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@@ -24,3 +24,56 @@ configs:
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  - split: augmented
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  path: data/augmented-*
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - split: augmented
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  path: data/augmented-*
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  ---
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+
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+ # Yash Gym Machines Text Dataset
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+
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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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+ ---
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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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+ ---
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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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+ ---
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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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+ ---
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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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+ ---
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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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+ ---
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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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+