobK+GSE5Oxt27dz+qGAsLC5QuXRrXr1/PdrmBgQEMDAw+ah9ERESknRyHha1bt0r/3rVrF8zNzaXp9PR07Nu3D87Ozh9VTGJiIqKiotC5c+eP2g4RERHlnhyHhZYtWwJ4/SyIrl27aixTq9VwcnLC1KlTtdr5sGHD0KxZM5QoUQL379/HL7/8Al1dXXTo0EGr7RAREVHeyXFYyMjIAAA4Ozvj1KlTsLa2/uid3717Fx06dMDTp09hY2ODGjVq4MSJE3x6JRERUT6i9ZiFmzdv5trO165dm2vbIiIioryR46shjh8/jm3btmnMW7FiBZydnWFra4tevXpp3AOBiIiIPg85Dgu//vorLl++LE1fvHgRPXr0QP369TFixAj89ddfCA4OzpMiiYiISDk5Dgvnz59HvXr1pOm1a9fi66+/xqJFizBkyBD8/vvv77w/AhERERVcOQ4LsbGxKFKkiDR96NAh+Pn5SdNVq1blTZKIiIg+QzkOC0WKFJEGN6akpODs2bOoVq2atDwhIQFqtTr3KyQiIiJF5TgsNG7cGCNGjMCRI0cQGBiIQoUKoWbNmtLyCxcuwMXFJU+KJCIiIuXk+NLJcePG4ZtvvoGPjw9MTEywfPly6OvrS8uXLl2Khg0b5kmRREREpJwchwVra2scPnwYz58/h4mJCXR1dTWWh4aGwsTEJNcLJCIiImVpfVOmN58J8SYrK6uPLoaIiIjyH60fUU1ERERfFoYFIiIiksWwQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyGBaIiIhIFsMCERERyWJYICIiIlkMC0RERCSLYYGIiIhkMSwQERGRLIYFIiIiksWwQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISFa+CQu//fYbVCoVBg8erHQpRERE9IZ8ERZOnTqFBQsWoEKFCkqXQkRERG9RPCwkJiaiY8eOWLRoESwtLZUuh4iIiN6ip3QBAQEBaNKkCerXr4/x48fLtk1OTkZycrI0HR8fn9fl4UXCkzzfB5FS+P0mopxQNCysXbsWZ8+exalTp3LUPjg4GEFBQXlc1WvGxsbQU6sRcXrrJ9kfkVL01GoYGxsrXQYR5WOKhYU7d+5g0KBB2LNnDwwNDXO0TmBgIIYMGSJNx8fHw9HRMU/qs7CwwJAffkBSUlKebJ+yiomJwfr169G2bVvY2NgoXc4Xw9jYGBYWFkqXQUT5mGJh4cyZM3j8+DEqVaokzUtPT8fhw4cxe/ZsJCcnQ1dXV2MdAwMDGBgYfLIaLSws+EtUATY2NihWrJjSZRAR0f9TLCzUq1cPFy9e1Jjn7+8PNzc3/PTTT1mCAhERESlDsbBgamqKcuXKacwzNjZG4cKFs8wnIiIi5Sh+6SQRERHlb4pfOvmmgwcPKl0CERERvYU9C0RERCSLYYGIiIhkMSwQERGRLIYFIiIiksWwQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyGBaIiIhIFsMCERERyWJYICIiIlkMC0RERCSLYYGIiIhkMSwQERGRLIYFIiIiksWwQERERLIYFoiIiEgWwwIRERHJYlggIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyFA0L8+bNQ4UKFWBmZgYzMzN4eXlhx44dSpZEREREb1E0LDg4OOC3337DmTNncPr0adStWxctWrTA5cuXlSyLiIiI3qCn5M6bNWumMT1hwgTMmzcPJ06cgIeHh0JVERER0ZsUDQtvSk9PR2hoKJKSkuDl5ZVtm+TkZCQnJ0vT8fHxn6q8AiUlJQUxMTFKl6G1zJoLYu2ZbGxsoK+vr3QZX5RnL5Lf3ygfSUvPwPNXKUqX8UUyN9SHnm7BGqqXX77fioeFixcvwsvLC69evYKJiQk2bdoEd3f3bNsGBwcjKCjoE1dY8MTExGDOnDlKl/HB1q9fr3QJHywgIADFihVTuowvgrGxMdRqPWy/fEfpUojylFqtB2NjY0VrUAkhhJIFpKSk4Pbt23j+/Dk2bNiAxYsX49ChQ9kGhux6FhwdHfH8+XOYmZl9yrLztYLas/A5YM/CpxUXF4ekpCSly9BKamoq4uLilC7ji2RhYQG1Wq10GVozNjaGhYVFrm83Pj4e5ubmOfo/VPGw8Lb69evDxcUFCxYseG9bbQ6UiIiI/keb/0Pz3cmbjIwMjd4DIiIiUpaiYxYCAwPh5+eH4sWLIyEhAWvWrMHBgwexa9cuJcsiIiKiNygaFh4/fowuXbrgwYMHMDc3R4UKFbBr1y40aNBAybKIiIjoDYqGhSVLlii5eyIiIsqBfDdmgYiIiPIXhgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZij9I6mNk3qmaT58kIiLSTub/nTl56kOBDgsJCQkAAEdHR4UrISIiKpgSEhJgbm4u2ybfPUhKGxkZGbh//z5MTU2hUqmULoc+UuZTRO/cucMHgxHlQ/wZ/bwIIZCQkAB7e3vo6MiPSijQPQs6OjpwcHBQugzKZWZmZvxFRJSP8Wf08/G+HoVMHOBIREREshgWiIiISBbDAuUbBgYG+OWXX2BgYKB0KUSUDf6MfrkK9ABHIiIiynvsWSAiIiJZDAtEREQki2GBiIiIZDEsEBERkSyGBSIiIpLFsEBERESyGBaIiChf4JX8+RfDAhERKS4jI0N6IGB8fDzS0tKQlpamcFWUqUA/SIookxACKpUKFy9exJUrV2BmZgZXV1eUKlVK6dKI6D0yMjKkpx5OnjwZBw8exKNHj+Dr64vu3bvDxcVF4QqJd3CkAi8zKISFhaF///6ws7NDSkoK7OzsMHz4cDRs2FDpEokoB0aOHImFCxdiwoQJiI2NxZYtW2BkZIS5c+fCzc1N6fK+aDwNQQWeSqXCgQMH0KdPH/z88884e/Ysxo8fj5MnT2LAgAHYsmWL0iUS0XuEhYVh8+bN2LlzJ3r37o2KFSvi3LlzePz4Mbp3746IiAilS/yiMSxQgTNjxgw8ePBAmk5OTkZoaCg6d+6Mfv364e7du/jhhx9Qv359uLu7Y9iwYdi9e7eCFRPR+1haWsLX1xdVqlTBX3/9hY4dO2LGjBkYN24cIiMj0atXL1y8eFHpMr9YPA1BBUpsbCzq1q2LdevWoXTp0tL8a9euISYmBl999RVq166NSpUqYdGiRdi8eTPatWsHU1NTLF26FM2bN1eweiIC/nfq8G2PHz+GsbExGjdujIYNG2LUqFFITU1FtWrV8OjRI/j5+WHRokUKVEzsWaACxdLSEidPnkTp0qVx/Phx3L17FwBQpkwZ1KhRA8eOHYOenh5Gjx4NALCzs0OtWrXQvXt3lCtXTsnSiQiaVz3cunULly5dwrNnzwAAtra2uHv3LiIjI+Hp6QngdYAoVaoUZs2ahQULFihV9hePV0NQgaNWq/Hq1St07twZhQoVws6dO2Fvbw8AePnyJf7991/cvn0bxYsXx9atW+Ho6IhRo0bB3Nxc4cqJvmxCCOmqh59//hm7d+/Gv//+Cx8fH5QsWRIzZ86EtbU1ypQpg6VLlyI9PR1z5swBALRo0QI6OjoaV07Qp8N3nAokQ0ND7N27F+np6fj2229x7949AICbmxt8fHzQoUMH1KhRA7///jsGDx7MoECUD2T2KAQHB2PBggUIDg5GVFQUjI2NsWLFCpw5cwaFCxdG586d8ejRIwwcOBBpaWnYtm0bg4LCOGaBCoTMc5xJSUlQq9XQ19cH8Lobs379+rC2tkZYWBiKFi2K48eP4+TJk3j48CG6deuGMmXKKFw9EQGvf47j4uLQrl079OjRA+3atcOePXvQqlUrzJw5Ez169JDaJiUl4dGjR3BycoKOjg7S0tKgp8fOcKUwLFCB8ddff2Hx4sV4/Pgx+vbti9q1a6N48eJSYChcuDA2b94MOzs7pUslond4+fIlateujYULF+L27dv47rvvMHnyZPTp0wfJyclYvnw5ypcvDy8vL2kd9igoj+8+FQhHjx5Fhw4d4OTkBAcHBwwfPhzTpk3D1atXUaJECezduxfx8fGoU6cO7t+/D4D3mSdSWkZGRpZ5qamp0NHRwejRo9GtWzdMmjQJffr0AQDcuXMHYWFh0mnFTAwKymPPAuV79+7dw5IlS2BqaooffvgBALBkyRJMmTIF9evXR0BAANzc3HDz5k20adMGGzZsgJOTk7JFE33h3uwNuH79OiwtLaFWq2FmZobdu3ejdevW8PHxwbZt25CRkYHExER06NABL168wN69e6Grq6vwEdCbeAKI8i0hBG7cuIE6deogIyMDw4YNk5ZlntucPHkydHV18f3336NcuXI4ceIEz2sS5QNvXvWwZs0aqNVqVKpUCWPHjkXDhg0REhKC/v37o0GDBgCAlJQUxMXF4fTp09DV1UV6ejoDQz7Cvh3Kt1QqFVxcXNCnTx/ExsbizJkz0ikG4HVg+Omnn7BmzRqsXLkSKSkpDApECnuzs3rbtm1YsmQJZs6ciS5duuD58+do06YNIiMj0a9fPxw9ehQVKlRAhQoV0KZNG5w5cwZqtRppaWkMCvkMT0NQvpJ51cPbA5omTpyIOXPmoF+/fujevTuKFi0qLVu1ahW8vLz4ZDqifGTdunW4du0abG1tpTEJhw4dQkhICO7cuYN169bB3d0dqampUKvV0nrsUcif+GcY5RuZQWHfvn3YsGEDHB0dUaNGDdSqVQsjR45Eamoq5s+fD+B1r0LmVQ+dOnVSsmwiesvVq1cxdepUXLlyBZMmTZLm+/j4QKVSISQkBB06dMDq1auz3FmVQSF/Ys8C5St79+5F06ZN0bhxY5w8eRJlypRBq1at0L9/fwBAUFAQli9fjg4dOmDgwIEoUqSIwhUTUXbPeli7di2mTp2Kly9fYs+ePRq9gUeOHMGwYcNQunRprFy58lOXSx+AYYHylZCQEBgZGWHgwIGIiIhASEgIrl69ivbt22PgwIEAgJ9++gl///03Dh06hMKFCytcMdGX7c1ThhkZGUhOToaRkREAYMuWLZg0aRKMjY2xfPlyjcAQHh6O8uXL87LIAoJhgRSV+RfJv//+Cx0dHcyZMwfVq1dHu3btAABRUVEIDg7G5cuX0bFjR6mH4cmTJ7C2tlaydCJ6w6RJk3Dw4EEkJiaiQYMGCAgIgJWVFTZv3oxp06bB0NAQK1asyHLTNN5wqWDgJ0SKUqlUCA0Nhbe3N7y8vLBkyRKcOHFCWu7i4oKRI0eiQoUKmDNnjvTUOfYoECnrzRsujR8/HhMnToS7uzuqVq2KSZMmoUuXLrh06RJatmyJQYMGIS0tDX5+fnj69KnGdhgUCgYOcCRFZPYoPH/+HJMnT0ZISAicnZ2xadMmhIWFwdbWFoGBgQCAkiVLYtiwYTAwMICvry8AZDk/SkSfVuZ/8hcuXIBKpcKGDRtQv359AMD333+Ppk2bYsyYMQgLC0Pr1q2RlJSEkydPwtLSUsmy6QPxNAQpZv/+/VixYgXUajWmT58OExMT3Lt3D/Pnz0doaCi6dOmCkSNHSu35IBmi/GXPnj3w9fWFmZmZFBYyL4W8cOECqlSpghUrVqB9+/Ya6/HyyIKH/T+kiLS0NFy4cAFhYWE4fPgwTExMAADFihVD79698e233+LPP//E6NGjpXUYFIiU9+bpB2dnZwwdOhTJycn4999/AbzucUhPT4e7uzvKly+f5TkPAC+PLIgYFkgRenp6aNeuHYKDg3Hz5k3plAMAODg4oG/fvmjQoAF2796d5RwnEX16Dx8+BKA5xsDV1RX9+/dHjx49MHjwYKxbtw66urrS7ZoTEhIYDD4TPA1Bn0TmGIXY2FgIIWBlZQXg9eNq58+fj7Fjx2LAgAEYP368tM79+/ehVqthY2OjVNlEhNf3TPjxxx/xn//8B8HBwbCystK4Gik6OhpTpkzB3Llz0adPH1hbWyM8PBzXrl3DpUuX2Cv4GeAnSHkuMyhs3boV48ePR3x8PIQQGDZsmHTDJZVKhaCgIOjq6iIoKAgAYG9vr3DlRJSRkYFr166hSpUqMDIyQs+ePWFubo6uXbuiYcOGMDU1hZOTE4YNGwaVSoUlS5bAy8sLgYGBqFWrFvT09DhG4TPAsEB5TqVSYc+ePWjTpg3GjBmDMmXK4MCBA5g0aRKioqIwfPhw9OzZE7q6uhg0aBD09fUxatQopcsmIrw+7VC1alWsXbsW//zzDx48eIBNmzZh6NCh+Prrr1G1alUMGjQITk5OGDt2LNRqNZYuXYq4uDjo6+sjNTWVPQufAZ6GoDwlhEBGRga6dOmCQoUKYdGiRdKy6dOnY9asWRg7diy6dOmCx48fY9OmTahduzbKlCmjYNVE9LaOHTvC2NgY06ZNg4mJCc6ePYtq1apBR0cHHh4eaNy4Mdq1awc7Ozv8+uuvWLNmDWbMmMFnt3wmGBbok2jZsiXs7Owwf/58pKSkQF9fH8Dr67FPnjyJCxcuAODd3Ijym8zTiBs3bsSsWbOwZ88eqNVqVK5cGba2tli6dClmz56N7du3w8bGBrt378atW7cQFBSEffv24dKlSzAxMeG9UQo4hgXKdZm/XJ49eyYNZOzfvz927NiByMhI6OjoSIFhwYIFWLJkCQ4fPgxDQ0OFKyeid8nIyECVKlXg7e2N//73vzAyMsLatWul5z08ePAANjY20imHO3fuQF9fnw97+0zwTzjKVZlBYceOHejRowd27twJAPj5559hYGCAOnXqIDU1VepZOH/+PMzMzMDMSpR/paenQ0dHB6NHj8b8+fNhbm6OjRs3omjRotLPbtGiRaGnp4e0tDQAgKOjI4PCZ4SjTihXqVQqhIWFoVOnThg7dqz0y8LGxgYLFixAr1694OLigmrVqiE1NRV79+7F0aNHpafUEVH+k3klw1dffQUXFxfUr18f1tbW2Z425GDGzxNPQ1CuioiIQKNGjTBixAj06tVLmn/16lWULVsWz549Q0hICJ4+fQojIyP069cPZcuWVbBiInpbZg9hdqZPn46QkBAcP34czs7On7gyUgrDAuWqo0ePolu3bjh//jwMDAywcOFCrF+/HmfOnEHNmjWxY8cOqa3cLyQi+jS0HVQcEREBHx8fjBs3Dt9//30eVkb5CccsUK6yt7eHoaEhmjVrBk9PT+zZswfVqlXDgQMHsHv3bixcuFDpEono/wkhpKAwffp0dO/eHU2aNMHmzZtx+/btbNcpXbo0hg0bBn9//09ZKimMPQv0wTJ7Bu7fv4/09HTY29tDV1cXO3fuxKZNm1C0aFF06dIFzs7OUKlUaNCgAfr27YtvvvlG6dKJvnhv9iiMGTMGv//+Ozp06ICIiAjcunULNWrUwPDhw+Hu7p7tOgCfHvkl4UgU+mCZ117/8ssvePToERo0aAB/f380atQIjRo1ktqlpaVh3LhxuHLlCipVqqRgxUSUKfM//QcPHiAqKgpbt25FrVq1AABLly7FqlWrMGvWLEycOBGWlpYa62RiUPhy8DQEaS3zEbVXrlzBDz/8gB49euC3337DgwcPEBwcjJUrV0ptt23bhh49emDhwoXYtm0bnJycFKqaiN62fPlyODs749SpU9Jj4gGge/fu+Pbbb7FlyxbExsYqWCHlFwwL9F6Z4eDVq1cAXv91cfnyZWzYsAEdO3aUAsO8efNgZWWFZcuWYdWqVdK6tra2OHDgACpWrKjYMRBRVs2aNUO9evVw/fp1REdHA/jfz3u/fv2Qnp6OXbt2KVgh5RcMC/ReOjo6uHfvHrp06YJ9+/YBAHr16oUpU6ZIv2AAwM3NDb/++issLS3xxx9/YPXq1WjevDkmTJgANzc3haonIuB/IeBNVlZW+PPPP1GjRg0MHToU586dk041PHr0CKampihcuPCnLpXyIQ5wpBy5ceMGOnXqBCsrK0ybNg1CCPTs2ROPHj3CjBkz4OfnJ7W9evUqBg4cCAMDA6xZswZmZmYKVk5Ebw5MXL9+PS5fvgwDAwOUL18ezZo1Q2JiIho1aoTo6Gh0794dTk5O2LRpE6Kjo3Hu3DneaIkYFijnIiMj0b9/fwghMHPmTKjVanTr1g1WVlbo378/GjZsKLW9du0ajI2N4eDgoGDFRPSm4cOHY82aNfDx8YEQAtu3b8fo0aMxdOhQxMXFoV27dtizZw/8/f3h4uKC4cOHS7dwZmD4svE0BOVYqVKlMHv2bKhUKgwePBgZGRlYvHgxYmNjMWvWLOzdu1dqW6ZMGQYFonxk69atWLt2LTZs2IDVq1ejUaNGePXqlXSawcLCAuvWrUO9evVw4sQJtGrVCnp6ekhPT2dQIIYF0k5mYACAAQMGQEdHB4sWLUJiYiJ+/fVXHDhwQOEKiSg7UVFRqFixIqpVq4awsDD0798fv//+O7p164aEhAScOnUKFhYW2LBhAywtLdG6dWtcvHiRl0cSAIYF+gBvBwZdXV3Mnj0bxsbGcHV1Vbg6InpT5plmU1NTFC1aFGFhYejatSsmT54sPb9l3759CAsLw5MnT2Bubo5t27ZBR0cH/v7+SElJUbJ8yic4ZoE+WGRkJAYPHownT55g9erVKFGiBNRqtdJlEX3R3vWsh127dqFVq1Z49eoV5s6diz59+gAAkpKS0Lp1a7i6umLWrFnS81ri4+Px7Nkz3huFALBngT5CqVKlMHXqVDg4OEBfX59BgUhhbwaF1atXY9KkSRgwYAAiIiLg6+uL6dOnAwBSU1Nx9OhRnDp1Cq1atZKualKpVFJPhJmZGYMCSdizQB8tJSUF+vr6SpdBRP/vxx9/xJ9//olatWrhyZMnOH78OKZNm4aePXvi119/xZIlSxAXFwc3NzdYWFhg27ZtUKvVfNYDvRPDAhHRZ2Tjxo0YNGgQduzYgfLly+P48ePw9vbGhg0bpIe43bhxAwkJCTAxMUHJkiWhUql4eSTJ4mkIIqICKiwsDHFxcRrzHj9+jNq1a6N8+fJYs2YNfH19MWfOHHzzzTd4/vw5Hj16hJIlS+Krr76Ci4sLVCoVMjIyGBRIFsMCEVEB9Pfff+Pbb7/F/PnzER8fL82/ffs24uLicOTIEfTp0wchISHo27cvAGDNmjWYMmUKkpOTNbaV3YBIojfxG0JEVAA1adIE06dPx6hRozBnzhyph6FTp064ceMGfHx8MGXKFCkovHjxAtu3b0dSUhLHGJHW2O9ERFTAJCUlwdjYGIMGDQIA/PDDDwCA/v37o2TJkmjbti3Wr1+P69ev4+HDh4iMjERwcDDu37+PTZs2SVc9ZF4mSfQ+DAtERAXI7t27ER4ejho1asDLywuDBg2SbsEuhMBPP/2E/v37Q0dHBytWrMDcuXPh6uoKOzs7nDp1SrqFM696IG3waggiogJi2bJlGD16NJo3bw5/f39UrVpVWjZz5kz88MMPGDduHAIDAwEAycnJOHPmDBwdHeHo6AgdHR1e9UAfhN8YIqICYO3atejfvz+WLVuGRo0aZXn0+6BBg5Ceno5hw4ZBR0cHffr0gaWlJWrUqCG14VUP9KH4rSEiyudiYmKwYMECTJo0CW3btpXmJyYm4sqVK0hNTYW3tzeGDBkC4PWjqBMTEzFy5EgYGxtL7XnVA30ohgUiogLg8ePHKFasmDQ9b9487N+/Hxs3boS9vT1KlCiBo0ePYsiQIXj58iW2b9+O8ePHK1gxfU44ZoGIKJ+LiYlBpUqV0KhRI3To0AFz585FREQEatSogVatWuH58+f46aef0LVrV4wZMwYApKsdeNUD5Qb2LBAR5XM2Njb4448/0Lp1a+zfvx+mpqaYMWMGvvrqKxQuXBixsbEwMzNDRkaGtA6DAuUmhgUiogKgXr16iIyMRGJiIpydnbMsNzU1hb29vcY8BgXKLTwNQURUgMXExMDf3x9PnjzBsWPHeP8EyhPsWSAiKoCePHmCxYsX4+jRo3j8+LEUFHjDJcoLvI6GiKgAunv3Lo4dOwZXV1f8888/UKvVSEtLY1CgPMHTEEREBVRcXBzMzc2hUqnYo0B5imGBiKiA41UPlNd4GoKIqIBjUKC8xrBAREREshgWiIiISBbDAhEREcliWCAiIiJZDAtEREQki2GBqABTqVTYvHmz0mXkWHR0NFQqFc6fP/9F7Jfoc8GwQJRPxcTEoG/fvihevDgMDAxgZ2cHX19fHDt2TOnSsqhduzZUKhVUKhUMDAxQrFgxNGvWDGFhYRrtHB0d8eDBA5QrV06hSonoQzAsEOVTrVu3xrlz57B8+XJERERg69atqF27Np4+fap0adnq2bMnHjx4gKioKGzcuBHu7u5o3749evXqJbXR1dWFnZ0d9PTy5rE0KSkpebLdvN42UX7HsECUD8XFxeHIkSMICQlBnTp1UKJECfznP/9BYGAgmjdv/s717ty5g7Zt28LCwgJWVlZo0aIFoqOjNdosXrwYZcuWhaGhIdzc3DB37lxpWWZ3/dq1a1G9enUYGhqiXLlyOHTo0HtrLlSoEOzs7ODg4IBq1aohJCQECxYswKJFi7B3716N7WeeDoiNjUXHjh1hY2MDIyMjlCpVCsuWLZO2efHiRdStWxdGRkYoXLgwevXqhcTERGl5t27d0LJlS0yYMAH29vYoU6YMAODkyZOoWLEiDA0NUaVKFZw7dy5LvZcuXYKfnx9MTExQpEgRdO7cGU+ePJGW165dG/3798fgwYNhbW0NX1/f974HRJ8rhgWifMjExAQmJibYvHkzkpOTc7ROamoqfH19YWpqiiNHjuDYsWMwMTFBo0aNpL+KV69ejTFjxmDChAm4evUqJk6ciNGjR2P58uUa2/rxxx8xdOhQnDt3Dl5eXmjWrNkH9Wh07doVlpaWWU5HZBo9ejSuXLmCHTt24OrVq5g3bx6sra0BAElJSfD19YWlpSVOnTqF0NBQ7N27F/3799fYxr59+3Dt2jXs2bMH27ZtQ2JiIpo2bQp3d3ecOXMGY8eOxbBhwzTWiYuLQ926dVGxYkWcPn0aO3fuxKNHj9C2bVuNdsuXL4e+vj6OHTuG+fPna338RJ8NQUT50oYNG4