Visual Analysis of All AP Subjects

This document presents a complete visual analysis of the score distributions for every AP subject from 2019 to 2024. The subjects are ranked in descending order by their Cramer’s V score, which measures the magnitude of the change in score distribution over time.

Subjects with a high Cramer’s V (at the top of the list) show significant year-to-year shifts in student performance. Subjects with a low Cramer’s V (at the bottom of the list) have had more stable and consistent score distributions.

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## ### AP Score Distributions for: Japanese Language (Standard Group)
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## ### AP Score Distributions for: English Literature & Comp
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## ### AP Score Distributions for: Chemistry
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## ### AP Score Distributions for: United States History
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## ### AP Score Distributions for: Economics - Macro
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## ### AP Score Distributions for: German Language (Standard Group)
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## ### AP Score Distributions for: World History: Modern
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## ### AP Score Distributions for: Government & Politics - U.S.
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## ### AP Score Distributions for: Research
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## ### AP Score Distributions for: Italian Language (Standard Group)
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## ### AP Score Distributions for: Physics C-Mechanics
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## ### AP Score Distributions for: Spanish Literature & Culture
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## ### AP Score Distributions for: 2-D Art and Design
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## ### AP Score Distributions for: French Language (Standard Group)
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## ### AP Score Distributions for: Biology
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## ### AP Score Distributions for: Economics - Micro
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## ### AP Score Distributions for: Government & Politics- Comparative
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## ### AP Score Distributions for: Calculus AB
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## ### AP Score Distributions for: Seminar
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## ### AP Score Distributions for: European History
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## ### AP Score Distributions for: Psychology
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## ### AP Score Distributions for: Drawing - Art & Design
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## ### AP Score Distributions for: Latin
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## ### AP Score Distributions for: Human Geography
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## ### AP Score Distributions for: Calculus BC
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## ### AP Score Distributions for: Spanish Language (Standard Group)
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## ### AP Score Distributions for: Computer Science Principles
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## ### AP Score Distributions for: Physics 2: Algebra-Based
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## ### AP Score Distributions for: 3-D Art and Design
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## ### AP Score Distributions for: Art History
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## ### AP Score Distributions for: Physics 1: Algebra-Based
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## ### AP Score Distributions for: Environmental Science
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## ### AP Score Distributions for: Music Theory
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## ### AP Score Distributions for: Statistics
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## ### AP Score Distributions for: Physics C-Electricity & Magnetism
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## ### AP Score Distributions for: Chinese Language (Standard Group)
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## ### AP Score Distributions for: English Language & Comp
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## ### AP Score Distributions for: Computer Science A
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