Taxonomy Distribution Report

Overview

• Total Concepts: 200
• Number of Taxonomies: 12
• Average Concepts per Taxonomy: 16.7

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
Pre-Session Prep	PREP	35	17.5%	✅
Long-Term Care	LONG	32	16.0%	✅
Healing Signs	SIGN	28	14.0%	✅
Health Factors	HLTH	22	11.0%	✅
Pain Management	PAIN	15	7.5%	✅
Activity Restrictions	REST	14	7.0%	✅
Healing Phases	HEAL	13	6.5%	✅
Product Knowledge	PROD	13	6.5%	✅
Washing Protocols	WASH	9	4.5%	✅
Moisturizing Care	MOIST	7	3.5%	✅
Foundation Concepts	FOUND	6	3.0%	✅
Hygiene & Prevention	HYG	6	3.0%	✅

Visual Distribution

PREP   ████████  35 ( 17.5%)
LONG   ████████  32 ( 16.0%)
SIGN   ███████  28 ( 14.0%)
HLTH   █████  22 ( 11.0%)
PAIN   ███  15 (  7.5%)
REST   ███  14 (  7.0%)
HEAL   ███  13 (  6.5%)
PROD   ███  13 (  6.5%)
WASH   ██   9 (  4.5%)
MOIST  █   7 (  3.5%)
FOUND  █   6 (  3.0%)
HYG    █   6 (  3.0%)

Balance Analysis

✅ No Over-Represented Categories

All categories are under the 30% threshold. Good balance!

Category Details

Pre-Session Prep (PREP)

Count: 35 concepts (17.5%)

Concepts:

• 1. Pre-Appointment Prep
• 1. Hydration Importance
• 1. Water Intake Guidelines
• 1. Hydration Timeline
• 1. Skin Hydration Benefits
• 1. Nutrition for Healing
• 1. Protein Requirements
• 1. Vitamin C Benefits
• 1. Zinc for Wound Healing
• 1. Foods to Avoid
• 1. Alcohol Avoidance
• 1. Caffeine Moderation
• 1. Anti-Inflammatory Foods
• 1. Pre-Session Meals
• 1. Blood Sugar Stability
• ...and 20 more

Long-Term Care (LONG)

Count: 32 concepts (16.0%)

Concepts:

• 1. UV Protection
• 1. Sunscreen for Tattoos
• 1. SPF Requirements
• 1. Mineral Sunscreen
• 1. Chemical Sunscreen
• 1. Reapplication Schedule
• 1. Sun Protective Clothing
• 1. UV Damage Effects
• 1. Fading Prevention
• 1. Color Longevity
• 1. Long-Term Maintenance
• 1. Ongoing Moisturizing
• 1. Skin Health Routine
• 1. Annual Skin Checks
• 1. Touch-Up Planning
• ...and 17 more

Healing Signs (SIGN)

Count: 28 concepts (14.0%)

Concepts:

• 1. Normal Healing Signs
• 1. Peeling Phase
• 1. Flaking Skin
• 1. Itching Sensation
• 1. Dull Color Phase
• 1. Scab Formation
• 1. Light Scabbing
• 1. Plasma Weeping
• 1. Redness Reduction
• 1. Swelling Timeline
• 1. Bruising Around Tattoo
• 1. Abnormal Healing Signs
• 1. Excessive Swelling
• 1. Red Streaking
• 1. Pus Discharge
• ...and 13 more

Health Factors (HLTH)

Count: 22 concepts (11.0%)

Concepts:

• 1. Health Screening
• 1. Medical Conditions
• 1. Diabetes Considerations
• 1. Immune Disorders
• 1. Bleeding Disorders
• 1. Skin Conditions
• 1. Eczema Management
• 1. Psoriasis Concerns
• 1. Medication Effects
• 1. Blood Thinners
• 1. Immunosuppressants
• 1. Accutane Restrictions
• 1. Pregnancy Cautions
• 1. Illness Timing
• 1. Recent Surgery
• ...and 7 more

