Analyze Fitbit smart device usage data to gain insights into how consumers are using their devices and provide high-level recommendations for Bellabeat’s marketing strategy.
I used the FitBit Fitness Tracker Data from Kaggle.
Tool used: Python (Pandas).
Integrity Check: Verified that the dataset had 0 missing values and 0 duplicates.
Transformation: Converted ActivityDate to a datetime format and extracted days of the week to identify behavioral patterns.
Daily Activity: The average user takes around 7,637 steps per day, which is below the recommended health goal of 10,000 steps.
Weekly Trends: Activity levels are highest on Tuesdays and Saturdays.
Sunday Slump: There is a significant drop in activity on Sundays, where users recorded the lowest average step count.