← All datasets

NUFORC UFOs

Events
79,638
Precision
minute-level
Branching Ratio
0.959
Independent
2.0%
Half-life
0.6 days

98.0% of events in this dataset were triggered by prior events. Only 2.0% are independent (1,556 of 79,638).

Pattern Survival

PatternStatus
9pm peakSurvives
Western US concentrationSurvives
Summer peakStripped
Weekend effectStripped
Exponential growthStripped
2014 spikeStripped

Content Comparison

66 of 116 features significantly different (FDR < 0.05)

Independent Reports Enriched For

  • Disks (+14.5%)
  • Cigars (+3.5%)
  • Silver coloring
  • "Observed" language
  • Longer narratives
  • Emotion markers (3.3× more)

Triggered Reports Enriched For

  • Lights (+14.6%)
  • "Bright" (+9.4%)
  • Orange coloring (+7.0%)
  • Fireballs (+5.4%)
  • "Fast" descriptor

Cultural Template Score

Independent: 0.102 | Triggered: 0.131

Temporal Stability

4 of 5 top shapes in independent reports remain stable across decades.

Data Quality Notes

  • 79% of reported times round to nearest 5 minutes
  • 18% of reports filed more than 1 year after sighting
  • July 4th has 4.5x average daily sightings

Calendar Distribution

Calendar distribution biases in NUFORC reporting

  • 9pm hourly peak (Rayleigh R = 0.552)
  • Summer sightings 2x winter
  • Observer availability explains 65.7% of temporal pattern

Reporting Lag

Time between sighting and report submission

  • Median reporting lag: 39 days
  • Spikes at 7, 14, 30, 60, and 90 days (round-number heaping)

Instrument Changes

  • 1995: NUFORC website launch (step change in report volume)
  • 2004: Report form redesign (changed data fields collected)
  • 2012: Starlink satellite train era begins (contamination source)

If You're Using This Dataset

Known Issues

  • Starlink contamination post-2012
  • 1995 website launch step change
  • 2004 form redesign

Key Insight

98% of UFO reports are people reporting because other people reported. The 2% that survive represent genuine observations that cannot be explained by social contagion.

Downloads

Processed data exports for this dataset. Includes Hawkes-thinned independent events, decomposition results, and curiosity scanner reports.

Also available on GitHub

Citation

Suggested citation

Brothers, B. (2026). NUFORC UFOs Hawkes Process Decomposition: 2.0% Independent Events from 79,638 Total. Project Aletheia. https://projectaletheia.org/datasets/nuforc

← All datasets