# Gunshot Residue Distance Estimation from GSR Patterns
What this calculator answers
# How to Read the Simulated Pattern
Fast interpretation checklist
What the tool can help with
It visualizes the relationship between firing distance, residue density, particle spread, and thermal effects.
- Classroom demonstration
- Search-intent explanation
- Pattern vocabulary
- Metric and imperial comparison
What it cannot prove
It cannot identify the true firing distance in a real case without physical evidence and validation.
- No evidence upload
- No chemical confirmation
- No firearm-specific test pattern
- No legal conclusion
| Search question | Useful pattern clue | Careful answer |
|---|---|---|
| What does a contact gunshot look like? | Heavy soot, burning, tearing, searing, or possible muzzle imprint. | A contact interpretation may be plausible, but gas expansion and target material can dominate the appearance. |
| How close was the gun? | Dense residue near the entry with a compact powder halo. | The pattern can support a range hypothesis, but comparison test firing is needed. |
| What is close-range GSR? | Powder tattooing or stippling with less soot and weaker heat alteration. | Close-range signs vary with ammunition, fabric, angle, and intermediate barriers. |
| Can GSR disappear at distance? | Little or no visible residue, with broad particle dispersion. | Visible signs may fade, but particles can still be detected by validated methods. |
# What the Model Calculates
The simulator uses a Gaussian-style radial distribution to place particles around the impact center. Short distances produce a narrow, dense deposit; longer distances increase the spread and reduce average density. The model also separates metallic primer-like particles from soot-like deposits because blackening and burning are usually more distance-limited than microscopic residue recovery.- GSR
- Gunshot residue: particles and deposits produced by primer, powder, projectile, lubricant, and hot gases during discharge.
- Soot blackening
- Dark carbon-rich deposit that is usually most visible at contact and short ranges.
- Stippling
- Small punctate marks or powder impacts caused by unburned or partially burned powder particles.
- Muzzle imprint
- A mark that can occur when the firearm muzzle contacts or nearly contacts the target surface.
- Test firing
- Controlled firing with known distances, firearm, ammunition, and target material to compare against questioned evidence.
# Range Categories and Expected Findings
| Range class | Common findings | Interpretation limit |
|---|---|---|
| Contact | Dense central deposit, soot blackening, burning, tearing, muzzle imprint, or gas effects. | Target construction and gas expansion can strongly alter the wound or material defect. |
| Near-contact | Compact soot and powder halo around the entry area. | Loose clothing or an intermediate object can change the final residue pattern. |
| Close range | Powder tattooing, stippling, or scattered particles with reduced soot. | The same distance can look different on cotton, denim, skin, paper, and synthetics. |
| Distant | Sparse visible residue, broad dispersion, or no obvious surface pattern. | Microscopy and chemical collection become more important as visible signs weaken. |
Practical interpretation tip
Read GSR distance evidence as a range comparison problem, not a single-number calculator. A useful conclusion usually comes from comparing the questioned target with test patterns made under similar firearm, ammunition, target material, distance, and angle conditions.# Evidence Checklist Before Interpreting a Real Pattern
- Document the target material, weave, color, thickness, contamination risk, and whether the surface was folded or stretched.
- Record firearm model, barrel length, ammunition brand, primer type, powder load, and any muzzle device or revolver cylinder gap.
- Photograph the pattern with scale, orientation, lighting notes, and chain-of-custody context.
- Look separately for soot, scorching, unburned powder, wipe rings, tearing, bullet defects, and intermediate-target effects.
- Use controlled test firing before assigning a distance interval in evidentiary work.
Simulation vs. laboratory distance determination
- Fast way to learn why residue spreads as distance increases.
- Shows why contact, near-contact, close-range, and distant categories are useful.
- Helps users understand the limits before over-reading a visual pattern.
- Cannot account for the exact firearm, ammunition lot, target fabric, or impact angle.
- Does not replace microscopy, chemical analysis, or validated comparison patterns.
- Real reports require qualified examiners, controls, uncertainty, and documentation.