Refactors of analysis pipelines that must keep results equal: baseline frozen, steps mapped, outputs compared at a stated tolerance, differences explained apart from unexplained ones.
Plugin bioinformatics from marketplace modootoday in modootoday/marketplace. Commands read from the repo's manifest — 23 days ago.
analysis-pipeline-refactor-parityPlan and accept a bioinformatics refactor that must keep results equal - replacing a hand-written analysis step with an official package, porting a shell or script pipeline to a workflow engine, or accelerating it on GPU or in parallel - by freezing a baseline with seeds, versions and checksums, map
bio-analysis-script-pitfallsWrite or review a differential-expression script, a GTF or GFF annotation parser or a publication figure script so that input contracts, annotation traps (1-based inclusive coordinates, gene id version suffixes, several transcripts per gene, quoted attributes), filter counts and a hand-checkable fix
fastq-mate-singleton-conservation-checkCompare ordered FASTQ mate identities and eligible read conservation against source name/category inventories and explicit singleton and catch-all policies. Use when paired exports have equal counts but wrong pairing, orphan reads disappear or BAM-to-FASTQ recovery is questioned. Not for alignment,
vcf-reference-allele-normalization-checkCompare exact reference spans and represented alternate sequences while tracing VCF allele indices, genotypes and annotations through normalization. Use when normalized variants cannot merge, REF repair is proposed or splitting changes allele-indexed fields. Not for clinical interpretation, variant
Your own Naver blog, Place, Smart Store, shopping, search ad and news comment data read through the datalab.tools browser extension, plus card news, short-form video, tutorial posts and social copy built in its editors, with no invented numbers and no change made without asking.
31 skills
Numbers that mean what they say: ClickHouse SQL that reads the key and deduplicates correctly, Naver trend data read as ratios, metrics defined once, experiments designed before launch, retention read by cohort, and open survey responses grouped with every response id kept.
16 skills
Reading passages that hit a measured grade level, language drills, and teacher-side checks for coverage, answer keys, lesson timing, study calendars and rule-valid puzzles, with the numbers and logs shown.
14 skills
Growth and community work: store listings written for the people searching that store, Discord servers run with structure and consistent moderation, newsletters readers open and finish, a month of social posts a small team can ship, launch emails that lead with what changed, and sites submitted to Google, Naver and IndexNow engines from a pipeline.
13 skills
Early product-planning steps done carefully: spar on an idea, frame the problem behind a request, synthesize feedback without overstating it, rank a backlog while saying where the ranking is fragile, write a Korean PRD with testable acceptance criteria, and put a decision on one page with the recommendation first.
13 skills
Korean content that reads well and stays true: product copy fixed to the Toss writing principles, Naver blog posts planned for search, persona tone measured with markers, and ghostwriting that never invents the author's facts.
11 skills
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