data-transform
Skill1.4k starsChanged 17 days agoGPL-3.0View on GitHub
Transform, clean, reshape, and preprocess data using pandas and numpy. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
2 other projects use a version of this.
Trending
Quiet since July.thin dataabout the whole repository
Most recently taken up by
- bernhardbrugger/claude-skill-data-transformtheir own version, first seen Nov 6, 2026
- johnson7788/collect_skillsword for word, first seen Apr 29, 2026
Who's talking about Starlitnightly/omicverse
- @stephenturner.us“OmicClaw: executable and reproducible natural-language multi-omics analysis over the unified OmicVerse …”Bluesky · Mar 18, 2026 · 12 likes
- digitalcytometry/cytotrace2“AttributeError: 'float' object has no attribute 'upper' when input has unmapped gene names (duplicate NaN …”GitHub · Jul 7, 2026
- omicverse/omicverse“Harden priority-system structural tests against formatting-only source changes”GitHub · Feb 22, 2026
- omicverse/omicverse“WGCNA bug, can not save”GitHub · Nov 6, 2025
- omicverse/omicverse“plot theme override”GitHub · Aug 15, 2025
The biggest 5 of 14 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 14
Talked about on GitHub and Bluesky (14 times).
On GitHub · 13
- Jul 7, 2026AttributeError: 'float' object has no attribute 'upper' when input has unmapped gene names (duplicate NaN columns) — digitalcytometry/cytotrace20 reactions · 1 comment
- Feb 22, 2026Harden priority-system structural tests against formatting-only source changes — omicverse/omicverse0 reactions · 2 comments
- Nov 6, 2025WGCNA bug, can not save — omicverse/omicverse0 reactions · 2 comments
- Aug 15, 2025plot theme override — omicverse/omicverse0 reactions · 2 comments
- Jun 28, 2025some functions maybe mixed between 1.7.0 vs 1.7.2rc1 — omicverse/omicverse0 reactions · 4 comments
8 more on GitHub
- Jun 19, 2025Update _gaston.py — omicverse/omicverse0 reactions
- Apr 9, 2025outdated pydeseq2 argument 'clinical' — sims-lab/CapCruncher0 reactions · 2 comments
- Dec 23, 2024Error in preprocess without doublet identification — omicverse/omicverse0 reactions · 2 comments
- Dec 20, 2024Fix code scanning alert no. 1: Binding a socket to all network interfaces — omicverse/omicverse0 reactions
- Jul 8, 2023Adding omicverse — conda-forge/staged-recipes0 reactions · 12 comments
- Jul 7, 2023Add omicverse — bioconda/bioconda-recipes0 reactions · 1 comment
- Jul 3, 2023Add the omicverse package — bioconda/bioconda-recipes0 reactions · 3 comments
- Jul 3, 2023Add the omicverse package — bioconda/bioconda-recipes0 reactions · 1 comment
On Bluesky · 1
- Mar 18, 2026OmicClaw: executable and reproducible natural-language multi-omics analysis over the unified OmicVerse ecosystem.… — @stephenturner.us12 likes and reposts
Other versions2 projects use a version of this.
Word for word · 1
- johnson7788/collect_skills★ 1100% same
Edited · 0
None found.
Wrote their own version · 1
- bernhardbrugger/claude-skill-data-transform★ 1same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository30 other files it gives its agents.
- biocontext-knowledge-queriesSkill
- bulk-rna-seq-batch-correction-with-combatSkill
- bulk-rna-seq-differential-expression-with-omicverseSkill
- bulk-rna-seq-deseq2-analysis-with-omicverseSkill
- string-protein-interaction-analysis-with-omicverseSkill
- bulk-rna-seq-deconvolution-with-bulk2singleSkill
- bulktrajblend-trajectory-interpolationSkill
- bulk-wgcna-analysis-with-omicverseSkill
- data-export-excelSkill
- data-export-pdfSkill
- data-io-loadingSkill
- datasets-loadingSkill
- data-stats-analysisSkill
- data-viz-plotsSkill
- fastq-analysis-pipelineSkill
- gsea-enrichment-analysisSkill
- omicverse-visualization-for-bulk-color-systems-and-single-cell-dSkill
- single-cell-annotation-skills-with-omicverseSkill
- cellfate-pseudotime-gene-analysisSkill
- single-cell-cellphonedb-communication-mappingSkill
- single-cell-clustering-and-batch-correction-with-omicverseSkill
- single-cell-downstream-analysisSkill
- single-cell-multi-omics-integrationSkill
- single-popv-annotationSkill
- single-cell-preprocessing-with-omicverseSkill
- scenic-gene-regulatory-networkSkill
- single2spatial-spatial-mappingSkill
- single-trajectory-analysisSkill
- spatial-transcriptomics-tutorials-with-omicverseSkill
- tcga-bulk-data-preprocessing-with-omicverseSkill
The file
We split this skill into the rules it gives an agent
10 rules. About 0 are common, 6 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈6
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
Licensed with conditions — read it at the source. We count its rules but don't quote them. Read them on GitHub.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.