Hands-On Data Preprocessing in Python
Hands-On Data Preprocessing in Python
Learn how to effectively prepare data for successful data analytics
Jafari, Roy
Packt Publishing Limited
05/2022
602
Mole
Inglês
9781801072137
15 a 20 dias
Review of the Core Modules of NumPy and Pandas
Review of Another Core Module - Matplotlib
Data - What Is It Really?
Databases
Data Visualization
Prediction
Classification
Clustering Analysis
Data Cleaning Level I - Cleaning Up the Table
Data Cleaning Level II - Unpacking, Restructuring, and Reformulating the Table
Data Cleaning Level III- Missing Values, Outliers, and Errors
Data Fusion and Data Integration
Data Reduction
Data Transformation and Massaging
Case Study 1 - Mental Health in Tech
Case Study 2 - Predicting COVID-19 Hospitalizations
Case Study 3: United States Counties Clustering Analysis
Summary, Practice Case Studies, and Conclusions
Review of the Core Modules of NumPy and Pandas
Review of Another Core Module - Matplotlib
Data - What Is It Really?
Databases
Data Visualization
Prediction
Classification
Clustering Analysis
Data Cleaning Level I - Cleaning Up the Table
Data Cleaning Level II - Unpacking, Restructuring, and Reformulating the Table
Data Cleaning Level III- Missing Values, Outliers, and Errors
Data Fusion and Data Integration
Data Reduction
Data Transformation and Massaging
Case Study 1 - Mental Health in Tech
Case Study 2 - Predicting COVID-19 Hospitalizations
Case Study 3: United States Counties Clustering Analysis
Summary, Practice Case Studies, and Conclusions