Taxonomy Distribution Report

Overview

• Total Concepts: 485
• Number of Taxonomies: 12
• Average Concepts per Taxonomy: 40.4

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
ELEC	ELEC	70	14.4%	✅
ANIM	ANIM	65	13.4%	✅
PYTH	PYTH	55	11.3%	✅
UPICO	UPICO	45	9.3%	✅
NEO	NEO	40	8.2%	✅
COLOR	COLOR	40	8.2%	✅
INPUT	INPUT	35	7.2%	✅
Capstone Projects Ideas	PROJ	35	7.2%	✅
CT	CT	30	6.2%	✅
TOOLS	TOOLS	30	6.2%	✅
MATH	MATH	30	6.2%	✅
HW	HW	10	2.1%	ℹ️ Under

Visual Distribution

ELEC                    ███████  70 ( 14.4%)
ANIM                    ██████  65 ( 13.4%)
PYTH                    █████  55 ( 11.3%)
UPICO                   ████  45 (  9.3%)
NEO                     ████  40 (  8.2%)
COLOR                   ████  40 (  8.2%)
INPUT                   ███  35 (  7.2%)
Capstone Projects Ideas ███  35 (  7.2%)
CT                      ███  30 (  6.2%)
TOOLS                   ███  30 (  6.2%)
MATH                    ███  30 (  6.2%)
HW                      █  10 (  2.1%)

Balance Analysis

✅ No Over-Represented Categories

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

ℹ️ Under-Represented Categories (<3%)

• HW (HW): 10 concepts (2.1%)
• Note: Small categories are acceptable for specialized topics

Category Details

ELEC (ELEC)

Count: 70 concepts (14.4%)

Concepts:

• 1. Voltage
• 1. Electrical Current
• 1. Resistance
• 1. Ohm's Law
• 1. Power Formula
• 1. Electrical Polarity
• 1. Ground (GND)
• 1. Complete Circuit Path
• 1. Short Circuit
• 1. Open Circuit
• 1. Breadboard
• 1. Jumper Wires
• 1. Current-Limiting Resistor
• 1. Pull-Up Resistor
• 1. Pull-Down Resistor
• ...and 55 more

ANIM (ANIM)

Count: 65 concepts (13.4%)

Concepts:

• 1. Blink Pattern
• 1. Fade In and Out
• 1. Heartbeat Pattern
• 1. Color Wipe Animation
• 1. Moving Pixel Animation
• 1. Bounce Animation
• 1. Moving Bands Pattern
• 1. Rainbow Static Pattern
• 1. Moving Rainbow Pattern
• 1. Rainbow Cycle
• 1. Comet Tail Animation
• 1. Larson Scanner Pattern
• 1. Theater Chase Pattern
• 1. Ripple Animation
• 1. Twinkle Effect
• ...and 50 more

PYTH (PYTH)

Count: 55 concepts (11.3%)

Concepts:

• 1. Python Programming Language
• 1. Variable
• 1. Variable Assignment
• 1. Integer Data Type
• 1. Float Data Type
• 1. String Data Type
• 1. Boolean Data Type
• 1. List Data Type
• 1. Tuple Data Type
• 1. None Value
• 1. Type Conversion
• 1. Mathematical Operators
• 1. Comparison Operators
• 1. Logical Operators
• 1. Boolean Expressions
• ...and 40 more

UPICO (UPICO)

Count: 45 concepts (9.3%)

Concepts:

• 1. MicroPython
• 1. Raspberry Pi Pico
• 1. Raspberry Pi Pico W
• 1. RP2040 Microcontroller
• 1. ARM Cortex M0+ Processor
• 1. Dual-Core Processing
• 1. 264 KB SRAM
• 1. 2 MB Flash Storage
• 1. GPIO Pins
• 1. Pin Numbering System
• 1. machine.Pin Class
• 1. Digital Output Mode
• 1. Digital Input Mode
• 1. Pin.high() Method
• 1. Pin.low() Method
• ...and 30 more

NEO (NEO)

Count: 40 concepts (8.2%)

Concepts:

• 1. NeoPixel LED
• 1. WS2812B Integrated Circuit
• 1. Addressable LED
• 1. Single-Wire Serial Protocol
• 1. 24-Bit Color Data Format
• 1. LED Data Chaining
• 1. Data Stripping
• 1. Three-Wire LED Connection
• 1. 5V Power Requirement
• 1. 20 mA Per Pixel
• 1. LED Strip Form Factor
• 1. LED Ring Form Factor
• 1. LED Matrix Form Factor
• 1. NeoPixel Fairy Lights
• 1. IP20 Weather Rating
• ...and 25 more

