April 2018 - change - Mailing Lists

UW Change Seminar: Dr. Dror Ben-Zeev, mHealth and the Re-Imagining of Treatment for Serious Mental Illness
by Samantha Dolan 01 May '18

01 May '18

Please join us for the Change Seminar next week on Tuesday 5/1/2018 in EEB 037. Who: Dr. Dror Ben-Zeev, Professor of Psychiatry and Behavioral Sciences at UW What: Mobile Health (mHealth) and the re-imagining of treatment for Serious Mental Illness. When: Tuesday, May 1st, 12-1pm Where: EEB 037 Abstract: Dr. Dror Ben-Zeev will provide an overview of recent advancements in the field of mHealth and examine how mobile devices and telecommunication infrastructure can be harnessed to support illness detection, prevention, and care of people with severe psychopathology in outpatient and inpatient settings. He will present findings from several of his group's studies which involve the use of both cutting edge technologies (e.g., multi-modal smartphone sensing for relapse detection, multi-media intervention apps for illness management) as well as novel uses of existing but simpler technologies (e.g. texting between clinicians and patients) in an effort to improve patient outcomes. Dr. Ben-Zeev will describe the lessons his team learned from conducting multiple mHealth initiatives with complex patients in real-world settings. He will outline his vision for effective, realistic, and sustainable mHealth for mental health in the years ahead. Bio: Dror Ben-Zeev, PhD, is a Professor of Psychiatry and Behavioral Sciences at the University of Washington and licensed Clinical Psychologist who specializes in development and evaluation of technology-based approaches in the study, assessment, treatment, and prevention of mental illness. Dr. Ben-Zeev serves as the Co-Director of UW's Behavioral Research in Technology and Engineering (BRiTE) Center (https://www.brite.uw.edu/) and Director of the mHealth for Mental Health Program (www.mh4mh.org<http://www.mh4mh.org>), a multidisciplinary effort to harness mobile technology to improve the outcomes and support the recovery of people with psychiatric conditions. His research has been supported by grants and awards from the National Institutes of Health (NIH) National Science Foundation (NSF) Center for Medicare and Medicaid Innovation (CMMI) Patient Centered Outcomes Research Institute (PCORI), SYNERGY Clinical and Translational Science Institute, Myrtlewood Foundation, VA Health Services Research & Development (HSR&D), and John Sloan Dickey Center for International Understanding. Dr. Ben-Zeev's editorials and commentaries on the use of technology-based interventions have been published in Psychiatric Services, Nature Human Behaviour, the BMJ, and the New York Times. His research has been covered by National Public Radio, Nature, Wired Magazine, Slate, and The Economist. He is a regular speaker at national and international scientific meetings including invited presentations at the National Institute of Mental Health Director's Innovation Speaker series and the White House.

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UW Change Seminar: Vivek Srinivasan, UW Tech Policy Lab- Design Principles for Civic Technologies
by Esther Jang 24 Apr '18

24 Apr '18

Please join us for the Change Seminar next week on* Tuesday 4/24/2018* in *EEB 037*. *Who:* Vivek Srinivasan, Research Scientist at UW Tech Policy Lab *What:** Design Principles for Civic Technologies* *When: *Tuesday, April 24th, 12-1pm *Where: EEB 037* *Abstract:* In this talk, I will discuss some design principles for building civic technologies to combat corruption and to improve democratic participation. The presentation is based on the lessons learned from the Combating Corruption with Mobile Phones project that I initiated at Stanford University in 2011. *Bio:* I am a Research Scientist at the Tech Policy Lab (UW) and a faculty affiliate at the Georgetown University's School of Foreign Studies. I started my work life in 2000 where I had the privilege of working with some of India's leading activists and who used their political imagination to mobilize people, fight corruption and make governments more accountable. At that time, I realized that technology, if used with the right kind of political imagination, could help in improving democracy and accountability. That interest took me to Stanford, where I worked with the Program on Liberation Technology for six years. At UW, I am learning Value Sensitive Design and applying them current tech policy issues. You can find more about me at http://viveks.info/me.

