Who is the Class of 2015?
135,886 distinct rides on 482 bikes in our graduating class with a diverse group of riders
(a distinct ride consists of one trip or multiple trips on one bike
with less than 3 minutes between check in and check out)
Clusters
Grouping similar rides into clubs
for a deeper look into the Class of 2015
We used hierarchical k-means clustering to group ride types into one of five classes based on features surrounding the weather, rider behavior, station availability, and trip probabilities. We see our classes as clubs, so let's meet the clubs...
Future business leaders of america
27% of the rides this year fall into this category.
What makes a future business leader?
- Biking the morning commute
- Traveling an average of at least 70% farther than everyone else
- Never paying fees
- Biking the road less taken
Senior Quote
I'm not a businessman, I'm a business...man - Jay Z
Track and Field
27% of the rides this year fall into this category
What makes a track and field star?
- Riding in circles ... 79% of these rides begin and end at the same station
- Going to the second most popular destinations
- Riding no matter what the time - these are frequently night rides!
- The majority of teens and seniors!
- 41% of all rides beginning at the University of Washington are Track and Field rides!
Senior Quote
The sky has no limits; neither do I - Usain Bolt
Boy Scouts
9% of the rides this year fall into this category
What makes a Boy Scout?
- The average gust speed is 8mph higher for these rides versus the average ride, with an average wind speed 2mph higher than normal
- The average temperature is 3 degrees higher for these rides
- Almost entirely annual riders
- Rarely go out riding on Sundays
Senior quote:
It is risky to order a boy not to do something, it immediately opens him to the adventure of it - Baden-Powell
Model Un
8% of rides this year fall under this category
What makes a Model UNer?
- All of the multi-leg trips are in this category
- 85% of these riders are short term users
- More than twice any other club
- 70% of these rides have fees
- 57% of these trips begin and end at the same station
- Rides are on days with the best weather
- Frequent weekend trips
Senior Quote
My favorite thing to do is to go where I've never been - Diane Arbus
School Spirit club
35% of the rides this year fall into this category
How spirited are these spirit squad members?
- They know how to use the system - they're the least likely to have fees (only 3% of rides)
- They're the majority of Pronto rides
- They're the most pronounced group for riders aged 30-60
Senior Quote
In Seattle, you haven't had enough coffee until you can thread a sewing machine while it's running - Jeff Bezos
Student activities
student life
Where does the class of 2015 hang out?
The most popular routes of the year (by far):
- round trips at Pier 69
- Pier 69 to the Aquarium
For the Future Business Leaders:
Pier 69 to the King St Station (1.5% of rides)
For the Track & Tield team:
Pier 69 to the Aquarium (3% of rides)
For the School Spirit Squad:
From the Space Needle to Pikes Place (<1% of rides)
For the Boy Scouts:
Pier 69 to the Aquarium (<1% of rides)
For the Model UN:
Round trips at Pier 69 and at the Burke Gilman Trail (22% of rides)
academics
The Pronto University Class of 2015 loves to visit all of the campuses around town!
The School Spirit Squad visits the Seattle University and Antioch Campuses (left) most frequently, while the Track and Field team visits the University of Washington (right) most frequently
Athletics
Aside from the Seahawk's opening day, bike rentals are not affected by collegiate (Go Huskies!) or professional football schedules. This is consistent for home and away games!
Music
Bumbershoot was hosted at the Seattle Center on Labor Day Weekend (Sept 5th-Sept7th)

Incoming and Outgoing traffic at two Pronto Stations was considered
- between 1st Ave North between Denny and Mercer
- at the Corner of Denny and Broad St.
Overall traffic was normal on those days, but for the time of year, the Track and Field rides to the Seattle Center were significantly higher than normal.
School Events
Senior skip day
On March 15, 2015, only 32 rides were taken.
At first this didn't make sense, there was a birding festival during the day and Widespread Panic kicked of their 2015 tour that night...why aren't these people biking?
It was the 24th rainiest day in Seattle history!
The only people riding bikes on this day? The Boy Scouts!

April 20th, 2015
On 4-20, more bikes were checked out than on any other day in the year! Seems like bikes were the official mode of transportation for 420 fest!

But Boy Scouts didn't check out any Pronto bikes that day.

Pride Parade
Bicycle rentals were steady for all clubs but the Boy Scouts during the week of Seattle Pride (June 21st-June 28th). Boy Scout rentals are non-existant during the peak summer months, when Seattle's weather is far less severe.
Trip duration was around 25% lower on parade day, with rentals centering around the festivities. Seattle didn't need to look where to find fun this weekend!

Fun in the sun!
July 4th, 2015


Freedom for America but not from fees...
The 4th of July was the 4th highest day for fee collections!
Future Business Leaders of America paid $268 in fees and the School Spirit Squad paid $168 in fees...high amounts for groups that rarely pay fees!
This was also the highest day in fees for the Track and Field Team!
Superlatives
going somewhere
The Future Business Leaders of America are certainly going somewhere.
None of their rides are round trip...every time they hop on a bike, the start and end stations are different!

Most likely to pay a fee
In politics, you've gotta pay to play, and the Model UNers take this to heart.
With an average fee of $11, the Model UNers not only pay fees more frequently, but they also pay the highest fees.

drama Queen
The School Spirit Squad makes up 35% of the Class of 2015, but make up 46% of rides ending at the Paramount.
When we consider only evening hours, the School Spirit Squad make up 51% of the rides ending at the Paramount.

MOST Shy
It's lonely at the top!
Future Business Leaders of America take the loneliest routes...the probability of someone taking the same trip as an average FBLA trip is less than 4%. By contrast, a Model UN takes routes that have a probability of 12%.

Best hair
The boy scouts take this superlative without question!
They ride, no matter what the weather...wind, rain, humidity, nothing can stop them!

Sponsors
this 2015 yearbook is brought to you by Alaska Airlines and Pronto Cycle share


The team

Pronto University Yearbook
By Katie Bakewell
Pronto University Yearbook
Entry for the 2015 Pronto Bike Challenge - Jimmy Mirchandani, Ben Webster, Katie Bakewell
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