COLOR (COLOR)

Count: 40 concepts (8.2%)

Concepts:

• 1. RGB Color Model
• 1. Additive Color Mixing
• 1. Subtractive Color Mixing
• 1. Red as Primary Light Color
• 1. Green as Primary Light Color
• 1. Blue as Primary Light Color
• 1. Black Color
• 1. White Color
• 1. Color Wheel
• 1. Spectral Color Sequence
• 1. Named Color Constants
• 1. Color Mixing by Channel
• 1. Color Interpolation
• 1. Smooth Color Transition
• 1. Hue
• ...and 25 more

INPUT (INPUT)

Count: 35 concepts (7.2%)

Concepts:

• 1. Momentary Push Button
• 1. Button Wiring to GPIO
• 1. GPIO Input Mode Setup
• 1. Pin.PULL_UP Configuration
• 1. Pin.PULL_DOWN Configuration
• 1. Polling a Button State
• 1. Button Debouncing
• 1. Debounce Delay Value
• 1. Software Debounce Pattern
• 1. Multiple Button Handling
• 1. Mode Variable
• 1. Mode Cycling Logic
• 1. Mode Switching on Button
• 1. State Machine Pattern
• 1. Current Mode Tracking
• ...and 20 more

Capstone Projects Ideas (PROJ)

Count: 35 concepts (7.2%)

Concepts:

• 1. Project Ideation
• 1. Requirements Specification
• 1. Circuit Connection Diagram
• 1. Algorithm Pseudocode Plan
• 1. Milestone Planning
• 1. Timeline Creation
• 1. Iterative Development Cycle
• 1. Build-Test-Revise Cycle
• 1. Peer Code Review
• 1. Code Review Criteria
• 1. Inline Code Comments
• 1. Project Documentation
• 1. Technical Presentation Skills
• 1. Project Reflection
• 1. Wearable Electronics Design
• ...and 20 more

CT (CT)

Count: 30 concepts (6.2%)

Concepts:

• 1. Decomposition
• 1. Pattern Recognition
• 1. Abstraction
• 1. Algorithm Design
• 1. Pseudocode Writing
• 1. Flowchart Creation
• 1. Problem-Solving Steps
• 1. Breaking Down Problems
• 1. Identifying Repeated Code
• 1. Hiding Implementation Details
• 1. Generalizing a Solution
• 1. Template-Based Solving
• 1. Code Reuse via Functions
• 1. Event-Based Thinking
• 1. State-Based Thinking
• ...and 15 more

TOOLS (TOOLS)

Count: 30 concepts (6.2%)

Concepts:

• 1. Thonny IDE Overview
• 1. Thonny REPL Panel
• 1. Thonny Run Controls
• 1. Syntax Highlighting
• 1. Code Autocomplete
• 1. Serial Console in Thonny
• 1. REPL Interactive Testing
• 1. File Upload Workflow
• 1. Running Script on Pico
• 1. Git Version Control
• 1. git clone Command
• 1. git add Command
• 1. git commit Command
• 1. git push Command
• 1. git pull Command
• ...and 15 more

MATH (MATH)

Count: 30 concepts (6.2%)

Concepts:

• 1. Modulo Arithmetic
• 1. Integer Arithmetic
• 1. Floating-Point Arithmetic
• 1. Linear Interpolation
• 1. Sine Wave Function
• 1. math.pow() Function
• 1. Normalization (0.0 to 1.0)
• 1. Mapping Value Ranges
• 1. Random Number Generation
• 1. Pseudorandom Numbers
• 1. Uniform Distribution
• 1. Weighted Random Selection
• 1. Array Index Calculation
• 1. Brightness Formula
• 1. Ohm's Law Arithmetic
• ...and 15 more

HW (HW)

Count: 10 concepts (2.1%)

Concepts:

• 1. RP2040-Zero Form Factor
• 1. 8x8 NeoPixel Matrix
• 1. 16x16 LED Matrix
• 1. Raspberry Pi 500 Keyboard
• 1. Pi Keyboard RGB Effects
• 1. Electrical Safety Rules
• 1. Short Circuit Prevention
• 1. LiPo Battery Safe Handling
• 1. Wearable Safety Standards
• 1. USB Power Safety Limits

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 12.4%)
• ✅ 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