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๐ŸŸ Not So Fishy After All!

Visualizing Healthiest Seafood Options for Endometriosis

Author: Gabrielle Despaigne
Course: DSC 209R โ€“ Data Visualization
Date: October 2025


๐Ÿ“– Project Overview

This project explores the relationship between seafood choices and anti-inflammatory benefits for individuals with endometriosis. Endometriosis is a chronic inflammatory condition that affects 1 in 10 women of reproductive age worldwide. Since diet plays a major role in managing inflammation, this visualization highlights which types of fish are the most beneficial, or harmful, to an anti-inflammatory diet.

Using a cleaned and preprocessed nutrition dataset, this project introduces a custom Anti-Inflammation Index (AII) to quantify how inflammatory each food is. The visualization helps endometriosis patients, and anyone seeking anti-inflammatory diets, make better seafood purchasing decisions at grocery stores.


๐ŸŽฏ Objectives

  • Identify and visualize which fish products align with an anti-inflammatory diet
  • Compare fish preparations, fresh versus tinned versus processed or frozen
  • Present an intuitive and scientifically grounded visualization that simplifies complex nutrition data

๐Ÿงฎ Methodology

1) Data Exploration and Cleaning

  • Removed null entries and duplicate rows
  • Standardized nutrition features to z-scores for comparability

2) Feature Engineering

Anti-Inflammation Index (AII) constructed with weighted nutrients:

  • Positive, anti-inflammatory: Fiber, Protein
  • Negative, pro-inflammatory: Carbohydrates, Sugar, Sodium, Food Processing Score (Fpro)

Each product received an AII score and was categorized into health zones: beneficial, neutral, or harmful.

3) Seafood Categorization

  • Filter to seafood categories only, including whole food seafood
  • Rename to sf-pckged for packaged or processed and sf-fresh for fresh whole food
  • Add preparation type: fresh, tinned, processed or frozen

4) Aggregation and Visualization

  • Aggregate by item label to compute mean AII and Fpro
  • Scatter plot with:
    • x axis: Food Processing Score (Fpro)
    • y axis: Anti-Inflammation Index (AII)
    • color: fish species
    • background bands: health impact zones for quick read

๐Ÿ“Š Insights

  • Fresh fish clusters in the beneficial zone, indicating stronger anti-inflammatory potential
  • Tinned fish generally falls in the neutral region
  • Processed or frozen fish tends to be more inflammatory, often linked to higher sodium and processing scores

๐Ÿ”ฌ Future Work

  • Validate AII with omega 3 fatty acids and key micronutrients
  • Extend the model to other food groups for a broader dietary tool
  • Add interactivity with Tableau or Plotly so users can filter by species and prep type

๐Ÿ“š References

  • World Health Organization, Endometriosis, 2023
  • The Endometriosis Foundation, Diet and Lifestyle
  • Cleveland Clinic, The Best and Worst Foods for an Anti-Inflammatory Endometriosis Diet

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DSC 209R: Data Visualization, Project 1

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