Examples .. toctree:

:maxdepth: 2

classification_example
regression_example
cv_example

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Real-world examples and tutorials showing how to use edaflow effectively.

• Basic EDA Workflow
  • 1. Load Data
  • 2. Assess Data Quality
  • 3. Visualize Distributions
  • 4. Handle Missing Values & Outliers
  • 5. Explore Relationships
  • 6. Summarize Insights
  • 7. Analyze Categorical Features
  • 8. Feature Engineering
  • 9. Generate Summary Report
• Advanced Visualization
  • 1. Customizing Plots
  • 2. Interactive Dashboards
  • 3. Publication-Ready Visuals
  • 4. Multi-Panel and Faceted Plots
  • 5. Custom Themes and Styles
  • 6. Exporting Figures
• Data Cleaning Pipeline
  • 1. Identify Missing Data
  • 2. Impute Missing Values
  • 3. Convert Data Types
  • 4. Handle Outliers
  • 5. Validate Data Quality
  • 6. Remove Duplicates
  • 7. Handle Rare Categories
  • 8. Feature Scaling

Overview

This section contains practical examples demonstrating edaflow’s capabilities:

Basic EDA Workflow

Step-by-step walkthrough of a complete exploratory data analysis using all 14 edaflow functions.

Advanced Visualization

Examples of creating publication-ready visualizations and interactive dashboards.

Data Cleaning Pipeline

Comprehensive data cleaning and preprocessing workflows for different data types.

Example Datasets

The examples use publicly available datasets including:

• Titanic dataset (classification example)

• Boston Housing (regression example)

• Iris dataset (multiclass classification)

• Custom synthetic datasets (demonstrating specific features)

Running the Examples

All examples are provided as Jupyter notebooks that you can download and run locally:

# Install edaflow and Jupyter
pip install edaflow jupyter

# Clone the repository for example notebooks
git clone https://github.com/evanlow/edaflow.git
cd edaflow/examples

# Start Jupyter
jupyter notebook

Each example includes:

• Sample data loading

• Step-by-step analysis

• Interpretation of results

• Best practice recommendations

• Common pitfalls and solutions