STEP 01 · EXTRACTION
9-Vector Geometry
Every signature is traced into skeleton strokes, bounding envelopes, slant ticks, enclosed loop counters, and baseline trajectories.
Vector Skeleton50 PREGENERATED AUTOGRAPH MATCHUPS
Explore 50 pregenerated side-by-side autograph comparisons across music, sports, politics, science, and literature — with 9-dimension z-score standardization and population baselines across 328 famous signatures.
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ENHANCED DATASET OVERVIEW
Every pregenerated comparison benchmarks two iconic autographs against the empirical distribution of all 328 cataloged signatures.
High-demand autograph matchups across pop vocalists, rock frontmen, and K-pop stars, contrasting stage flourishes and loop inflation.


Pop music superstars & expressive stage autographs.
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King of Pop vs King of Rock and Roll stage autographs.
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Contemporary pop vocalists & stylized fan autographs.
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Modern songwriting icons & contrasting cursive vs angular scripts.
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Beatles songwriting partners & 1960s British pop autographs.
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Arena rock & pop showmen with sweeping stage signatures.
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Songwriting rebels & raw expressive rock handwriting.
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Generational songwriters & contrasting manuscript ink strokes.
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Hip-hop lyricists & bold rhythmic autograph styles.
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Global pop-R&B moguls & minimalist stage signatures.
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Reinventive pop icons & theatrical autograph flourishes.
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British singer-songwriters & approachable flowing scripts.
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Contemporary pop headliners & rapid fan-signing strokes.
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BTS vocalists & K-pop stage autograph geometry.
Inspect 9-dimension comparison →High-velocity athletic signatures comparing forward slant momentum, compact initials, and baseline climb.


Cricket legends & sporting autograph geometry.
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Football icons & high-speed athletic signatures.
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BTS performers & contrasting loop and slant dynamics.
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Indian cricket captains & high-momentum sporting autographs.
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Indian cricket icons & balanced crease-like baselines.
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Basketball GOAT contenders & sweeping athletic flourishes.
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NBA shooting legends & compact high-velocity signatures.
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Grand Slam tennis rivals & European cursive precision.
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24-Slam tennis champions & assertive terminal strokes.
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Track & boxing icons & larger-than-life signature presence.
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Formula 1 world champions & high-speed aerodynamic scripts.
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Generational American sports legends & classic cursive loops.
Inspect 9-dimension comparison →Historical copperplate flourishes, assertive vertical strokes, and ceremonial underlines across political history.


Presidential signatures & political stroke styles.
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Founding Fathers & 18th-century copperplate flourishes.
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American cultural icons & unmistakable signature silhouettes.
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Modern football forwards & compact fan-signing marks.
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Founding Fathers & 18th-century statesmanship scripts.
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Monumental U.S. presidents & measured historical ink.
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20th-century Democratic presidents & forward-leaning rhythm.
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Modern U.S. presidential rivals & contrasting angularity.
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Indian political leaders & distinct regional script cadence.
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Global statesmen & resolute baseline control.
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18th-century military-political commanders & sweeping underlines.
Inspect 9-dimension comparison →Minimalist executive scripts, Renaissance humanist hands, and pioneering scientific manuscripts.


Tech visionaries & minimalist executive autographs.
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Scientific geniuses & historical manuscript signatures.
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Modern tech founders & cursive vs print-hybrid autographs.
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Master painters & visual artists’ brush-like signatures.
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Literary giants & historic quill-and-ink autographs.
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Pioneering physicists & disciplined European scripts.
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British royal autographs & formal ceremonial lettering.
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20th-century theoretical pioneers & iconic scientific signatures.
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Founders of modern observational science & manuscript hands.
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Electrical age rivals & umbrella-overline vs high-stem scripts.
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Renaissance polymaths & classical Italian humanist scripts.
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Industrial & automotive founders & rapid executive marks.
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Golden Age Hollywood icons & graceful mid-century cursive.
Inspect 9-dimension comparison →POPULATION DISTRIBUTION
Before computing similarity between any two signatures, each raw measurement is standardized using the population mean (μ) and standard deviation (σ) across the collection:
| Dimension | What it measures | Population Mean (μ) | Std. Deviation (σ) | Graphological interpretation focus |
|---|---|---|---|---|
| Slant angle (°) | Dominant downstroke angle relative to vertical | 16.9° | 18.6° | Emotional expressiveness vs controlled reserve |
| Baseline angle (°) | Horizontal trajectory of the writing line | 2.7° | 6.3° | Optimism, drive, and directional momentum |
| Width / height (log) | Overall bounding-box aspect ratio | 2.48:1 | 0.59 log | Horizontal expansion vs compact economy |
| Opening capital (×) | Initial capital height relative to body band | 1.34× | 0.78× | Public self-projection and entry emphasis |
| Ink density (%) | Ratio of ink pixels inside bounding silhouette | 407.8% | 158.5% | Stroke weight, pen pressure, and visual mass |
| Enclosed loops | Count of closed counter spaces in strokes | 4.1 | 1.5 | Graphic fullness, openness, and loop rhythm |
| Ink groups (log) | Disconnected pen-lift stroke clusters | 0.6 | 0.51 log | Cursive continuity vs segmented execution |
| Underline ratio | Length of lower flourish relative to width | 145% | 53% | Self-reliance, stage presence, and emphasis |
| Ending stroke (×) | Terminal vertical height relative to body | +0.11× | 0.05 log | Final follow-through and boundary projection |
STEP 01 · EXTRACTION
Every signature is traced into skeleton strokes, bounding envelopes, slant ticks, enclosed loop counters, and baseline trajectories.
Vector SkeletonSTEP 02 · SCALING
Log-transforms stabilize skewed ratios (aspect and pen lifts) before converting all 9 dimensions into dimensionless z-scores.
z = (x − μ) / σSTEP 03 · DISTANCE
We compute the 9-dimensional Euclidean distance d(A,B) between the two standardized z-vectors and map it to a 0–100% score.
Score = 100 − 18·dSTEP 04 · WORKBENCH
Open any pregenerated pair or launch the interactive workbench to draw your own signature on a blank pad and compare it live.
Live Canvas Pad