Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Predicting YouBike

Avatar for brandon liu brandon liu
May 28, 2015
Research
0
100

Predicting YouBike

Modeling demand for Taipei area bike share stations

Avatar for brandon liu

brandon liu

May 28, 2015
Tweet

More Decks by brandon liu

See All by brandon liu
OpenStreetMap in Architecture and Planning
Avatar for brandon liu bdon
0
870

Other Decks in Research

See All in Research
SREのためのテレメトリー技術の探究 / Telemetry for SRE
Avatar for Yuuki Tsubouchi (yuuk1) yuukit
13
3k
自動運転におけるデータ駆動型AIに対する安全性の考え方 / Safety Engineering for Data-Driven AI in Autonomous Driving Systems
Avatar for Fuyuki Ishikawa / 石川 冬樹 ishikawafyu
0
130
Sat2City:3D City Generation from A Single Satellite Image with Cascaded Latent Diffusion
Avatar for SatAI.challenge satai
4
650
存立危機事態の再検討
Avatar for Ken Jimbo jimboken
0
240
Aurora Serverless からAurora Serverless v2への課題と知見を論文から読み解く/Understanding the challenges and insights of moving from Aurora Serverless to Aurora Serverless v2 from a paper
Avatar for bootjp / ぶーと bootjp
6
1.5k
AI Agentの精度改善に見るML開発との共通点 / commonalities in accuracy improvements in agentic era
Avatar for shimacos shimacos
4
1.2k
第66回コンピュータビジョン勉強会＠関東 Epona: Autoregressive Diffusion World Model for Autonomous Driving
Avatar for Kento Sasaki kentosasaki
0
320
A History of Approximate Nearest Neighbor Search from an Applications Perspective
Avatar for Yusuke Matsui matsui_528
1
150
Remote sensing × Multi-modal meta survey
Avatar for SatAI.challenge satai
4
710
製造業主導型経済からサービス経済化における中間層形成メカニズムのパラダイムシフト
Avatar for Masatake Yamoto yamotty
0
480
Tiaccoon: Unified Access Control with Multiple Transports in Container Networks
Avatar for Hiroya Onoe hiroyaonoe
0
590
20251023_くまもと21の会例会_「車1割削減、渋滞半減、公共交通2倍」をめざして.pdf
Avatar for Traffic Brain trafficbrain
0
180

Featured

See All Featured
Beyond borders and beyond the search box: How to win the global "messy middle" with AI-driven SEO
Avatar for David Carrasco davidcarrasco
1
51
Practical Orchestrator
Avatar for Shlomi Noach shlominoach
191
11k
Statistics for Hackers
Avatar for Jake VanderPlas jakevdp
799
230k
How To Stay Up To Date on Web Technology
Avatar for Chris Coyier chriscoyier
791
250k
Digital Projects Gone Horribly Wrong (And the UX Pros Who Still Save the Day) - Dean Schuster
Avatar for UX Y'all uxyall
0
340
Exploring anti-patterns in Rails
Avatar for Elle Meredith aemeredith
2
250
Evolving SEO for Evolving Search Engines
Avatar for Ryan Jones ryanjones
0
120
Principles of Awesome APIs and How to Build Them.
Avatar for Keavy McMinn keavy
128
17k
The Power of CSS Pseudo Elements
Avatar for Geoffrey Crofte geoffreycrofte
80
6.2k
Visualization
Avatar for Eitan Lees eitanlees
150
17k
XXLCSS - How to scale CSS and keep your sanity
Avatar for Zaharenia Atzitzikaki sugarenia
249
1.3M
VelocityConf: Rendering Performance Case Studies
Avatar for Addy Osmani addyosmani
333
24k

Transcript

  1. Predicting YouBike YouBike 預測 youbikeforecast.com 劉知岳 (Brandon) [email protected]

  2. Why Forecast?

  3. UNDERSTAND Observe past phenomena confirm or deny intuitions based on

    data quantify service quality

  4. MAKE DECISIONS See what is likely to happen in the

    immediate future

  5. What applications? http://pureinformation.net/transit-tracker/

  6. None

  7. Public YouBike API http://opendata.dot.taipei.gov.tw/opendata/ gwjs_cityhall.json

  8. youbikeforecast.com

  9. TOOLS LevelDB - data store Go, nginx, python, EC2 -

    server Leaflet, d3 - web page

  10. The shape of the data tells a story

  11. How might we classify YouBike stations based on usage patterns?

  12. Pattern: Morning/Evening Commute （信義／杭州路⼝口）

  13. Pattern: Night Owls （國⽗父紀念堂）

  14. Pattern: School （公館（台⼤大前⾯面）

  15. Choosing a metric What can we measure that affects users?

    How many minutes per day you can’t rent a bike (or what % of the day)

  16. Pricing change March 2015（師⼤大）8% Unavailable

  17. Pricing change April 2015（師⼤大）3% Unavailable

  18. Improve the model? Weekend/Weekday （信義／杭州）

  19. Improve the model? Weather （師⼤大） 下⼤大⾬雨

  20. Adjustments

  21. github.com/bdon/youbike-data