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Fwd: Panel on 4/26: Women's Economic Rights in India, Liberia and Myanmar
by Jared Moore 20 Apr '18

20 Apr '18

This linked talk seems applicable to work that many of us do! -Jared > Begin forwarded message: > > From: UW Center for Human Rights <uwchr(a)uw.edu> > Subject: Panel on 4/26: Women's Economic Rights in India, Liberia and Myanmar; spring symposium reminder > Date: April 20, 2018 at 09:51:42 PDT > To: <jared.maillist(a)gmail.com> > Reply-To: UW Center for Human Rights <uwchr(a)uw.edu> > > Panel: Women's Economic Rights in India, Liberia and Myanmar <https://washington.us2.list-manage.com/track/click?u=166d4288fec0239077465c…> > Thursday April 26, 2018 > Thomson Hall, Room 317, UW Seattle > 12:00 pm - 1:20 pm > Lunch provided. Seating is limited. Arrive early. > We're pleased to welcome three Landesa <https://washington.us2.list-manage.com/track/click?u=166d4288fec0239077465c…> visiting professionals coming from India, Liberia, and Myanmar. In addition to visitors from China and Tanzania, these professionals have been chosen to attend a special Women's Land Rights Visiting Professionals Program <https://washington.us2.list-manage.com/track/click?u=166d4288fec0239077465c…>, a "capacity-enhancing and network-building initiative of the Landesa Center for Women’s Land Rights. The program seeks to cultivate a network of qualified practitioners from around the world who are strongly committed to strengthening women’s land rights at local, national, regional, and global levels" > > The three presenters, including Kanta Singh (State Project Head, UNDP India), Julie Weah (Executive Director, Foundation for Community Initiatives, Liberia) and Aye Chan Myae (Forest Governance and Gender Specialist, Advancing Life and Regenerating Motherland, Myanmar), will be highlighting their respective countries as a case study on women's economic rights issues and interventions. The panel will be moderated by Diana Fletschner, Ph.D., Senior Director, Research, Monitoring and Evaluation at Landesa. > > Speaker bios available at this link. <https://washington.us2.list-manage.com/track/click?u=166d4288fec0239077465c…>

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Fwd: ICT4S'18 Call for Participation
by Kurtis Heimerl 17 Apr '18

17 Apr '18

---------- Forwarded message ---------- From: Syed Ishtiaque Ahmed <ishtiaque(a)csebuet.org> Date: Mon, Apr 16, 2018 at 7:35 PM Subject: ICT4S'18 Call for Participation To: CHI-ANNOUNCEMENTS(a)listserv.acm.org, yrictd <yrictd(a)googlegroups.com>, hci4d(a)googlegroups.com Call for participation ICT4S 2018: The Fifth International Conference on Information and Communication Technologies for Sustainability Hart House, University of Toronto, May 13-19, 2018 http://2018.ict4s.org Detailed program available here: http://2018.ict4s.org/main-conference-program/ Early bird registration deadline: April 20, 2018 To register: http://2018.ict4s.org/registration/ Highlights of the conference include: Keynote Talks: • William Rees, the originator of the concept of the ecological footprint; • Lisa Nathan, an expert in first nations, social justice and environmental resilience; • John Robinson, expert in regenerative buildings and university campuses as living laboratories for sustainability. Invited Talks from industry, government and academia: • Rohit Aggarwala, Head of Urban Systems at Sidewalk Labs • Alex Miller, President and Founder of Esri Canada • Elyse Parker, Director of the Public Realm Section, Transportation Services at the City of Toronto • David Hulchanski, professor of housing and community development at the University of Toronto • Lauren Baker, Food Systems Consultant with the Global Alliance for the Future of Food • Tim Frick, CEO of Mightybytes, and author of “Designing for Sustainability: A Guide to Building Greener Digital Products and Services” • Sanjay Khanna, Resident Futurist at Massey College, University of Toronto • Yasmin Glanville, founder and chief strategist for CTR Inc, and a director and founder of Re-think Sustainability Initiatives Research results from the international ICT4S research community: • 27 research papers presented in an innovative ConverStations format featuring round table discussion with the authors • Full list of accepted papers: http://2018.ict4s.org/ accepted-papers/ • 24 research posters featuring new research and late breaking results • Full list of accepted posters: http://2018.ict4s. org/list-of-accepted-posters/ An ICT4S technology showcase featuring exhibits by: • Autodesk • Community Resilience to Extreme Weather (CREW Toronto) • Ecobee •The Environmental Data & Governance Initiative (EDGI) • Esri Canada • Imagine My City • Ontario Centres of Excellent TargetGHG program • Screaming Power • STEAMLabs • TOMesh • TransPod Hyperloop The Fourth International Workshop on Computing with Limits (ACM Limits, see http://computingwithinlimits.org/2018/) The ICT4S Green Hackathon (see http://2018.ict4s.org/hackathon/) ICT4S Workshops on: • Live Sketching; • Sustainability Education; • Sidewalk Labs' vision for developing a smart sustainable city; • International guidebooks for ICT4S in industry and government; Social Events including dinner at the Second City Theatre and a comedy improv show! -- Syed Ishtiaque Ahmed Assistant Professor Department of Computer Science The University of Toronto. web: http://www.ishtiaque.net/ -- You received this message because you are subscribed to the Google Groups "YRICTD" group. To unsubscribe from this group and stop receiving emails from it, send an email to yrictd%2Bunsubscribe(a)googlegroups.com. To post to this group, send email to yrictd(a)googlegroups.com. Visit this group at https://groups.google.com/group/yrictd. For more options, visit https://groups.google.com/d/optout.

