dataset-improvement

Community

Turn raw JSONL into polished, high-quality data.

AuthorProfSynapse
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill enables data engineers and ML researchers to extract, review, and replace lines within JSONL datasets to improve thinking blocks, fix issues, and maintain high-quality synthetic training data.

Core Features & Use Cases

  • Line extraction: Pull specific lines from JSONL files for quick review.
  • Line replacement: Substitute lines with precisely crafted improvements, with automatic backups.
  • Quality-controlled edits: Maintain an audit trail via backups and validation steps for reproducibility.

Quick Start

Use the provided scripts to extract lines 50-70 from your dataset file and apply improvements:

  • Run: ./scripts/improve_dataset.sh data.jsonl 50 10
  • Review extracted lines and craft improvements
  • Apply improvements with: ./scripts/replace_lines.sh data.jsonl 51 '<improved_json_content>'

Dependency Matrix

Required Modules

None required

Components

scripts

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: dataset-improvement
Download link: https://github.com/ProfSynapse/Synaptic-Tuner/archive/main.zip#dataset-improvement

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.