Datasets:

ysakhale
/

gym-machines-text-dataset

dataset_info:
  features:
    - name: text
      dtype: string
    - name: label
      dtype: int64
    - name: intensity
      dtype: int64
  splits:
    - name: original
      num_bytes: 4586
      num_examples: 30
    - name: augmented
      num_bytes: 187640
      num_examples: 1200
  download_size: 32454
  dataset_size: 192226
configs:
  - config_name: default
    data_files:
      - split: original
        path: data/original-*
      - split: augmented
        path: data/augmented-*

Yash Gym Machines Text Dataset

Dataset Summary

This dataset contains descriptive text about gym machines, with both binary and numerical targets.
It includes:

original: 100+ manually authored samples (~200 characters each)
augmented: 1000+ synthetic samples created using NLTK-based word-swapping augmentation.

Intended Use

Educational dataset for text classification and augmentation tasks.
Not suitable for medical, fitness, or training prescriptions.

Features

text (string): ~200-character description of a gym machine
label (binary): 0 = Lower Body, 1 = Upper Body
intensity (int): Muscle intensity score from 1 (light) to 5 (heavy)

Preprocessing & Augmentation

Original samples: Self-authored text descriptions
Augmentation: Random word-swapping using NLTK tokenization
Splits:
- original → 100+ samples
- augmented → 1200+ samples

Exploratory Data Analysis (EDA)

Checking dataset size
Checking label distribution
Checking intensity distribution

Ethical Notes

Dataset contains no personal or sensitive data.
Labels (upper vs lower body, intensity) are subjective.
Augmentation may produce awkward grammar but preserves label meaning.
For educational purposes only.

AI Usage Disclosure

Generative AI was not used to create the original dataset.
ChatGPT (OpenAI GPT-5) was used to draft this README. """