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chapter 10

chapter 10

Chapter 9

Chapter 9

Chapter 7

Chapter 7

Chapter 6 - Elasticity

Chapter 6 - Elasticity

Chapter 5 - Government’s Role and Government Failure

Chapter 5 - Government’s Role and Government Failure

Chapter 4 - Market Failures: Public Goods and Externalities

Chapter 4 - Market Failures: Public Goods and Externalities

Chapter 3 - Demand, Supply, and Market Equilibrium

Chapter 3 - Demand, Supply, and Market Equilibrium

Chapter 1 - Limits Alternatives and Choices

Chapter 1 - Limits Alternatives and Choices

Chapter 2 - The Market System and the Circular Flow

Chapter 2 - The Market System and the Circular Flow

Topic 6 Q8 and Q10

Topic 6 Q8 and Q10

Joins Inner, Cartesian, Right and Self Joins - MySQL

Joins Inner, Cartesian, Right and Self Joins - MySQL

Left Join - MySQL

Left Join - MySQL

Introduction to Joins - MySQL

Introduction to Joins - MySQL

Data Analysis - GROUP BY and HAVING - MySQL

Data Analysis - GROUP BY and HAVING - MySQL

Data Analysis - ALTER and GROUP BY - MySQL

Data Analysis - ALTER and GROUP BY - MySQL

Data Analysis - Filtering LIKE and WILDCARDS - MySQL

Data Analysis - Filtering LIKE and WILDCARDS - MySQL

Data Analysis - SUM AVERAGE STD DEV - MySQL

Data Analysis - SUM AVERAGE STD DEV - MySQL

Data Analysis - MIN MAX and SLICING - MySQL

Data Analysis - MIN MAX and SLICING - MySQL

Data Analysis - Limit and Sorting - MySQL

Data Analysis - Limit and Sorting - MySQL

Modifying Databases - Update Command - MySQL

Modifying Databases - Update Command - MySQL

Modifying Databases - Delete and Describe - MySQL

Modifying Databases - Delete and Describe - MySQL

Modifying Databases - Alter MySQL

Modifying Databases - Alter MySQL

Topic 5 Problems 9 and 5

Topic 5 Problems 9 and 5

Practice Test 2

Practice Test 2

Virtual Lab 7 Python Exercises

Virtual Lab 7 Python Exercises

Topic 4 Problem 3 Q9

Topic 4 Problem 3 Q9

Topic 4 Externalities Solution

Topic 4 Externalities Solution

Q8 Topic 3

Q8 Topic 3

Virtual Lab 4 Python Exercises

Virtual Lab 4 Python Exercises

Implementing Sets

Implementing Sets

Implementing Loops

Implementing Loops

Implementing Tuples in Python

Implementing Tuples in Python

Implementing Lists Part 1

Implementing Lists Part 1

Price Controls - Example

Price Controls - Example

How to Plot Supply and Demand Assignment Q11

How to Plot Supply and Demand Assignment Q11

Installing MySQL Server on Windows

Installing MySQL Server on Windows

Insert Data into Tables

Insert Data into Tables

Creating Tables

Creating Tables

Creating Databases

Creating Databases

Displaying Data MySQL

Displaying Data MySQL

Video 4 Implementing Looping Constructs

Video 4 Implementing Looping Constructs

Video 2 Implementing Conditional Statements

Video 2 Implementing Conditional Statements

Video 2 Introduction to Jupyter

Video 2 Introduction to Jupyter

Video 1 How to Set Up Anaconda

Video 1 How to Set Up Anaconda

Seaborn Advanced Techniques

Seaborn Advanced Techniques

Assignment Question 5

Assignment Question 5

Concat Function in Pandas

Concat Function in Pandas

Sorting Data In Pandas

Sorting Data In Pandas

The difference between loc and iloc

The difference between loc and iloc

Video 4 Reading CSV Files Part 2

Video 4 Reading CSV Files Part 2

Video 3 Reading CVS files part 1

Video 3 Reading CVS files part 1

Video 1 Introduction to Pandas

Video 1 Introduction to Pandas

Lambda Expressions

Lambda Expressions

