--- a
+++ b/02-EDA/01-Univariate-Analysis.ipynb
@@ -0,0 +1,408 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "from sklearn.preprocessing import MinMaxScaler\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "def load_data(path):\n",
+    "    df = pd.read_csv(path)\n",
+    "    # arham check this later\n",
+    "    # original = pd.read_csv('/kaggle/input/obesity-or-cvd-risk-classifyregressorcluster/ObesityDataSet.csv')\n",
+    "    # split to train test\n",
+    "    train_df, test_df = train_test_split(df, test_size=0.35, random_state=42)\n",
+    "    train_df = train_df.drop(['id'], axis=1).drop_duplicates().reset_index(drop=True)\n",
+    "    test_df = test_df.drop(['id'], axis=1).drop_duplicates().reset_index(drop=True)\n",
+    "    return train_df, test_df\n",
+    "\n",
+    "def encode_target(train):\n",
+    "    target_key = {'Insufficient_Weight': 0, 'Normal_Weight': 1, 'Overweight_Level_I': 2, 'Overweight_Level_II': 3, 'Obesity_Type_I': 4,'Obesity_Type_II' : 5, 'Obesity_Type_III': 6}\n",
+    "    train['NObeyesdad'] = train['NObeyesdad'].map(target_key)\n",
+    "    return train\n",
+    "\n",
+    "def decode_target(train):\n",
+    "    target_key = {0: 'Insufficient_Weight', 1: 'Normal_Weight', 2: 'Overweight_Level_I', 3: 'Overweight_Level_II', 4: 'Obesity_Type_I', 5: 'Obesity_Type_II', 6: 'Obesity_Type_III'}\n",
+    "    train['NObeyesdad'] = train['NObeyesdad'].map(target_key)\n",
+    "    return train\n",
+    "\n",
+    "\"\"\"Univar functions\"\"\"\n",
+    "\n",
+    "\n",
+    "def make_gender_binary(train):\n",
+    "    gender_key = { 'Male':0, 'Female':1}\n",
+    "    train['Gender'] = train['Gender'].map(gender_key)\n",
+    "    return train\n",
+    "\n",
+    "# let's try three types of solutions:\n",
+    "\n",
+    "\n",
+    "def age_binning(train_df):\n",
+    "    # Binning\n",
+    "    train_df['Age_Group'] = pd.cut(train_df['Age'], bins=[0, 20, 30, 40, 50, train_df['Age'].max()], labels=['0-20', '21-30', '31-40', '41-50', '50+'],)\n",
+    "    return train_df\n",
+    "\n",
+    "def age_scaling_log(train_df):\n",
+    "    train_df['Log_Age'] = np.log1p(train_df['Age'])\n",
+    "    return train_df\n",
+    "\n",
+    "def age_scaling_minmax(train_df):\n",
+    "    # scaling\n",
+    "    scaler_age = MinMaxScaler()\n",
+    "    train_df['Scaled_Age'] = scaler_age.fit_transform(train_df['Age'].values.reshape(-1, 1))\n",
+    "    return train_df, scaler_age\n",
+    "\n",
+    "\n",
+    "\n",
+    "def height_scaling_log(train_df):\n",
+    "    train_df['Log_Height'] = np.log1p(train_df['Height'])\n",
+    "    return train_df\n",
+    "\n",
+    "def height_scaling_minmax(train_df):\n",
+    "    # scaling\n",
+    "    scaler_height = MinMaxScaler()\n",
+    "    train_df['Scaled_Height'] = scaler_height.fit_transform(train_df['Height'].values.reshape(-1, 1))\n",
+    "    return train_df, scaler_height"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = '/Users/arham/Downloads/Projects/01-Dataset/01-Data-for-model-building/train.csv'\n",
+    "train_df,test_df = load_data('/Users/arham/Downloads/Projects/01-Dataset/01-Data-for-model-building/train.csv')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's study each column, one by one"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Gender\n",
+    "variable with cardinality two with roughly equal proportion. Can be converted to binary variable for one gender."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Female    6789\n",
+       "Male      6703\n",
+       "Name: Gender, dtype: int64"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_df['Gender'].value_counts()                                    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_df = make_gender_binary(train_df)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Age\n",
+    "\n",
+    "Skewed Distribution of Age. \\\n",
+    "Suggested scaling in future."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "train_df = age_binning(train_df)\n",
+    "train_df = age_scaling_log(train_df)\n",
+    "train_df, scaler_age = age_scaling_minmax(train_df)\n",
+    "\n",
+    "\n",
+    "# Set up the figure and axes\n",
+    "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
+    "\n",
+    "# Plot KDE plots for each variable\n",
+    "sns.kdeplot(train_df['Age'], fill=True, ax=axes[0])\n",
+    "axes[0].set_title('Age')\n",
+    "\n",
+    "sns.kdeplot(train_df['Scaled_Age'], fill=True, ax=axes[1])\n",
+    "axes[1].set_title('Scaled Age')\n",
+    "\n",
+    "sns.kdeplot(train_df['Log_Age'], fill=True, ax=axes[2])\n",
+    "axes[2].set_title('Log Age')\n",
+    "\n",
+    "# Set common y label\n",
+    "for ax in axes:\n",
+    "    ax.set_ylabel('Density')\n",
+    "\n",
+    "# Adjust layout\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Show plot\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Height"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1500x500 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "train_df = height_scaling_log(train_df)\n",
+    "train_df, scaler_age = height_scaling_minmax(train_df)\n",
+    "\n",
+    "\n",
+    "# Set up the figure and axes\n",
+    "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n",
+    "\n",
+    "# Plot KDE plots for each variable\n",
+    "sns.kdeplot(train_df['Height'], fill=True, ax=axes[0])\n",
+    "axes[0].set_title('Height')\n",
+    "\n",
+    "sns.kdeplot(train_df['Scaled_Height'], fill=True, ax=axes[1])\n",
+    "axes[1].set_title('Scaled Height')\n",
+    "\n",
+    "sns.kdeplot(train_df['Log_Height'], fill=True, ax=axes[2])\n",
+    "axes[2].set_title('Log Height')\n",
+    "\n",
+    "# Set common y label\n",
+    "for ax in axes:\n",
+    "    ax.set_ylabel('Density')\n",
+    "\n",
+    "# Adjust layout\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "# Show plot\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Weight"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Family history"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "FAVC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "FCVC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "NCP"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "SMOKE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "CH20"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "SCC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "FAF"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "TUE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "CALC"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "MTRANS"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "NObeyesdad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['Gender', 'Age', 'Height', 'Weight', 'family_history_with_overweight',\n",
+       "       'FAVC', 'FCVC', 'NCP', 'CAEC', 'SMOKE', 'CH2O', 'SCC', 'FAF', 'TUE',\n",
+       "       'CALC', 'MTRANS', 'NObeyesdad'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['id', 'Gender', 'Age', 'Height', 'Weight',\n",
+       "       'family_history_with_overweight', 'FAVC', 'FCVC', 'NCP', 'CAEC',\n",
+       "       'SMOKE', 'CH2O', 'SCC', 'FAF', 'TUE', 'CALC', 'MTRANS', 'NObeyesdad'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "projects-LtESSeSG-py3.10",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}