SlpaUwNDQU1atXF4GBgSI8PFyjDQCxadMmIYQQK1euFGXKlBEZGRnS8uTkZGFkZCR27dolhBDCxcVFrFmzRmMb48aNE15eXkIIIW7evCkAiN9++01anpqaKhwcHERISMg7a/Xx8RGDBg3KdtnXX38t/Pz8NLZ/7tw5IYQQzZo1E/7+/tmut3DhQmFpaSkSExOleX///bfQ0dERDx8+FEII0bVrV1GkSBGRnJwstVmwYIEoXLiwePnypTRv3rx5GvsdN26caNiwocb+7ty5IwCIa9euScdUsWLFdx4z0ZeEPQtE+VTr1q1x//59bN26FY0aNcLBgwdRqVIl/PHHH9m2Dw8Px/Xr12Fqair1TFhZWeHVq1eIiopCUlISoqKi0KNHD2m5iYkJxo8fj6ioKI1teXl5Sf/W09NDlSpVcPXq1Q86DiHzkKO+ffti7dq18PT0xPDhw/HPP/9Iy65evYqvvvoKxsbG0jxvb29kZGTg2rVr0rzy5ctDX19fY70KFSrA0NAw2+MBXr9XBw4c0Hgf3NzcAEDjvahcufIHHTPR5yZvRhkRUa4wNDREgwYN0KBBA4wePRrff/89fvnlF3Tr1i1L28TERFSuXBmrV6/OsszGxkY6179o0SJ8/fXXGsvz6tHG6enpiIyMRNWqVbNd7ufnh1u3bmH79u3Ys2cP6tWrh4CAAEyZMiXH+3gzTORUYmIimjVrhpCQkCzLihYt+lHbJvocsWeBqABxd3dHUlJStssqVaqEyMhI2NrawtXVVeNlbm6OIkWKwN7eHjdu3Miy3NnZWWNbJ06ckP6dlpaGM2fOoGzZslrXu3z5csTGxqJ169bvbGNjY4OuXbti1apVmDFjBhYuXAgAKFu2LMLDwzWO99ixY9DR0ZEGMmanbNmyuHDhAl69epXt8QCv36vLly/Dyckpy3vBgECUFcMCUT709OlT1K1bF6tWrcKFCxdw8+ZNhIaGYtKkSWjRokW263Ts2BHW1tZo0aIFjhw5gps3b+LgwYMYOHAg7t69CwAICgpCcHAwfv/9d0RERODixYtYtmwZpk2bprGtOXPmYNOmTfj3338REBCA2NhYdO/eXbbmFy9e4OHDh7h79y5OnDiBn376CX369EHfvn1Rp06dbNcZM2YMtmzZguvXr+Py5cvYtm2bFEo6duwIQ0NDdO3aFZcuXcKBAwcwYMAAdO7cGUWKFHlnHd999x1UKhV69uyJK1euYPv27Vl6KgICAvDs2TN06NABp06dQlRUFHbt2gV/f3+kp6fLHifRF0npQRNElNWrV6/EiBEjRKVKlYS5ubkoVKiQKFOmjPj555/FixcvpHZ4Y4CjEEI8ePBAdOnSRVhbWwsDAwNRsmRJ0bNnT/H8+XOpzerVq4Wnp6fQ19cXlpaWolatWiIsLEwI8b8BiGvWrBH/+c9/hL6+vnB3dxf79++XrdfHx0cAEACEvr6+KFq0qGjatKm03UxvD3AcN26cKFu2rDAyMhJWVlaiRYsW4saNG1L7CxcuiDp16ghDQ0NhZWUlevbsKRISEqTlXbt2FS1atMhSz/Hjx8VXX30l9PX1haenp9i4caPGfoUQIiIiQrRq1UpYWFgIIyMj4ebmJgYPHiwNEJUbtEn0pVEJIYSSYYWI8o/o6Gg4Ozvj3Llz8PT0VLocIsoneBqCiIiIZDEsEBERkSyehiAiIiJZ7FkgIiIiWQwLREREJIthgYiIiGQxLBAREZEshgUiIiKSxbBAREREshgWiIiISBbDAhEREcliWCAiIiJZ/wdaDh8yTnGOjwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot to check distribution of Stress Level across categories\n",
    "for feature in categorical_features:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    sns.boxplot(x=feature, y='Stress Level', data=df_cleaned, palette='coolwarm')\n",
    "    plt.title(f'{feature} vs Stress Level')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1094.61x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Pairplot between key variables and stress level\n",
    "sns.pairplot(df_cleaned, vars=['Age', 'Sleep Duration', 'Heart Rate', 'Daily Steps'], hue='Stress Level')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example: Creating BMI from weight and height\n",
    "\n",
    "\n",
    "# Analyzing the new feature (BMI)\n",
    "sns.histplot(df_cleaned['BMI Category'], kde=True)\n",
    "plt.title('Distribution of BMI')\n",
    "plt.show()\n",
    "\n",
    "# Checking correlation of BMI with Stress Level\n",
    "sns.scatterplot(x='BMI Category', y='Stress Level', data=df_cleaned)\n",
    "plt.title('BMI vs Stress Level')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Correlation Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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",
    "correlation_matrix = df_numeric.corr()\n",
    "\n",
    "# Plot the heatmap\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", linewidths=0.5)\n",
    "plt.title(\"Correlation Heatmap\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "Gender=Male<br>Age=%{x}<br>Physical Activity Level=%{y}<br>Stress Level=%{z}<extra></extra>",
         "legendgroup": "Male",
         "marker": {
          "color": "#636efa",
          "symbol": "circle"
         },
         "mode": "markers",
         "name": "Male",
         "scene": "scene",
         "showlegend": true,
         "type": "scatter3d",
         "x": [
          27,
          28,
          28,
          28,
          28,
          28,
          29,
          29,
          29,
          29,
          29,
          29,
          29,
          29,
          29,
          29,
          29,
          30,
          30,
          30,
          30,
          30,
          30,
          30,
          30,
          30,
          30,
          30,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          31,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          32,
          33,
          33,
          33,
          33,
          33,
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          }
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       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.scatter_3d(df_cleaned, x='Age', y='Physical Activity Level', z='Stress Level', color='Gender')\n",
    "fig.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Outlier Detection\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_19704\\2277395080.py:4: FutureWarning:\n",
      "\n",
      "\n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "\n"
     ]
    },
    {
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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_19704\\2277395080.py:4: FutureWarning:\n",
      "\n",
      "\n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_19704\\2277395080.py:4: FutureWarning:\n",
      "\n",
