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README.md
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- split: augmented
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path: data/augmented-*
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- split: augmented
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path: data/augmented-*
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---
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# Yash Gym Machines Text Dataset
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## Dataset Summary
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This dataset contains descriptive text about **gym machines**, with both binary and numerical targets.
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It includes:
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- `original`: 100+ manually authored samples (~200 characters each)
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- `augmented`: 1000+ synthetic samples created using NLTK-based word-swapping augmentation.
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---
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## Intended Use
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Educational dataset for text classification and augmentation tasks.
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Not suitable for medical, fitness, or training prescriptions.
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---
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## Features
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- `text` (string): ~200-character description of a gym machine
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- `label` (binary): 0 = Lower Body, 1 = Upper Body
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- `intensity` (int): Muscle intensity score from 1 (light) to 5 (heavy)
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---
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## Preprocessing & Augmentation
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- Original samples: Self-authored text descriptions
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- Augmentation: Random word-swapping using NLTK tokenization
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- Splits:
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- `original` → 100+ samples
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- `augmented` → 1200+ samples
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---
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## Exploratory Data Analysis (EDA)
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- Checking dataset size
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- Checking label distribution
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- Checking intensity distribution
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---
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## Ethical Notes
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- Dataset contains no personal or sensitive data.
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- Labels (upper vs lower body, intensity) are subjective.
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- Augmentation may produce awkward grammar but preserves label meaning.
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- For educational purposes only.
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---
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## AI Usage Disclosure
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- Generative AI was **not used** to create the original dataset.
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- ChatGPT (OpenAI GPT-5) was used to draft this README.
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"""
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