Pandas

Read, manipulate, analyze, and plot data with ease — all within Python! 

Note: This course currently has 4 hours of video. When complete, by mid-June, it will have about 9 hours of video. Buy now, and you'll automatically have access as new content is added. Look at the syllabus to see what topics are planned.

What's included?

Video Icon 58 videos File Icon 12 files

Contents

pandas-syllabus.txt
1.49 KB
Section 1: Introduction
Pandas, part 1 -- introduction.ipynb
1.21 KB
1 Introduction.mov
3 mins
2 what-is-pandas.mov
5 mins
3 Installing Pandas.mp4
6 mins
4 Loading Pandas into Jupyter.mp4
6 mins
Section 2: Series
Pandas, part 2 -- series.ipynb
77.2 KB
5 Creating a series.mp4
5 mins
6 Creating a series with NumPy.mp4
4 mins
7 Setting and retrieving with indexes.mp4
5 mins
8 Retrieving with loc and iloc.mp4
5 mins
9 Setting the index.mp4
6 mins
10 Non-unique indexes.mp4
4 mins
10a Fancy indexing.mp4
3 mins
11 Basic methods.mp4
2 mins
12 Operations by index.mp4
3 mins
13 Broadcasting operators.mp4
2 mins
14 Boolean indexing.mp4
3 mins
15 Exercises 1.mp4
2 mins
exercise-1.txt
477 Bytes
16 Exercise solutions 1.mp4
6 mins
Section 3: dtypes and NaN
Pandas, part 3 -- dtypes and NaN.ipynb
67.4 KB
17 dtypes.mp4
8 mins
18 assigning to dtypes.mp4
6 mins
19 Using astype.mp4
6 mins
20 NaN.mp4
3 mins
20a Skipping NaN.mp4
5 mins
21 dropna and fillna.mp4
7 mins
22 fill_value.mp4
6 mins
23 Exercises 2.mp4
2 mins
exercise-2.txt
487 Bytes
24 Exercise solutions 2.mp4
5 mins
Section 4: Advanced series functionality
Pandas, part 4 -- advanced series.ipynb
47.6 KB
25 size and count.mp4
3 mins
26 median and quantiles.mp4
4 mins
27 describe.mp4
4 mins
28 describe with non-numeric data.mp4
2 mins
29 head and tail.mp4
3 mins
30 value_counts.mp4
5 mins
31 duplicated.mp4
3 mins
32 replace.mp4
5 mins
33 Sorting.mp4
5 mins
34 apply.mp4
5 mins
35 Exercises 3.mp4
2 mins
exercise-3.txt
359 Bytes
36 Exercise solutions 3.mp4
6 mins
Section 5: Strings
Pandas, part 5 -- Strings.ipynb
41.7 KB
37 Strings in Pandas vs NumPy.mp4
5 mins
38 String methods and the "str" object.mp4
5 mins
39 Finding numbers.mp4
4 mins
40 startswith and endswith.mp4
3 mins
41 [] and strings.mp4
4 mins
42 str.contains.mp4
4 mins
43 find and index.mp4
6 mins
44 Modifying data.mp4
6 mins
45 Splitting and reusing str.mp4
3 mins
46 Exercises 4.mp4
1 min
exercise-4.txt
220 Bytes
47 Exercise 4 solutions.mp4
5 mins
Section 6: Plotting series
Pandas, part 6 -- plotting.ipynb
760 KB
48 Simple plots with matplotlib.mp4
14 mins
49 More sophisticated plotting with Matplotlib.mp4
11 mins
50 Line plots via pandas.mp4
8 mins
51 Bar plots with pandas.mp4
5 mins
52 Histograms.mp4
5 mins
53 Pie plots.mp4
8 mins
54 Box plots.mp4
6 mins
55 Exercises 5.mp4
2 mins
exercise-5.txt
501 Bytes
56 Exercise 5 solutions.mp4
6 mins