Implementing Functions Part 2

Implementing Functions Part 2

Implementing Functions Part 1

Implementing Functions Part 1

Introduction to Functions

Introduction to Functions

Introduction to Strings

Introduction to Strings

Final Exam Review - Principles of Macroeconomics

Final Exam Review - Principles of Macroeconomics

Chapter 15 Review Questions

Chapter 15 Review Questions

Chapter 11 Macro Inflation

Chapter 11 Macro Inflation

Chapter 11 Antitrust Policy

Chapter 11 Antitrust Policy

Chapter 10 Oligopoly

Chapter 10 Oligopoly

Chapter 9 Monopoly

Chapter 9 Monopoly

Chapter 8 Perfect Competition

Chapter 8 Perfect Competition

Chapter 7 Cost of Production

Chapter 7 Cost of Production

Chapter 6 Consumer Choice

Chapter 6 Consumer Choice

Chapter 5 Elasticity

Chapter 5 Elasticity

Reading Quiz Chapter 17

Reading Quiz Chapter 17

Reading Quiz CH 15

Reading Quiz CH 15

Chapter 22 Practice

Chapter 22 Practice

Reading Quiz CH 14

Reading Quiz CH 14

Reading Quiz Chapter 13

Reading Quiz Chapter 13

Practice Questions Chapter 21

Practice Questions Chapter 21

Reading Quiz Chapter 12 Answers

Reading Quiz Chapter 12 Answers

Reading Quiz CH 11 Answers

Reading Quiz CH 11 Answers

Reading Quiz CH09 and Practice Questions

Reading Quiz CH09 and Practice Questions

Chapter 20 Practice

Chapter 20 Practice

Chapter 8 Reading Quiz and Practice Questions

Chapter 8 Reading Quiz and Practice Questions

Chapter 7 Reading Quiz and Practice Questions

Chapter 7 Reading Quiz and Practice Questions

Chapter 9 Assignment

Chapter 9 Assignment

Practice CH 19

Practice CH 19

Reading Quiz Chapter 6 and Additional Questions

Reading Quiz Chapter 6 and Additional Questions

Chapter 18 Practice Questions

Chapter 18 Practice Questions

Reading Quiz Chapter 3 Answers and Explanations

Reading Quiz Chapter 3 Answers and Explanations

Reading Quiz Chapter 2 - Answers and Explanations

Reading Quiz Chapter 2 - Answers and Explanations

Reading Quiz Chapter 1 - Answers and Explanation

Reading Quiz Chapter 1 - Answers and Explanation

Practice Questions Chapter 17

Practice Questions Chapter 17

Practice Questions Chapter 16

Practice Questions Chapter 16

Review Questions CH14 Basic Tools of Finance

Review Questions CH14 Basic Tools of Finance

Chapter 18 Gaining from International Trade

Chapter 18 Gaining from International Trade

Chapter 16 Creating an Environment for Growth and Prosperity

Chapter 16 Creating an Environment for Growth and Prosperity

Chapter 28 Income Inequality and Poverty

Chapter 28 Income Inequality and Poverty

Chapter 15 Macroeconomic Policy, Economic Stability, and the Federal Debt

Chapter 15 Macroeconomic Policy, Economic Stability, and the Federal Debt

Chapter 14 Modern Macroeconomics and Monetary Policy

Chapter 14 Modern Macroeconomics and Monetary Policy

Budget Constraint

Budget Constraint

Chapter 13 Money and the Banking System Perspective

Chapter 13 Money and the Banking System Perspective

Chapter 23 Price Searcher Markets with Low Entry Barriers

Chapter 23 Price Searcher Markets with Low Entry Barriers

Chapter 11 The Keynesian View

Chapter 11 The Keynesian View

Chapter 9 An Introduction to Basic Macroeconomic Markets

Chapter 9 An Introduction to Basic Macroeconomic Markets

Chapter 13 The Costs of Production

Chapter 13 The Costs of Production

Chapter 16 The Monetary System

Chapter 16 The Monetary System

Model Assumptions and Violations Part 2

Model Assumptions and Violations Part 2

Linear Probability Model

