600K+ Fitness Exercise & Workout Program Dataset

🏋️ About This Dataset
This comprehensive fitness dataset contains over 600,000 structured workout routines and exercise entries scraped from fitness planning platform data. The dataset includes both detailed exercise-level data and program-level summaries, making it ideal for building recommendation systems, analyzing workout patterns, and understanding fitness program structures.

📊 Dataset Overview
Two complementary files:

1. Main Dataset (fitness_exercises.csv): 605,033 individual exercise entries with detailed workout information
2. Program Summary (program_summary.csv): 2,598 unique fitness programs with aggregated metadata

🔑 Key Features

Main Dataset (605K+ rows):

• Exercise details: name, sets, reps, intensity
• Program structure: week, day, time per workout
• User targeting: fitness level, goals, equipment needs
• Temporal data: creation and edit timestamps
• Program metadata: length, number of exercises per workout

Program Summary (2.6K+ programs):

• Program overview: title, description, fitness level
• Target goals and equipment requirements
• Program duration and workout timing
• Total exercise count per program
• Creation and modification timestamps

🎯 Use Cases

• Building workout recommendation systems
• Analyzing fitness program effectiveness and popularity
• Understanding exercise patterns and program structures
• Creating personalized workout generators
• Fitness app development and research
• Program-level analysis and clustering

🔧 Technical Details

• Format: CSV files
• Combined size: ~300MB+
• Data quality: Minimal missing values (<1% for most columns)
• Collection period: [Add your scraping date]
• Source: Fitness platform data (with attribution)

📝 Data Dictionary

Main Dataset:

• title: Workout/program name
• description: Detailed workout description
• level: Fitness level (beginner/intermediate/advanced)
• goal: Primary fitness objective
• equipment: Required equipment type
• program_length: Duration in weeks
• time_per_workout: Duration per session (minutes)
• week/day: Position in program structure
• exercise_name: Specific exercise name
• sets/reps: Exercise volume parameters (negative values are time in seconds)
• intensity: Exercise intensity level

Program Summary:

• title: Program name
• description: Program overview and objectives
• level: Target fitness level
• goal: Primary fitness goal
• equipment: Required equipment
• program_length: Total program duration (weeks)
• time_per_workout: Average workout duration (minutes)
• total_exercises: Total number of exercises in program
• created/last_edit: Program timestamps

🔗 Data Relationship
The program_summary file provides aggregated views of the detailed exercise data, allowing for both micro-level exercise analysis and macro-level program insights.

⚖️ Important Notes

• Data collected from publicly available fitness planning platform
• Cleaned and structured for research/educational use
• Please respect original platform's terms of service
• Consider this for non-commercial research and educational purposes