Graphing csv file with matplotlib

import matplotlib.pyplot as plt
import pandas as pd

# Load the CSV data into a DataFrame
df = pd.read_csv('draft2.csv')

# Remove duplicates
df = df.drop_duplicates()

# Sort the DataFrame by the columns of your choice (e.g., X, Y)
df = df.sort_values(by=['X', 'Y'])

# Extract X and Y data
x = df['X']
y = df['Y']

# Create a scatter plot
plt.scatter(x, y)
plt.xlabel('X')
plt.ylabel('Y')
plt.title('Scatter Plot of Cleaned X and Y Data')
plt.grid(True)

# Display the plot
plt.show()