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Master Data Analysis with Python - Selecting Subsets of Data

person icon Teddy Petrou

4.1

Master Data Analysis with Python - Selecting Subsets of Data

Continue your data analysis journey with Python by mastering the fundamentals of the pandas library

updated on icon Updated on May, 2024

language icon Language - English

person icon Teddy Petrou

English [CC]

category icon Business,Business Analytics & Intelligence,Data Analysis

Lectures -31

Resources -2

Duration -2 hours

4.1

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Course Description

Master Data Analysis with Python - Selecting Subsets of Data targets those who want to completely master doing data analysis with pandas. This is the second course in the Master Data Analysis with Python series and provides extremely detailed coverage of how to do any type of subset selection within a pandas Data Frame or Series.

Exercises and a Free Certification Exam

Over 100 exercises with detailed solutions are available for you to practice. Additionally, there is a free challenging certification exam offered for those who want to validate their knowledge gained.

Expert Instructor

This course is taught by expert instructor Ted Petrou, author of the highly-rated text books Pandas Cookbook and Master Data Analysis with Python. Ted has taught over 1,000 hours of live in-person data science courses that use the pandas library. Pandas is a difficult library to use effectively and is often taught incorrectly with poor practices. Ted is extremely adept at using pandas and is known for developing best practices on how to use the library.

All of the material and exercises are written in Jupyter Notebooks available for you to download. This allows you to read the notes, run the code, and write solutions to the exercises all in a single place.

Become an Expert

This course targets those who have an interest in becoming experts and completely mastering the pandas library for data analysis in a professional environment. This course does not cover all of the pandas library, just a small and fundamental portion of it. If you are looking for a brief introduction of the entire pandas library, this course is not it. It takes many dozens of hours, lots of practice, and rigorous understanding to be successful using pandas for data analysis in a professional environment.

The Master Data Analysis with Python Series

Selecting Subsets of Data is second in the Master Data Analysis with Python series which includes the following sequence of courses:

  • Intro to Pandas

  • Selecting Subsets of Data with Pandas

  • Essential Pandas Commands

  • Grouping Data with Pandas

  • Time Series with Pandas

  • Cleaning Data with Pandas

  • Joining Data with Pandas

  • Data Visualization

  • Advanced Pandas

  • Exploratory Data Analysis

This course assumes no previous pandas experience. The only prerequisite knowledge is to understand the fundamentals of Python.

Who this course is for:

  • Those who want to begin a comprehensive path for mastering the pandas library with best practices to analyze data
  • Those who want to test their knowledge gained by taking a challenging certification exam

Goals

What will you learn in this course:

  • Best practices from pandas expert Ted Petrou author of Master Data Analysis with Python
  • Select subsets of data from Data Frames with just the brackets, loc, and iloc
  • Learn how to simultaneously select rows and columns
  • Learn how to filter for specific criteria using Boolean selection
  • Learn a more intuitive procedure for filtering data with the query method
  • Take a challenging Certification Exam to validate your knowledge gained

Prerequisites

What are the prerequisites for this course?

  • This is the second course of the Master Data Analysis with Python series. You will need to take Master Data Analysis with Python - Intro to Pandas 2022 first.

Master Data Analysis with Python - Selecting Subsets of Data

Curriculum

Check out the detailed breakdown of what’s inside the course

Selecting Subsets of Data from DataFrames with just the brackets
3 Lectures
  • play icon Intro to Subset Selection 03:14 03:14
  • play icon Selecting with Just the Brackets 04:17 04:17
  • play icon Exercises 03:21 03:21
Selecting Subsets of Data from DataFrames with loc
4 Lectures
Tutorialspoint
Selecting Subsets of Data with iloc
2 Lectures
Tutorialspoint
Selecting Subsets of Data from a Series
2 Lectures
Tutorialspoint
Boolean Selection Single Conditions
3 Lectures
Tutorialspoint
Boolean Selection Multiple Conditions
3 Lectures
Tutorialspoint
Boolean Selection More
4 Lectures
Tutorialspoint
Filtering with the query Method
9 Lectures
Tutorialspoint
Resources
1 Lectures
Tutorialspoint

Instructor Details

Teddy Petrou

Teddy Petrou

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