Taxonomy Distribution Report

Overview

• Total Concepts: 269
• Number of Taxonomies: 15
• Average Concepts per Taxonomy: 17.9

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
Data Logging And Analysis	DATA	22	8.2%	✅
Measurement Foundations	FOUND	21	7.8%	✅
Temperature	TEMP	19	7.1%	✅
Computing And Programming	SYS	19	7.1%	✅
Atmospheric Science	ATMOS	18	6.7%	✅
Barometric Pressure	PRESS	18	6.7%	✅
Solar Radiation	SOLAR	18	6.7%	✅
Ground Motion And Seismology	SEIS	18	6.7%	✅
Location Elevation And Time	GEO	18	6.7%	✅
Sensors And Transduction	SENSE	17	6.3%	✅
Wind	WIND	17	6.3%	✅
Hardware And Interfacing	HW	17	6.3%	✅
Environmental And Societal Impact	IMPACT	17	6.3%	✅
Humidity And Dew Point	HUMID	15	5.6%	✅
Field Deployment And Power	DEPLOY	15	5.6%	✅

Visual Distribution

Data Logging And Analysis ████  22 (  8.2%)
Measurement Foundations   ███  21 (  7.8%)
Temperature               ███  19 (  7.1%)
Computing And Programming ███  19 (  7.1%)
Atmospheric Science       ███  18 (  6.7%)
Barometric Pressure       ███  18 (  6.7%)
Solar Radiation           ███  18 (  6.7%)
Ground Motion And Seismol ███  18 (  6.7%)
Location Elevation And Ti ███  18 (  6.7%)
Sensors And Transduction  ███  17 (  6.3%)
Wind                      ███  17 (  6.3%)
Hardware And Interfacing  ███  17 (  6.3%)
Environmental And Societa ███  17 (  6.3%)
Humidity And Dew Point    ██  15 (  5.6%)
Field Deployment And Powe ██  15 (  5.6%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

Data Logging And Analysis (DATA)

Count: 22 concepts (8.2%)

Concepts:

• 1. Data Logging
• 1. Sampling Interval
• 1. Time Series
• 1. CSV File
• 1. Data Record
• 1. Data Field
• 1. Header Row
• 1. File Rotation
• 1. Data Storage
• 1. Database
• 1. Data Backup
• 1. Line Chart
• 1. Scatter Plot
• 1. Axis Labeling
• 1. Moving Average
• ...and 7 more

Measurement Foundations (FOUND)

Count: 21 concepts (7.8%)

Concepts:

• 1. Environmental Monitoring
• 1. Physical Property
• 1. Measurement
• 1. Quantitative Data
• 1. Qualitative Observation
• 1. Unit Of Measure
• 1. SI Units
• 1. SI Prefix
• 1. Unit Conversion
• 1. Scientific Notation
• 1. Order Of Magnitude
• 1. Logarithmic Scale
• 1. Measurement Scale
• 1. Resolution
• 1. Accuracy
• ...and 6 more

Temperature (TEMP)

Count: 19 concepts (7.1%)

Concepts:

• 1. Temperature
• 1. Kinetic Energy Of Atoms
• 1. Heat Transfer
• 1. Infrared Radiation
• 1. Thermoscope
• 1. Liquid In Glass Thermometer
• 1. Fahrenheit Scale
• 1. Celsius Scale
• 1. Kelvin Scale
• 1. Absolute Zero
• 1. Freezing Point Of Water
• 1. Boiling Point Of Water
• 1. Thermocouple
• 1. Resistance Thermometer
• 1. Thermistor
• ...and 4 more

Computing And Programming (SYS)

Count: 19 concepts (7.1%)

Concepts:

• 1. Operating System
• 1. Ubuntu Server
• 1. Raspberry Pi OS
• 1. Command Line Interface
• 1. File System
• 1. File Permissions
• 1. Text Editor
• 1. Shell Command
• 1. Software Package
• 1. Systemd Service
• 1. Python
• 1. Variable
• 1. Data Type
• 1. Function
• 1. Loop
• ...and 4 more

Atmospheric Science (ATMOS)

Count: 18 concepts (6.7%)

Concepts:

• 1. Atmosphere
• 1. Air Mass
• 1. Atmospheric Layer
• 1. Weather
• 1. Climate
• 1. Meteorologist
• 1. Climatologist
• 1. High Pressure System
• 1. Low Pressure System
• 1. Weather Front
• 1. Convection
• 1. Evaporation
• 1. Condensation
• 1. Precipitation
• 1. Cloud Formation
• ...and 3 more

Barometric Pressure (PRESS)

Count: 18 concepts (6.7%)

Concepts:

• 1. Pressure
• 1. Barometric Pressure
• 1. Vacuum
• 1. Mercury Barometer
• 1. Torricelli Experiment
• 1. Puy De Dome Experiment
• 1. Aneroid Barometer
• 1. Inches Of Mercury
• 1. Millibar
• 1. Hectopascal
• 1. Pascal Unit
• 1. One Atmosphere
• 1. Sea Level Pressure
• 1. Pressure Altitude
• 1. Altimeter
• ...and 3 more

