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Data Science & Analysis: Make DataFrames in Pandas & Python
--Introduction--
Course Trailer! (0:23)
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Introduction to Python (2:07)
00. Basics of Programming
00-01. Variables (23:46)
00-02. Functions (28:29)
00-03. ifStatements (32:19)
01. Lists
01-01. Introduction to Lists (31:03)
02. Loops
02-01. Introduction to and Examples of using Loops (39:03)
02-02 Getting familiar with while Loops (30:19)
02-03 Breaking and Continuing in Loops (30:55)
02-04 Making Shapes with Loops (16:28)
02-05. Nested Loops and Printing a Tic-Tac-Toe field (37:49)
03. Sets and Dictionaries
03-01 Understanding Sets and Dictionaries (25:58)
03-02 An Example for an Invetory List (27:16)
04. Input and Output
04-01 Introduction and Implementation of Input and Output (37:02)
04-02 Introduction to and Integrating File Input and Output (43:17)
04-03 An example for a Tic-Tac-Toe Game (38:09)
04-04 An example of a Tic-Tac-Toe Game (Cont'd) (30:49)
04-05 An Example writing Participant data to File (34:01)
04-06 An Example Reading Participant Data from File (27:38)
04-07 Doing some simple statistics with Participant data from File (27:22)
05. Classes
05-01 A First Look at Classes (42:44)
05-02 Inheritance and Classes (42:44)
05-03 An Example of Classes using Pets (24:07)
05-04 An Example of Classes using Pets - Dogs (17:19)
05-05 An examples of Classes using Pets - Cats (23:03)
05-06 Taking The Pets Example further and adding humans (16:33)
06. Importing
06-01 Introduction to Importing and the Random Library (16:15)
06-02 Another way of importing and using lists with random (16:51)
06-03 Using the Time Library (12:44)
06-04 Introduction to The Math Library (12:44)
06-05 Creating a User guessing Game with Random (13:13)
06-06 Making the Computer guess a random number (22:47)
07. Project- BlackJack Game
07-01 BlackJack Game Part 1 - Creating and Shuffling a Deck (14:48)
07-02 Blackjack Game part 2 - Creating the player class (38:41)
07-03 Blackjack Game Part 3 - Expanding the Player Class (14:48)
07-04 Blackjack Game part 4 - Implementing a bet and win (18:23)
07-05 Blackjack Game part 5 - Implementing the player moves (24:24)
07-06 Blackjack Game Part 6 - Running the Game (Final) (37:50)
08. Error Handling
08-01 Getting started with error handling (23:36)
--Pandas--
Installing Pandas
Setting up Pandas (2:49)
01. Datastructures
01. Creating a DataFrame (24:12)
02. Sorting and Series (21:13)
03. Expanding a Dataframe (18:45)
02. Manipulating DataFrames
01 Getting Values and dealing with NaN Values (23:40)
02 Dropping rows and columns (25:43)
03. Reading and Writing Data
01 Reading from CSV (21:18)
02 Writing to CSV (22:10)
04. Analytical Approaches to Data
01 Starting with an analysis (22:43)
02 Locating data by labels (22:43)
03 Statistical description of data (21:13)
04 Histogram plots in pandas (23:27)
05 Starting an analysis of all our data (22:42)
06 Continuing an analysis of all our data (18:22)
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04-03 An example for a Tic-Tac-Toe Game
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