đź’ˇ Why build this?
Tracking expenses manually is tedious. As a developer, you can automate it with just a few lines of code! This tutorial walks you through creating a simple budget tracker in Python (with a JavaScript alternative at the end).
Step 1: Set Up Your Python Environment
You’ll need:
- Python 3.x (Download here) 
- A code editor (VS Code, PyCharm, etc.) 
Install the required library:
pip install pandas
(We’ll use pandas for data handling—it’s like Excel for Python!)
Step 2: Create & Load Your Budget Data
Create a budget.csv file:
csv
Date,Category,Amount
2024-01-01,Groceries,50.00
2024-01-03,Transport,20.00
Now, load it in Python:
`import pandas as pd
budget = pd.read_csv('budget.csv')
print(budget.head())  # Show first 5 entries`
Step 3: Add Monthly Spending Analysis
Let’s summarize spending by category:
monthly_spending = budget.groupby('Category')['Amount'].sum()
print(monthly_spending)
Output:
Category
Groceries     50.00
Transport     20.00  `
Step 4: Visualize Your Spending (Optional)
For a nice graph, install matplotlib:
pip install matplotlib
Then add:
`import matplotlib.pyplot as plt
monthly_spending.plot(kind='bar')
plt.title('Monthly Expenses')
plt.ylabel('Amount ($)')
plt.show()`
Need more advanced personal finance insights? Check out ZVV’s financial guides
 
 
              
 
    
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