Stylometric Analysis PATENT-44

Stylometric Analysis creates a unique "fingerprint" for YouTube creators by analyzing writing style, presentation patterns, and visual composition across their videos. This fingerprint can be used to identify similar creators, detect content attribution, and provide detailed side-by-side comparisons of creator styles.

STYLOMETRIC ANALYSIS WORKFLOW 1. USER INPUT Enter YouTube video URL 2. EXTRACT TRANSCRIPT + VISUAL FEATURES Speech patterns, visuals, editing style 3. BUILD STYLOMETRIC FINGERPRINT WRITING STYLE Vocabulary richness Sentence structure Rhetorical patterns PRESENTATION Pacing & rhythm Tone & emphasis Transition patterns VISUAL COMPOSITION Color palettes Shot composition Editing cadence 4. COMPARE AGAINST DB 5. MATCH RESULTS Similar creators ranked by similarity % 6a. FINGERPRINT DETAIL Full vector breakdown 6b. SIDE-BY-SIDE Compare two creators

Step-by-Step Explanation

1

User Input

The user enters a YouTube video URL to begin the stylometric analysis. The system accepts any valid YouTube video link and begins the feature extraction process.

2

Extract Transcript and Visual Features

The system retrieves the video transcript (auto-generated or manual captions) and extracts visual features including frame composition, color usage, editing patterns, and on-screen text. These raw features form the basis for fingerprint construction.

3

Build Stylometric Fingerprint

Three feature vector categories are computed in parallel. Writing Style Vectors capture vocabulary richness, sentence structure, and rhetorical patterns from the transcript. Presentation Patterns analyze pacing, tonal shifts, and transition styles. Visual Composition Metrics measure color palettes, shot composition, and editing cadence.

4

Compare Against Database

The generated fingerprint is compared against TubeRaker's database of previously analyzed creators using cosine similarity and other distance metrics. The system identifies creators whose stylometric signatures are most similar.

5

Match Results

Results are displayed as a ranked list of similar creators with similarity percentages. Each match shows which specific dimensions (writing, presentation, or visual) contribute most to the similarity score.

6

Fingerprint Detail Page

Users can drill into the full fingerprint detail view, which shows the complete vector breakdown across all analyzed dimensions with interactive visualizations of each feature category.

7

Side-by-Side Comparison Tool

The comparison tool allows users to place two creators side-by-side, highlighting differences and similarities across all stylometric dimensions. This is useful for content attribution analysis and understanding creator influence patterns.