'metadata' 검색 결과

Work with large scientific arrays by storing data in smaller blocks and reading selected portions. Guides compression, cloud storage, format migration, and NumPy, Dask, or Xarray integration while preserving dimensions, units, and other metadata.

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• Reading selected regions of large scientific arrays
• Choosing data blocks and compression settings
• Working with scientific arrays stored on S3 or GCS

Clean and compare tandem mass spectra, measurements used to study molecular fragments, with matchms. Standardize metadata, filter peaks, search reference libraries, and export ranked candidate matches with similarity scores and matched-peak counts.

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• Clean MS/MS spectra and standardize metadata
• Search reference libraries for compound candidates
• Compare spectra using similarity scores and matched peaks

Find and download public cancer imaging data from NCI Imaging Data Commons. Select CT, MR, PET, or pathology datasets using metadata, view images in a browser, and check licenses and citations before using the data.

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• Find cancer images by disease, modality, or anatomical site
• Download selected DICOM image series
• View radiology and pathology images in a browser

Draft or review manuscript statements explaining where data and code can be accessed. Organize repository choices, access restrictions, identifiers, and dataset citations, and check metadata that helps others find and reuse the research data.

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• Draft data and code availability statements
• Choose repositories and access routes for research data
• Review dataset citations and metadata

Build NFT contracts using ERC-721 and ERC-1155, standards for unique assets and multiple token types. Covers issuance limits, descriptive metadata, marketplace integration, and royalty information for art collections, collectibles, and game items.

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• Creating NFT art and collectible collections
• Managing multiple game item types
• Designing metadata storage and references

Resize images, convert formats, create thumbnails, and inspect dimensions and metadata with ImageMagick. Process individual files or batches, selecting images by size or file type and preserving their proportions when resizing.

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• Create thumbnails from a folder of images
• Resize wallpapers for different screen sizes
• Convert image file formats

Explore bundled libraries of investment factors, signals used to compare securities, and inspect individual formulas and metadata. Evaluate a factor or an entire library across a chosen universe and period, producing aggregate performance statistics and an HTML report.

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• Find bundled momentum or reversal factors
• Inspect a named factor's formula and metadata
• Compare a factor library across a chosen universe and period

Examine NTFS disk images for residual or hidden data beyond standard file recovery. Analyze file metadata, change records, unused space within allocated storage, and Alternate Data Streams to reconstruct available activity and identify suspicious timestamp differences.

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• Find residual data in file slack space
• Investigate metadata left by deleted files
• Reconstruct recorded file changes

Check YAML frontmatter, the metadata at the top of knowledge pages, for formatting and identity errors. Explain why gbrain holds files during sync, preview proposed changes, and repair supported problems after approval.

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• Audit metadata across knowledge pages
• Investigate files held during sync
• Preview and repair formatting errors

Prepare Python SDK releases by updating versions, package metadata, pinned dependencies, lockfiles, and build workflows. The skill covers release process changes and publication verification, helping agents handle packaging work within the repository’s release procedures.

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• Preparing a Python SDK release
• Updating pinned dependency versions
• Changing packaging metadata and build workflows

Create, modify, test, or package Python provider adapters, the components used for framework connections. Work covers framework dependencies, public imports, type inference, and provider metadata within python/providers, with a referenced workflow to consult before changes.

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• Create or modify a Python provider adapter
• Adjust framework-specific dependencies and public imports
• Work on type inference and provider metadata

Improve app store listings through keyword research, competitor comparisons, and revised titles and descriptions. Plan A/B tests, review visual messaging, and organize launch preparations for apps on Apple App Store and Google Play Store.

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• Researching keywords for an app store listing
• Rewriting app titles and descriptions
• Comparing competitor keywords and visual messaging

Design AI agent analytics workflows across distributed tables and documents. Combine Knowledge Catalog for metadata, meaning information about data and its usage rules, with managed Spark processing to produce architecture diagrams, deployment guidance, and validation plans.

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• Design analytics across data stored in multiple clouds
• Define metadata and governance with Knowledge Catalog
• Plan Data Agent Kit use in VS Code or Antigravity

Audit website images for search visibility and loading performance, then prioritize fixes. Check descriptive text, file sizes, and loading settings, convert files to WebP or AVIF, and add creator and copyright metadata.

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• Audit product and article images for SEO issues
• Convert large images to WebP or AVIF
• Fix image loading settings and layout shifts

Add DeepEval tracing to Python AI applications so execution steps appear in Confident AI. Choose a supported integration or manual @observe instrumentation, then capture inputs, outputs, step types, tags, and metadata.

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• Trace execution steps in a Python AI application
• Select tracing integrations for an existing framework
• Add manual tracing with @observe

Look up structure metadata in RCSB PDB, search for entries by keyword, and retrieve sequences in FASTA, a text format for biological sequences. Receive concise summaries or short sequence previews, with raw output available on request.

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• Check basic metadata for a known PDB entry
• Find structure entries using a keyword
• Retrieve an entry's sequences in FASTA format

Retrieve focused genome, assembly, and taxonomy metadata from NCBI Datasets v2, a biological data service. Get concise Markdown summaries by default, with raw JSON or text available when requested.

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• Checking genome metadata for a specific organism
• Looking up an assembly by its accession identifier
• Checking taxonomy information by taxon ID

Find proteomics projects, which study proteins on a broad scale, in PRIDE Archive and summarize their metadata. Search by keyword or use a PXD accession to inspect a specific project's registered information.

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• Find proteomics projects by keyword
• Look up a project by its PXD accession
• Review concise summaries of project metadata

Query Bgee for healthy wild-type gene expression metadata and receive concise summaries. The skill supports lookups that account for relationships between biological terms, keeps requests small, and saves raw results only when requested.

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• Looking up healthy wild-type expression metadata
• Searching with relationships between biological terms
• Checking whether matching data exists

Look up ENCODE biosamples and search experiments through its REST API, an interface for requesting data. Produces concise summaries of records and their descriptive metadata, with an option to save the full response.

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• Look up a biosample by accession
• Search for RNA-seq experiments
• Review concise summaries of metadata

Find studies in MetaboLights, a database for research on metabolites, and retrieve study metadata by accession number. Receive concise Markdown summaries by default, with raw JSON available when you need machine-readable results.

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• Browse studies registered in MetaboLights
• Look up a study by its MTBLS accession
• Get a concise summary of study metadata

Retrieve concise metadata for preprints, papers shared before formal publication, from bioRxiv and medRxiv. Look up records by date range or DOI, check links to published papers, and save full responses when needed.

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• Review preprint metadata for a specified date range
• Look up a preprint by DOI
• Check a preprint's link to a published paper

Retrieve HLA alleles, forms of HLA genes, and cell metadata from the public IPD API. Filter allele records by name, limit returned items, and receive concise summaries, with raw JSON or text available on request.

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• Browse a small set of registered HLA alleles
• Filter HLA allele records by part of a name
• Check cell metadata registered in IPD

Retrieve public collection and dataset metadata from CELLxGENE Discover and turn it into concise summaries. Use targeted collection lookups to review single-cell research data, with raw JSON available when machine-readable output is needed.

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• Review a specific single-cell data collection
• Explore available public collections
• Get collection metadata as JSON