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How can I perform data validation in Python?

An example of an AI chatbot conversation about data validation techniques in Python.

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You

How can I perform data validation in Python?

MagicBuddy
MagicBuddy

You can perform data validation in Python using libraries like Pandas, Pydantic, or by writing custom validation functions.

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You

What is Pydantic and how does it help with data validation?

MagicBuddy
MagicBuddy

Pydantic is a data validation and settings management library that uses Python type annotations to validate data structures.

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You

Can you show me a simple example of using Pydantic?

MagicBuddy
MagicBuddy

Sure! Here's a basic example:

from pydantic import BaseModel

class User(BaseModel):
    name: str
    age: int

user = User(name='Alice', age=30)
print(user)
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You

What if the data doesn't match the expected types?

MagicBuddy
MagicBuddy

Pydantic will raise a ValidationError if the data types do not match the expected types, helping you catch errors early.

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