Pandas by Reuven M. Lerner

What's included?

58 videos 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