Table of Contents

Getting Started

• Welcome to the EDA Toolkit Python Library Documentation!
  • Project Links
  • What is EDA?
  • Purpose of EDA Toolkit
  • Key Features
  • Prerequisites
  • Installation
• Description

Data Management

• Data Management Overview
• Data Management Techniques
  • Path directories
    • ensure_directory()
  • Adding Unique Identifiers
    • add_ids()
  • Trailing Period Removal
    • strip_trailing_period()
  • Standardized Dates
    • parse_date_with_rule()
  • DataFrame Analysis
    • dataframe_profiler()
    • Census Income Example
    • DataFrame Column Names
    • Calculation Details
  • Generating Summary Tables for Variable Combinations
    • summarize_all_combinations()
  • Saving DataFrames to Excel with Customized Formatting
    • save_dataframes_to_excel()
  • Creating Contingency Tables
    • contingency_table()
  • Generating Summaries (Table 1)
    • generate_table1()
    • Example 1: Mixed Summary Table (value_counts=False)
    • Example 2: Mixed Summary Table (value_counts=True)
    • Example 3: Group Comparisons (P-Values)
  • Highlighting Specific Columns in a DataFrame
    • highlight_columns()
  • Binning Numerical Columns

Plotting Heuristics

• Creating Effective Visualizations
  • Heuristics for Visualizations
  • Methodologies
• KDE and Histogram Distribution Plots
  • KDE Distribution Function
    • kde_distributions()
    • KDE and Histograms Example
    • Histogram Example (Density)
    • Histogram Example (Count)
    • Histogram Example - (Mean and Median)
    • Histogram Example - (Mean, Median, and Std. Deviation)
• Feature Scaling and Outliers
  • data_doctor()
  • Available Scale Conversions
  • Box-Cox Transformation Example 1
  • Box-Cox Transformation Example 2
  • Data Fraction Usage
    • Retaining a Sample for Analysis
  • Logit Transformation Example
  • Plain Outliers Example
    • Observed Outliers Sans Cutoffs
    • Treated Outliers With Cutoffs
  • RobustScaler Outliers Examples
• Stacked Crosstab Plots
  • stacked_crosstab_plot()
  • Stacked Bar Plots With Crosstabs Example
  • Pivoted Stacked Bar Plots Example
  • Non-Normalized Stacked Bar Plots Example
  • Regular Non-Stacked Bar Plots Example
• Outcome Crosstab Plots
  • outcome_crosstab_plot()
  • Outcome Crosstab Example
• Box and Violin Plots
  • box_violin_plot()
  • Box Plots: Subplots Example
  • Violin Plots: Subplots Example
  • Pivoted Violin Plots: Subplots Example
• Scatter Plots and Best Fit Lines
  • Scatter Fit Plot
    • scatter_fit_plot()
    • Regression-Centric Scatter Plots Example
    • Scatter Plots Grouped by Category Example
    • Scatter Plots (All Combinations Example)
    • Scatter Plots: Excluding Specific Combinations
      • Example 1
      • Example 2
• Correlation Matrices
  • flex_corr_matrix()
  • Triangular Correlation Matrix Example
  • Full Correlation Matrix Example

Theoretical Overview

• Gaussian Assumption for Normality
  • Histograms and Kernel Density Estimation (KDE)
• Pearson Correlation Coefficient
• Box-Cox Transformation
  • Mathematical Definition
  • Properties and Benefits
  • Practical Considerations
  • Applications in Modeling
    • Confidence Intervals for Lambda
• The Yeo-Johnson Transformation
• Median and IQR Scaling
  • Centering Data Using the Median
  • Explanation of Each Component
  • Example Calculation
• Logit Transformation
  • Purpose and Assumptions

About EDA Toolkit

• ASCII Art
  • Overview
  • Features
  • ASCII Art Collection
    • print_art()
  • Examples
• Acknowledgements
• Contributors/Maintainers
• Citing EDA Toolkit
• Changelog
  • Version 0.0.18
    • Major Changes
      • Enhancements to generate_table1
      • Tests and Coverage
  • Version 0.0.17
  • Version 0.0.16
  • Version 0.0.15
    • Avoid In-Place Modification of exclude_combinations
    • Improve Progress Tracking and Resolve Last Plot Saving Issue
    • Updated tqdm Saving Logic in scatter_fit_plot
  • Version 0.0.14
  • Version 0.0.13
  • Version 0.0.12
  • Version 0.0.11
  • Version 0.0.10
  • Version 0.0.9
  • Version 0.0.8
  • Version 0.0.8c
  • Version 0.0.8b
  • Version 0.0.8a
  • Version 0.0.7
  • Version 0.0.6
  • Version 0.0.5
  • Version 0.0.4
  • Version 0.0.3
  • Version 0.0.2
  • Version 0.0.1rc0
  • Version 0.0.1b0
  • Version 0.0.1b0
  • Version 0.0.1b0
  • Version 0.0.1b0
• References