Taxonomy Distribution Report

Overview

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

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
EDU	EDU	38	19.0%	✅
UI	UI	33	16.5%	✅
TECH	TECH	24	12.0%	✅
SRCH	SRCH	23	11.5%	✅
META	META	22	11.0%	✅
DATA	DATA	11	5.5%	✅
EMBED	EMBED	11	5.5%	✅
PIPE	PIPE	11	5.5%	✅
Foundation Concepts - Prerequisites	FOUND	10	5.0%	✅
FILE	FILE	7	3.5%	✅
STND	STND	6	3.0%	✅
ANAL	ANAL	4	2.0%	ℹ️ Under

Visual Distribution

EDU    █████████  38 ( 19.0%)
UI     ████████  33 ( 16.5%)
TECH   ██████  24 ( 12.0%)
SRCH   █████  23 ( 11.5%)
META   █████  22 ( 11.0%)
DATA   ██  11 (  5.5%)
EMBED  ██  11 (  5.5%)
PIPE   ██  11 (  5.5%)
FOUND  ██  10 (  5.0%)
FILE   █   7 (  3.5%)
STND   █   6 (  3.0%)
ANAL   █   4 (  2.0%)

Balance Analysis

✅ No Over-Represented Categories

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

ℹ️ Under-Represented Categories (<3%)

• ANAL (ANAL): 4 concepts (2.0%)
• Note: Small categories are acceptable for specialized topics

Category Details

EDU (EDU)

Count: 38 concepts (19.0%)

Concepts:

• 1. Grade Levels
• 1. K-12 Education
• 1. Undergraduate Level
• 1. Graduate Level
• 1. Adult Learning
• 1. Learning Objectives
• 1. Bloom Taxonomy
• 1. Remember Level
• 1. Understand Level
• 1. Apply Level
• 1. Analyze Level
• 1. Evaluate Level
• 1. Create Level
• 1. Cognitive Levels
• 1. Complexity
• ...and 23 more

UI (UI)

Count: 33 concepts (16.5%)

Concepts:

• 1. Visualization Type
• 1. Animation
• 1. Chart
• 1. Graph Visualization
• 1. Diagram
• 1. Simulation Display
• 1. Interactive Demo
• 1. Data Visualization
• 1. 3D Model
• 1. Timeline
• 1. Network Diagram
• 1. Map Visualization
• 1. Dashboard
• 1. Interaction Level
• 1. Passive Viewing
• ...and 18 more

TECH (TECH)

Count: 24 concepts (12.0%)

Concepts:

• 1. Technical Metadata
• 1. JavaScript Libraries
• 1. p5.js Framework
• 1. mermaid.js Library
• 1. vis-network.js Library
• 1. chart.js Library
• 1. vis-timeline.js Library
• 1. plotly.js Library
• 1. leaflet.js Library
• 1. Responsive Design
• 1. Width Responsive
• 1. Fixed Height Iframe
• 1. Canvas Dimensions
• 1. Drawing Region
• 1. Control Region
• ...and 9 more

SRCH (SRCH)

Count: 23 concepts (11.5%)

Concepts:

• 1. Search
• 1. Findability
• 1. Search Fundamentals
• 1. Information Retrieval
• 1. Precision
• 1. Recall
• 1. Relevance
• 1. Ranking
• 1. Keyword Search
• 1. Boolean Search
• 1. Boolean Operators
• 1. AND Operator
• 1. OR Operator
• 1. NOT Operator
• 1. Faceted Search
• ...and 8 more

META (META)

Count: 22 concepts (11.0%)

Concepts:

• 1. Metadata
• 1. Metadata Standards
• 1. Dublin Core
• 1. Dublin Core Elements
• 1. Title Element
• 1. Creator Element
• 1. Subject Element
• 1. Description Element
• 1. Publisher Element
• 1. Contributor Element
• 1. Date Element
• 1. Type Element
• 1. Format Element
• 1. Identifier Element
• 1. Source Element
• ...and 7 more

DATA (DATA)

Count: 11 concepts (5.5%)

Concepts:

• 1. JSON
• 1. JSON Syntax
• 1. JSON Objects
• 1. JSON Arrays
• 1. JSON Schema
• 1. Schema Validation
• 1. Required Fields
• 1. Optional Fields
• 1. Data Quality
• 1. Completeness Score
• 1. Quality Score

EMBED (EMBED)

Count: 11 concepts (5.5%)

Concepts:

• 1. Semantic Search
• 1. Embeddings
• 1. Vector Representations
• 1. Cosine Similarity
• 1. Similar MicroSims
• 1. Similarity Score
• 1. Nearest Neighbors
• 1. Dimensionality Reduction
• 1. PCA
• 1. t-SNE
• 1. Visualization Maps

PIPE (PIPE)

Count: 11 concepts (5.5%)

Concepts:

• 1. Data Gathering
• 1. Web Crawling
• 1. GitHub API
• 1. Repository Mining
• 1. MicroSim Repositories
• 1. Data Aggregation
• 1. Tags
• 1. Folksonomies
• 1. User-Generated Tags
• 1. Keywords
• 1. Controlled Vocabulary

Foundation Concepts - Prerequisites (FOUND)

Count: 10 concepts (5.0%)

Concepts:

• 1. MicroSim
• 1. Educational Simulation
• 1. Interactivity
• 1. User Engagement
• 1. Simplicity
• 1. AI Generation
• 1. Web Embedding
• 1. Iframe Element
• 1. Reuse
• 1. Component Reuse

FILE (FILE)

Count: 7 concepts (3.5%)

Concepts:

• 1. MicroSim Structure
• 1. File Organization
• 1. index.md File
• 1. main.html File
• 1. style.css File
• 1. data.json File
• 1. metadata.json File

STND (STND)

Count: 6 concepts (3.0%)

Concepts:

• 1. MicroSim Standards
• 1. Schema Compliance
• 1. Curriculum Standards
• 1. CCSS Standards
• 1. NGSS Standards
• 1. ISTE Standards

ANAL (ANAL)

Count: 4 concepts (2.0%)

Concepts:

• 1. Assessment Rubric
• 1. Analytics
• 1. Learning Indicators
• 1. Engagement Metrics

Recommendations

• ✅ Good balance: Categories are reasonably distributed (spread: 17.0%)
• ✅ 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

---

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