Part 2: Data Analysis with powerful Python

Analyzing and visualizing data from a SQLite database in Python can be a powerful way to gain insights and present your findings. In this blog, I will walk you through the steps to retrieve data from a SQLite database file named gold.db and display it in the form of a chart using Python. We'll use some essential tools and libraries for this task.

Tools you will need !

Before we start, make sure you have the following tools and libraries installed:

  1. Python: Python is the core programming language for this task. You can download it from python.org.

  2. SQLite Database Browser: You can use a tool like DB Browser for SQLite to explore the database and its structure. This is optional but can be helpful for understanding the database schema.

  3. Jupyter Notebook (optional): Jupyter Notebook is an interactive environment that makes data analysis and visualization easier. You can install it using pip: pip install jupyter.

  4. Python Libraries:

    • sqlite3: This is a built-in library for Python that allows you to work with SQLite databases.

    • pandas: A popular data manipulation library for Python.

    • matplotlib: A widely used library for creating charts and visualizations.

You can install the required libraries using pip:

pip install sqlite3 pandas matplotlib

Steps to analyze and visualize data from SQLite database

Now, let's dive into the steps to analyze and display data from the gold.db database:

Step 1: Connect to the database

First, you need to connect to the SQLite database using the sqlite3 library. Here's how you can do it:

python
import sqlite3
# Connect to the database
conn = sqlite3.connect("gold.db")

Step 2: Query the database to retrieve the required data

query = """
    SELECT
        strftime('%Y-%m', o.OrderDate) AS Month,
        p.MetalType AS ProductType,
        SUM(od.Quantity * od.PriceAtTimeOfPurchase) AS TotalSales
    FROM Orders o
    JOIN OrderDetails od ON o.OrderID = od.OrderID
    JOIN Product p ON od.ProductID = p.ProductID
    GROUP BY Month, ProductType
    ORDER BY Month
"""

Execute the query and fetch the data into a Pandas dataframe:

import pandas as pd 
df = pd.read_sql_query(query, db_connection)

Step 3: Pivot the data for plotting

pivot_df = df.pivot(index='Month', columns='ProductType', values='TotalSales')
pivot_df.fillna(0, inplace=True)

Step 4: Create a chart

Now, it's time to create a chart using the matplotlib library. Let's say you want to create a line chart to visualize the type product prices over time:

import matplotlib.pyplot as pltplt.
# Create a line chartfigure(figsize=(12, 6))
for product_type in pivot_df.columns:
    plt.plot(pivot_df.index, pivot_df[product_type], marker='o', linestyle='-', label=product_type)
    
plt.xlabel('sales Month and year')
plt.ylabel('Total Sales')
plt.title('Total Product Sales by Month')
plt.legend(loc='upper left')
plt.grid(True)
# Rotate x-axis labels for better readability
plt.xticks(rotation=90)
plt.show()

Step 5: Save or display the chart

You can choose to save the chart to a file using plt.savefig("gold_prices_chart.png") or display it within a Jupyter Notebook if you're using one.

That's it! You have successfully analyzed data from the SQLite database and displayed it as a chart in Python. You can adapt these steps to your specific data and charting requirements. Remember to close the database connection when you're done:

# Close the database connection
db_connection.close()

In this blog post, we've covered the essential steps and tools to analyze and visualize data from a SQLite database in Python. Data analysis and visualization are crucial skills for various fields, and Python makes it accessible and powerful for these tasks.

Contact

Christoph Hasenzagl
TIMETOACT GROUP Österreich GmbHContact
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