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Summary

Lifecycle: draftEditUnder review
What this benchmark means
README.md

Public entries: Python and R. Passing coverage requires an installed inventory.

Goal: pin how a dictionary lookup tells a missing code from a collected code outside the dictionary.

Input: spec.yaml decodes coded sex from DM twice: once with a separate named result for codes outside the dictionary, once with one named result for both events. DM carries listed codes, a missing code, and a code outside the dictionary.

Note: a missing code means "not collected"; a collected code outside the dictionary means "outside the codelist" and is usually a data-quality finding. The SEXC column keeps the missing code missing and reads the outside code as Outside codelist. The SEXC_SINGLE column names the same result, Unknown, for both events.

Inputs

Under review
1 source file

input/dm.csv

Edit
4 rows
input/dm.csv
STUDYIDUSUBJIDSEX
YAMAA-01M
YAMAA-01F
YAMAA-01—
YAMAA-01U

Expected output

Under review
4 expected rows

expected/adsl.csv

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4 rows
expected/adsl.csv
STUDYIDUSUBJIDSEXCSEXC_SINGLE
YAMAA-01MaleMale
YAMAA-01FemaleFemale
YAMAA-01—Unknown
YAMAA-01Outside codelistUnknown
Shaded columns are derived— = missing value

Human review and assessment

Your review

2 questions and your comments · View benchmark discussions

Mapping spec

Generated from the benchmark YAML; do not edit by hand

Dataset NameVariable NameVariable LabelTypeCodelist/Controlled TermsCoreComputational MethodOrigin
ADSLSTUDYIDStudy IdentifiercharacterSet constant value "YAMAA-01".Assigned
ADSLUSUBJIDUnique Subject IdentifiercharacterCopy value from DM.USUBJID.Predecessor
ADSLSEXCSex DecodedcharacterRecode DM.SEX: "M" → "Male", "F" → "Female"; missing values stay missing; unlisted values → "Outside codelist".Derived
ADSLSEXC_SINGLESex Decoded With One ResultcharacterRecode DM.SEX: "M" → "Male", "F" → "Female"; missing or unlisted values → "Unknown".Derived
VersionDateAuthorDescriptionReviewerSign-off
1.72026-10-20yamaa docs buildRead a specification in the 1.0 surface as its 0.5 counterpart; state that missing values stay missing where a mapping declares no missing handler, and leave out a declared missing answer that restates a handler's default
1.62026-10-17yamaa docs buildDescribe collected date parts written as ISO 8601 date text and times of day counted in seconds since midnight
1.52026-10-17yamaa docs buildName collected precision in words instead of letter codes; state imputation fallbacks, minimum source precision, bounds ignored outside the collected period, and invalid text with no handler as an error; describe date and datetime shifts, imputation flag codes, and partial text giving no date part
1.42026-10-15yamaa docs buildState datetime precision codes through the hour and minute, and complete only the time parts a collected datetime lacks
1.32026-09-29yamaa docs buildShow study codelist names, external dictionaries, and ISO 8601 formats in variable rows; list the document's codelist values and metadata
1.22026-09-29yamaa docs buildClassify ADaM copies from a declared input as Predecessor and recodes as Derived, and SDTM recodes of locally derived columns as Derived
1.12026-09-29yamaa docs buildResolve lookups into the donor record they select, and give every derivation shape a plain-language rule instead of its raw YAML
1.0yamaa docs buildInitial generation from spec.yaml

yamaa code

Public calls generated from benchmark.yaml; results must match the expected output

R

Edit
3 lines
library(yamaa)yamaa_spec("spec.yaml")$run()$output

Python

Edit
3 lines
import yamaayamaa.spec("spec.yaml").run().output