فهرست مطالب

• Cover
• FM
• Copyright
• Table of Contents
• Preface
• Chapter 1: Bike Sharing Analysis
• Introduction
• Understanding the Data
• Data Preprocessing
• Hypothesis Tests
• Analysis of Weather-Related Features
• Time Series Analysis
• ARIMA Models
• Summary
• Chapter 2: Absenteeism at Work
• Introduction
• Initial Data Analysis
• Initial Analysis of the Reason for Absence
• Analysis of Social Drinkers and Smokers
• Body Mass Index
• Age and Education Factors
• Transportation Costs and Distance to Work Factors
• Temporal Factors
• Summary
• Chapter 3: Analyzing Bank Marketing Campaign Data
• Introduction
• Initial Data Analysis
• Impact of Numerical Features on the Outcome
• Modeling the Relationship via Logistic Regression
• Linear Regression
• Logistic Regression
• Summary
• Chapter 4: Tackling Company Bankruptcy
• Introduction
• Missing Value Analysis
• Imputation of Missing Values
• Splitting the Features
• Feature Selection with Lasso
• Summary
• Chapter 5: Analyzing the Online Shopper's Purchasing Intention
• Introduction
• Importing the Data
• Exploratory Data Analysis
• Clustering
• Summary
• Chapter 6: Analysis of Credit Card Defaulters
• Introduction
• Importing the Data
• Data Preprocessing
• Exploratory Data Analysis
• Correlation
• Building a Profile of a High-Risk Customer
• Summary
• Chapter 7: Analyzing the Heart Disease Dataset
• Introduction
• Summary
• Chapter 8: Analysis of Credit Card Defaulters
• Introduction
• Data Cleaning
• Data Preparation and Feature Engineering
• Data Analysis
• Activity 8.01: Performing Data Analysis on the Online Retail II Dataset
• Summary
• Chapter 9: Analysis of the Energy Consumed by Appliances
• Introduction
• Summary
• Chapter 10: Analyzing Air Quality
• Introduction
• About the Dataset
• Outliers
• Missing Values
• Heatmaps
• Summary
• Appendix
• Index