Taxonomy Distribution Report

Overview

• Total Concepts: 200
• Number of Taxonomies: 9
• Average Concepts per Taxonomy: 22.2

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
LIFE	LIFE	42	21.0%	✅
DESIGN	DESIGN	27	13.5%	✅
STATS	STATS	26	13.0%	✅
EVAL	EVAL	24	12.0%	✅
THEORY	THEORY	21	10.5%	✅
COMP	COMP	18	9.0%	✅
Foundation Concepts - Prerequisites	FOUND	15	7.5%	✅
EXPRESS	EXPRESS	15	7.5%	✅
REASON	REASON	12	6.0%	✅

Visual Distribution

LIFE   ██████████  42 ( 21.0%)
DESIGN ██████  27 ( 13.5%)
STATS  ██████  26 ( 13.0%)
EVAL   ██████  24 ( 12.0%)
THEORY █████  21 ( 10.5%)
COMP   ████  18 (  9.0%)
FOUND  ███  15 (  7.5%)
EXPRESS ███  15 (  7.5%)
REASON ███  12 (  6.0%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

LIFE (LIFE)

Count: 42 concepts (21.0%)

Concepts:

• 1. Punnett Squares
• 1. Genetic Probability
• 1. Human Body Systems
• 1. Muscular System
• 1. Endocrine System
• 1. Nervous System
• 1. System Integration
• 1. Homeostasis
• 1. Feedback Mechanisms
• 1. External Environment Effects
• 1. Nutrition and Nutrients
• 1. Disease Transmission
• 1. Pathogens
• 1. Disease Prevention
• 1. Photosynthesis
• ...and 27 more

DESIGN (DESIGN)

Count: 27 concepts (13.5%)

Concepts:

• 1. Experimental Design
• 1. Observational Studies
• 1. Hypothesis Formation
• 1. Hypothesis Refinement
• 1. Independent Variables
• 1. Dependent Variables
• 1. Controlled Variables
• 1. Sources of Experimental Error
• 1. Systematic Error
• 1. Random Error
• 1. Error Reduction Strategies
• 1. Experimental Controls
• 1. Sample Size
• 1. Replication in Experiments
• 1. Experimental Procedures
• ...and 12 more

STATS (STATS)

Count: 26 concepts (13.0%)

Concepts:

• 1. Sampling Techniques
• 1. Random Sampling
• 1. Systematic Sampling
• 1. Representative Samples
• 1. Sample Bias
• 1. Population vs Sample
• 1. Statistical Inference
• 1. Sampling Strategies
• 1. Descriptive Statistics
• 1. Mean (Average)
• 1. Median
• 1. Mode
• 1. Range
• 1. Standard Deviation
• 1. Variance
• ...and 11 more

EVAL (EVAL)

Count: 24 concepts (12.0%)

Concepts:

• 1. Evaluating Scientific Claims
• 1. Evidence Supporting Conclusions
• 1. Evidence Challenging Conclusions
• 1. Theory Evaluation
• 1. Hypothesis Testing
• 1. Model Validation
• 1. Conflicting Evidence
• 1. Contradictory Results
• 1. Data Consistency
• 1. Reproducibility
• 1. Peer Review Concepts
• 1. Scientific Consensus
• 1. Theory Modification
• 1. Paradigm Shifts
• 1. Reconciling Multiple Findings
• ...and 9 more

THEORY (THEORY)

Count: 21 concepts (10.5%)

Concepts:

• 1. Scientific Models
• 1. Scientific Theory Definition
• 1. Laws vs Theories
• 1. Theory Application
• 1. Established Scientific Models
• 1. Conceptual Models
• 1. Mathematical Models
• 1. Physical Models
• 1. Model Limitations
• 1. Theory-Based Predictions
• 1. Formula Application
• 1. Equation Manipulation
• 1. Problem Solving with Formulas
• 1. Stoichiometry
• 1. Conservation Laws
• ...and 6 more

COMP (COMP)

Count: 18 concepts (9.0%)

Concepts:

• 1. Textual Scientific Presentations
• 1. Non-Textual Scientific Presentations
• 1. Visual Data Representation
• 1. Reading Scientific Text
• 1. Central Ideas in Science
• 1. Summaries of Scientific Findings
• 1. Restatements of Research
• 1. Scientific Comparisons
• 1. Scientific Processes
• 1. Scientific Theories Overview
• 1. Scientific Trends
• 1. Academic Vocabulary in Science
• 1. Scientific Symbols
• 1. Scientific Terms and Phrases
• 1. Context Clues in Science
• ...and 3 more

Foundation Concepts - Prerequisites (FOUND)

Count: 15 concepts (7.5%)

Concepts:

• 1. Scientific Reasoning
• 1. Assessment Targets
• 1. Career and College Readiness Standards
• 1. Science Practices
• 1. Content Topics
• 1. Depth of Knowledge (DOK)
• 1. Test Item Alignment
• 1. Scientific Method
• 1. Evidence-Based Reasoning
• 1. Data Interpretation
• 1. Scientific Literacy
• 1. Quantitative Reasoning
• 1. Qualitative Reasoning
• 1. Scientific Inquiry
• 1. Scientific Communication

EXPRESS (EXPRESS)

Count: 15 concepts (7.5%)

Concepts:

• 1. Visual Communication of Science
• 1. Creating Graphs
• 1. Creating Tables
• 1. Creating Diagrams
• 1. Chart Types
• 1. Numerical Expression
• 1. Mathematical Notation
• 1. Scientific Notation
• 1. Units and Conversions
• 1. Verbal Scientific Communication
• 1. Scientific Writing
• 1. Technical Writing
• 1. Data Presentation
• 1. Results Reporting
• 1. Information Translation

REASON (REASON)

Count: 12 concepts (6.0%)

Concepts:

• 1. Evidence-Based Conclusions
• 1. Citing Textual Evidence
• 1. Supporting Findings with Data
• 1. Numerical Data Analysis
• 1. Data-Driven Reasoning
• 1. Logical Conclusions
• 1. Scientific Predictions
• 1. Trend Analysis
• 1. Trend Extrapolation
• 1. Variable Relationships
• 1. Direct Relationships
• 1. Inverse Relationships

Recommendations

• ✅ Good balance: Categories are reasonably distributed (spread: 15.0%)
• ✅ 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

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