In this video you will learn creating Pandas Series 

1. 0:21 Creating Series from Scalar Values

2. 01:56 Creating Series from List

3. 05:37 Creating Series using Range

4. 05:50 Creating Series from NumPy Array

5. 08:38 Creating Series from Dictionary

6. 09:42 Creating Empty Pandas Series 

In this video you will learn 

1. 0:15 Indexing of Pandas Series

2. 02:43 Slicing of Pandas Series

3. 07:56 Attributes of Pandas Series

4. 11:18 Methods of Pandas Series 

1. In this video you will learn Pandas Series

2. 0:10 Mathematical Operations on Pandas Series

3. 1:42 Using fill_value=

4. 05:28 Vector Operations on Pandas Series 

In this video you will learn

1. 01:33 Creation of Empty DataFrame

2. 02:13 Creation of DataFrame from NumPy ndarrays

3. 05:12 Creation of DataFrame from List of Dictionaries

4. 08:00 Creation of DataFrame from Dictionary of Lists

5. 10:43 Creation of DataFrame from Series

6. 12:15 Creation of DataFrame from Dictionary of Series 

In this video you will learn DataFrame Row and Column Operations i.e,

1. 0:25 Adding a New Column and Changing Values in DataFrame

2. 02:37 Adding a New Row in DataFrame using .loc Property

3. 05:34 Drop Rows or Columns using drop method in DataFrame

4. 10:22 Rename Rows and Column Labels 

In this video you will learn DataFrame Indexing and Slicing

1. 0:18 .loc property

2. 0:55 Row Indexing

3. 02:51 Column Indexing

4. 03:47 Boolean Indexing

5. 05:10 DataFrame Slicing

6. 06:55 Filtering Rows in DataFrames

7. 08:17 Practical implementation of Boolean Indexing 

In this video you will learn about data visualization using matplotlib pyplot.

1. 00:11 What is Data Visualization & Purpose

2. 02:03 About Matplotlib and pyplot

3. 03:04 Creating Figure using plot( ) function:

4. 04:03 Functions (title, xlabel, ylabel, xticks, yticks)

5. 07:35 color, linestyle, linewidth, marker 

In this video you will learn to create line chart using python DataFrame. You will also learn to customize xticks, xlabel, ylabel, title, linewidth, linestyle, marker and color of line chart.