Source: /home/coolhand/data/celestial/d3-celestial/stars.14.json
Saturn profiled 1 rows across 2 columns. The stats below are deterministic and machine-readable; the prose is a language-model interpretation of those stats (opt-in, added after the fact, never sees raw rows).
!pip install saturn-dissect
import subprocess
subprocess.run([
"saturn", "analyze", "/home/coolhand/data/celestial/d3-celestial/stars.14.json",
"--findings", "d3-celestial-stars.14.json",
"--llm", "anthropic:claude-opus-4-7",
])This dataset is a single GeoJSON-style record loaded from stars.14.json, with just 2 columns and 1 row. The 'type' column holds the constant value 'FeatureCollection', and the 'features' column was skipped because it is a nested/unknown structure. There is essentially no tabular signal here — the file is a JSON document that needs to be unpacked (likely by exploding the 'features' array) before meaningful analysis is possible.
citing: row_count · column_count · columns · kinds
| value | count | share |
|---|---|---|
| FeatureCollection | 1 | 100.0% |
| column | kind | null % |
|---|---|---|
| type | categorical | 0.0% |
| features | unknown | 0.0% |
This column holds a single GeoJSON object-type tag, with the only observed value being "FeatureCollection" across the lone row. Cardinality is 1 and entropy is 0, so it carries no discriminative information. The long_tail and imbalance alerts simply reflect that the column is a constant.
Treatment: Drop; constant column with no signal.
saturn.columns["type"].stats
| stat | value |
|---|---|
| n | 1 |
| nulls | 0 (0.0%) |
| unique | 1 |
| top_value | FeatureCollection |
| top_rate | 1 |
| cardinality | 1 |
| entropy | 0 |
| entropy_ratio | 0 |
| alert: long_tail | 1 singleton categories |
| alert: imbalance | top value is 100.0% of rows |
type.
| value | count | share |
|---|---|---|
| FeatureCollection | 1 | 100.0% |
The column is named "features" but saturn skipped profiling it, so its type and contents are unknown. Only one row was observed (n=1) with no nulls, and no unique count or other statistics were computed. Without further evidence the role of this column cannot be determined.
Treatment: Re-profile with a larger sample and an appropriate parser before deciding how to use it.
saturn.columns["features"].stats
| stat | value |
|---|---|
| n | 1 |
| nulls | 0 (0.0%) |
| unique | — |
| alert: skipped | no profiler for kind=unknown |
click to copy
@misc{saturn-d3-celestial-stars.14-2026,
author = {Steuber, Luke},
title = {Saturn reading: d3 celestial stars.14},
year ={2026},
howpublished = {\url{https://dr.eamer.dev/saturn/view/d3-celestial-stars.14}},
note = {Profiled with saturn-dissect v0.2.0, prompt saturn-insight-v2, model anthropic:claude-opus-4-7},
}
Steuber, L. (2026). Saturn reading: d3 celestial stars.14. Source: /home/coolhand/data/celestial/d3-celestial/stars.14.json. Profiled with saturn-dissect v0.2.0 (saturn-insight-v2, anthropic:claude-opus-4-7). Retrieved from https://dr.eamer.dev/saturn/view/d3-celestial-stars.14