Taxonomy Distribution Report

Overview

• Total Concepts: 200
• Number of Taxonomies: 13
• Average Concepts per Taxonomy: 15.4

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
US States	STATE	50	25.0%	✅
Water Features	WATER	25	12.5%	✅
Climate and Weather	CLIM	19	9.5%	✅
Physical Geography	PHYS	18	9.0%	✅
Economy and Resources	ECON	17	8.5%	✅
Map Skills	MAPS	14	7.0%	✅
US Regions	REG	12	6.0%	✅
Human Geography	HUMAN	12	6.0%	✅
Parks and Landmarks	LAND	9	4.5%	✅
Foundation Concepts	FOUND	8	4.0%	✅
Culture and Society	CULT	6	3.0%	✅
State Attributes	ATTR	5	2.5%	ℹ️ Under
Transportation	TRANS	5	2.5%	ℹ️ Under

Visual Distribution

STATE  ████████████  50 ( 25.0%)
WATER  ██████  25 ( 12.5%)
CLIM   ████  19 (  9.5%)
PHYS   ████  18 (  9.0%)
ECON   ████  17 (  8.5%)
MAPS   ███  14 (  7.0%)
REG    ███  12 (  6.0%)
HUMAN  ███  12 (  6.0%)
LAND   ██   9 (  4.5%)
FOUND  ██   8 (  4.0%)
CULT   █   6 (  3.0%)
ATTR   █   5 (  2.5%)
TRANS  █   5 (  2.5%)

Balance Analysis

✅ No Over-Represented Categories

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

ℹ️ Under-Represented Categories (<3%)

• State Attributes (ATTR): 5 concepts (2.5%)
• Note: Small categories are acceptable for specialized topics
• Transportation (TRANS): 5 concepts (2.5%)
• Note: Small categories are acceptable for specialized topics

Category Details

US States (STATE)

Count: 50 concepts (25.0%)

Concepts:

• 1. Alabama
• 1. Alaska
• 1. Arizona
• 1. Arkansas
• 1. California
• 1. Colorado
• 1. Connecticut
• 1. Delaware
• 1. Florida
• 1. Georgia
• 1. Hawaii
• 1. Idaho
• 1. Illinois
• 1. Indiana
• 1. Iowa
• ...and 35 more

Water Features (WATER)

Count: 25 concepts (12.5%)

Concepts:

• 1. Rivers
• 1. Mississippi River
• 1. Missouri River
• 1. Colorado River
• 1. Columbia River
• 1. Ohio River
• 1. Rio Grande
• 1. Hudson River
• 1. Lakes
• 1. Great Lakes
• 1. Lake Superior
• 1. Lake Michigan
• 1. Lake Huron
• 1. Lake Erie
• 1. Lake Ontario
• ...and 10 more

Climate and Weather (CLIM)

Count: 19 concepts (9.5%)

Concepts:

• 1. Climate Definition
• 1. Weather vs Climate
• 1. Climate Zones
• 1. Tropical Climate
• 1. Arid Climate
• 1. Mediterranean Climate
• 1. Humid Subtropical
• 1. Humid Continental
• 1. Subarctic Climate
• 1. Temperature Patterns
• 1. Precipitation
• 1. Rainfall Patterns
• 1. Snowfall Regions
• 1. Seasons
• 1. Extreme Weather
• ...and 4 more

Physical Geography (PHYS)

Count: 18 concepts (9.0%)

Concepts:

• 1. Landforms
• 1. Mountains
• 1. Plains
• 1. Plateaus
• 1. Valleys
• 1. Hills
• 1. Deserts
• 1. Coastal Areas
• 1. Islands
• 1. Peninsulas
• 1. Rocky Mountains
• 1. Appalachian Mountains
• 1. Sierra Nevada
• 1. Cascade Range
• 1. Great Plains
• ...and 3 more

Economy and Resources (ECON)

Count: 17 concepts (8.5%)

Concepts:

• 1. Natural Resources
• 1. Agriculture
• 1. Farming Regions
• 1. Corn Belt
• 1. Wheat Belt
• 1. Cotton Belt
• 1. Dairy Farming
• 1. Ranching
• 1. Mining
• 1. Oil and Gas
• 1. Forestry
• 1. Fishing Industry
• 1. Manufacturing
• 1. Technology Hubs
• 1. Silicon Valley
• ...and 2 more

Map Skills (MAPS)

Count: 14 concepts (7.0%)

Concepts:

• 1. Map Reading Basics
• 1. Cardinal Directions
• 1. Compass Rose
• 1. Map Scale
• 1. Map Legend
• 1. Political Maps
• 1. Physical Maps
• 1. Thematic Maps
• 1. Topographic Maps
• 1. Latitude
• 1. Longitude
• 1. Equator
• 1. Prime Meridian
• 1. Coordinates

US Regions (REG)

Count: 12 concepts (6.0%)

Concepts:

• 1. Regions Definition
• 1. Northeast Region
• 1. Southeast Region
• 1. Midwest Region
• 1. Southwest Region
• 1. West Region
• 1. New England
• 1. Mid-Atlantic States
• 1. Southern States
• 1. Great Lakes States
• 1. Mountain States
• 1. Pacific States

Human Geography (HUMAN)

Count: 12 concepts (6.0%)

Concepts:

• 1. Population
• 1. Population Density
• 1. Urban Areas
• 1. Rural Areas
• 1. Suburbs
• 1. Metropolitan Areas
• 1. Major Cities
• 1. New York City
• 1. Los Angeles
• 1. Chicago
• 1. Houston
• 1. Phoenix

Parks and Landmarks (LAND)

Count: 9 concepts (4.5%)

Concepts:

• 1. National Parks
• 1. Yellowstone
• 1. Grand Canyon
• 1. Yosemite
• 1. Great Smoky Mountains
• 1. Landmarks
• 1. Statue of Liberty
• 1. Mount Rushmore
• 1. Golden Gate Bridge

Foundation Concepts (FOUND)

Count: 8 concepts (4.0%)

Concepts:

• 1. Geography Definition
• 1. Hemispheres
• 1. Continents
• 1. North America
• 1. United States Location
• 1. US Borders
• 1. US Size Comparison
• 1. Time Zones

Culture and Society (CULT)

Count: 6 concepts (3.0%)

Concepts:

• 1. Cultural Regions
• 1. Native American Lands
• 1. Immigration Patterns
• 1. Demographic Changes
• 1. Environmental Issues
• 1. Conservation

State Attributes (ATTR)

Count: 5 concepts (2.5%)

Concepts:

• 1. State Capitals
• 1. Washington DC
• 1. State Borders
• 1. State Symbols
• 1. State Flags

Transportation (TRANS)

Count: 5 concepts (2.5%)

Concepts:

• 1. Transportation
• 1. Interstate Highways
• 1. Railroads
• 1. Airports
• 1. Ports

Recommendations

• ✅ Good balance: Categories are reasonably distributed (spread: 22.5%)
• ✅ 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