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Analyze our sales data and find the top performing products by region. Show me a breakdown with visualizations.
Python
Executed
import pandas as pd
import matplotlib.pyplot as plt
# Load and analyze sales data
df = pd.read_csv('sales_data.csv')
top_products = df.groupby(['region', 'product'])
Output
Top Products by Region+18.5%
NA
EU
APAC
LATAM
Found 3,847 records across 4 regions. North America leads with $2.4M in Q4.
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