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English translation: Basic Principles of Exploratory Data Analysis

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Duration

25 hours

UFCD

10807

Credit Points

2.25

Princípios Básicos da Análise Exploratória de Dados
Objectives
  • Prepare a report with the main descriptive measures of data analysis.
  • Describe the main analysis methods for one and two variables.
  • Describe the basic principles of probability.
  • Apply principal component analysis (PCA).
Contents
  • Objectives and tasks of statistics and data analysis
  • Lies, ambiguities, and misuse of statistics
  • Statistical variables and data types
  • Data analysis methods for one variable
    • Frequency distributions and histograms
    • Measures of central tendency
    • Measures of dispersion
    • Measures of location
    • Other indicators
  • Data analysis methods for two variables
    • Covariance and correlation
    • Spearman's R
    • Measures of concentration
  • Index numbers
  • Basic principles of probability
  • Basic principles of sampling and data collection methodology
  • Principles of principal component analysis
  • Exploratory data analysis project

First Edition

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