Linear Probability Model

Cross Validation Methods

Cross Validation Methods

Logistic Regression The Model

Logistic Regression The Model

Holdout Method Logistic Regression

Holdout Method Logistic Regression

Model Selection Excel

Model Selection Excel

Model Assumptions and Violations Part 1

Model Assumptions and Violations Part 1

Logistic Regression Estimation

Logistic Regression Estimation

Holdout Method Linear Regression

Holdout Method Linear Regression

Logistic Regression Performance Evaluation

Logistic Regression Performance Evaluation

CART Building and Pruning the Tree

CART Building and Pruning the Tree

Using Analytic Solver to Build a Classification Tree

Using Analytic Solver to Build a Classification Tree

CART Building the Tree Identfying Split Points

CART Building the Tree Identfying Split Points

Regression Trees Introduction

Regression Trees Introduction

KNN Model with Analytic Solver

KNN Model with Analytic Solver

CART Building the Tree Gini Index

CART Building the Tree Gini Index

Decision Trees Introduction

Decision Trees Introduction

K Nearest Neighbors KNN Introduction

K Nearest Neighbors KNN Introduction

Using Analytic Solver to Build a Prediction Tree

Using Analytic Solver to Build a Prediction Tree

Using Analytic Solver to Develop Ensemble Classification Tree Models

Using Analytic Solver to Develop Ensemble Classification Tree Models

Chapter 11 Public Goods and Common Resources

Chapter 11 Public Goods and Common Resources

Chapter 8 Economic Fluctuations Unemployment and Inflation

Chapter 8 Economic Fluctuations Unemployment and Inflation

Similariaty Measures for Numerical Variables Part 2

Similariaty Measures for Numerical Variables Part 2

Using Excel to Obtain Confusion Matrix and Performance Measures

Using Excel to Obtain Confusion Matrix and Performance Measures

Similiarity Measures for Categorical Variables

Similiarity Measures for Categorical Variables

Similiarity Measures for Numerical variables Part 1

Similiarity Measures for Numerical variables Part 1

Performance Evaluation for Classification Models

Performance Evaluation for Classification Models

Performance Charts for Classification Introduction

Performance Charts for Classification Introduction

Performance Charts for Classification Introduction1

Performance Charts for Classification Introduction1

Performance Charts For Classification with Excel

Performance Charts For Classification with Excel

Principal Component Analysis Introduction

Principal Component Analysis Introduction

Principal Component Analysis with Analytic Solver

Principal Component Analysis with Analytic Solver

Data Cleaning Handling Missing Values Excel with Analytic Solver

Data Cleaning Handling Missing Values Excel with Analytic Solver

Data Inspection with Excel

Data Inspection with Excel

Data Preparation Subsetting with Excel

Data Preparation Subsetting with Excel

Transforming Numerical Data Binning Excel with Analytic Solver

Transforming Numerical Data Binning Excel with Analytic Solver

Transforming Numerical Data Mathematical Transformations Excel

Transforming Numerical Data Mathematical Transformations Excel

Transforming Categorical Variables Category Reduction Excel with Analytic Solver

Transforming Categorical Variables Category Reduction Excel with Analytic Solver

Transforming Categorical Variables Dummy Variables Category Scores Excel with Analytic Solver

Transforming Categorical Variables Dummy Variables Category Scores Excel with Analytic Solver