Solar Radiation (SOLAR)

Count: 18 concepts (6.7%)

Concepts:

• 1. Solar Radiation
• 1. Electromagnetic Spectrum
• 1. Ultraviolet Radiation
• 1. Visible Light
• 1. Irradiance
• 1. Solar Constant
• 1. Insolation
• 1. Watts Per Square Meter
• 1. Pyrheliometer
• 1. Pyranometer
• 1. Bolometer
• 1. Thermopile
• 1. Photodiode
• 1. Photovoltaic Effect
• 1. Solar Cell
• ...and 3 more

Ground Motion And Seismology (SEIS)

Count: 18 concepts (6.7%)

Concepts:

• 1. Earthquake
• 1. Seismic Wave
• 1. P Wave
• 1. S Wave
• 1. Fault
• 1. Seismoscope
• 1. Seismograph
• 1. Seismometer
• 1. Inertial Mass
• 1. Accelerometer
• 1. MEMS Accelerometer
• 1. Acceleration
• 1. Richter Scale
• 1. Moment Magnitude Scale
• 1. Mercalli Intensity Scale
• ...and 3 more

Location Elevation And Time (GEO)

Count: 18 concepts (6.7%)

Concepts:

• 1. Latitude
• 1. Longitude
• 1. Elevation
• 1. Coordinate System
• 1. Sextant
• 1. Marine Chronometer
• 1. Longitude Problem
• 1. Prime Meridian
• 1. Trilateration
• 1. GPS
• 1. GNSS
• 1. GPS Satellite
• 1. Atomic Clock
• 1. WGS 84 Datum
• 1. Position Fix Accuracy
• ...and 3 more

Sensors And Transduction (SENSE)

Count: 17 concepts (6.3%)

Concepts:

• 1. Sensor
• 1. Transduction
• 1. Analog Signal
• 1. Digital Signal
• 1. Analog To Digital Conversion
• 1. Sensor Response Time
• 1. Piezoresistive Effect
• 1. Capacitive Sensing
• 1. Thermoelectric Effect
• 1. Photoelectric Effect
• 1. Semiconductor
• 1. Silicon Diode Sensor
• 1. MEMS Sensor
• 1. Sensor Filtering
• 1. Sensor Averaging
• ...and 2 more

Wind (WIND)

Count: 17 concepts (6.3%)

Concepts:

• 1. Wind
• 1. Wind Speed
• 1. Wind Direction
• 1. Weather Vane
• 1. Pressure Gradient
• 1. Anemometer
• 1. Cup Anemometer
• 1. Sonic Anemometer
• 1. Beaufort Scale
• 1. Knot Unit
• 1. Meters Per Second
• 1. Wind Gust
• 1. Sustained Wind Speed
• 1. Wind Chill
• 1. Saffir Simpson Scale
• ...and 2 more

Hardware And Interfacing (HW)

Count: 17 concepts (6.3%)

Concepts:

• 1. Raspberry Pi
• 1. Single Board Computer
• 1. Raspberry Pi Zero 2 W
• 1. GPIO Pin
• 1. Pin Header
• 1. Voltage
• 1. Current
• 1. Ground Connection
• 1. Jumper Wire
• 1. Breadboard
• 1. Pull Up Resistor
• 1. I2C Bus
• 1. I2C Device Address
• 1. SPI Bus
• 1. Serial UART
• ...and 2 more

Environmental And Societal Impact (IMPACT)

Count: 17 concepts (6.3%)

Concepts:

• 1. Weather Forecasting
• 1. Severe Weather Warning
• 1. Agricultural Planning
• 1. Evapotranspiration
• 1. Energy Demand
• 1. Solar Energy Generation
• 1. Aviation Safety
• 1. Building Code
• 1. Urban Heat Island
• 1. Air Quality
• 1. Wildfire Risk
• 1. Flood Warning
• 1. Tsunami Warning
• 1. Climate Record
• 1. Citizen Science
• ...and 2 more

Humidity And Dew Point (HUMID)

Count: 15 concepts (5.6%)

Concepts:

• 1. Humidity
• 1. Absolute Humidity
• 1. Relative Humidity
• 1. Dew Point
• 1. Partial Pressure Of Vapor
• 1. Saturation Vapor Pressure
• 1. Hair Hygrometer
• 1. Psychrometer
• 1. Wet Bulb Temperature
• 1. Chilled Mirror Hygrometer
• 1. Capacitive Humidity Sensor
• 1. Dew And Frost Formation
• 1. Fog Formation
• 1. Apparent Temperature
• 1. Heat Index

Field Deployment And Power (DEPLOY)

Count: 15 concepts (5.6%)

Concepts:

• 1. Remote Station
• 1. Sensor Siting
• 1. Weatherproof Enclosure
• 1. Ingress Protection Rating
• 1. Sensor Exposure
• 1. Power Budget
• 1. Battery Capacity
• 1. Solar Panel
• 1. Charge Controller
• 1. Duty Cycling
• 1. Telemetry
• 1. Cellular Data Link
• 1. Wi-Fi Network
• 1. Base Station
• 1. Intermittent Connectivity

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 2.6%)
• ✅ 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