      "\n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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e0UiXurCo2PkZAeB8w4VjAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4yqlIFxQUaPv27SooKAj2KAAcwdcF1GVORXrPnj2aMGGC9uzZE+xRADiCrwuoy5yKNAAA+CciDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADjKG+wBAODn6vjx40pPT9fevXvVtGlTjRw5UpGRkdXeX2FhoVatWqV9+/YpPj5eAwcOVHh4eLX3V1xcrK1bt+rQoUNq3LixOnbsqNDQUGfmq+n9Se4fk6oi0gBQDdOnT1dWVpb/9qZNm7Ry5UpdeeWVmjJlSpX3l5aWpmXLlqmkpMS/bP78+RoyZIhGjRpV5f1lZmZq3rx5ysvL8y+LjY3V6NGj1bNnz6DPV9P7k9w/JtXB290AUEWlMfB6vbr55pv18ssv6+abb5bX61VWVpamT59epf2lpaUpIyNDUVFRGjdunBYsWKBx48YpKipKGRkZSktLq9L+MjMzNXPmTCUmJmrWrFl6/fXXNWvWLCUmJmrmzJnKzMwM6nw1vT/J/WNSXUQaAKrg+PHj/hgsXrxYycnJio+PV3JyshYvXuyPwvHjxyu1v8LCQi1btkwNGzZUWlqaBgwYoEaNGmnAgAFKS0tTw4YN9eabb6qwsLBS+ysuLta8efN0xRVXaPLkyWrfvr0iIyPVvn17TZ48WVdccYXmz5+v4uLioMxX0/uT3D8mZ6PSb3efOHFCJ06c8N/Oz88/JwNJ0u7du8/Zvl1SV/6dtYHn8vzl2rFNT0+XJA0ZMqTMzybDw8OVlJSkpUuXKj09XWPGjKlwf6tWrVJJSYlGjBghrzfwS7LX69Xw4cP1wgsvaNWqVUpKSqpwf1u3blVeXp4mTpyokJDA12EhISEaOnSoJk6cqK1bt+rSSy+t9flqen+S+8fkbFQ60o8//rimTZt2Lmfxmz17dq08Ds4ffM6gtuzdu1eS1L9//3Lv/81vfqOlS5f616vIvn37JEndu3cv9/4rrrgiYL2KHDp0SJKUkJBQ7v0tW7YMWK+256vp/UnuH5OzUelIP/zww/r973/vv52fn68WLVqck6F+//vfn7N9u2T37t3EpYbUlc+Zusi186Rp06batGmT3n33XSUnJ5e5f82aNf71KiM+Pl6S9OGHH2rAgAFl7s/Ozg5YryKNGzeWJOXm5qp9+/Zl7t+1a1fAerU9X03vT3L/mJyNSkfa5/PJ5/Ody1n8WrRooTZt2tTKY+H8wOcMasvIkSO1cuVKLVu2TL/97W8D3l4tLCzUm2++6V+vMgYOHKj58+dr4cKF6tevX8Dbq0VFRXr11VcVGhqqgQMHVmp/HTt2VGxsrJYsWaLJkycHvOVdUlKiJUuW6KKLLlLHjh2DMl9N709y/5icDS4cA4AqiIyM1JVXXqmioiLdeuutSk9P1549e5Senq5bb71VRUVFuvLKKyv9u7nh4eEaMmSIvv/+e40aNUrvvPOODh48qHfeeUejRo3S999/r6SkpEr/bm5oaKhGjx6t7OxszZgxQ19++aWOHTumL7/8UjNmzFB2drZSUlIq/fvSNT1fTe9Pcv+YnA2PmVl1NszPz1d0dLR++OEHRUVF1cgw27dv14QJE/TMM8/UiVdFpf/eu749qPiiomCPU659Xq9ejmni7Iyl89WVz5m6yNWvCz/9ndxSNfk7uaGhoUpKSqqx35O+6KKLlJKSUmO/J30289X0/iT3j8mpKttQ/pgJAFTDlClTavSvW40aNUrDhw+vsb9u1bNnT1155ZU19hfHanq+mt6f5P4xqQ4iDQDVFBkZWalf6ams0l8XqimhoaGV+jWryqrp+Wp6f5L7x6Sq+Jk0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CgiDQCAo4g0AACOItIAADiKSAMA4CinIt28eXM988wzat68ebBHAeAIvi6gLvMGe4BTRUREqE2bNsEeA4BD+LqAusypV9IAAOCfiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI7yBnsASN963T0MB7yhAf91jcvPHQCcLb7CBVFUVJR8YWF6o1F0sEepUEajhsEe4bR8YWGKiooK9hgAUOOIdBDFxsbqxTlzlJ+fH+xRftaioqIUGxsb7DEAoMYR6SCLjY0lMACAcnHhGAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAoIg0AgKOINAAAjiLSAAA4ikgDAOAob3U3NDNJUn5+fo0NAwBAXVDaztKWnk61I3348GFJUosWLaq7CwAA6rTDhw8rOjr6tPd7rKKMn0ZJSYn27t2rBg0ayOPxVHvAU+Xn56tFixbavXu3oqKiamSfODscE7dwPNzDMXHPz+GYmJkOHz6spk2bKiTk9D95rvYr6ZCQEDVv3ry6m59RVFSUs09sXcUxcQvHwz0cE/e4fkzO9Aq6FBeOAQDgKCINAICjnIq0z+dTamqqfD5fsEfB/8cxcQvHwz0cE/ecT8ek2heOAQCAc8upV9IAAOCfiDQAAI4i0gAAOIpIAwDgqKBE+h//+IdGjBihJk2aqF69eurcubM+/vhj//0jR46Ux+MJ+LjqqquCMWqdkJiYWOb59ng8Gjt2rKQf/zLO1KlT1bRpU0VGRqpPnz76/PPPgzz1+a2iY8I5UruKioo0ZcoUtWrVSpGRkWrdurX+4z/+QyUlJf51OE9qV2WOyflwnlT7L45V13fffadevXqpb9++WrVqlWJjY7Vjxw41bNgwYL3rrrtOaWlp/tvh4eG1PGndkZ2dreLiYv/tzz77TNdee62GDh0qSXryySc1e/Zspaenq23btpo+fbquvfZaffXVV2rQoEGwxj6vVXRMJM6R2vTEE09ozpw5euWVV3TJJZfoo48+0qhRoxQdHa37779fEudJbavMMZHOg/PEatmkSZPs6quvPuM6ycnJlpSUVDsDoYz777/fLr74YispKbGSkhKLi4uzmTNn+u8vKCiw6OhomzNnThCnrFtOPSZmnCO1bfDgwZaSkhKw7KabbrIRI0aYmXGeBEFFx8Ts/DhPav3t7uXLl6tbt24aOnSoYmNj1aVLF82dO7fMeuvXr1dsbKzatm2rO++8U3l5ebU9ap1UWFiohQsXKiUlRR6PRzk5Odq/f7/69+/vX8fn8+lXv/qVMjMzgzhp3fHTY1KKc6T2XH311Vq7dq2+/vprSdLmzZv1/vvva9CgQZLEeRIEFR2TUj/786S2vyvw+Xzm8/ns4Ycftr///e82Z84ci4iIsFdeecW/zmuvvWYrVqywLVu22PLly+2yyy6zSy65xAoKCmp73Dpn8eLFFhoaav/4xz/MzOxvf/ubSfLfLnXnnXda//79gzFinfPTY2LGOVLbSkpK7KGHHjKPx2Ner9c8Ho/953/+p/9+zpPaV9ExMTs/zpNaj3RYWJj16NEjYNl9991nV1111Wm32bt3r4WFhdnSpUvP9Xh1Xv/+/e3666/33y794rN3796A9e644w4bMGBAbY9XJ/30mJSHc+TcWrRokTVv3twWLVpkn376qS1YsMAaN25s6enpZsZ5EgwVHZPy/BzPk1q/cCw+Pl4dO3YMWNahQwctXbr0jNskJCRo27Zt53q8Oi03N1dr1qxRRkaGf1lcXJwkaf/+/YqPj/cvz8vL00UXXVTrM9Y15R2T8nCOnFsTJ07UQw89pNtuu02SdOmllyo3N1ePP/64kpOTOU+CoKJjUp6f43lS6z+T7tWrl7766quAZV9//bUSEhJOu83Bgwe1e/fugE9+1Ly0tDTFxsZq8ODB/mWtWrVSXFyc/vKXv/iXFRYW6q9//at69uwZjDHrlPKOSXk4R86tY8eOKSQk8MtlaGio/9d9OE9qX0XHpDw/y/Oktl+6f/jhh+b1em3GjBm2bds2e/XVV61evXq2cOFCMzM7fPiwPfDAA5aZmWk5OTm2bt0669GjhzVr1szy8/Nre9w6o7i42Fq2bGmTJk0qc9/MmTMtOjraMjIybMuWLfbb3/7W4uPjOR7n2OmOCedI7UtOTrZmzZrZihUrLCcnxzIyMuzCCy+0Bx980L8O50ntquiYnC/nSa1H2szsrbfesl/+8pfm8/msffv29vLLL/vvO3bsmPXv399iYmIsLCzMWrZsacnJybZr165gjFpnrF692iTZV199Vea+kpISS01Ntbi4OPP5fNa7d2/bsmVLEKasW053TDhHal9+fr7df//91rJlS4uIiLDWrVvb5MmT7cSJE/51OE9qV0XH5Hw5T/hfVQIA4Cj+djcAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0gAAOIpIAwDgKCINAICjiDQAAI4i0kANGTlypIYMGVJm+fr16+XxePT999+f8xmmTp2qzp07V2o9j8cjj8ejkJAQNW3aVMOHD9fu3bvPyeMBqB4iDZwHzExFRUVV2uaSSy7Rvn37tGfPHi1evFhbtmzRLbfcco4mBFAdRBoIgszMTPXu3VuRkZFq0aKFxo8fr6NHj/rvX7hwobp166YGDRooLi5Ow4YNU15env/+0lfnq1evVrdu3eTz+fTHP/5R06ZN0+bNm/2vktPT0087g9frVVxcnJo2baprrrlGd955pz744APl5+f715k0aZLatm2revXqqXXr1nrkkUd08uRJSVJ6evppH++HH37QXXfdpdjYWEVFRenXv/61Nm/eXLNPIlAHEGmglm3ZskUDBgzQTTfdpE8//VSLFy/W+++/r3HjxvnXKSws1GOPPabNmzdr2bJlysnJ0ciRI8vs68EHH9Tjjz+uL774Qv3799cDDzzgf4W8b98+3XrrrZWaaf/+/crIyFBoaKhCQ0P9yxs0aKD09HRt3bpVzz33nObOnatnnnlGknTrrbeW+3hmpsGDB2v//v1auXKlPv74Y3Xt2lX9+vXToUOHzu7JA+qa4P5PuIDzR3JysoWGhlr9+vUDPiIiIkySfffdd2Zmdvvtt9tdd90VsO2GDRssJCTEjh8/Xu6+P/zwQ5Nkhw8fNjOzdevWmSRbtmxZwHqpqal22WWXVThramqqhYSEWP369S0yMtIkmSQbP378Gbd78skn7fLLLz/j461du9aioqKsoKAgYPnFF19s//M//1PhbAD+yRvU7xCA80zfvn310ksvBSzLysrSiBEj/Lc//vhjbd++Xa+++qp/mZmppKREOTk56tChgz755BNNnTpVmzZt0qFDh1RSUiJJ2rVrlzp27Ojfrlu3btWetV27dlq+fLlOnDihN998U0uWLNGMGTMC1vnzn/+sZ599Vtu3b9eRI0dUVFSkqKioM+73448/1pEjR9SkSZOA5cePH9eOHTuqPS9QFxFpoAbVr19fbdq0CVi2Z8+egNslJSW6++67NX78+DLbt2zZUkePHlX//v3Vv39/LVy4UDExMdq1a5cGDBigwsLCMo9XXeHh4f5ZL7nkEm3btk1jxozRH//4R0nSBx98oNtuu03Tpk3TgAEDFB0drddee01PP/30GfdbUlKi+Ph4rV+/vsx9DRs2rPa8QF1EpIFa1rVrV33++edlYl5qy5YtOnDggGbOnKkWLVpIkj766KNK7Ts8PFzFxcXVmuuRRx5R27ZtNWHCBHXt2lV/+9vflJCQoMmTJ/vXyc3NrfDxunbtqv3798vr9SoxMbFaswD4EReOAbVs0qRJ2rhxo8aOHatNmzZp27ZtWr58ue677z5JP76aDg8P1/PPP6//+7//0/Lly/XYY49Vat+JiYnKycnRpk2bdODAAZ04caLSc7Vu3VpJSUl69NFHJUlt2rTRrl279Nprr2nHjh36r//6L73xxhsVPt5vfvMb9ejRQ0OGDNHq1au1c+dOZWZmasqUKZX+ZgPAj4g0UMs6deqkv/71r9q2bZuuueYadenSRY888oji4+MlSTExMUpPT9eSJUvUsWNHzZw5U0899VSl9v2v//qvuu6669S3b1/FxMRo0aJFVZrtgQce0Ntvv62srCwlJSVpwoQJGjdunDp37qzMzEw98sgjFT6ex+PRypUr1bt3b6WkpKht27a67bbbtHPnTl100UVVmgeo6zxmZsEeAgAAlMUraQAAHEWkAQBwFJEGAMBRRBoAAEcRaQAAHEWkAQBwFJEGAMBRRBoAAEcRaQAAHEWkAQBwFJEGAMBR/w8OkBUhsLtZ1gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hpsli\\AppData\\Local\\Temp\\ipykernel_19704\\2277395080.py:4: FutureWarning:\n",