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UW Change Seminar 4/17 in EEB 037: Steve Hollingworth, Grameen Foundation- "Using Digital and Data to Transform Smallholder Farmers"
by Jared Moore 17 Apr '18

17 Apr '18

Please join us for the Change Seminar this week on Tuesday 4/17/2018 in EEB 037. Who: Steve Hollingworth, CEO of the Grameen Foundation What: Using Digital and Data to Transform Smallholder Farmers When: Tuesday, April 17th, 12-1pm Where: EEB 037 Abstract: Grameen Foundation is a global nonprofit whose mission is to enable the poor, especially women, to end poverty and hunger. It uses digital technology, data-derived insights and local partner networks to create breakthrough solutions that span financial, agricultural and health services. Grameen Foundation was founded in 1997, inspired by the work of Nobel Laureate Prof. Muhammad Yunus, founder of Grameen Bank and a global leader in the fight against poverty. Grameen Foundation’s work is concentrated in sub-Saharan Africa, India, and Southeast Asia. Grameen Foundation has evolved from an organization focused originally on extending microfinance to the world's poor, to one that uses the tools of digital technology, data-derived insights and field agents to deliver an range of financial, agricultural and health resources to people in poor communities. Their work in agricultural development is taking on new directions as we apply the power of data to transforming smallholder farmers and supply chains, including in coconut and cacao. Bio: Steve Hollingworth joined Grameen Foundation as President and CEO in January 2016. Before joining Grameen, Steve was President of Freedom from Hunger. Beginning in 2011, he focused that organization on the intersection of financial services and ending hunger through the empowerment of rural women. Previously, he served as Chief Operating Officer for CARE, where he was instrumental in developing and implementing the organization-wide strategy and was responsible for direct-line management of global operations and programs, with a budget of $650 million. He has held senior field positions in Asia (India, Sri Lanka and Bangladesh), Africa (Lesotho) and Latin America (Bolivia), building collaboration between practitioners, technical assistance providers, donors and government agencies. Steve has an M.S. in Economics, Development Studies, from Victoria University of Manchester, in Manchester, England. He enrolled there as a Rotarian Fellow, and his thesis analyzed the field of microcredit and the role of Grameen Bank.

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Honors 230B: "In Your Name: Education Inside Prison"
by Aditya Sankar 12 Apr '18

12 Apr '18

Forwarding an opportunity to explore education and technology programs inside prison, via a UW Honors course: *Honors 230B, "In Your Name: Education Inside Prison"*, 5 credits SLN 11752 On campus meetings on Tues/Thurs 11:30-12:20 Class at TRU (Monroe prison), Wednesdays, leave campus around 11:00 am, back to campus around 5:00 (transportation provided). Description: Take a class that will change your life and change the lives of others! We will study collaboratively with a group of student-inmates at the Twin Rivers Unit and we will tour the facility and meet with the prison’s administrative and correctional staff. This class will offer an extraordinary opportunity to be involved in the creation of an educational effort that will potentially have very large impact. We will be working with student-inmates to craft and define the education components of a larger program designed to facilitate educational opportunities inside prison and their continuation after release from prison. This project emerged from previous sessions of this Honors class, so you will be building on work accomplished by many other students, both from inside the prison and at the UW. - Students don't need to be in Honors to enroll. - Students need to be 18 years old (no exceptions) and will need to submit personal information (via the instructor) to the Dept. of Corrections for clearance to enter the prison. Please contact the instructor, Claudia Jensen (cjensen(a)uw.edu) for more information and for the add code for this class. Thanks, Aditya Sankar UW CSE

