数据修剪
trim
by BytesAgain
Data trimming reference — whitespace trimming, string cleanup, data truncation, outlier trimming, and signal processing. Use when cleaning text data, removing noise, or preparing datasets by trimming unwanted elements.
安装
claude skill add --url github.com/openclaw/skills/tree/main/skills/bytesagain1/trim文档
Trim — Data Trimming Reference
Quick-reference skill for data trimming techniques across text, numeric, and signal data.
When to Use
- Trimming whitespace from strings (leading, trailing, internal)
- Cleaning and normalizing text data
- Trimming outliers from statistical datasets
- Truncating data to fit constraints (columns, buffers)
- Signal trimming and noise removal
- Database column trimming and cleanup
Commands
intro
scripts/script.sh intro
Overview of trimming — concepts, types, and when to use each.
string
scripts/script.sh string
String trimming — whitespace, characters, patterns, normalization.
numeric
scripts/script.sh numeric
Numeric trimming — outliers, percentile clipping, winsorizing.
text
scripts/script.sh text
Text data cleaning — encoding, invisible characters, BOM removal.
database
scripts/script.sh database
Database trimming — SQL functions, column cleanup, data migration.
signal
scripts/script.sh signal
Signal and time-series trimming — noise removal, smoothing, clipping.
examples
scripts/script.sh examples
Practical trimming examples across languages and tools.
pitfalls
scripts/script.sh pitfalls
Common trimming pitfalls and best practices.
help
scripts/script.sh help
version
scripts/script.sh version
Configuration
| Variable | Description |
|---|---|
TRIM_DIR | Data directory (default: ~/.trim/) |
Powered by BytesAgain | bytesagain.com | hello@bytesagain.com
相关 Skills
Claude API
by anthropic
Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing Claude API code between Claude model versions (4.5 → 4.6, 4.6 → 4.7, retired-model replacements). TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`; user asks for the Claude API, Anthropic SDK, or Managed Agents; user adds/modifies/tunes a Claude feature (caching, thinking, compaction, tool use, batch, files, citations, memory) or model (Opus/Sonnet/Haiku) in a file; questions about prompt caching / cache hit rate in an Anthropic SDK project. SKIP: file imports `openai`/other-provider SDK, filename like `*-openai.py`/`*-generic.py`, provider-neutral code, general programming/ML.
并行代理
by axelhu
Use when facing 2 or more independent tasks that can be worked on without shared state - dispatches parallel subagents using sessions_spawn for concurrent investigation and execution, adapted for OpenClaw
高光制作器
by bwbernardweston18
>