{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# **Simple Linear Regression**\n",
"[](\n",
" https://colab.research.google.com/github/ccdsiub/ml-essentials/blob/master/docs/supervised-learning/regression/linear-regression.ipynb)\n",
"\n",
"## **Problem Statement**\n",
"\n",
"In this notebook, we will predict sales revenue for a given advertising budget using a simple linear regression model. For this purpose, we will use the kaggle dataset [Advertising.csv](https://www.kaggle.com/ashydv/advertising-dataset). The dataset consists of 200 rows of data, each representing a market with the following attributes:\n",
"\n",
"- `TV`: advertising dollars spent on TV for a single product in a given market (in thousands of dollars)\n",
"- `Radio`: advertising dollars spent on Radio\n",
"- `Newspaper`: advertising dollars spent on Newspaper\n",
"- `Sales`: sales of a single product in a given market (in thousands of widgets)\n",
"\n",
"We will try to predict sales using the three other features."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Import necessary packages**\n",
"\n",
"We will use the following packages for this tutorial:\n",
"\n",
"- `pandas` to load and manipulate data\n",
"- `numpy` to work with arrays of data\n",
"- `matplotlib` and `seaborn` for plotting and visualization\n",
"- `sklearn` for machine learning and data analysis tools"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Load the data**\n",
"\n",
"Download the dataset from [here](https://minhaskamal.github.io/DownGit/#/home?url=https://github.com/ccdsiub/ml-essentials/blob/master/docs/supervised-learning/regression/datasets/Advertising.csv). Click on the folder icon on the left panel of colab and create a folder named `datasets`. Then upload the dataset to the `datasets` folder.\n",
"\n",
"We will use the `pd.read_csv()` function to read the dataset into a pandas dataframe. We will also use the `head()` function to display the first five rows of the dataframe."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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0
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"text/plain": [
" TV Radio Newspaper Sales\n",
"0 230.1 37.8 69.2 22.1\n",
"1 44.5 39.3 45.1 10.4\n",
"2 17.2 45.9 69.3 12.0\n",
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"4 180.8 10.8 58.4 17.9"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('datasets/Advertising.csv')\n",
"data.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Explor the data**\n",
"\n",
"At first, we will try to understand the data by exploring it. We will use the `info()` function to get a brief information about the dataframe."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 200 entries, 0 to 199\n",
"Data columns (total 4 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 TV 200 non-null float64\n",
" 1 Radio 200 non-null float64\n",
" 2 Newspaper 200 non-null float64\n",
" 3 Sales 200 non-null float64\n",
"dtypes: float64(4)\n",
"memory usage: 6.4 KB\n"
]
}
],
"source": [
"data.info()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"From the output, we can see that the dataframe has 200 rows and 4 columns. The columns are named `TV`, `Radio`, `Newspaper`, and `Sales`. The `Sales` column is the target variable and the other three columns are the features. The `info()` function also shows that there are no missing values (null values) in the dataframe and all the values are numerical (float64).\n",
"\n",
"Next, we will use the `describe()` function to get some statistical information about the dataframe."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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TV
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Radio
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Newspaper
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count
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200.000000
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200.000000
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200.000000
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mean
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147.042500
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23.264000
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30.554000
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15.130500
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std
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0.000000
\n",
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0.300000
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1.600000
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\n",
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25%
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74.375000
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9.975000
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12.750000
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11.000000
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50%
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16.000000
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75%
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218.825000
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45.100000
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19.050000
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max
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114.000000
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27.000000
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"text/plain": [
" TV Radio Newspaper Sales\n",
"count 200.000000 200.000000 200.000000 200.000000\n",
"mean 147.042500 23.264000 30.554000 15.130500\n",
"std 85.854236 14.846809 21.778621 5.283892\n",
"min 0.700000 0.000000 0.300000 1.600000\n",
"25% 74.375000 9.975000 12.750000 11.000000\n",
"50% 149.750000 22.900000 25.750000 16.000000\n",
"75% 218.825000 36.525000 45.100000 19.050000\n",
"max 296.400000 49.600000 114.000000 27.000000"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.describe()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"From the output, we can see that the average sales revenue is 15.13 thousand dollars with a standard deviation of 5.29 thousand dollars. The minimum sales revenue is 1.6 thousand dollars and the maximum sales revenue is 27 thousand dollars. The average advertising budget for TV, Radio, and Newspaper are 147, 23, and 30 thousand dollars respectively.\n",
"\n",
"Also, we got a brief idea about the distribution of the data from the `describe()` function. For example, the maximum advertising budget for TV is 296 thousand dollars and the minimum is 0.7 thousand dollars. The average advertising budget for TV is 147 thousand dollars and the standard deviation is 85 thousand dollars. The 25th percentile, 50th percentile, and 75th percentile values are 74, 149, and 218 thousand dollars respectively meaning that 25% of the markets have an advertising budget of less than 74 thousand dollars, 50% of the markets have an advertising budget of less than 149 thousand dollars, and 75% of the markets have an advertising budget of less than 218 thousand dollars for TV. The same information can be obtained for the other features."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Visualize the data**\n",
"\n",
"To get a better understanding of the data, we will visualize it using the `matplotlib` and `seaborn` packages.\n",
"\n",
"### **Boxplot**\n",
"At first we will draw a boxplot for each of the features to get an idea about the distribution of the data and to identify any outliers."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=data, orient='v')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"From the boxplots, we can see that there are two outliers in the `Newspaper` feature. The outliers are the two points above the maximum value. We will remove these two points from the dataset."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### **Remove outliers**\n",
"\n",
"We will use update the dataframe by taking only the rows where the budget for `Newspaper` is less than 90 thousand dollars, as the outliers are above 90 thousand dollars."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data = data[data['Newspaper'] < 90]\n",
"sns.boxplot(data=data, orient='v')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"From the boxplots, we can see that there are no outliers in the `Newspaper` feature.\n",
"\n",
"### **Pairplot**\n",
"\n",
"Next, we will draw a pairplot to visualize the relationship between the features and the target variable. The pairplot will also show the correlation between the features and the distribution of the data."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=data, diag_kind=\"kde\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"From the pairplot, we can conclude the following:\n",
"\n",
"- No or very little linear relationship between TV and Radio\n",
"- Low linear relationship between TV and Newspaper\n",
"- Moderate linear relationship between Radio and Newspaper\n",
"- High linear relationship between TV and Sales, Radio and Sales, and Newspaper and Sales\n",
"- A small curvilnear relationship between TV and Sales as well as Radio and Sales\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### **Correlation matrix**\n",
"\n",
"To get a numerical idea about the correlation between the features and the target variable, we will draw a correlation matrix."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"matrix = data.corr()\n",
"sns.heatmap(matrix, annot=True, cmap='Blues')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"This plot further quantifies the relationship between the features and the target variable, and confirms our observations from the pairplot."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## **Prepare the data**\n",
"\n",
"Before we can train a machine learning model, we need to prepare the data."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ml-venv",
"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": "3.10.6"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}