2014 Divvy Data Challenge Entry

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Presentation to the Chicago Data Viz Meetup group in March of 2014. Chicago's bike share program, Divvy, published data on the first 750,000 trips local riders had taken in 2013. As part of the Divvy Data Challenge, I tried to find some meaning to the massive pile of data and had a lot of fun in the process. While I didn't win anything as part of the challenge, I was invited by the City of Chicago's Chief Data Officer (such a cool title), Tom Schenk, to present my project to a Chicago Data Viz Meetup. This presentation was originally delivered in Keynote. Alas, Slideshare prefers PDF. For more specific information on this particular project, check out http://drewdepriest.com/divvy.

Data & Analytics

Analyzing Divvy
Drew DePriest
@drewdepriest
drewdepriest.com/divvy

@drewdepriest
1. How far do Divvy-ers ride?
2. How does Chicago get around on Divvy?

@drewdepriest
How far do Divvy-ers ride?

@drewdepriest
How far do Divvy-ers ride?
Haversine Formula
• Distance along a Great Circle
• Not 100% accurate for directions
• Beautifully ugly

@drewdepriest
How far do Divvy-ers ride?
(lat0,lng0),(lat1,lng1) routeType=bicycle
distance (miles)

@drewdepriest
Joe Barbara!
Technical Director
of Platform Services
How far do Divvy-ers ride?
(lat0,lng0),(lat1,lng1) routeType=bicycle
distance (miles)
special thanks:

@drewdepriest
Joe Barbara!
Technical Director
of Platform Services
How far do Divvy-ers ride?
Trip mileages to ﬁnd: 750,000
(lat0,lng0),(lat1,lng1) routeType=bicycle
distance (miles)
special thanks:

@drewdepriest
How far do Divvy-ers ride?
Total possible trip permutations:

@drewdepriest
How far do Divvy-ers ride?
Actual unique trips: 44,422
(~5.9% of all trips in data set)
Total possible trip permutations:

@drewdepriest
How far do Divvy-ers ride?
5,000
API Calls
~85 mins
44,422 calls
12 hr 53 mins

@drewdepriest
How far do Divvy-ers ride?
5,000
API Calls
~85 mins
44,422 calls
12 hr 53 mins
(Sort of) automated process

@drewdepriest
How far do Divvy-ers ride?
(Sort of) automated process

@drewdepriest
How far do Divvy-ers ride?
TempoDB
Upload to DaaS (Tempo)

@drewdepriest
How far do Divvy-ers ride?
TempoDB
Upload to DaaS (Tempo)
Download, totalize, make pretty
TempoDB

@drewdepriest
Total Daily Mileage - Full Set

@drewdepriest
Total Daily Mileage - Full Set
Weekend spikes

@drewdepriest
Total Daily Mileage - Full Set
Weekend spikes
Sat., 9/28

@drewdepriest
Total Daily Mileage - One Week

@drewdepriest
Total Daily Mileage - One Week
Labor !
Day

@drewdepriest
Total Daily Mileage - One Week
AM Rush
Labor !
Day

@drewdepriest
Total Daily Mileage - One Week
AM Rush
Lunch
Labor !
Day

@drewdepriest
Total Daily Mileage - One Week
AM Rush
Lunch
PM Rush
Labor !
Day

@drewdepriest
Total Daily Mileage vs Building Energy Proﬁle

@drewdepriest
Total Daily Mileage vs Building Energy Proﬁle
source: Kellogg Insight “Who Wins with the Smart Grid?” | 2012.AUG.03

@drewdepriest
How does Chicago get around on Divvy?
TempoDB
Upload to DaaS (Tempo)

@drewdepriest
How does Chicago get around on Divvy?
TempoDB
Upload to DaaS (Tempo)
Download, make pretty
TempoDB

@drewdepriest
Total Daily Mileage vs. High Temp

@drewdepriest
Total Daily Mileage vs. High Temp
“Real Bikers”

@drewdepriest
Total Daily Mileage vs. Precipitation

@drewdepriest
Total Net “Road Miles” Biked: 1,260,127!
Average car fuel efﬁciency: 24.9 mpg
How does Chicago get around on Divvy?
study by*
*
Gasoline saved by biking: 50,600 gal

