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Perform an Initial Data Analysis
Table of contents
Part 1
Cleanse Your Data Set
1
Get the Most Out of This Course
2
Identify Different Types of Errors
3
Deal with Missing Attributes, Outliers, and Duplicates
4
Cleanse Your Dataset using Python
Quiz: Check Your Knowledge About Cleansing a Dataset
Part 2
Represent the Different Types of Variables
1
Adopt the Basic Terminology Used in Statistics
2
Discover the Four Variable Types
3
Represent the Empirical Distribution of a Variable
4
Represent Variables in the Form of a Table
Quiz: Check Your Knowledge About Representing Variables
Part 3
Perform Univariate Analyses
1
Understand the Purpose of Univariate Analysis
2
Calculate Measures of Central Tendency
3
Calculate the Value Spread in your Data
4
Calculate Measures of Shape
5
Explore Measures of Concentration
Quiz: Check your Knowledge About Performing a Univariate Analysis
Part 4
Perform Bivariate Analyses
1
Understand the Purpose of Bivariate Analysis
2
Find Correlations in your Data
3
Analyze Correlations between Two Quantitative Variables
4
Analyze Two Quantitative Variables using Linear Regression
5
Analyze One Quantitative and One Qualitative Variable using ANOVA
6
Analyze Two Qualitative Variables using the Chi- Square Test
7
Get Some Practice Performing Bivariate Analyses
Table of contents
Part 1
Cleanse Your Data Set
1
Get the Most Out of This Course
2
Identify Different Types of Errors
3
Deal with Missing Attributes, Outliers, and Duplicates
4
Cleanse Your Dataset using Python
Quiz: Check Your Knowledge About Cleansing a Dataset
Part 2
Represent the Different Types of Variables
1
Adopt the Basic Terminology Used in Statistics
2
Discover the Four Variable Types
3
Represent the Empirical Distribution of a Variable
4
Represent Variables in the Form of a Table
Quiz: Check Your Knowledge About Representing Variables
Part 3
Perform Univariate Analyses
1
Understand the Purpose of Univariate Analysis
2
Calculate Measures of Central Tendency
3
Calculate the Value Spread in your Data
4
Calculate Measures of Shape
5
Explore Measures of Concentration
Quiz: Check your Knowledge About Performing a Univariate Analysis
Part 4
Perform Bivariate Analyses
1
Understand the Purpose of Bivariate Analysis
2
Find Correlations in your Data
3
Analyze Correlations between Two Quantitative Variables
4
Analyze Two Quantitative Variables using Linear Regression
5
Analyze One Quantitative and One Qualitative Variable using ANOVA
6
Analyze Two Qualitative Variables using the Chi- Square Test
7
Get Some Practice Performing Bivariate Analyses
Get the Most Out of This Course
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