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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: show the short spellings that are the only way to write a plain value: a bare column reference, a bare input path, a bare ordering value, a lone condition, a lone label string, a lone summary formula and a plain list of checked columns. Each runs exactly as its full form.

Input: one spec.yaml over a demographics file (one record per subject: sex and age, read as stored) and a weight file (several dated weight records per subject, with typed sequence and weight).

Variables:

  • SEX: the subject's recorded sex; a subject without one stops the run.
  • AGE: the subject's age in years, converted from the collected text; blank when not collected.
  • AGE65FL: Y for subjects aged 65 or older; blank otherwise. A lone condition needs no explicit yes or no text: it answers Y when true and stays blank when false or unknown.
  • SUBJLBL: a readable label joining the subject identifier and sex, written as one plain string with placeholders; no two subjects share a label.
  • WTMAX: the largest collected weight across the subject's weight records, written as one plain summary formula.
  • LASTWT: the weight from the subject's latest dated record; the latest record wins because a bare ordering value sorts earliest-first.

Note: each short spelling is the only way to write its value and expands to its full form before the run: a bare reference reads the named column, a bare path names the input file, a bare ordering value sorts earliest-first, a lone condition answers Y when true and stays blank otherwise, a lone label string keeps its placeholders, a lone formula summarizes the matched records, and a plain list names the columns a check covers. The full form is written only when it adds something, such as typed fields, explicit answers or a check name; a full form that holds nothing beyond its short spelling is refused, and one check or one key column is still written as a one-item list.

Inputs

Under review
2 source files

input/dm.csv

Edit
4 rows
input/dm.csv
USUBJIDSEXAGE
M34
F67
M—
F72

input/wt.csv

Edit
7 rows
input/wt.csv
USUBJIDWTSEQWTDTCWT
12026-01-0570.5
22026-02-0571.0
12026-01-0668.0
22026-02-0667.5
12026-01-0780.0
12026-01-0855.0
22026-02-0856.0

Expected output

Under review
4 expected rows

expected/adsl.csv

Edit
4 rows
expected/adsl.csv
STUDYIDUSUBJIDSEXAGEAGE65FLSUBJLBLWTMAXLASTWT
YAMAA-01M34—Subject YAMAA-01-001 (M)7171
YAMAA-01F67YSubject YAMAA-01-002 (F)6867.5
YAMAA-01M——Subject YAMAA-01-003 (M)8080
YAMAA-01F72YSubject YAMAA-01-004 (F)5656
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
ADSLSEXSexcharacterCopy value from DM.SEX.Predecessor
ADSLAGEAgenumericCopy value from DM.AGE.Predecessor
ADSLAGE65FLAge 65 or Older Flagcharacter"Y" when AGE >= 65; blank otherwise.Derived
ADSLSUBJLBLSubject LabelcharacterFill the template "Subject {USUBJID} ({SEX})".Derived
ADSLWTMAXMaximum Collected WeightnumericAggregate MAX(WT.WT) over records matching on the shared output keys.Derived
ADSLLASTWTLatest Collected WeightnumericTake WT from the last WT record matching on USUBJID, ordered by WT.WTDTC, and a row with no match is an error.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