      "\n",
      "\n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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DAOAwnlEDAOAwQg0AgMMINQAADjvvs74LCgq0Z88eRUVFFfq3mAEAwOmZmQ4dOqSkpCTvM9ZP57xDvWfPHlWrVu18bw4AwCUvPT1dVatWPeOY8w51VFSUdyfly5c/38MAAHDJyc7OVrVq1byWnsl5h/rEy93ly5cn1AAAnIfi/OmYk8kAAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAh4WW9gSA0paZmans7OzSngZ+xcqXL6/4+PjSngaCFKHGJS0zM1MP9u2rnNzc0p4KfsUiwsI0Li2NWOOCINS4pGVnZysnN1e/239QcXl5pT2doLAvtIxmVKyg2/cfUKW8/NKezgX3Y2ioPqgYrezsbEKNC4JQA5Li8vKUSKhLVKW8fB5ToARwMhkAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA5zKtRHjx7V1q1bdfTo0dKeCgAAkkq/TU6Fevfu3RoyZIh2795d2lMBAEBS6bfJqVADAIBAhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwGKEGAMBhhBoAAIcRagAAHEaoAQBwWGhxB+bk5CgnJ8e7np2dfUEmJEnp6ekX7NjAyfheQ0nheyl4lfbXttihHjNmjEaOHHkh5+IZO3bsRbkfACgp/NzChVLsUD/++OP605/+5F3Pzs5WtWrVLsik/vSnP12wYwMnS09P5wcsSgQ/t4JXaf+cKHaoIyIiFBERcSHn4qlWrZouu+yyi3JfAFAS+LmFC4WTyQAAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHEWoAABxGqAEAcBihBgDAYYQaAACHORXqqlWr6oUXXlDVqlVLeyoAAEgq/TaFlsq9nkbZsmV12WWXlfY0AADwlHabnHpGDQAAAhFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcRqgBAHAYoQYAwGGEGgAAhxFqAAAcFlraEwBc8GMo/1coKftCywT8b7DjewcXGt9huKSVL19eEWFh+qBidGlPJejMqFihtKdw0USEhal8+fKlPQ0EKUKNS1p8fLzGpaUpOzu7tKeCX7Hy5csrPj6+tKeBIEWoccmLj4/nhywAZ3EyGQAADiPUAAA4jFADAOAwQg0AgMMINQAADiPUAAA4jFADAOAwQg0AgMMINQAADiPUAAA4jFADAOAwQg0AgMMINQAADiPUAAA4jFADAOAwQg0AgMMINQAADiPUAAA4jFADAOAwQg0AgMMINQAADiPUAAA4jFADAOAwQg0AgMMINQAADiPUAAA4jFADAOCw0PO9oZlJkrKzs0tsMgAAXApOtPNES8/kvEN96NAhSVK1atXO9xAAAFzSDh06pOjo6DOO8Vlxcl6EgoIC7dmzR1FRUfL5fOc1wVNlZ2erWrVqSk9PV/ny5UvkmC671NYrXXprvtTWK116a2a9we9CrNnMdOjQISUlJSkk5Mx/hT7vZ9QhISGqWrXq+d78jMqXL3/JfANIl956pUtvzZfaeqVLb82sN/iV9JrP9kz6BE4mAwDAYYQaAACHORXqiIgIDR8+XBEREaU9lYviUluvdOmt+VJbr3TprZn1Br/SXvN5n0wGAAAuPKeeUQMAgECEGgAAhxFqAAAcRqgBAHBYiYZ6/PjxatKkifem8BYtWmju3LnefjPTiBEjlJSUJL/frzZt2mjjxo0Bx8jJydFDDz2kSpUqKTIyUrfccot2794dMGb//v3q0aOHoqOjFR0drR49eujAgQMluZTzMmbMGPl8Pg0ePNjbFmxrHjFihHw+X8AlISHB2x9s65Wk77//Xvfee69iY2P1m9/8Rpdffrm++uorb3+wrblGjRqFvsY+n0/9+/eXFHzrzcvL0xNPPKGaNWvK7/erVq1aGjVqlAoKCrwxwbbmQ4cOafDgwUpOTpbf79e1116rNWvWePt/7etdtmyZunTpoqSkJPl8Pn344YcB+y/m+nbt2qUuXbooMjJSlSpV0sCBA3Xs2LFzW5CVoFmzZtnHH39smzdvts2bN9vQoUMtLCzMNmzYYGZmf//73y0qKsref/99W79+vXXr1s0SExMtOzvbO0bfvn2tSpUqtnDhQlu7dq21bdvWUlJSLC8vzxvToUMHa9Soka1YscJWrFhhjRo1ss6dO5fkUs7Z6tWrrUaNGtakSRMbNGiQtz3Y1jx8+HBr2LCh7d2717tkZmZ6+4Ntvf/5z38sOTnZevXqZV988YVt377dFi1aZFu3bvXGBNuaMzMzA76+CxcuNEn26aefmlnwrXf06NEWGxtrs2fPtu3bt9t7771n5cqVsxdffNEbE2xr7tq1qzVo0MCWLl1q3333nQ0fPtzKly9vu3fvDor1zpkzx4YNG2bvv/++SbIPPvggYP/FWl9eXp41atTI2rZta2vXrrWFCxdaUlKSDRgw4JzWU6KhLkrFihXttddes4KCAktISLC///3v3r6jR49adHS0paWlmZnZgQMHLCwszKZNm+aN+f777y0kJMTmzZtnZmabNm0ySbZq1SpvzMqVK02S/e///u+FXk6RDh06ZL/97W9t4cKF1rp1ay/Uwbjm4cOHW0pKSpH7gnG9jz32mF133XWn3R+Maz7VoEGDrHbt2lZQUBCU6+3UqZP17t07YNvtt99u9957r5kF39f4yJEjVqZMGZs9e3bA9pSUFBs2bFjQrffUUF/M9c2ZM8dCQkLs+++/98a88847FhERYQcPHiz2Gi7Y36jz8/M1bdo0/fTTT2rRooW2b9+ujIwM3Xjjjd6YiIgItW7dWitWrJAkffXVV8rNzQ0Yk5SUpEaNGnljVq5cqejoaDVv3twbc8011yg6Otobc7H1799fnTp1Uvv27QO2B+uav/vuOyUlJalmzZq66667tG3bNknBud5Zs2apWbNmuvPOOxUfH6+mTZtqwoQJ3v5gXPPJjh07pqlTp6p3797y+XxBud7rrrtOn3zyibZs2SJJ+p//+R8tX75cN998s6Tg+xrn5eUpPz9fZcuWDdju9/u1fPnyoFvvqS7m+lauXKlGjRopKSnJG3PTTTcpJycn4M9nZ1PioV6/fr3KlSuniIgI9e3bVx988IEaNGigjIwMSVLlypUDxleuXNnbl5GRofDwcFWsWPGMY+Lj4wvdb3x8vDfmYpo2bZrWrl2rMWPGFNoXjGtu3ry5pkyZovnz52vChAnKyMjQtddeq6ysrKBc77Zt2zR+/Hj99re/1fz589W3b18NHDhQU6ZM8eYqBdeaT/bhhx/qwIED6tWrl6TgXO9jjz2mu+++W/Xq1VNYWJiaNm2qwYMH6+677/bmKgXPmqOiotSiRQv99a9/1Z49e5Sfn6+pU6fqiy++0N69e4Nuvae6mOvLyMgodD8VK1ZUeHj4OT0G5/3pWadTt25drVu3TgcOHND777+v1NRULV261Nt/6kdimtlZPybz1DFFjS/OcUpaenq6Bg0apAULFhT67fRkwbTmjh07ev/duHFjtWjRQrVr19Ybb7yha665RlJwrbegoEDNmjXT3/72N0lS06ZNtXHjRo0fP149e/b0xgXTmk82ceJEdezYMeAZgRRc650+fbqmTp2qt99+Ww0bNtS6des0ePBgJSUlKTU11RsXTGt+88031bt3b1WpUkVlypTRFVdcoe7du2vt2rXemGBab1Eu1vpK4jEo8WfU4eHhuuyyy9SsWTONGTNGKSkpeumll7wzg0/9LSIzM9P7jSMhIUHHjh3T/v37zzjmhx9+KHS/P/74Y6HfXC60r776SpmZmbryyisVGhqq0NBQLV26VC+//LJCQ0O9+QTTmk8VGRmpxo0b67vvvgvKr3FiYqIaNGgQsK1+/fratWuXJAXlmk/YuXOnFi1apPvvv9/bFozrfeSRR/TnP/9Zd911lxo3bqwePXpoyJAh3qtkwbjm2rVra+nSpTp8+LDS09O1evVq5ebmqmbNmkG53pNdzPUlJCQUup/9+/crNzf3nB6DC/4+ajNTTk6O9w2wcOFCb9+xY8e0dOlSXXvttZKkK6+8UmFhYQFj9u7dqw0bNnhjWrRooYMHD2r16tXemC+++EIHDx70xlws7dq10/r167Vu3Trv0qxZM91zzz1at26datWqFXRrPlVOTo6+/fZbJSYmBuXXuGXLltq8eXPAti1btig5OVmSgnLNJ0yePFnx8fHq1KmTty0Y13vkyBGFhAT+KCxTpoz39qxgXPMJkZGRSkxM1P79+zV//nzdeuutQb1e6eJ+PVu0aKENGzZo79693pgFCxYoIiJCV155ZfEnXezTzorh8ccft2XLltn27dvtm2++saFDh1pISIgtWLDAzI6fEh8dHW0zZsyw9evX2913313kKfFVq1a1RYsW2dq1a+36668v8pT4Jk2a2MqVK23lypXWuHHjUn971gknn/VtFnxrfvjhh23JkiW2bds2W7VqlXXu3NmioqJsx44dQbne1atXW2hoqD311FP23Xff2VtvvWW/+c1vbOrUqd6YYFuzmVl+fr5Vr17dHnvssUL7gm29qampVqVKFe/tWTNmzLBKlSrZo48+6o0JtjXPmzfP5s6da9u2bbMFCxZYSkqKXX311Xbs2LGgWO+hQ4fs66+/tq+//tok2dixY+3rr7+2nTt3XtT1nXh7Vrt27Wzt2rW2aNEiq1q1aum+Pat3796WnJxs4eHhFhcXZ+3atfMibXb8tPjhw4dbQkKCRUREWKtWrWz9+vUBx/j5559twIABFhMTY36/3zp37my7du0KGJOVlWX33HOPRUVFWVRUlN1zzz22f//+klzKeTs11MG25