chapter3

chapter3

Chapter 3 Moving Average and Exponential Smoothing Summary

Chapter 3 Moving Average and Exponential Smoothing Summary

Holt's Method Additional Example

Holt's Method Additional Example

Introduction to Simple Linear Regression

Introduction to Simple Linear Regression

Video 2-Bivariate (Simple) Regression Analysis-Part 1

Video 2-Bivariate (Simple) Regression Analysis-Part 1

Simple Linear Regression – Part 2

Simple Linear Regression – Part 2

Holt-Winter's Method for quarterly data

Holt-Winter's Method for quarterly data

Time Series Data Patterns

Time Series Data Patterns

Review Chapter 11

Review Chapter 11

Adding a Trendline

Adding a Trendline

Outliers

Outliers

Removing Outliers

Removing Outliers

Chapter 7 Consumers Producers and the Efficiency of Markets

Chapter 7 Consumers Producers and the Efficiency of Markets

Chapter 15 Unemployment

Chapter 15 Unemployment

Chapter 7 GDP A measure of output

Chapter 7 GDP A measure of output

Chapter 8 Application The Costs of Taxation

Chapter 8 Application The Costs of Taxation

Chapter 6 Economics of Political Action

Chapter 6 Economics of Political Action

Chapter 6 Demand and Supply and Government Policies

Chapter 6 Demand and Supply and Government Policies

Chapter 11 Measuring The Cost of Living

Chapter 11 Measuring The Cost of Living

Chapter 27 Investment, the Capital Market, and the Wealth of Nations

Chapter 27 Investment, the Capital Market, and the Wealth of Nations

Chapter 5 Difficult Cases for the Market and the Role of Government

Chapter 5 Difficult Cases for the Market and the Role of Government

Chapter 10 Measuring a Nations Income

Chapter 10 Measuring a Nations Income

Chapter 5 Elasticity and Its Applications

Chapter 5 Elasticity and Its Applications

Chapter 4 Market Forces of Demand and Supply

Chapter 4 Market Forces of Demand and Supply

Chapter 26 Earnings Productivity and the Job Market

Chapter 26 Earnings Productivity and the Job Market

Chapter 4 Demand and Supply Applications and Extensions

Chapter 4 Demand and Supply Applications and Extensions

How to Detect Outliers Excel

How to Detect Outliers Excel

Methods to Visualize a Categorical Variable Excel

Methods to Visualize a Categorical Variable Excel

Methods to Visualize Numerical variables Excel

Methods to Visualize Numerical variables Excel

Methods to Visualize the Relationship between Two Categorical Variables Excel

Methods to Visualize the Relationship between Two Categorical Variables Excel

Other Data Visualization Methods Scatterplot Bubble Chart Line Chart Heat Map Excel

Other Data Visualization Methods Scatterplot Bubble Chart Line Chart Heat Map Excel

Summary Measures Excel

Summary Measures Excel

Chapter 22 Price Takers and the Competitive Process

Chapter 22 Price Takers and the Competitive Process

Chapter 3 Demand, Supply, and the Market Process

Chapter 3 Demand, Supply, and the Market Process

Chapter 21 Costs and Supply of the Goods

Chapter 21 Costs and Supply of the Goods

Chapter 20 Consumer Choice and Elasticity

Chapter 20 Consumer Choice and Elasticity

Chapter 2 Some Tools of Economists

Chapter 2 Some Tools of Economists

Chapter 1 The Economic Way of Thinking

Chapter 1 The Economic Way of Thinking

How to make Line Graph and Independent Axis in Tableau

How to make Line Graph and Independent Axis in Tableau

Creating Bar Charts and Aggregation in Tableau

Creating Bar Charts and Aggregation in Tableau

Prediction and Holdout Method using Linear Probability Model (LPM) and Logistic Regression (LR)

Prediction and Holdout Method using Linear Probability Model (LPM) and Logistic Regression (LR)

Week 6 - Video 4 - Association Rule Analysis with R

Week 6 - Video 4 - Association Rule Analysis with R

Week 6 - Video 3 - K Means Clustering with R

Week 6 - Video 3 - K Means Clustering with R

Week 6 - Video 2 - Agglomerative Clustering with both categorical and numerical data and R

Week 6 - Video 2 - Agglomerative Clustering with both categorical and numerical data and R

Week 6 - Video 1 - Agglomerative Clustering - Hierarchical Clustering with R

Week 6 - Video 1 - Agglomerative Clustering - Hierarchical Clustering with R

Video 3 Simple Linear Regression Model Part 2

Video 3 Simple Linear Regression Model Part 2

Video 2 Simple Linear Regression Part 1

Video 2 Simple Linear Regression Part 1

Video 1 Introduction to Simple Linear Regression

Video 1 Introduction to Simple Linear Regression

Formatting Line Charts with Tableau

Formatting Line Charts with Tableau

Formatting Bar Charts with Tableau

Formatting Bar Charts with Tableau

Winters Method with Excel and Solver

Winters Method with Excel and Solver

Netflix Revenue Forecasting Regression Model

Netflix Revenue Forecasting Regression Model

Netflix Revenue Holts Method

Netflix Revenue Holts Method

Multiple Linear Regression with Dummies Amazon Sales

Multiple Linear Regression with Dummies Amazon Sales

Week 5 - Video 10 - Ensemble Tree Models with R Part 2

Week 5 - Video 10 - Ensemble Tree Models with R Part 2

Week 5 - Video 9 - Ensemble Tree Models with R Part 1

Week 5 - Video 9 - Ensemble Tree Models with R Part 1

Week 5 - Video 8 - Prediction Trees with R Part 2

Week 5 - Video 8 - Prediction Trees with R Part 2

Week 5 - Video 7 - Prediction Trees with R Part 1

Week 5 - Video 7 - Prediction Trees with R Part 1

Week 5 - Video 6 - Decision Trees with R Part 3

Week 5 - Video 6 - Decision Trees with R Part 3

Week 5 - Video 5- Decision Trees with R Part 2

Week 5 - Video 5- Decision Trees with R Part 2