justmarkham/pandas-videos
Jupyter notebook and datasets from the pandas Q&A video series
repo name | justmarkham/pandas-videos |
repo link | https://github.com/justmarkham/pandas-videos |
homepage | https://www.youtube.com/playlist?list=PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y |
language | Jupyter Notebook |
size (curr.) | 1743 kB |
stars (curr.) | 1021 |
created | 2016-03-31 |
license | |
Python pandas Q&A video series
Read about the series, and view all of the videos on one page: Easier data analysis in Python with pandas.
Jupyter Notebooks
- Python pandas Q&A series (videos 1 to 30)
- How do I use the MultiIndex in pandas? (video 31)
- How do I merge DataFrames in pandas? (video 32)
- 4 new time-saving tricks in pandas (video 33)
- 5 new changes in pandas you need to know about (video 34)
- My top 25 pandas tricks (video 35)
- Data Science Best Practices with pandas (PyCon 2019) (video 36)
Videos (playlist)
- What is pandas? (Introduction to the Q&A series) (6:24)
- How do I read a tabular data file into pandas? (8:54)
- How do I select a pandas Series from a DataFrame? (11:10)
- Why do some pandas commands end with parentheses (and others don’t)? (8:45)
- How do I rename columns in a pandas DataFrame? (9:36)
- How do I remove columns from a pandas DataFrame? (6:35)
- How do I sort a pandas DataFrame or a Series? (8:56)
- How do I filter rows of a pandas DataFrame by column value? (13:44)
- How do I apply multiple filter criteria to a pandas DataFrame? (9:51)
- Your pandas questions answered! (9:06)
- How do I use the “axis” parameter in pandas? (8:33)
- How do I use string methods in pandas? (6:16)
- How do I change the data type of a pandas Series? (7:28)
- When should I use a “groupby” in pandas? (8:24)
- How do I explore a pandas Series? (9:50)
- How do I handle missing values in pandas? (14:27)
- What do I need to know about the pandas index? (Part 1) (13:36)
- What do I need to know about the pandas index? (Part 2) (10:38)
- How do I select multiple rows and columns from a pandas DataFrame? (21:46)
- When should I use the “inplace” parameter in pandas? (10:18)
- How do I make my pandas DataFrame smaller and faster? (19:05)
- How do I use pandas with scikit-learn to create Kaggle submissions? (13:25)
- More of your pandas questions answered! (19:23)
- How do I create dummy variables in pandas? (13:13)
- How do I work with dates and times in pandas? (10:20)
- How do I find and remove duplicate rows in pandas? (9:47)
- How do I avoid a SettingWithCopyWarning in pandas? (13:29)
- How do I change display options in pandas? (14:55)
- How do I create a pandas DataFrame from another object? (14:25)
- How do I apply a function to a pandas Series or DataFrame? (17:57)
- Bonus: How do I use the MultiIndex in pandas? (25:00)
- Bonus: How do I merge DataFrames in pandas? (21:48)
- Bonus: 4 new time-saving tricks in pandas (14:50)
- Bonus: 5 new changes in pandas you need to know about (20:54)
- Bonus: My top 25 pandas tricks (27:37)
- Bonus: Data Science Best Practices with pandas (PyCon 2019) (1:44:16)
- Bonus: Your pandas questions answered! (webcast) (1:56:01)