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Using Jupyter with Chakra

You can connect Jupyter notebooks to your Chakra database using the standard Python client. Here’s a quick example:

from chakra_py import Chakra
import pandas as pd

# Initialize client
client = Chakra("YOUR_DB_SESSION_KEY")

# Query your data
df = client.execute("SELECT * FROM table_name")

# Use pandas, matplotlib, or other visualization libraries
df.plot()

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Consider Using Marimo

While Jupyter notebooks are widely used, we recommend trying Marimo - a modern Python notebook that addresses many of Jupyter’s limitations. Marimo offers:

• Real-time reactivity
• Better version control compatibility
• Cleaner code organization
• Enhanced reproducibility
• Native UI components

Check out this example Marimo notebook that demonstrates how to analyze and visualize Chakra data effectively.