Preparing Data for Analysis with JMP

Nonfiction, Science & Nature, Mathematics, Statistics, Computers, Application Software

• Author: Robert Carver
• ISBN: 9781635261486
• Publisher: SAS Institute
• Publication: May 1, 2017
• Imprint: SAS Institute
• Language: English

Access and clean up data easily using JMP®!

Data acquisition and preparation commonly consume approximately 75% of the effort and time of total data analysis. JMP provides many visual, intuitive, and even innovative data-preparation capabilities that enable you to make the most of your organization's data.

Preparing Data for Analysis with JMP® is organized within a framework of statistical investigations and model-building and illustrates the new data-handling features in JMP, such as the Query Builder. Useful to students and programmers with little or no JMP experience, or those looking to learn the new data-management features and techniques, it uses a practical approach to getting started with plenty of examples. Using step-by-step demonstrations and screenshots, this book walks you through the most commonly used data-management techniques that also include lots of tips on how to avoid common problems.

With this book, you will learn how to:

• Manage database operations using the JMP Query Builder

• Get data into JMP from other formats, such as Excel, csv, SAS, HTML, JSON, and the web

• Identify and avoid problems with the help of JMP’s visual and automated data-exploration tools

• Consolidate data from multiple sources with Query Builder for tables

• Deal with common issues and repairs that include the following tasks:

  • reshaping tables (stack/unstack)
  • managing missing data with techniques such as imputation and Principal Components Analysis
  • cleaning and correcting dirty data
  • computing new variables
  • transforming variables for modelling
  • reconciling time and date

• Subset and filter your data

• Save data tables for exchange with other platforms