In this session you will learn how to generate Fake Data using Python Faker and Pandas library.
The Python Faker package is a popular library that generates fake data for a variety of purposes, such as testing, prototyping, and data anonymization. It provides a simple and easy-to-use interface for generating various types of fake data, such as names, addresses, phone numbers, email addresses, dates, times, and much more.
The package allows you to generate data that appears realistic, but isn't real, which can be useful in situations where you don't want to use real data or want to protect sensitive information. Additionally, you can customize the generated data by specifying parameters such as the number of words or characters, and the format of the data.
Overall, the Python Faker package is a powerful tool for generating fake data that can save developers time and effort in creating test data or anonymizing sensitive information.
You will learn the following:
1.) How to generate fake names, addresses, phone numbers, and other personal information
2.) How to generate fake email addresses and usernames
3.) How to generate fake credit card numbers and other financial information
4.) How to generate fake dates and times
5.) How to use Python Faker to generate fake images and other media for testing and prototyping
6.) How to localize the generated fake data to specific languages and regions
7.) How to generate data for unit testing using Python Faker
8.) How to generate random text that follows a specific pattern or format
9.) How to generate data for machine learning and data analysis
10.) How to generate data in the form of a Pandas DataFrame with columns such as ['Order_ID', 'Order_Date', 'Customer', 'Region', 'Category', 'Sub_Category', 'Product', 'State', 'Sales', 'Profit', 'Quantity']
11.) How to generate fake images
12.) How to generate a dictionary containing a basic profile of a person, including their name, username, email address, address, and phone number using the Fake Profile method
13.) Example...
⭐Download Jupyter File file (Github) link: https://bit.ly/43Bjmk6
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⭐Content⭐
00:00 What is Faker Library and its features?
02:20 Generate Name, Address, Name_Male, Phone_Number, Street_address, Sentence, color, password etc.
06:55 Generates Dates
07:32 Generate Fake female names
07:52 Generate Private IPs
07:00 Download project data
08:24 Generate Data Based on Specific Region
09:42 Generate Data for Unit Testing
10:35 Generate Unique 100 Names
13:08 Generate random text that follows a specific pattern or format
15:32 Generate data for machine learning and data analysis in Pandas DataFrame
23:25 Generate Fake Images
24:15 Fake Profile Method using Pandas DataFrame
25:52 Reproduce Same Data using Seed Method
26:40 Get list of All methods of Fake Library
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Python Faker library for generating realistic but fake data for testing and prototyping
Data generation and anonymization with Python Faker for developers and data scientists
Python Faker tutorial for generating fake names, addresses, phone numbers, and other personal information
Python Faker library for generating fake credit card numbers and other financial data for testing purposes
Python Faker tutorial for generating fake dates and times with localization support
How to use Python Faker to generate fake images and other media for testing and prototyping
Python Faker for Pandas DataFrame: generating data for machine learning and data analysis
Python Faker library for generating random text that follows a specific pattern or format
Python Faker for generating data for unit testing and integration testing
Python Faker library for generating localized fake data for specific languages and regions.
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Last Video: Python Pandas Tutorial: DataFrame Conditional Formatting and Styling#19
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