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Re: [change] Systems and Networking Talks this week
by Tom Anderson 12 Apr '18

12 Apr '18

Revised, now with Ihsan's schedule and abstract. ---- With NSDI being local, we have a number of talks queued up this week, and most of the visitors will have time after/before to meet with us. Please sign up! Note that several of the talks have non-standard start times. Abstracts collected below. Wednesday, CSE 305, 1:30pm Vijay Chidambaram, UT Austin PebblesDB: Building Key-Value Stores Using Fragmented Log-Structured Merge Trees https://reserve.cs.washington.edu/visitor/week.php?year=2018 &month=04&day=11&room=3050&area=5 Thursday, CSE 305, 11am Mothy Roscoe, ETH Zurich Enzian: Research Computer https://reserve.cs.washington.edu/visitor/week.php?year=2018 &month=4&day=8&area=5&room=3080 Thursday, CSE 305, 12pm Ihsan Qazi, LUMS Understanding Internet Access in the Developing World https://reserve.cs.washington.edu/visitor/week.php?year=2018 &month=04&day=12&area=5&room=3113 Friday, CSE 305, 12:00pm Keith Winstein, Stanford Tiny Functions for Codecs, Compilation, and (maybe) Everything https://reserve.cs.washington.edu/visitor/week.php?year=2018 &month=4&day=8&area=5&room=3103 ---- PebblesDB: Building Key-Value Stores Using Fragmented Log-Structured Merge Trees Key-value stores such as LevelDB and RocksDB have become a fundamental part of the systems infrastructure. However, these stores suffer from high write amplification: for example, 45 GB of data written to RocksDB results in 1.8 TB (28x) written to storage. In this talk, I show that the write amplification problem is fundamental to the Log-Structured Merge Trees data structure that underlies these stores. I present a novel data structure that is inspired by Skip Lists, termed Fragmented Log-Structured Merge Trees (FLSM). FLSM introduces the notion of guards to organize logs, and avoids rewriting data in the same level. I will describe PebblesDB, a new key-value store that we built by modifying HyperLevelDB to use the FLSM data structure. I will briefly present our evaluation which shows that PebblesDB increases write throughput by 6.7x (compared to RocksDB and LevelDB) while simultaneously reducing write amplification by 2.4-3x. PebblesDB is open-source (https://github.com/utsaslab/pebblesdb) and I hope to convince some of you to incorporate it into new systems you build :) Enzian: Research Computer Academic research in rack-scale and datacenter computing today is hamstrung by lack of hardware. Cloud providers and hardware vendors build custom accelerators, interconnects, and networks for commercially important workloads, but university researchers are stuck with commodity, off-the-shelf parts. Enzian is a research computer developed at ETH Zurich in collaboration with Cavium and Xilinx which addresses this problem. An Enzian board consists of a server-class ARMv8 SoC tightly coupled and coherent with a large FPGA (eliminating PCIe), with about 0.5 TB DDR4 and about 600 Gb/s of network I/O either to the CPU (over Ethernet) or directly to the FPGA (potentially over custom protocols). Enzian runs both Barrelfish and Linux operating systems. Many Enzian boards can be connected in a rack-scale machine (either with or without a discrete switch), and the design is intended to allow many different research use-cases: zero-overhead run-time verification of software invariants, novel interconnect protocols for remote memory access, hardware enforcement of access control in a large machine, high-performance streaming analytics using a combination of software and configurable hardware, and much more. By providing a powerful and flexible platform for computer systems research, Enzian aims to enable more relevant and far-reaching work on future compute platforms. Understanding Internet Access in the Developing World In this talk, I will present my recent research on Internet access in developing countries. In the first half of my talk, I will present a study on the characteristics of mobile devices in developing regions. Using a dataset of 0.5 million subscribers from one of the largest cellular operators in Pakistan, I will present an analysis of cell phones being used based on different features (e.g., CPU, memory, and cellular interface). Our analysis reveals potential device-level bottlenecks for Internet access, which can inform infrastructure design for improving mobile web performance. (This work appeared in ACM IMC 2016) Another accessibility challenge in developing countries is the rise in Internet censorship events, which can have a substantial impact on various stakeholders in the Internet ecosystem (e.g., users, content providers, ISPs, and advertisers). In the second half of my talk, I will discuss how Internet censorship poses an economic threat to online advertising, which plays an essential role in enabling the free Web by allowing publishers to monetize their services. Then I will describe a system we designed that enables relevant ads while retaining the effectiveness of censorship resistance tools (e.g., Tor). (This work appeared in ACM HotNets 2017) Tiny Functions for Codes, Compilation, and (maybe) Soon Everything Networks, applications, and media codecs frequently treat one another as strangers. By expressing large systems as compositions of small, pure functions, we've found it's possible to achieve tighter couplings between these components, improving performance without giving up modularity or the ability to debug. I'll discuss our experience with systems that demonstrate this basic idea: ExCamera (NSDI 2017) parallelizes video encoding into thousands of tiny tasks, each handling a fraction of a second of video, much shorter than the interval between key frames, and executing in parallel on AWS Lambda. This was the first system to demonstrate "burst-parallel" thousands-way computation on functions-as-a-service infrastructure. Salsify (NSDI 2018) is a low-latency network video system that uses a purely functional video codec to explore execution paths of the encoder without committing to them, allowing it to closely match the capacity estimates from a video-aware transport protocol. This architecture outperforms more loosely-coupled applications -- Skype, Facetime, Hangouts, WebRTC -- in delay and visual quality, and suggests that while improvements in video codecs may have reached the point of diminishing returns, video systems still have low-hanging fruit. Lepton (NSDI 2017) uses a purely functional JPEG/VP8 transcoder to compress images in parallel across a distributed network filesystem with arbitrary block boundaries. This free-software system is in production at Dropbox and has compressed, by 23%, more than 200 petabytes of user JPEGs. Based on our experience, we propose an intermediate representation for interactive lambda computing, called cloud "thunks" -- stateless closures that describe their data-dependencies by content-hash, separating the specification of an algorithm from its schedule and execution. We have created a tool that extracts this IR from off-the-shelf software build systems, letting the user treat a FaaS service like a 5,000-core build farm with global memoization of results. Expressing systems and protocols as compositions of small, pure functions has the potential to lead to a wave of "general-purpose" lambda computing, permitting us to transform everyday time-consuming operations into large numbers of functions executing with massive parallelism for short durations in the cloud.

