// Evidence Lab — Interactive Demos

Evidence Lab

Hands-on calculators and demonstrations that let you explore the math behind forensic methods. Each tool explains its formula and what the result means.

Educational demonstrations only. These calculators use simplified formulas to teach concepts. They are not professional investigative tools and must never be used to draw real-world conclusions about actual people or cases.

Bloodstain Angle of Impact

Estimate the angle at which a blood drop struck a surface from the shape of the resulting stain. A drop hitting at 90° is round; lower angles produce more elongated stains.

Input & Result
Angle of impact
—
Calculation
angle = arcsin(width ÷ length)
Interpretation & Limitations
This simplified model assumes a single clean elliptical stain on a smooth surface. Real scenes involve surface texture, drop volume, and travel distance that change shape — this is an educational demonstration, not a reliable investigative tool.
Field Note

Postmortem Interval

A common question is "when did death occur?" There is no simple formula that answers it. Estimating the postmortem interval combines several signs, each imprecise, and no single one determines time of death.

Temperature
Body cooling depends on ambient temperature — warmer surroundings slow cooling dramatically.
Environment
Clothing, humidity, air movement, and whether the body is indoors or outdoors all change the rate.
Rigor mortis
Stiffening of muscles after death appears, spreads, and then fades — roughly, but with wide variation.
Livor mortis
Blood settling creates discoloration; its pattern and fixation offer clues, not a clock.
Decomposition
Decay progresses in stages, but the pace varies enormously with climate and conditions.
Insect activity
Insect colonization provides a minimum time since death, but only a minimum.

Think like a scientist: each sign (rigor, livor, cooling, insects) gives a rough, overlapping window — not a precise time. Combining several independent signs narrows the interval more than any one alone.

This is why the Evidence Lab has no time-of-death calculator: an exact answer would imply a certainty the science does not support.

DNA Random Match Probability

Multiply the frequencies of several independent DNA markers to see how quickly a combined profile becomes rare. This illustrates why many loci create powerful (but not absolute) evidence.

Input & Result
Combined probability
1.00e-3
≈ 1 in
1,000

3 factors combined. More independent markers shrink the probability fast — but a small number never proves uniqueness.

Calculation
combined probability = f₁ × f₂ × f₃ × …
Interpretation & Limitations
Real STR analysis uses validated population statistics with corrections for substructure, not simple independent multiplication. This toy model shows the concept of combining rare events — not a real random-match probability.

Population Genetics (Hardy-Weinberg)

Given the frequency of one allele (p), the Hardy-Weinberg principle predicts the expected genotype frequencies in an ideal population — the basis for allele-frequency reasoning in DNA statistics.

Input & Result
q (other allele)0.400
Homozygous p²0.360 (36.0%)
Heterozygous 2pq0.480 (48.0%)
Homozygous q²0.160 (16.0%)

These three genotype frequencies sum to 1 (100%) in an ideal population.

Calculation
p² + 2pq + q² = 1, where q = 1 − p
Interpretation & Limitations
Hardy-Weinberg assumes an ideal population (no selection, drift, migration, mutation, or non-random mating). Real populations deviate, which is why forensic DNA statistics apply correction factors.

Dilution (C₁V₁ = C₂V₂)

Find the final volume needed to dilute a solution from one concentration to another. Widely used in lab preparation, including toxicology and chemistry work.

Input & Result
Final volume V₂
—
Calculation
V₂ = (C₁ × V₁) ÷ C₂
Interpretation & Limitations
A straightforward laboratory relationship. In real analytical work, units must match, volumes must be measurable, and solute behavior (e.g. non-ideal solutions) may require correction.

Unit Converter

Convert common forensic-relevant units: temperature, length, and mass. Useful for moving between laboratory and field measurements.

Input & Result
Result
212.00 F
Calculation
Direct unit conversion (no loss of substance)
Interpretation & Limitations
Educational convenience. Always confirm significant figures and instrument calibration for analytical work.
// Note on Time of Death

A single "time of death" calculator has been intentionally removed. Estimating the postmortem interval depends on many interacting factors — temperature, environment, rigor and livor mortis, decomposition, and insect activity — and no simple formula can determine it accurately. See the Postmortem Interval field note above for why.

// Continue learning

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Forensic Archive

A digital ecosystem for forensic inquiry. Educational resource for students and amateur enthusiasts. Not affiliated with any law enforcement agency.

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