Taxonomy Distribution Report

Overview

• Total Concepts: 387
• Number of Taxonomies: 12
• Average Concepts per Taxonomy: 32.2

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
CLIN	CLIN	54	14.0%	✅
BIO	BIO	46	11.9%	✅
DEV	DEV	37	9.6%	✅
SOC	SOC	37	9.6%	✅
MEM	MEM	36	9.3%	✅
CHEM	CHEM	34	8.8%	✅
PERS	PERS	31	8.0%	✅
LEARN	LEARN	27	7.0%	✅
SEN	SEN	26	6.7%	✅
COG	COG	24	6.2%	✅
Foundation Concepts - Prerequisites	FOUND	21	5.4%	✅
HLTH	HLTH	14	3.6%	✅

Visual Distribution

CLIN                      ██████  54 ( 14.0%)
BIO                       █████  46 ( 11.9%)
DEV                       ████  37 (  9.6%)
SOC                       ████  37 (  9.6%)
MEM                       ████  36 (  9.3%)
CHEM                      ████  34 (  8.8%)
PERS                      ████  31 (  8.0%)
LEARN                     ███  27 (  7.0%)
SEN                       ███  26 (  6.7%)
COG                       ███  24 (  6.2%)
Foundation Concepts - Pre ██  21 (  5.4%)
HLTH                      █  14 (  3.6%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

CLIN (CLIN)

Count: 54 concepts (14.0%)

Concepts:

• 1. Defining Psychological Disorders
• 1. DSM Classification System
• 1. ICD Classification System
• 1. Biopsychosocial Model
• 1. Diathesis-Stress Model
• 1. Stigma in Mental Health
• 1. Behavioral Perspective on Disorders
• 1. Cognitive Perspective on Disorders
• 1. Biological Perspective on Disorders
• 1. Sociocultural Perspective on Disorders
• 1. ADHD
• 1. Autism Spectrum Disorder
• 1. Schizophrenia
• 1. Positive Symptoms of Schizophrenia
• 1. Negative Symptoms of Schizophrenia
• ...and 39 more

BIO (BIO)

Count: 46 concepts (11.9%)

Concepts:

• 1. Nature vs. Nurture
• 1. Heredity and Behavior
• 1. Twin Studies
• 1. Family Studies
• 1. Adoption Studies
• 1. Evolutionary Perspective
• 1. Natural Selection
• 1. Central Nervous System
• 1. Peripheral Nervous System
• 1. Autonomic Nervous System
• 1. Sympathetic Nervous System
• 1. Parasympathetic Nervous System
• 1. Somatic Nervous System
• 1. Spinal Cord
• 1. Reflex Arc
• ...and 31 more

DEV (DEV)

Count: 37 concepts (9.6%)

Concepts:

• 1. Developmental Psychology Themes
• 1. Cross-Sectional Research Design
• 1. Longitudinal Research Design
• 1. Prenatal Development
• 1. Teratogens
• 1. Infant Physical Development
• 1. Adolescent Development
• 1. Adult and Aging Development
• 1. Piaget's Cognitive Stages
• 1. Sensorimotor Stage
• 1. Preoperational Stage
• 1. Concrete Operational Stage
• 1. Formal Operational Stage
• 1. Object Permanence
• 1. Conservation
• ...and 22 more

SOC (SOC)

Count: 37 concepts (9.6%)

Concepts:

• 1. Attribution Theory
• 1. Fundamental Attribution Error
• 1. Actor-Observer Bias
• 1. Self-Serving Bias
• 1. Locus of Control
• 1. Mere Exposure Effect
• 1. Self-Fulfilling Prophecy
• 1. Social Comparison
• 1. Stereotypes
• 1. Prejudice and Discrimination
• 1. Implicit Attitudes
• 1. Just-World Phenomenon
• 1. In-Group Bias
• 1. Out-Group Homogeneity Bias
• 1. Cognitive Dissonance
• ...and 22 more

MEM (MEM)

Count: 36 concepts (9.3%)

Concepts:

• 1. Explicit Memory
• 1. Implicit Memory
• 1. Episodic Memory
• 1. Semantic Memory
• 1. Procedural Memory
• 1. Prospective Memory
• 1. Long-Term Potentiation
• 1. Working Memory Model
• 1. Multi-Store Memory Model
• 1. Sensory Memory
• 1. Short-Term Memory
• 1. Long-Term Memory
• 1. Levels of Processing
• 1. Encoding Strategies
• 1. Mnemonic Devices
• ...and 21 more

