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Course Overview
Schedule of Classes
Course Curriculum
1 Subject
Powerful Pandas
112 Learning Materials
Introduction
Course Introduction
Video
00:05:23
Series
Video
00:07:21
DataFrame using List
Video
00:04:45
DataFrame using Tuple
Video
00:01:52
DataFrame using Dictionary
Video
00:04:47
Paths
Absolute Path
Video
00:05:12
Relative Path
Video
00:02:23
Relative Path One Level Up
Video
00:02:48
Relative Path - Two Level Up
Video
00:01:53
Relatie Path - Sub Directory
Video
00:01:30
Read Data
From Clipboard
Video
00:01:01
From Comma Seperated Values (CSV File)
Video
00:03:31
From Colon Seperated Values (CSV File)
Video
00:03:40
From Excel File
Video
00:08:11
From JSON File
Video
00:01:43
From Pickle File
Video
00:01:31
Write Data
To CSV File
Video
00:06:48
To Excel File
Video
00:04:37
To JSON File
Video
00:03:30
To Pickle File
Video
00:04:52
Access Data
Access Column
Video
00:07:30
Access Columns
Video
00:04:48
Attributes
Row Index and Column Names
Video
00:03:09
Data Type
Video
00:02:44
Information
Video
00:02:31
Values
Video
00:01:27
Axes
Video
00:02:28
Dimensions
Video
00:00:56
Size
Video
00:01:32
Shape
Video
00:01:25
Memory Usage
Video
00:02:27
Type Conversion | Casting
Type Conversion | Casting
Video
00:14:57
Copy Vs Reference
Copy DataFrame
Video
00:02:17
Refer DataFrame
Video
00:01:51
Indexing
Set Index
Video
00:02:16
Reindexing Rows
Video
00:04:59
Reindexing Columns
Video
00:03:13
Reset Index
Video
00:01:41
Iteration
Iterating Items
Video
00:07:20
Iterating Rows
Video
00:04:38
Itertuples
Video
00:02:16
Handling Cell Values
Using At Method
Video
00:03:26
Using Index At (iat) Method
Video
00:02:41
Using Location Method
Video
00:01:49
Using Index Location Method
Video
00:01:37
Using Combinations
Video
00:04:32
Handling Row Values
Get and Set Row Values
Video
00:03:13
Get and Set Range of Row Values
Video
00:03:57
Get and Set Intermittent Row Values
Video
00:03:10
Handling Column Values
Get and Set Column Values
Video
00:03:48
Get and Set Continuous Range of Column Values
Video
00:05:23
Get and Set Intermittent Range of Column Values
Video
00:04:43
Get and Set combinations of Rows & Column Values
Video
00:04:03
Adding Prefix and Suffix to the Column Names
Video
00:02:28
Get Row Index of Minimum or Maximum Value in a Column
Video
00:03:34
Keep or Remove Values
Drop Rows
Video
00:02:25
Drop Columns
Video
00:01:52
Pop Column
Video
00:03:07
Truncate range of rows
Video
00:01:54
Keep range of Columns with Sort Index
Video
00:02:14
Filtering Data
Filtering Rows Based on a Condition
Video
00:05:18
Filtering Rows Based on Index
Video
00:01:15
Filtering Columns By Name
Video
00:01:03
Filter Rows By Like Values
Video
00:05:02
Filter Rows by Range of Values using Between Function
Video
00:01:17
Filtering Rows By Date Values
Video
00:05:32
Filter Rows By Time Values
Video
00:02:43
Filter Rows By List of Values
Video
00:01:49
Logical Operations
Logical AND
Video
00:04:48
Logical OR
Video
00:02:32
Logical NOT
Video
00:01:15
Logical Operations in Combinations - Pitfall and solution
Video
00:07:08
Sorting Data
Sorting Rows By Single Column
Video
00:03:08
Sorting Rows By Multiple Columns
Video
00:03:02
Prioritizing Null Values while Sorting
Video
00:01:48
Math Operations
Arithmetic Operations
Video
00:09:01
Matrix Multiplication
Video
00:02:12
Evalute Method
Video
00:02:49
Functions
Applying custom functions on Series
Video
00:02:56
Applying Custom Functions on DataFrame
Video
00:04:31
Assign Functions on DataFrame
Video
00:06:18
Aggregate Functions on Series
Video
00:05:48
Aggregate Function on DataFrame
Video
00:01:51
Group By Function
Video
00:09:30
Transform Function
Video
00:05:18
Map Functions
Video
00:02:56
Lambda Function
Video
00:01:58
Pipe Function
Video
00:04:01
Align DataFrame
Align DataFrame with Left Join
Video
00:04:52
Align DataFrame with Right Join
Video
00:02:37
Align DataFrame with Inner Join
Video
00:01:48
Align DataFrame with Outer Join
Video
00:02:15
Concate & Join DataFrame
Concate DataFrame with Same Column Names
Video
00:01:43
Concate DataFrame with Various Column Names
Video
00:01:35
Joining DataFrame with Various Column Names
Video
00:01:07
Joining DataFrame with Same Column Names
Video
00:02:22
Merge DataFrame
Merge DataFrame with Left Join
Video
00:06:26
Merge DataFrame with Right Join
Video
00:03:54
Merge DataFrame with Inner Join
Video
00:01:56
Merge DataFrame with Outer Join
Video
00:01:56
Descriptive Analysis
Uniqueness
Video
00:04:36
Duplicates
Video
00:04:54
Central Tendency
Video
00:06:16
Statistical Analysis
Video
00:07:56
Ranking
Video
00:08:59
Relationship Analysis
Video
00:08:22
Trend Analysis - Difference & Percentage Change
Video
00:02:15
Cumulative Operations
Video
00:03:19
Sampling
Undersampling
Video
00:02:17
Oversampling
Video
00:05:04
Missing Value Handling
Find Missing Values
Video
00:02:51
Handle Missing Values
Video
00:03:14
Course Instructor
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