hPvNwwLC7OkpCS7/fbbbePGjd7+YFuvmdlHH31kjRo1soiICKtXr57993//d8D+YFzz/PnzTZJt3ry50L5gW292drYNGjTIqlevbmXLlrVatWrZsGHDLCcnxxsTbGuePn261apVy8LDwy0hIcH69+9vBw4c8Pb/2tf76aefmqRCl9TU1Iu+vp07d1qnTp3M7/dbTEyMDRgwwI4ePXpO6+FjLgEAcBj/1jcAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDXgkNdff10VKlTwro8YMUKXX355qc0HQOkj1MAv1KtXL/l8Pvl8PoWFhaly5cq64YYbNGnSJO+DHYqrW7du2rJlS4nO7+uvv1bnzp0VHx+vsmXLqkaNGurWrZv27dsnSVqyZIl8Pp8OHDhQovcLoGQQaqAEdOjQQXv37tWOHTs0d+5ctW3bVoMGDVLnzp2Vl5dX7OP4/f4iP4z+fGVmZqp9+/aqVKmS5s+fr2+//VaTJk1SYmKijhw5UmL3A+DCIdRACYiIiFBCQoKqVKmiK664QkOHDtXMmTM1d+5cvf766964sWPHqnHjxoqMjFS1atX04IMP6vDhw97+U1/6PtmyZcsUFhZW6PNtH374YbVq1arI26xYsULZ2dl67bXX1LRpU9WsWVPXX3+9XnzxRVWvXl07duxQ27ZtJUkVK1aUz+dTr169JB3/iNpnnnlGtWrVkt/vV0pKiv71r395xz7xTPzjjz9WSkqKypYtq+bNm2v9+vXemJ07d6pLly6qWLGiIiMj1bBhQ82ZM+dcHlrgkkeogQvk+uuvV0pKimbMmOFtCwkJ0csvv6wNGzbojTfe0OLFi/Xoo48W63itWrVSrVq19Oabb3rb8vLyNHXqVN13331F3iYhIUF5eXn64IMPVNTn71SrVk3vv/++JGnz5s3au3evXnrpJUnSE088ocmTJ2v8+PHauHGjhgwZonvvvVdLly4NOMYjjzyi5557TmvWrFF8fLxuueUW5ebmSpL69++vnJwcLVu2TOvXr9fTTz+tcuXKFWu9AP6/c/qsLQCFpKam2q233lrkvm7duln9+vVPe9t3333XYmNjveuTJ0+26Oho7/rw4cMtJSXFu/70008HHO/DDz+0cuXK2eHDh097H0OHDrXQ0FCLiYmxDh062DPPPGMZGRne/hMfCXjyx/MdPnzYypYtaytWrAg41h/+8Ae7++67A243bdo0b39WVpb5/X6bPn26mZk1btzYRowYcdq5ATg7nlEDF5CZyefzedc//fRT3XDDDapSpYqioqLUs2dPZWVl6aeffirW8Xr16qWtW7dq1apVkqRJkyapa9euioyMPO1tnnrqKWVkZCgtLU0NGjRQWlqa6tWrF/AS9ak2bdqko0eP6oYbblC5cuW8y5QpU/Tvf/87YGyLFi28/46JiVHdunX17bffSpIGDhyo0aNHq2XLlho+fLi++eabYq0TwP8h1MAF9O2336pmzZqSjv+99uabb1ajRo30/vvv66uvvtKrr74qSd5LxWcTHx+vLl26aPLkycrMzNScOXPUu3fvs94uNjZWd955p55//nl9++23SkpK0nPPPXfa8SfOVv/444+1bt0677Jp06aAv1OfzolfTu6//35t27ZNPXr00Pr169WsWTP94x//KNZaARwXWtoTAILV4sWLtX79eg0ZMkSS9OWXXyovL0/PP/+8QkKO/4787rvvnvNx77//ft11112qWrWqateurZYtW57T7cPDw1W7dm3vWXx4eLgkKT8/3xvToEEDRUREaNeuXWrduvUZj7dq1SpVr15dkrR//35t2bJF9erV8/ZXq1ZNffv2Vd++ffX4449rwoQJeuihh85pzsCljFADJSAnJ0cZGRnKz8/XDz/8oHnz5mnMmDHq3LmzevbsKUmqXbu28vLy9I9//ENdunTR559/rrS0tHO+r5tuuknR0dEaPXq0Ro0adcaxs2fP1rRp03TXXXepTp06MjN99NFHmjNnjiZPnixJSk5Ols/n0+zZs3XzzTfL7/crKipK//Vf/6UhQ4aooKBA1113nbKzs7VixQqVK1dOqamp3n2MGjVKsbGxqly5soYNG6ZKlSrptttukyQNHjxYHTt2VJ06dbR//34tXrxY9evXP+c1A5e00v4jOfBrl5qaapJMkoWGhlpcXJy1b9/eJk2aZPn5+QFjx44da4mJieb3++2mm26yKVOmBJzIdbaTyU548sknrUyZMrZnz54zzu3f//639enTx+rUqWN+v98qVKhgV111lU2ePDlg3KhRoywhIcF8Pp+lpqaamVlBQYG99NJLVrduXQsLC7O4uDi76aabbOnSpWb2fyeTffTRR9awYUMLDw+3q666ytatW+cdd8CAAVa7dm2LiIiwuLg469Gjh+3bt694DywAMzPzmRXxng0ATuvTp49++OEHzZo1q9TmsGTJErVt21b79+8/7Xu/AfxyvPQN/IocPHhQa9as0VtvvaWZM2eW9nQAXASEGvgVufXWW7V69Wr98Y9/1A033FDa0wFwEfDSNwAADuN91AAAOIxQAwDgMEINAIDDCDUAAA4j1AAAOIxQAwDgMEINAIDDCDUAAA77f99UkmLNAnPbAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot to detect outliers in continuous features\n",
    "for feature in features:\n",
    "    plt.figure(figsize=(6, 4))\n",
    "    sns.boxplot(x=df_cleaned[feature], palette=\"Set1\")\n",
    "    plt.title(f'Boxplot of {feature}')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Categorical Feature Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap of categorical features using frequency of each combination\n",
    "pivot = pd.pivot_table(df_cleaned, index='Occupation', columns='BMI Category', values='Stress Level', aggfunc='mean')\n",
    "sns.heatmap(pivot, annot=True, cmap=\"Blues\", fmt=\".1f\")\n",
    "plt.title('Average Stress Level by Occupation and BMI Category')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 374 entries, 0 to 373\n",
      "Data columns (total 47 columns):\n",
      " #   Column                           Non-Null Count  Dtype  \n",
      "---  ------                           --------------  -----  \n",
      " 0   Person ID                        374 non-null    int64  \n",
      " 1   Age                              374 non-null    int64  \n",
      " 2   Sleep Duration                   374 non-null    float64\n",
      " 3   Quality of Sleep                 374 non-null    int64  \n",
      " 4   Physical Activity Level          374 non-null    int64  \n",
      " 5   Stress Level                     374 non-null    int64  \n",
      " 6   Heart Rate                       374 non-null    int64  \n",
      " 7   Daily Steps                      374 non-null    int64  \n",
      " 8   Gender_Male                      374 non-null    bool   \n",
      " 9   Occupation_Doctor                374 non-null    bool   \n",
      " 10  Occupation_Engineer              374 non-null    bool   \n",
      " 11  Occupation_Lawyer                374 non-null    bool   \n",
      " 12  Occupation_Manager               374 non-null    bool   \n",
      " 13  Occupation_Nurse                 374 non-null    bool   \n",
      " 14  Occupation_Sales Representative  374 non-null    bool   \n",
      " 15  Occupation_Salesperson           374 non-null    bool   \n",
      " 16  Occupation_Scientist             374 non-null    bool   \n",
      " 17  Occupation_Software Engineer     374 non-null    bool   \n",
      " 18  Occupation_Teacher               374 non-null    bool   \n",
      " 19  BMI Category_Normal Weight       374 non-null    bool   \n",
      " 20  BMI Category_Obese               374 non-null    bool   \n",
      " 21  BMI Category_Overweight          374 non-null    bool   \n",
      " 22  Blood Pressure_115/78            374 non-null    bool   \n",
      " 23  Blood Pressure_117/76            374 non-null    bool   \n",
      " 24  Blood Pressure_118/75            374 non-null    bool   \n",
      " 25  Blood Pressure_118/76            374 non-null    bool   \n",
