saturn·

data trove gdelt global events

saturn notebook · generated 2026-06-21 Report Notebook

Overview

Source: /home/coolhand/html/datavis/data_trove/data/attention/gdelt_timeline.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).

[2]:
!pip install saturn-dissect
import subprocess
subprocess.run([
    "saturn", "analyze", "/home/coolhand/html/datavis/data_trove/data/attention/gdelt_timeline.json",
    "--findings", "data-trove-gdelt-global-events.json",
    "--llm", "anthropic:default",
])

Summary confidence: low

This dataset is a single-row JSON file (gdelt_timeline.json) containing two columns — 'countries' and 'metadata' — likely representing a GDELT event timeline snapshot. With only 1 row and both columns flagged as 'unknown' kind with no computable statistics, there is effectively no statistical signal to analyse at this stage. The file may contain nested or complex JSON structures (arrays, objects) that require unpacking before any meaningful exploration can begin. The immediate priority should be inspecting the raw structure of both columns to understand what nested data they contain.

citing: row_count · column_count · columns[0].alerts · columns[1].alerts · columns[0].null_rate · columns[1].null_rate

Out[4]:

saturn.schema() · 2 columns

column kind n null% unique alerts
metadata unknown 1 0.0% skipped
countries unknown 1 0.0% skipped
Fig 1.
Per-column null rate across the corpus. Columns are ordered by input position.
Show data table
Per-column null rate across the corpus.
columnkindnull %
metadataunknown0.0%
countriesunknown0.0%

metadata unknown metadata

This column contains a single row and was skipped by the profiler, yielding no distributional statistics. With n=1 and kind='unknown', nothing meaningful can be inferred about its content, type, or role beyond the column name 'metadata'. The complete absence of computed stats means any downstream assessment is premature.

Treatment: Inspect raw value manually before deciding whether to parse, drop, or expand into sub-fields.

anthropic:default · confidence low
Out[7]:

saturn.columns["metadata"].stats

statvalue
n1
nulls0 (0.0%)
unique
alert: skippedno profiler for kind=unknown

countries unknown other

This column contains only 1 row and was skipped by the profiler, yielding no distributional statistics. With n=1 and no uniqueness or value-level evidence, nothing meaningful can be inferred about its content beyond the name suggesting it holds country identifiers or labels. The combination of a single record and a 'skipped' alert means all downstream assumptions are unsupported by data.

Treatment: Inspect raw value manually; re-profile with a larger sample before assigning a role or transformation.

anthropic:default · confidence low
Out[9]:

saturn.columns["countries"].stats

statvalue
n1
nulls0 (0.0%)
unique
alert: skippedno profiler for kind=unknown

How to cite

click to copy

BibTeX
@misc{saturn-data-trove-gdelt-global-events-2026,
  author       = {Steuber, Luke},
  title        = {Saturn reading: data trove gdelt global events},
  year         ={2026},
  howpublished = {\url{https://dr.eamer.dev/saturn/view/data-trove-gdelt-global-events}},
  note         = {Profiled with saturn-dissect v0.2.0, prompt saturn-insight-v2, model anthropic:default},
}
APA
Steuber, L. (2026). Saturn reading: data trove gdelt global events. Source: /home/coolhand/html/datavis/data_trove/data/attention/gdelt_timeline.json. Profiled with saturn-dissect v0.2.0 (saturn-insight-v2, anthropic:default). Retrieved from https://dr.eamer.dev/saturn/view/data-trove-gdelt-global-events