XeroGraph documentation

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Contents:

• Setting Up a Virtual Environment
  • Create a virtual environment
  • Activate the virtual environment
• Installing XeroGraph
• Getting Started
  • How to use
  • Importing XeroAnalyzer
  • Example data
  • Initialize the XeroAnalyzer
• Analysis
  • Perform normality test for each feature
  • Perform the Kolmogorov-Smirnov test for each feature
  • Visualize histograms for each feature
  • Visualize density plots for each feature
  • Visualize box plots for each feature
  • Visualize Q-Q plots for each feature
  • Visualize missing data patterns
  • Visualize missing percentages for both features and samples
  • Perform Little’s MCAR test
  • Check missing type
• Imputation methods
  • Mean Imputation
  • Median Imputation
  • Most Frequent Imputation
  • KNN Imputation
  • Iterative Imputation
  • Imputation by Random Forest
  • Imputation by LASSO CV
  • Imputation by XGBoost
  • Imputation by Xputer
  • Multiple Imputation by MICE
• Check after imputation and perform comparisons
  • Check Plausibility
  • Compare with T-test and plot
  • Visualize feature combination plots for each feature pair
• Compare different imputation methods
  • With XeroAnalyzer
  • Independently as XeroCompare