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Mothy Roscoe and Ihsan Qazi Talks
by Justin Chan 11 Apr '18

11 Apr '18

Reminder that Mothy Roscoe and Ihsan Qazi will be giving talks tomorrow. Please sign up to meet with them! Thursday, CSE 305, 11am Mothy Roscoe, ETH Zurich Enzian: Research Computer https://reserve.cs.washington.edu/visitor/week.php?year= 2018&month=4&day=8&area=5&room=3080 Thursday, CSE 305, 12pm Ihsan Qazi, LUMS Understanding Internet Access in the Developing World https://reserve.cs.washington.edu/visitor/week.php?year=2018 &month=04&day=12&area=5&room=3113 ------ Enzian: Research Computer Academic research in rack-scale and datacenter computing today is hamstrung by lack of hardware. Cloud providers and hardware vendors build custom accelerators, interconnects, and networks for commercially important workloads, but university researchers are stuck with commodity, off-the-shelf parts. Enzian is a research computer developed at ETH Zurich in collaboration with Cavium and Xilinx which addresses this problem. An Enzian board consists of a server-class ARMv8 SoC tightly coupled and coherent with a large FPGA (eliminating PCIe), with about 0.5 TB DDR4 and about 600 Gb/s of network I/O either to the CPU (over Ethernet) or directly to the FPGA (potentially over custom protocols). Enzian runs both Barrelfish and Linux operating systems. Many Enzian boards can be connected in a rack-scale machine (either with or without a discrete switch), and the design is intended to allow many different research use-cases: zero-overhead run-time verification of software invariants, novel interconnect protocols for remote memory access, hardware enforcement of access control in a large machine, high-performance streaming analytics using a combination of software and configurable hardware, and much more. By providing a powerful and flexible platform for computer systems research, Enzian aims to enable more relevant and far-reaching work on future compute platforms. Understanding Internet Access in the Developing World In this talk, I will present my recent research on Internet access in developing countries. In the first half of my talk, I will present a study on the characteristics of mobile devices in developing regions. Using a dataset of 0.5 million subscribers from one of the largest cellular operators in Pakistan, I will present an analysis of cell phones being used based on different features (e.g., CPU, memory, and cellular interface). Our analysis reveals potential device-level bottlenecks for Internet access, which can inform infrastructure design for improving mobile web performance. (This work appeared in ACM IMC 2016) Another accessibility challenge in developing countries is the rise in Internet censorship events, which can have a substantial impact on various stakeholders in the Internet ecosystem (e.g., users, content providers, ISPs, and advertisers). In the second half of my talk, I will discuss how Internet censorship poses an economic threat to online advertising, which plays an essential role in enabling the free Web by allowing publishers to monetize their services. Then I will describe a system we designed that enables relevant ads while retaining the effectiveness of censorship resistance tools (e.g., Tor). (This work appeared in ACM HotNets 2017)