CHEM (CHEM)

Count: 34 concepts (8.8%)

Concepts:

• 1. Neural Transmission
• 1. All-or-None Principle
• 1. Resting Potential
• 1. Depolarization
• 1. Action Potential
• 1. Refractory Period
• 1. Reuptake
• 1. Synaptic Threshold
• 1. Neurotransmitters
• 1. Dopamine
• 1. Serotonin
• 1. Norepinephrine
• 1. Glutamate
• 1. GABA
• 1. Endorphins
• ...and 19 more

PERS (PERS)

Count: 31 concepts (8.0%)

Concepts:

• 1. Psychodynamic Personality Theory
• 1. Ego Defense Mechanisms
• 1. Denial
• 1. Projection
• 1. Rationalization
• 1. Repression (Personality)
• 1. Displacement
• 1. Sublimation
• 1. Projective Tests
• 1. Humanistic Personality Theory
• 1. Unconditional Positive Regard
• 1. Self-Actualization
• 1. Self-Concept
• 1. Social-Cognitive Theory
• 1. Reciprocal Determinism
• ...and 16 more

LEARN (LEARN)

Count: 27 concepts (7.0%)

Concepts:

• 1. Classical Conditioning
• 1. Unconditioned Stimulus
• 1. Conditioned Stimulus
• 1. Conditioned Response
• 1. Acquisition
• 1. Extinction
• 1. Spontaneous Recovery
• 1. Stimulus Generalization
• 1. Stimulus Discrimination
• 1. Conditioned Emotional Response
• 1. Taste Aversion
• 1. Operant Conditioning
• 1. Positive Reinforcement
• 1. Negative Reinforcement
• 1. Positive Punishment
• ...and 12 more

SEN (SEN)

Count: 26 concepts (6.7%)

Concepts:

• 1. Absolute Threshold
• 1. Difference Threshold
• 1. Weber's Law
• 1. Signal Detection Theory
• 1. Sensory Adaptation
• 1. Vision and the Eye
• 1. Audition and the Ear
• 1. Olfaction
• 1. Gustation
• 1. Somatosensation
• 1. Gate-Control Theory of Pain
• 1. Vestibular Sense
• 1. Kinesthesia
• 1. Bottom-Up Processing
• 1. Top-Down Processing
• ...and 11 more

COG (COG)

Count: 24 concepts (6.2%)

Concepts:

• 1. Concepts and Prototypes
• 1. Assimilation and Accommodation
• 1. Algorithms
• 1. Heuristics
• 1. Representativeness Heuristic
• 1. Availability Heuristic
• 1. Framing Effect
• 1. Mental Set
• 1. Cognitive Biases
• 1. Gambler's Fallacy
• 1. Sunk-Cost Fallacy
• 1. Executive Functions
• 1. Creativity and Divergent Thinking
• 1. Functional Fixedness
• 1. Intelligence and the g Factor
• ...and 9 more

Foundation Concepts - Prerequisites (FOUND)

Count: 21 concepts (5.4%)

Concepts:

• 1. Psychology as a Science
• 1. Scientific Method in Psychology
• 1. Experimental Research Design
• 1. Independent and Dependent Variables
• 1. Control and Experimental Groups
• 1. Random Assignment
• 1. Operational Definitions
• 1. Confounding Variables
• 1. Non-Experimental Methods
• 1. Case Studies
• 1. Correlational Research
• 1. Naturalistic Observation
• 1. Surveys and Sampling
• 1. Measures of Central Tendency
• 1. Standard Deviation
• ...and 6 more

HLTH (HLTH)

Count: 14 concepts (3.6%)

Concepts:

• 1. Health Psychology
• 1. Stress and Behavior
• 1. Eustress vs. Distress
• 1. Adverse Childhood Experiences
• 1. General Adaptation Syndrome
• 1. Fight-Flight-Freeze Response
• 1. Tend-and-Befriend Response
• 1. Problem-Focused Coping
• 1. Emotion-Focused Coping
• 1. Positive Psychology
• 1. Well-Being and Resilience
• 1. Gratitude and Subjective Well-Being
• 1. Signature Strengths
• 1. Posttraumatic Growth

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 10.3%)
• ✅ 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