Wednesday, August 22, 2018

AI - EDA

  • Visualization
    • df.hist
    • plt.scatter
    • sns.heatmap
  • Univariate
    • Categorical
      • pd.crosstab
      • sns.countplot
    • Continuous
      • df.describe
      • boxplot
      • displot
      • kdeplot
  • Bivariate
    • Category to category
      • sns.factorplot
    • Category to continuous
      • sns.jointplot
    • Continuous to category
      • sns.factorplot().map(sns.kde/dist/box)
    • Other
      • sns.regplot
  • Correlation
    • Pearson
      • Pandas
        • Dataframe.corr
      • Spark
        • Dataframe.stat.corr
    • Spearman
    • Kendall
  • Tool

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