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DataScienceAndBigDataAnalytics/Notebooks/Notebook-A4 (Data Analytics-1).ipynb
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{
"cells": [
{
"cell_type": "markdown",
"id": "80f3a968-4571-4eba-856f-b155e8c14a49",
"metadata": {},
"source": [
"# Notebook-A4 (Data Wrangling-1)\n",
"\n",
"- Linear Regression using Boston Housing dataset\n",
"- [Dataset source](https://www.kaggle.com/c/boston-housing)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "132007df-38cc-409f-bdc4-ad7bdb25f60b",
"metadata": {},
"outputs": [],
"source": [
"# Import libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error, r2_score"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b658f00d-266f-489b-9469-dc8c08db5c72",
"metadata": {},
"outputs": [],
"source": [
"# Load dataset into pandas DataFrame\n",
"df= pd.read_csv(\"Assignment-A4-BostonHousing.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "06792166-236d-4f71-b786-fcb17adaed96",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Columns:\n",
" Index(['crim', 'zn', 'indus', 'chas', 'nox', 'rm', 'age', 'dis', 'rad', 'tax',\n",
" 'ptratio', 'b', 'lstat', 'medv'],\n",
" dtype='object')\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 506 entries, 0 to 505\n",
"Data columns (total 14 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 crim 506 non-null float64\n",
" 1 zn 506 non-null float64\n",
" 2 indus 506 non-null float64\n",
" 3 chas 506 non-null int64 \n",
" 4 nox 506 non-null float64\n",
" 5 rm 506 non-null float64\n",
" 6 age 506 non-null float64\n",
" 7 dis 506 non-null float64\n",
" 8 rad 506 non-null int64 \n",
" 9 tax 506 non-null int64 \n",
" 10 ptratio 506 non-null float64\n",
" 11 b 506 non-null float64\n",
" 12 lstat 506 non-null float64\n",
" 13 medv 506 non-null float64\n",
"dtypes: float64(11), int64(3)\n",
"memory usage: 55.5 KB\n",
"Info:\n",
" None\n",
"Description:\n",
" crim zn indus chas nox rm \\\n",
"count 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \n",
"mean 3.613524 11.363636 11.136779 0.069170 0.554695 6.284634 \n",
"std 8.601545 23.322453 6.860353 0.253994 0.115878 0.702617 \n",
"min 0.006320 0.000000 0.460000 0.000000 0.385000 3.561000 \n",
"25% 0.082045 0.000000 5.190000 0.000000 0.449000 5.885500 \n",
"50% 0.256510 0.000000 9.690000 0.000000 0.538000 6.208500 \n",
"75% 3.677083 12.500000 18.100000 0.000000 0.624000 6.623500 \n",
"max 88.976200 100.000000 27.740000 1.000000 0.871000 8.780000 \n",
"\n",
" age dis rad tax ptratio b \\\n",
"count 506.000000 506.000000 506.000000 506.000000 506.000000 506.000000 \n",
"mean 68.574901 3.795043 9.549407 408.237154 18.455534 356.674032 \n",
"std 28.148861 2.105710 8.707259 168.537116 2.164946 91.294864 \n",
"min 2.900000 1.129600 1.000000 187.000000 12.600000 0.320000 \n",
"25% 45.025000 2.100175 4.000000 279.000000 17.400000 375.377500 \n",
"50% 77.500000 3.207450 5.000000 330.000000 19.050000 391.440000 \n",
"75% 94.075000 5.188425 24.000000 666.000000 20.200000 396.225000 \n",
"max 100.000000 12.126500 24.000000 711.000000 22.000000 396.900000 \n",
"\n",
" lstat medv \n",
"count 506.000000 506.000000 \n",
"mean 12.653063 22.532806 \n",
"std 7.141062 9.197104 \n",
"min 1.730000 5.000000 \n",
"25% 6.950000 17.025000 \n",
"50% 11.360000 21.200000 \n",
"75% 16.955000 25.000000 \n",
"max 37.970000 50.000000 \n"
]
}
],
"source": [
"# Printing information about the DataFrame\n",
"print(\"Columns:\\n\", df.columns)\n",
"print(\"Info:\\n\", df.info())\n",
"print(\"Description:\\n\", df.describe())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5f78e512-29a3-4f19-bf1e-91bb4acdaaa9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"crim 0\n",
"zn 0\n",
"indus 0\n",
"chas 0\n",
"nox 0\n",
"rm 0\n",
"age 0\n",
"dis 0\n",
"rad 0\n",
"tax 0\n",
"ptratio 0\n",
"b 0\n",
"lstat 0\n",
"medv 0\n",
"dtype: int64\n"
]
}
],
"source": [
"# Check for missing values\n",
"print(df.isnull().sum())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "2b982242-e15c-417f-85ba-880ac2d8f816",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Correlation matrix\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(df.corr(), annot=True, cmap='coolwarm')\n",
"plt.title(\"Correlation Matrix\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5fa3bc4f-d041-4819-98c8-1e15f4439781",
"metadata": {},
"outputs": [],
"source": [
"X = df.drop('medv', axis=1) # Deleted/Dropped \"medv\" (median value) column from dataset\n",
"y = df['medv'] # Target (Median value of owner-occupied homes)\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) # Split data into 80% training and 20% testing\n",
"# X is independent variable; y is dependent variable"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "d854bb30-cf76-4945-adab-7354b886bf07",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Squared Error (MSE): 24.291119474973478\n",
"R-squared (R²): 0.6687594935356326\n"
]
}
],
"source": [
"lr = LinearRegression() # Create linear regression model object \"lr\"\n",
"lr.fit(X_train, y_train) # Train linear regression model using \"X_train\" and \"y_train\"\n",
"y_pred = lr.predict(X_test) # Make prediction on test case (X_train); predicated value stored in variable (y_pred)\n",
"\n",
"# Evaluation\n",
"print(\"Mean Squared Error (MSE):\", mean_squared_error(y_test, y_pred))\n",
"print(\"R-squared (R²):\", r2_score(y_test, y_pred))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "34173653-bf84-4220-a329-8da3f68c9d8f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,6))\n",
"plt.scatter(y_test, y_pred, color='blue')\n",
"plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], color='red')\n",
"plt.xlabel('Actual Prices')\n",
"plt.ylabel('Predicted Prices')\n",
"plt.title('Actual vs Predicted Prices')\n",
"plt.grid(True)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.20"
}
},
"nbformat": 4,
"nbformat_minor": 5
}