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Tomorrow: data ethics discussion at Data Science Studies meeting
by Anissa Tanweer 10 Apr '18

10 Apr '18

*Please join us in the Data Science Studio (6th Floor of the Physics and Astronomy Tower <http://www.washington.edu/maps/#!/pat>) on Wednesday, April 11th from 2:30-3:30 pm for a discussion seminar about ethics in data science. Harm and beyond: What the data science community is doing to address ethical concerns … and why it’s necessary but insufficientIn recent years, it has become increasingly hard to ignore the propensity for data-intensive computational technologies to do harm by violating privacy, codifying bias, and facilitating malfeasance. In this session, Bernease Herman <http://www.berneaseherman.com/>, a data scientist who specializes in interpretable machine learning, will help us understand recent developments in data science tools, techniques, and norms that address some of these concerns. From algorithmic audits to differential privacy to statistical definitions of fairness, Bernease will explain what these approaches are capable of doing, and what their limitations are. Then, Anna Lauren Hoffman <http://annaeveryday.com/>, a scholar of technology, culture and ethics, will help us see why all those developments are necessary, but insufficient. Anna looks beyond the materialization of specific harms and invites us to think more broadly about how the underlying logics of data-intensive computational systems perpetuate cultural violences against marginalized communities. At the bottom of this email, you’ll find more detailed previews of their talks. As usual, we’ll reserve a decent chunk of the hour for a group discussion following the presentation. Hope to see you there!AnissaTalk by Bernease HermanCountering Harm: Computational Approaches to a More Ethical Data Science Bernease Herman will give an accessible primer for select computational methods popular in the Fairness, Accountability, and Transparency in Machine Learning (FATML) community that address data science ethics. She'll present advantages, disadvantages, and current efficacy of each method as practiced today.Talk by Anna Lauren HoffmanAmplifying Harm: When Data, Algorithms, and Cultural Violence Collide Many conversations around data and discrimination focus on problems of biased datasets or unfair algorithms that produce unjust material outcomes. But we also need better ways of grappling with cultural violences - that is, discursive and symbolic harms reproduced and amplified by researchers. Hoffmann argues that these harms are not secondary or even concurrent with other forms of discrimination; rather, they are foundational, as they create the social conditions against which other harms can occur. Just like physical violence in the real world, this kind of violence - dubbed ‘data violence’ - occurs as the result of choices that underwrite other harmful or even fatal outcomes produced by data-driven, algorithmically-mediated systems.*

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Change Seminar TODAY 12-1 Room EEB 037 Lunch Provided, Beth Kelko
by Lia Golden 10 Apr '18

10 Apr '18

Hi All, This is a friendly reminder for our Change seminar today, 12-1pm, where we will have the pleasure of hearing Beth Kelko speak about the process of building and launching Shift Labs, a company that aims to create low cost medical devices for austere environments. Thank you all for your time and we look forward to seeing to you today! Best, Your Change Seminar Team [cid:35754bed-94f1-4ae9-9e4e-0e3712b7e341] -- Lia M. Golden DNP, BSN, RN International Nursing Program (INP) Director Assistant Director of Nursing Services at UW INTERSECT University of Washington Medical Center http://www.inp.washington.edu

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