@drewdepriest
• Calculate & publish all 89,700 route shapes
• Find “most-traveled” streets
• Statistical model (a la DSSG)
Future of #DivvyData

@drewdepriest
• Calculate & publish all 89,700 route shapes
• Find “most-traveled” streets
• Statistical model (a la DSSG)
Future of #DivvyData
CHI

@drewdepriest
• Calculate & publish all 89,700 route shapes
• Find “most-traveled” streets
• Statistical model (a la DSSG)
Future of #DivvyData
CHI
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A report by thenetworkone and Kurio. The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).

Social Media Marketing Trends 2024 // The Global Indie Insights

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The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands. It’s important that you’re ready to implement new strategies in 2024. Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024. You’ll learn: - The latest trends in AI and automation, and what this means for an evolving paid search ecosystem. - New developments in privacy and data regulation. - Emerging ad formats that are expected to make an impact next year. Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape. If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.

Trends In Paid Search: Navigating The Digital Landscape In 2024

Search Engine Journal

From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world. With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively. The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage. Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience. See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers See the original article on Forbes here: http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b

5 Public speaking tips from TED - Visualized summary

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Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world. Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance. For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age. Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.

ChatGPT and the Future of Work - Clark Boyd

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The six step guide to practical project management If you think managing projects is too difficult, think again. We’ve stripped back project management processes to the basics – to make it quicker and easier, without sacrificing the vital ingredients for success. “If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.” Dr Andrew Makar, Tactical Project Management

The six step guide to practical project management

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Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...

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During this webinar, Anand Bagmar demonstrates how AI tools such as ChatGPT can be applied to various stages of the software development life cycle (SDLC) using an eCommerce application case study. Find the on-demand recording and more info at https://applitools.info/b59 Key takeaways: • Learn how to use ChatGPT to add AI power to your testing and test automation • Understand the limitations of the technology and where human expertise is crucial • Gain insight into different AI-based tools • Adopt AI-based tools to stay relevant and optimize work for developers and testers * ChatGPT and OpenAI belong to OpenAI, L.L.C.

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More than Just Lines on a Map: Best Practices for U.S Bike Routes

Project for Public Spaces & National Center for Biking and Walking

Has your project been caught in a storm of deadlines, clashing requirements, and the need to change course halfway through? If yes, then check out how the administration team navigated through all of this, relocating 160 people from 3 countries and opening 2 offices during the most turbulent time in the last 20 years. Belka Games’ Chief Administrative Officer, Katerina Rudko, will share universal approaches and life hacks that can help your project survive unstable periods when there seem to be too many tasks and a lack of time and people.

Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...

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PEPSICO Presentation to CAGNY Conference Feb 2024

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2014 Divvy Data Challenge Entry

1. Analyzing Divvy Drew DePriest @drewdepriest drewdepriest.com/divvy

2. @drewdepriest 1. How far do Divvy-ers ride? 2. How does Chicago get around on Divvy?

3. @drewdepriest 1. How far do Divvy-ers ride?! 2. How does Chicago get around on Divvy?

4. @drewdepriest How far do Divvy-ers ride?

5. @drewdepriest How far do Divvy-ers ride? Haversine Formula • Distance along a Great Circle • Not 100% accurate for directions • Beautifully ugly

6. @drewdepriest How far do Divvy-ers ride? Haversine Formula • Distance along a Great Circle • Not 100% accurate for directions • Beautifully ugly

7. @drewdepriest How far do Divvy-ers ride?

8. @drewdepriest How far do Divvy-ers ride?