      " 26  Blood Pressure_119/77            374 non-null    bool   \n",
      " 27  Blood Pressure_120/80            374 non-null    bool   \n",
      " 28  Blood Pressure_121/79            374 non-null    bool   \n",
      " 29  Blood Pressure_122/80            374 non-null    bool   \n",
      " 30  Blood Pressure_125/80            374 non-null    bool   \n",
      " 31  Blood Pressure_125/82            374 non-null    bool   \n",
      " 32  Blood Pressure_126/83            374 non-null    bool   \n",
      " 33  Blood Pressure_128/84            374 non-null    bool   \n",
      " 34  Blood Pressure_128/85            374 non-null    bool   \n",
      " 35  Blood Pressure_129/84            374 non-null    bool   \n",
      " 36  Blood Pressure_130/85            374 non-null    bool   \n",
      " 37  Blood Pressure_130/86            374 non-null    bool   \n",
      " 38  Blood Pressure_131/86            374 non-null    bool   \n",
      " 39  Blood Pressure_132/87            374 non-null    bool   \n",
      " 40  Blood Pressure_135/88            374 non-null    bool   \n",
      " 41  Blood Pressure_135/90            374 non-null    bool   \n",
      " 42  Blood Pressure_139/91            374 non-null    bool   \n",
      " 43  Blood Pressure_140/90            374 non-null    bool   \n",
      " 44  Blood Pressure_140/95            374 non-null    bool   \n",
      " 45  Blood Pressure_142/92            374 non-null    bool   \n",
      " 46  Sleep Disorder_Sleep Apnea       374 non-null    bool   \n",
      "dtypes: bool(39), float64(1), int64(7)\n",
      "memory usage: 37.7 KB\n"
     ]
    }
   ],
   "source": [
    "# One-hot encode categorical columns (Occupation, Gender, BMI Category, Sleep Disorder)\n",
    "df_encoded = pd.get_dummies(df_cleaned, drop_first=True)  # Drop first to avoid multicollinearity\n",
    "\n",
    "# Check the newly created columns after encoding\n",
    "df_encoded.info()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Model Training and Deployment <h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7860\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "import gradio as gr\n",
    "\n",
    "# Load and prepare the dataset (assuming you have it loaded as df_cleaned)\n",
    "df_encoded = pd.get_dummies(df_cleaned, drop_first=True)\n",
    "X = df_encoded.drop(columns=['Stress Level'])\n",
    "y = df_encoded['Stress Level']\n",
    "\n",
    "# Train-test split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Train the RandomForest model\n",
    "rf_model = RandomForestRegressor(random_state=42)\n",
    "rf_model.fit(X_train, y_train)\n",
    "\n",
    "# Extract unique occupations from the dataset for the dropdown\n",
    "unique_occupations = df_cleaned['Occupation'].unique().tolist()\n",
    "# Define the prediction function\n",
    "def predict_stress(gender, age, occupation, sleep_duration, quality_of_sleep, activity_level, \n",
    "                   bmi_category, systolic_bp, diastolic_bp, heart_rate, daily_steps, sleep_disorder):\n",
    "    \n",
    "    # Check if any required input is missing\n",
    "    if None in [gender, age, occupation, sleep_duration, quality_of_sleep, activity_level, \n",
    "                bmi_category, systolic_bp, diastolic_bp, heart_rate, daily_steps, sleep_disorder]:\n",
    "        return \"Error: All fields must be filled out!\"\n",
    "\n",
    "    # Create a data frame with the input features\n",
    "    input_data = pd.DataFrame({\n",
    "        'Age': [age],\n",
    "        'Sleep Duration': [sleep_duration],\n",
    "        'Quality of Sleep': [quality_of_sleep],\n",
    "        'Physical Activity Level': [activity_level],\n",
    "        'Heart Rate': [heart_rate],\n",
    "        'Daily Steps': [daily_steps],\n",
    "        'Gender_Male': [1 if gender == \"Male\" else 0],\n",
    "        'Systolic_BP': [systolic_bp],\n",
    "        'Diastolic_BP': [diastolic_bp]\n",
    "    })\n",
    "    \n",
    "    # Handle one-hot encoding dynamically for categorical variables\n",
    "    for occupation_option in unique_occupations:\n",
    "        input_data[f\"Occupation_{occupation_option}\"] = [1 if occupation == occupation_option else 0]\n",
    "    \n",
    "    # Add missing columns if not present (important for consistent input data)\n",
    "    required_columns = X.columns\n",
    "    for col in required_columns:\n",
    "        if col not in input_data.columns:\n",
    "            input_data[col] = 0  # Fill missing columns with 0\n",
    "    \n",
    "    # Other categorical variables\n",
    "    input_data[f'BMI Category_Normal'] = [1 if bmi_category == \"Normal\" else 0]\n",
    "    input_data[f'BMI Category_Overweight'] = [1 if bmi_category == \"Overweight\" else 0]\n",
    "    input_data[f'BMI Category_Obese'] = [1 if bmi_category == \"Obese\" else 0]\n",
    "    \n",
    "    # Handle blood pressure dynamically\n",
    "    input_data[f'Blood Pressure_Systolic'] = [systolic_bp]\n",
    "    input_data[f'Blood Pressure_Diastolic'] = [diastolic_bp]\n",
    "    \n",
    "    # Sleep disorder options\n",
    "    input_data[f'Sleep Disorder_None'] = [1 if sleep_disorder == \"None\" else 0]\n",
    "    input_data[f'Sleep Disorder_Sleep Apnea'] = [1 if sleep_disorder == \"Sleep Apnea\" else 0]\n",
    "    input_data[f'Sleep Disorder_Insomnia'] = [1 if sleep_disorder == \"Insomnia\" else 0]\n",
    "\n",
    "    # Ensure the input data has the same columns as the training data\n",
    "    input_data = input_data[X.columns]\n",
