Learning Pandas for Data Analysis? Start Here.
A high paced overview of many of the pandas core functionality. As one of the most popular libraries in all of programming, Pandas is an essential tool for learning data wrangling. Watch this video to get a good foundational understanding of what is possible.
Intro to Jupyter: https://youtu.be/5pf0_bpNbkw?si=iO0JhSeEpHc0btJF
Kaggle notebook made by a viewer! https://www.kaggle.com/code/lizhecheng/pandas-2-0-1-tutorial/notebook
Download the dataset here: https://www.kaggle.com/datasets/robikscube/flight-delay-dataset-20182022
Timeline:
00:00 Intro
00:57 Importing Pandas
01:26 Data I/O
01:51 …
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Chapters (28)
Intro
0:57
Importing Pandas
1:26
Data I/O
1:51
Reading From Files
3:03
Writing to Files
3:36
DataFrame Basics
4:57
DataFrame Summary
6:12
Subsetting Columns
7:19
Select dtypes
7:34
Select as Series vs DataFrame
7:58
.loc and .iloc
9:37
.loc Filter Expressions
10:50
.query
11:31
Summary Statistics
12:10
.agg
12:53
Sumarizing Categoricals
13:43
rank, shift, cumsum
14:44
Rolling methods
15:21
Clip
15:41
Groupby
16:44
New Columns
17:33
Sorting
18:30
Missing Data
19:33
Combining Data
19:55
concat
21:01
Merge DataFrames
21:52
Merge Suffixes
22:34
Bonus
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