Dive into data analysis using the pandas library in Python through a comprehensive series of video tutorials. Learn to read, manipulate, and visualize data using real-world datasets. Master essential pandas operations including data selection, filtering, sorting, and handling missing values. Explore advanced topics such as working with dates and times, creating dummy variables, and utilizing the MultiIndex. Discover time-saving tricks, best practices, and recent changes in pandas to enhance your data analysis skills. Follow along with provided datasets and code examples to gain hands-on experience in solving common data analysis challenges.
Overview
Syllabus
What is pandas? (Introduction to the Q&A series).
How do I read a tabular data file into pandas?.
How do I select a pandas Series from a DataFrame?.
Why do some pandas commands end with parentheses (and others don't)?.
How do I rename columns in a pandas DataFrame?.
How do I remove columns from a pandas DataFrame?.
How do I sort a pandas DataFrame or a Series?.
How do I filter rows of a pandas DataFrame by column value?.
How do I apply multiple filter criteria to a pandas DataFrame?.
Your pandas questions answered!.
How do I use the "axis" parameter in pandas?.
How do I use string methods in pandas?.
How do I change the data type of a pandas Series?.
When should I use a "groupby" in pandas?.
How do I explore a pandas Series?.
How do I handle missing values in pandas?.
What do I need to know about the pandas index? (Part 1).
What do I need to know about the pandas index? (Part 2).
How do I select multiple rows and columns from a pandas DataFrame?.
When should I use the "inplace" parameter in pandas?.
How do I make my pandas DataFrame smaller and faster?.
How do I use pandas with scikit-learn to create Kaggle submissions?.
More of your pandas questions answered!.
How do I create dummy variables in pandas?.
How do I work with dates and times in pandas?.
How do I find and remove duplicate rows in pandas?.
How do I avoid a SettingWithCopyWarning in pandas?.
How do I change display options in pandas?.
How do I create a pandas DataFrame from another object?.
How do I apply a function to a pandas Series or DataFrame?.
How do I use the MultiIndex in pandas?.
How do I merge DataFrames in pandas?.
4 new time-saving tricks in pandas.
5 new changes in pandas you need to know about.
My top 25 pandas tricks.
21 more pandas tricks.
Data Science Best Practices with pandas (PyCon 2019).
Your pandas questions answered! (webcast).
Taught by
Data School
