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Split

by @bytesagain1

Data splitting techniques and strategies reference — partitioning datasets, string splitting, file splitting, and ML train/test splits. Use when dividing dat...

Versionv1.0.0
Downloads301
Installs2
TERMINAL
clawhub install split

📖 About This Skill


name: "split" version: "1.0.0" description: "Data splitting techniques and strategies reference — partitioning datasets, string splitting, file splitting, and ML train/test splits. Use when dividing data, chunking files, or designing data partitioning strategies." author: "BytesAgain" homepage: "https://bytesagain.com" source: "https://github.com/bytesagain/ai-skills" tags: [split, partition, chunk, divide, data-processing, tokenize, atomic] category: "atomic"

Split — Data Splitting Reference

Quick-reference skill for data splitting techniques, partitioning strategies, and practical patterns.

When to Use

  • Splitting strings by delimiters, patterns, or fixed widths
  • Partitioning datasets for ML training/validation/test
  • Dividing large files into manageable chunks
  • Database sharding and horizontal partitioning
  • Understanding split strategies for distributed systems
  • Commands

    intro

    scripts/script.sh intro
    

    Overview of data splitting — concepts, common use cases, and terminology.

    string

    scripts/script.sh string
    

    String splitting techniques — delimiters, regex, fixed-width, tokenization.

    file

    scripts/script.sh file
    

    File splitting methods — by size, lines, patterns, and round-robin.

    dataset

    scripts/script.sh dataset
    

    ML dataset splitting — train/val/test, stratified, time-series, k-fold.

    database

    scripts/script.sh database
    

    Database partitioning — horizontal, vertical, hash, range, and list.

    strategies

    scripts/script.sh strategies
    

    Splitting strategies for distributed systems — consistent hashing, sharding keys.

    examples

    scripts/script.sh examples
    

    Practical split examples across languages and tools.

    pitfalls

    scripts/script.sh pitfalls
    

    Common pitfalls and best practices when splitting data.

    help

    scripts/script.sh help
    

    version

    scripts/script.sh version
    

    Configuration

    | Variable | Description | |----------|-------------| | SPLIT_DIR | Data directory (default: ~/.split/) |


    *Powered by BytesAgain | bytesagain.com | hello@bytesagain.com*

    ⚡ When to Use

    TriggerAction
    - Partitioning datasets for ML training/validation/test
    - Dividing large files into manageable chunks
    - Database sharding and horizontal partitioning
    - Understanding split strategies for distributed systems

    ⚙️ Configuration

    | Variable | Description | |----------|-------------| | SPLIT_DIR | Data directory (default: ~/.split/) |


    *Powered by BytesAgain | bytesagain.com | hello@bytesagain.com*