Source: /home/coolhand/html/datavis/data_trove/data/accessibility/.cache_who/daly_country_2010.xlsx#Notes
Saturn profiled 1 rows across 1 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/html/datavis/data_trove/data/accessibility/.cache_who/daly_country_2010.xlsx#Notes",
"--findings", ".cache_who-daly_country_2010.json",
"--llm", "anthropic:claude-opus-4-7",
])This 'dataset' is a single-row, single-column extract from the Notes sheet of a WHO Global Health Estimates 2021 file (DALYs by country, 2010). The lone column header is the report title block, and its only value is a URL pointing to the WHO mortality and global health estimates portal. There is essentially no analyzable content here — it is metadata, not data. Before any analysis, point the pipeline at one of the actual data sheets in the workbook rather than the Notes tab.
citing: row_count · column_count · columns[0].n · columns[0].n_unique · columns[0].stats.top_value · columns[0].stats.top_rate
saturn.schema() · 1 columns
| column | kind | n | null% | unique | alerts |
|---|---|---|---|---|---|
| GLOBAL HEALTH ESTIMATES 2021 SUMMARY TABLES June 2024 World Health Organization Geneva, Switzerland | categorical | 1 | 0.0% | 1 | long_tail imbalance |
| value | count | share |
|---|---|---|
| https://www.who.int/data/gho/data/themes/mortality-and-global-health-estimates | 1 | 100.0% |
| column | kind | null % |
|---|---|---|
| GLOBAL HEALTH ESTIMATES 2021 SUMMARY TABLES June 2024 World Health Organization Geneva, Switzerland | categorical | 0.0% |
This appears to be a metadata header from a WHO Global Health Estimates 2021 publication rather than a true data column, with the column name itself being the document title and its single value being a source URL. With n=1, cardinality=1, and entropy=0, there is no analytic signal here.
Treatment: Drop; this is a document header, not a data column.
saturn.columns["GLOBAL HEALTH ESTIMATES 2021 SUMMARY TABLES
June 2024
World Health Organization
Geneva, Switzerland"].stats
| stat | value |
|---|---|
| n | 1 |
| nulls | 0 (0.0%) |
| unique | 1 |
| top_value | https://www.who.int/data/gho/data/themes/mortality-and-global-health-estimates |
| 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 |
GLOBAL HEALTH ESTIMATES 2021 SUMMARY TABLES
June 2024
World Health Organization
Geneva, Switzerland.
| value | count | share |
|---|---|---|
| https://www.who.int/data/gho/data/themes/mortality-and-global-health-estimates | 1 | 100.0% |
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@misc{saturn-.cache-who-daly-country-2010-2026,
author = {Steuber, Luke},
title = {Saturn reading: .cache who daly country 2010},
year ={2026},
howpublished = {\url{https://dr.eamer.dev/saturn/view/.cache_who-daly_country_2010}},
note = {Profiled with saturn-dissect v0.2.0, prompt saturn-insight-v2, model anthropic:claude-opus-4-7},
}
Steuber, L. (2026). Saturn reading: .cache who daly country 2010. Source: /home/coolhand/html/datavis/data_trove/data/accessibility/.cache_who/daly_country_2010.xlsx#Notes. Profiled with saturn-dissect v0.2.0 (saturn-insight-v2, anthropic:claude-opus-4-7). Retrieved from https://dr.eamer.dev/saturn/view/.cache_who-daly_country_2010