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.
Scanned 9/7/2026
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---
name: "trim"
version: "1.0.0"
description: "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."
author: "BytesAgain"
homepage: "https://bytesagain.com"
source: "https://github.com/bytesagain/ai-skills"
tags: [trim, clean, strip, whitespace, truncate, outlier, data-processing, atomic]
category: "atomic"
---
# 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`
```bash
scripts/script.sh intro
```
Overview of trimming — concepts, types, and when to use each.
### `string`
```bash
scripts/script.sh string
```
String trimming — whitespace, characters, patterns, normalization.
### `numeric`
```bash
scripts/script.sh numeric
```
Numeric trimming — outliers, percentile clipping, winsorizing.
### `text`
```bash
scripts/script.sh text
```
Text data cleaning — encoding, invisible characters, BOM removal.
### `database`
```bash
scripts/script.sh database
```
Database trimming — SQL functions, column cleanup, data migration.
### `signal`
```bash
scripts/script.sh signal
```
Signal and time-series trimming — noise removal, smoothing, clipping.
### `examples`
```bash
scripts/script.sh examples
```
Practical trimming examples across languages and tools.
### `pitfalls`
```bash
scripts/script.sh pitfalls
```
Common trimming pitfalls and best practices.
### `help`
```bash
scripts/script.sh help
```
### `version`
```bash
scripts/script.sh version
```
## Configuration
| Variable | Description |
|----------|-------------|
| `TRIM_DIR` | Data directory (default: ~/.trim/) |
---
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