Pain Management (PAIN)

Count: 15 concepts (7.5%)

Concepts:

• 1. Pain Management
• 1. Pain Expectation
• 1. Pain Tolerance Factors
• 1. Numbing Creams
• 1. OTC Pain Relievers
• 1. Ibuprofen Caution
• 1. Acetaminophen Use
• 1. Breathing Techniques
• 1. Distraction Methods
• 1. Music During Session
• 1. Conversation Benefits
• 1. Break Requests
• 1. Pain by Body Area
• 1. Sensitive Areas
• 1. Less Painful Areas

Activity Restrictions (REST)

Count: 14 concepts (7.0%)

Concepts:

• 1. Prohibited Activities
• 1. Swimming Restriction
• 1. Bathtub Soaking
• 1. Hot Tub Avoidance
• 1. Ocean Water Exposure
• 1. Pool Chlorine Risks
• 1. Direct Sun Exposure
• 1. Tanning Beds
• 1. Scratching Prevention
• 1. Picking Scabs
• 1. Tight Clothing Friction
• 1. Exercise During Healing
• 1. Sweat Management
• 1. Heavy Lifting Impact

Healing Phases (HEAL)

Count: 13 concepts (6.5%)

Concepts:

• 1. Healing Timeline
• 1. Surface Healing Phase
• 1. Deep Healing Phase
• 1. Inflammation Stage
• 1. Proliferation Stage
• 1. Remodeling Stage
• 1. Fresh Tattoo Care
• 1. First 24 Hours Care
• 1. Week One Protocol
• 1. Week Two Protocol
• 1. Week Three Protocol
• 1. Week Four Protocol
• 1. Complete Healing Signs

Product Knowledge (PROD)

Count: 13 concepts (6.5%)

Concepts:

• 1. Aftercare Products
• 1. Aquaphor
• 1. Hustle Butter
• 1. A&D Ointment
• 1. Unscented Lotion
• 1. Tattoo-Specific Products
• 1. Product Ingredients
• 1. Fragrance Avoidance
• 1. Petroleum-Based Products
• 1. Water-Based Lotions
• 1. Natural Alternatives
• 1. Product Allergies
• 1. Patch Testing

Washing Protocols (WASH)

Count: 9 concepts (4.5%)

Concepts:

• 1. Washing Techniques
• 1. First Wash Timing
• 1. Water Temperature
• 1. Fragrance-Free Soap
• 1. Gentle Cleansing Motion
• 1. Pat Drying Method
• 1. Washing Frequency
• 1. Over-Washing Risks
• 1. Under-Washing Risks

Moisturizing Care (MOIST)

Count: 7 concepts (3.5%)

Concepts:

• 1. Moisturizing Techniques
• 1. Ointment Application
• 1. Thin Layer Method
• 1. Moisturizing Frequency
• 1. Over-Moisturizing Risks
• 1. Dry Healing Method
• 1. Wet Healing Method

Foundation Concepts (FOUND)

Count: 6 concepts (3.0%)

Concepts:

• 1. Tattoo Aftercare
• 1. Wound Healing
• 1. Skin Anatomy
• 1. Epidermis
• 1. Dermis
• 1. Tattoo Ink Placement

Hygiene & Prevention (HYG)

Count: 6 concepts (3.0%)

Concepts:

• 1. Infection Prevention
• 1. Bacterial Contamination
• 1. Hygiene Practices
• 1. Handwashing Technique
• 1. Clean Environment
• 1. Wound Exposure Risks

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 14.5%)
• ✅ MISC category minimal: Good categorization specificity

Educational Use Recommendations

• Use taxonomy categories for color-coding in graph visualizations
• Design curriculum modules based on taxonomy groupings
• Create filtered views for focused learning paths
• Use categories for assessment organization
• Enable navigation by topic area in interactive tools

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Report generated by learning-graph-reports/taxonomy_distribution.py