9. @drewdepriest

10. @drewdepriest

11. @drewdepriest How far do Divvy-ers ride? (lat0,lng0),(lat1,lng1) routeType=bicycle distance (miles)

12. @drewdepriest Joe Barbara! Technical Director of Platform Services How far do Divvy-ers ride? (lat0,lng0),(lat1,lng1) routeType=bicycle distance (miles) special thanks:

13. @drewdepriest Joe Barbara! Technical Director of Platform Services How far do Divvy-ers ride? Trip mileages to ﬁnd: 750,000 (lat0,lng0),(lat1,lng1) routeType=bicycle distance (miles) special thanks:

14. @drewdepriest

15. @drewdepriest How far do Divvy-ers ride? Total possible trip permutations:

16. @drewdepriest How far do Divvy-ers ride? Actual unique trips: 44,422 (~5.9% of all trips in data set) Total possible trip permutations:

17. @drewdepriest How far do Divvy-ers ride? 5,000 API Calls ~85 mins 44,422 calls 12 hr 53 mins

18. @drewdepriest How far do Divvy-ers ride? 5,000 API Calls ~85 mins 44,422 calls 12 hr 53 mins (Sort of) automated process

19. @drewdepriest How far do Divvy-ers ride? (Sort of) automated process

20. @drewdepriest How far do Divvy-ers ride? TempoDB Upload to DaaS (Tempo)

21. @drewdepriest How far do Divvy-ers ride? TempoDB Upload to DaaS (Tempo) Download, totalize, make pretty TempoDB

22. @drewdepriest Total Daily Mileage - Full Set

23. @drewdepriest Total Daily Mileage - Full Set Weekend spikes

24. @drewdepriest Total Daily Mileage - Full Set Weekend spikes Sat., 9/28

25. @drewdepriest Total Daily Mileage - One Week

26. @drewdepriest Total Daily Mileage - One Week Labor ! Day

27. @drewdepriest Total Daily Mileage - One Week AM Rush Labor ! Day

28. @drewdepriest Total Daily Mileage - One Week AM Rush Lunch Labor ! Day

29. @drewdepriest Total Daily Mileage - One Week AM Rush Lunch PM Rush Labor ! Day

30. @drewdepriest Total Daily Mileage vs Building Energy Proﬁle

31. @drewdepriest Total Daily Mileage vs Building Energy Proﬁle source: Kellogg Insight “Who Wins with the Smart Grid?” | 2012.AUG.03

32. @drewdepriest 1. How far do Divvy-ers ride? 2. How does Chicago get around on Divvy?

33. @drewdepriest How does Chicago get around on Divvy? TempoDB Upload to DaaS (Tempo)

34. @drewdepriest How does Chicago get around on Divvy? TempoDB Upload to DaaS (Tempo) Download, make pretty TempoDB

35. @drewdepriest Total Daily Mileage vs. High Temp

36. @drewdepriest Total Daily Mileage vs. High Temp

37. @drewdepriest Total Daily Mileage vs. High Temp “Real Bikers”

38. @drewdepriest Total Daily Mileage vs. Precipitation

39. @drewdepriest Total Daily Mileage vs. Precipitation

40. @drewdepriest Total Net “Road Miles” Biked: 1,260,127! Average car fuel efﬁciency: 24.9 mpg How does Chicago get around on Divvy? study by* * Gasoline saved by biking: 50,600 gal

41. @drewdepriest Total Net “Road Miles” Biked: 1,260,127! Average car fuel efﬁciency: 24.9 mpg How does Chicago get around on Divvy? study by* * Gasoline saved by biking: 50,600 gal **per EPA **Enough gasoline energy to power 22 homes for a year.

42. @drewdepriest Total Net “Road Miles” Biked: 1,260,127! Average car fuel efﬁciency: 24.9 mpg How does Chicago get around on Divvy? study by* * Gasoline saved by biking: 50,600 gal **per EPA **Enough gasoline energy to power 22 homes for a year.

43. @drewdepriest • Calculate & publish all 89,700 route shapes • Find “most-traveled” streets • Statistical model (a la DSSG) Future of #DivvyData

44. @drewdepriest • Calculate & publish all 89,700 route shapes • Find “most-traveled” streets • Statistical model (a la DSSG) Future of #DivvyData CHI

45. @drewdepriest • Calculate & publish all 89,700 route shapes • Find “most-traveled” streets • Statistical model (a la DSSG) Future of #DivvyData CHI DCATLSF SD AUSTIN SATSLC NYC

2014 Divvy Data Challenge Entry

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