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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: demonstrate the per-record bindings of an aggregation: convert each record's date to an integer day count with to_epoch_day, then summarize the integers.

Input: exposure records with sequence numbers (EXSEQ) and start dates (EXSTDT). Only the record with sequence number 1 becomes an output row.

Variables:

  • EXSEQ: the exposure sequence number, carried through.
  • EXSTDY: the exposure start date as a count of days since 1970-01-01 (zero on that day, negative before it), blank when the start date is missing. It is not a day counted from a reference start.

Note: each matching exposure record's date is turned into its day count first, so the summary works on plain integers and never on dates. The summary then keeps the value of the one record with the row's subject and sequence number (ONLY); a second matching record would stop the run.

Inputs

Under review
1 source file

input/ex.csv

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3 rows
input/ex.csv
STUDYIDUSUBJIDEXSEQEXSTDT
PILOT712024-01-15
PILOT722024-01-16
PILOT732024-01-17

Expected output

Under review
1 expected row

expected/adex.csv

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1 row
expected/adex.csv
STUDYIDUSUBJIDEXSEQEXSTDY
PILOT7119737
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
ADEXSTUDYIDStudy IdentifiercharacterCopy value from EX.STUDYID.Predecessor
ADEXUSUBJIDUnique Subject IdentifiercharacterCopy value from EX.USUBJID.Predecessor
ADEXEXSEQSequence NumbernumericCopy value from EX.EXSEQ.Predecessor
ADEXEXSTDYEpoch Day of Exposure StartnumericAggregate ONLY(EPOCHDAY) over records matching on STUDYID, USUBJID and EXSEQ, with EPOCHDAY as days since 1970-01-01 for EX.EXSTDT.Derived
TemplateInclude when
exposureEX.EXSEQ = 1
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

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

Python

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