saturn

This dataset aggregates UFO sightings by shape, with 28 rows and 5 columns covering shape categories, sighting counts, average durations, and nested sightings/yearly trend data. The numeric fields are highly skewed: avgDuration ranges from 30 to 37,800 with a mean of about 3,749 and skew near 3.95, while count ranges from 1 to 12,877 with a median of just 993.5. Both fields flag outliers worth inspecting — likely a few dominant shape categories pulling the distribution. The shape column has 28 unique values (one row per shape), so it functions as an identifier rather than a grouping variable. Start by looking at which shapes drive the count and duration extremes.

This column enumerates UFO shape descriptors (light, triangle, circle, fireball, sphere, disk, oval, formation, etc.). Every one of the 28 rows holds a distinct value, giving cardinality 28 and entropy_ratio 1.0 — the column behaves as a unique key rather than a categorical feature. The presence of bucket terms like 'unknown' and 'other' alongside specific shapes suggests this is a reference/lookup list of shape categories, not observations.

Numeric tally column with 28 rows, 24 unique values, no nulls or zeros, ranging from 1 to 12877 with a median of 993.5 and mean of 2163.93. The distribution is heavily right-skewed (skew 2.06, kurtosis 4.84) with one outlier flagged at the high end and an IQR of 3786 against a std of 2876.24.

The column 'sightings' was skipped by the profiler, so its kind is unknown and no descriptive statistics were computed. The only confirmed facts are 28 rows and a null rate of 0.0; cardinality and value distribution are unavailable.

The column 'yearlyTrend' was skipped by the profiler, so its kind is unknown and no statistics were computed beyond a row count of 28 and a null rate of 0.0. With no uniqueness, type, or value signals available, its content and role cannot be inferred from this evidence.

Likely a per-group average duration metric (probably seconds) summarised across 28 unique entities with no nulls. The distribution is heavily right-skewed (skew 3.95, kurtosis 15.42) with a median of 1906.65 but a max of 37800 — roughly 20x the median — and 2 outliers (7.14%) pulling the mean up to 3748.62. Standard deviation (7305.74) exceeds the mean, confirming a long tail.