{ "cells": [ { "cell_type": "markdown", "id": "df202df2", "metadata": {}, "source": [ "# Creating Dynamic Bar Charts with Python's Matplotlib\n", "\n", "## Introduction:\n", "Visualizing data is an essential aspect of data analysis and presentation. One effective way to represent data is through bar charts, which display data values as rectangular bars. In this tutorial, we'll explore how to create dynamic bar charts using Python's Matplotlib library. We'll create a bar chart to visualize the stock price changes of various companies in the year 2023.\n", "\n", "## Prerequisites:\n", "Before we begin, make sure you have Python and Matplotlib installed. You can install Matplotlib using the following command:\n", "\n", "```bash\n", "pip install matplotlib\n", "\n", "```\n", "\n", "## Step 1: Importing the Required Libraries\n", "To get started, we need to import the Matplotlib library that provides tools to create various types of plots, including bar charts. Open your favorite code editor or Jupyter Notebook and follow along." ] }, { "cell_type": "code", "execution_count": 1, "id": "59426733", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "9d2100ee", "metadata": {}, "source": [ "## Step 2: Data Preparation\n", "For this example, we'll use a sample dataset containing information about the stock price changes of different companies. You can replace this dataset with your own data." ] }, { "cell_type": "code", "execution_count": 4, "id": "741efe04", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CompanyCountryChange
0Carvana CoUSA962
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2MetaUSA145
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4CoinbaseUSA124
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" ], "text/plain": [ " Company Country Change\n", "0 Carvana Co USA 962\n", "1 Nvidia USA 237\n", "2 Meta USA 145\n", "3 Palantir USA 133\n", "4 Coinbase USA 124" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# Read the CSV file using pandas\n", "data = pd.read_csv('stock_data.csv')\n", "data.head()" ] }, { "cell_type": "markdown", "id": "4eeb21bf", "metadata": {}, "source": [ "## Step 3: Creating the Bar Chart Function\n", "Let's create a function named create_bar_chart that takes the necessary parameters to customize the appearance of the bar chart." ] }, { "cell_type": "code", "execution_count": 2, "id": "9b787d4d", "metadata": {}, "outputs": [], "source": [ "\n", "\n", "def create_bar_chart(data, x_column, y_column, title, bg_color, x_label, y_label):\n", " plt.style.use('dark_background') # Use dark background style\n", " plt.figure(figsize=(12, 8))\n", " \n", " # Set background color\n", " plt.rcParams['axes.facecolor'] = bg_color\n", " \n", " colors = ['green' if value > 0 else 'red' for value in data[y_column]]\n", " bars = plt.barh(data[x_column], data[y_column], color=colors)\n", " plt.xlabel(x_label, color='white')\n", " plt.ylabel(y_label, color='white')\n", " plt.title(title, color='white')\n", " plt.gca().invert_yaxis() # Invert y-axis to have the highest value at the top\n", " \n", " # Set tick labels color to white\n", " plt.xticks(color='white')\n", " plt.yticks(color='white')\n", " \n", " # Add grid lines with custom color\n", " plt.grid(axis='x', linestyle='--', linewidth=0.5, color='gray')\n", " \n", " # Change the color of the bars\n", " for bar in bars:\n", " bar.set_edgecolor('black')\n", "\n", " # Add author name to the chart\n", " plt.text(0.5, -0.08, 'Author: TechTonic', transform=plt.gca().transAxes, color='white', fontsize=10, ha='center')\n", " \n", " plt.tight_layout()\n", " plt.show()\n", "\n" ] }, { "cell_type": "markdown", "id": "c34d77c7", "metadata": {}, "source": [ "## Step 4: Customizing and Creating the Bar Chart\n", "Now, let's specify the column names and other parameters to create the bar chart." ] }, { "cell_type": "code", "execution_count": 8, "id": "2b75d685", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Specify column names and other parameters\n", "x_column = 'Company'\n", "y_column = 'Change'\n", "title = 'Stock Price Change of Companies in 2023'\n", "bg_color = 'lightblue'\n", "x_label = 'Change'\n", "y_label = 'Top Company Names'\n", "\n", "# Call the function to create the bar chart\n", "create_bar_chart(data, x_column, y_column, title, bg_color, x_label, y_label)" ] }, { "cell_type": "markdown", "id": "694e2e37", "metadata": {}, "source": [ "## Conclusion:\n", "In this tutorial, we've learned how to create dynamic bar charts using Python's Matplotlib library. By customizing various parameters, such as background color, labels, and grid lines, we can create visually appealing and informative bar charts to visualize data effectively. Experiment with different datasets and customization options to create engaging visualizations for your data analysis projects." ] }, { "cell_type": "code", "execution_count": null, "id": "d88ced3d", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 5 }