Divvy Trips Sample Dataset
Bike-Share Case Study: Using Customer Data to Guide Business Strategy
@kaggle.odesanyawasiu_divvy_trips_sample_dataset
Bike-Share Case Study: Using Customer Data to Guide Business Strategy
@kaggle.odesanyawasiu_divvy_trips_sample_dataset
These datasets, Divvy_2019_Q1_csv_version and Divvy_2020_Q1_csv_version, respectively, have been made available by Motive International Inc. under a Bikeshare license.
The datasets support a real-world case study aimed at understanding how different types of riders (casual and annual members) use Chicago’s Divvy bike-share system. The project focuses on identifying usage patterns, uncovering behavioral insights, and developing data-informed strategies to increase annual memberships.
It was used in a portfolio project that simulates a business scenario where the marketing team is tasked with converting casual riders into annual members by leveraging trip data, seasonality, and ride duration trends.
The analysis includes:
User segmentation based on ride behavior
Time-based trend analysis
Ride duration and frequency comparison
Recommendations for customer acquisition and retention
This dataset and case study showcase practical skills in:
Exploratory Data Analysis
Data wrangling and cleaning
Data visualization (ggplot2)
Business storytelling and insight communication
CREATE TABLE divvy_trips_2019_q1_version (
"trip_id" BIGINT,
"start_time" TIMESTAMP,
"end_time" TIMESTAMP,
"bikeid" BIGINT,
"tripduration" DOUBLE,
"from_station_id" BIGINT,
"from_station_name" VARCHAR,
"to_station_id" BIGINT,
"to_station_name" VARCHAR,
"usertype" VARCHAR,
"gender" VARCHAR,
"birthyear" DOUBLE,
"ride_length" VARCHAR,
"day_of_week" BIGINT
);
CREATE TABLE divvy_trips_2020_q1_version (
"ride_id" VARCHAR,
"rideable_type" VARCHAR,
"started_at" TIMESTAMP,
"ended_at" TIMESTAMP,
"start_station_name" VARCHAR,
"start_station_id" BIGINT,
"end_station_name" VARCHAR,
"end_station_id" DOUBLE,
"start_lat" DOUBLE,
"start_lng" DOUBLE,
"end_lat" DOUBLE,
"end_lng" DOUBLE,
"member_casual" VARCHAR,
"ride_length" VARCHAR,
"day_of_week" BIGINT
);
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