    "    \n",
    "    # Predict the stress level\n",
    "    prediction = rf_model.predict(input_data)\n",
    "    stress_level = prediction[0]\n",
    "    \n",
    "    # Classify stress level and provide suggestions\n",
    "    if stress_level > 0.8:\n",
    "        stress_label = \"High\"\n",
    "        suggestion = \"Your stress level is high. It's important to take steps to manage your stress, such as practicing relaxation techniques, exercising regularly, or seeking support from a counselor.\"\n",
    "    elif stress_level > 0.5:\n",
    "        stress_label = \"Medium\"\n",
    "        suggestion = \"Your stress level is moderate. Try incorporating stress-relief activities into your routine, like mindfulness, taking short breaks, or getting adequate sleep.\"\n",
    "    else:\n",
    "        stress_label = \"Low\"\n",
    "        suggestion = \"Your stress level is low. Keep maintaining a healthy lifestyle, such as regular physical activity and good sleep habits, to stay balanced.\"\n",
    "\n",
    "    # Return prediction with the stress level classification and suggestions\n",
    "    return f\"Predicted Stress Level: {stress_label} (Score: {round(stress_level, 2)})\\n\\nSuggestions: {suggestion}\"\n",
    "\n",
    "# Create the Gradio interface\n",
    "interface = gr.Interface(\n",
    "    fn=predict_stress,\n",
    "    inputs=[\n",
    "        gr.Radio([\"Male\", \"Female\"], label=\"Gender\"),\n",
    "        gr.Slider(18, 85, step=1, label=\"Age\"),\n",
    "        gr.Dropdown(unique_occupations, label=\"Occupation\"),  # Using dynamic list of occupations\n",
    "        gr.Slider(5.8, 8.5, step=0.1, label=\"Sleep Duration\"),\n",
    "        gr.Slider(4, 9, step=1, label=\"Quality of Sleep\"),\n",
    "        gr.Slider(30, 90, step=1, label=\"Physical Activity Level\"),\n",
    "        gr.Dropdown([\"Normal\", \"Overweight\", \"Obese\"], label=\"BMI Category\"),\n",
    "        gr.Slider(90, 200, step=1, label=\"Systolic Blood Pressure\"),\n",
    "        gr.Slider(60, 120, step=1, label=\"Diastolic Blood Pressure\"),\n",
    "        gr.Slider(65, 86, step=1, label=\"Heart Rate\"),\n",
    "        gr.Slider(3000, 10000, step=100, label=\"Daily Steps\"),\n",
    "        gr.Radio([\"None\", \"Sleep Apnea\", \"Insomnia\"], label=\"Sleep Disorder\")\n",
    "    ],\n",
    "    outputs=\"text\",\n",
    "    title=\"Stress Level Prediction\",\n",
    "    description=(\n",
    "        \"Enter your details to predict your stress level. \"\n",
    "        \"You'll also receive personalized suggestions to help you manage stress more effectively.\"\n",
    "    )\n",
    ")\n",
    "\n",
    "# Launch the Gradio interface\n",
    "if __name__ == \"__main__\":\n",
    "    interface.launch()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Model Evaluation<h1>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Root Mean Squared Error (RMSE): 0.1514551638824727\n",
      "Mean Squared Error (MSE): 0.02293866666666667\n",
      "Mean Absolute Error (MAE): 0.04266666666666667\n",
      "R-squared (R2): 0.9926579037214066\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_square_error,r2_score, mean_absolute_error\n",
    "\n",
    "# Predict on the test set\n",
    "y_pred = rf_model.predict(X_test)\n",
    "\n",
    "# Calculate the metrics\n",
    "rmse = np.sqrt(mean_squared_error(y_test, y_pred))\n",
    "r2 = r2_score(y_test, y_pred)\n",
    "mae = mean_absolute_error(y_test, y_pred)\n",
    "mse = mean_squared_error(y_test, y_pred)\n",
    "\n",
    "# Print the results\n",
    "print(f\"Root Mean Squared Error (RMSE): {rmse}\")\n",
    "print(f\"Mean Squared Error (MSE): {mse}\")\n",
    "print(f\"Mean Absolute Error (MAE): {mae}\")\n",
    "print(f\"R-squared (R2): {r2}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Model Evaluation using Stratified K-Fold Cross-Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average RMSE: 0.2100592966476564\n",
      "Average MAE: 0.05456360360360359\n",
      "Average R-squared: 0.9859309900146362\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import StratifiedKFold, cross_val_score\n",
    "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n",
    "\n",
    "\n",
    "df_encoded = pd.get_dummies(df_cleaned, drop_first=True)\n",
    "\n",
    "X = df_encoded.drop(columns=['Stress Level'])\n",
    "y = df_encoded['Stress Level']\n",
    "\n",
    "# Use Stratified K-Fold for evaluation\n",
    "skf = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)\n",
    "\n",
    "# Initialize the model\n",
    "rf_model = RandomForestRegressor(random_state=42)\n",
    "\n",
    "# Perform cross-validation and evaluate metrics\n",
    "mse_scores = []\n",
    "mae_scores = []\n",
    "r2_scores = []\n",
    "\n",
    "for train_index, test_index in skf.split(X, y):\n",
    "    X_train, X_test = X.iloc[train_index], X.iloc[test_index]\n",
    "    y_train, y_test = y.iloc[train_index], y.iloc[test_index]\n",
    "    \n",
    "    rf_model.fit(X_train, y_train)\n",
    "    y_pred = rf_model.predict(X_test)\n",
    "    \n",
    "    mse_scores.append(mean_squared_error(y_test, y_pred))\n",
    "    mae_scores.append(mean_absolute_error(y_test, y_pred))\n",
    "    r2_scores.append(r2_score(y_test, y_pred))\n",
    "\n",
    "print(f\"Average RMSE: {np.sqrt(np.mean(mse_scores))}\")\n",
    "print(f\"Average MAE: {np.mean(mae_scores)}\")\n",
    "print(f\"Average R-squared: {np.mean(r2_scores)}\")\n"
   ]
  }
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