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TABLE OF CONTENTS16 sections

Data Preparation & Analysis

01Data Preparation & Analysis 02Foundations Of Data Preparation And Analysis 03Data Sources Structures And Acquisition 04Data Profiling And Quality Assessment 05Data Integration And Wrangling 06Data Cleaning And Missing Data Management 07Data Transformation And Feature Engineering 08Sampling Partitioning And Analytical Dataset Design 09Exploratory Data Analysis And Visualization 10Statistical Inference Experimentation And Causal Reasoning 11Multivariate And Pattern Analysis 12Temporal Textual And Other Complex Data 13Reproducible And Scalable Data Workflows 14Analytics For Managerial Decision Making 15Data Governance Privacy Security And Ethics 16Ai Assisted Preparation And Emerging Practices

Chapter 7

Sampling Partitioning And Analytical Dataset Design

PREVIOUS SECTIONData Transformation And Feature Engineering UP NEXTExploratory Data Analysis And Visualization

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