The term data mechanics refers to the study of how data can move through institutions and computational infrastructures to inform decisions and operations (sometimes in real time) within large systems such as cities, which can contain a variety of widely distributed sources of data being updated at various time scales. Computer science and computational thinking provide a variety of tools and techniques for facilitating data collection, delivery, processing, and interpretation in application areas like urban informatics and distributed systems (e.g., public infrastructure management, traffic modeling, smart power grids, and so on):
In each iteration of a data mechanics course, students apply the tools and methods presented to build libraries, platforms, and applications that work with data sets dealing with aspects of urban environments such as mobility (e.g., walkability), employment, traffic and parking, emissions, energy consumption, public safety, and others. Lists of student projects for past iterations of the course can be found in the sections below.
In this iteration of the course, a number of student teams collaborated with faculty members in other disciplines or with external organizations and initiatives in applying data mechanics, data science, and software engineering techniques to solve analysis and resource allocation problems. BU Spark! identified these project opportunities, matched student teams with partner faculty members and organizations, and supervised the collaborations.
Republicans, Democrats, and Climate Change Opinions.
Jesse W. Fimbres and Aaron J. Heckman GitHub | Poster | Report |
Optimization of Boston MBTA Stops for Access to Schools.
Allen Qu GitHub | Poster | Report |
Chelsea: Gentrification Analysis.
Ramsha Arshad, Ibrahim Shaikh, and Reed Callahan GitHub | Poster | Report |
South Boston Neighborhood Development.
Arezoo Sadeghi, Anastasiia Khudokormova, and Xiaoyan Ge GitHub | Poster | Report |
Analyzing Minority Business Enterprises in the Greater Boston Area.
Justin Ingwerson, Umang Desai, Ashwini Kulkarni, and Gahouray Dukuray GitHub | Poster | Report |
Growing Voter Engagement in Communities of Color.
Carlos Portillo, Jean P. Vazquez, Tallulah Kay, and Gabriel Yllescas GitHub | Poster | Report |
Determine Bikes Allocations Between Stations using Policy Iteration.
Chengyu Deng GitHub | Poster | Report |
Optimal Placement of New Bike Rental Stations.
Charles Harr, Shuang Hu, and Nicholas Pearce GitHub | Report |
Political Mapping of Massachusetts.
Yufeng Chen, Ci Chu, Yuwan Xiao, and Ruihong Zhu GitHub | Poster | Report |
Optimizing Coffee Shop Commutes.
Vee Nguyen, Tung-Ho Kang, and Christopher Trinh GitHub | Poster | Report |
Locating Traffic Accidents in Revere.
Roberto Alcalde Diego, Alyssa Gladding, and Darren Hoffmann-Marks GitHub | Poster | Report |
How Increased Flooding in Boston Will Affect Our City.
Dezhou Wang and Gabriel Honigsberg GitHub | Poster | Report |
South Boston Affordable Housing Project Report.
Ellen Mak, Xiaoyi Gabby Zhou, Kayla Ippongi, and Ziyu Shen GitHub | Poster | Report |
Community Center Placement in Boston.
Emily Mo GitHub | Report |
Optimal Placement of New Parks in Boston Neighborhoods.
Gaspard Etienne, Tanin Tyler Lux, and Leo McGann GitHub | Poster | Report |
Mapping Amman.
Tian Gao, Xinyue Li, Yuxuan Liu, Yuyang Li GitHub | Poster | Report |
Where is the Crime?
Haydn Kennedy and Katie Quirk GitHub | Poster | Report |
Growing Voter Engagement in Communities of Color.
Xichao Geng, Jinye Cai, Ruoshi Sun, Gengtao Xu GitHub | Poster | Report |
Airbnb Housing Recommendation.
Haoxuan Jia and Jiahao Zhang GitHub | Poster | Report |
Boston Pharmacy.
Jia Jia Shen, Shiwei Chen, Yuanpei Wang GitHub | Poster | Report |
Student Use of Alternative Modes of Transportation.
Ivorine Do, Joseph Constantine, Jeanpiere Solorzano, and Alfredo Garcia GitHub | Report |
Pre- and Post-processing of Data for Protein-Protein Docking.
Israel Desta GitHub | Poster | Report |
Commuting and Weather in Boston.
Ken Garber GitHub | Poster | Report |
An Analysis of the Safety of Boston and its Towns.
Mary Flynn and Justin Moy GitHub | Poster |
Boston Eateries: A Statistical Analysis.
Colleen Kim, Sarah M'Saad, Duy Nguyen, Kelly Zhang GitHub | Poster |
Taking Gender Equity to the Streets.
Kerin Grewal and Stephanie Shin GitHub | Poster | Report |
Boston Fire Incident Prediction: The Weather Factor.
Zijian Lin and Weixi Li GitHub | Poster | Report |
Political Ideology Mapping of Massachusetts.
Vidya Akavoor, Lauren DiSalvo, and Sreeja Keesara GitHub | Report |
Analyzing the Environment's Impact our Health.
Nicole Mis GitHub | Poster | Report |
NYC Subway Fare Zones from Income Data.
Declan Halbert, Maxime Gavronsky, Tom Corcoran GitHub | Report |
Uber Pick Up in NYC.
Omar Sagga and Miranda Rivera GitHub | Poster | Report |
Taking Gender Equity to the Streets.
Maoxuan Zhu, Dongyi He, Wei Jiang, and Kaikang Zhu GitHub | Poster | Report |
Mapping Amman in a Neoliberal Context.
Ojasvi Jhamb, Runtong Yan, Sydney Gullett, Yang Zhao GitHub | Poster | Report |
Boston Biking: Using Boston Data to Improve the City for Bikers.
Dennis Wu, Nuan Huang, Tony Kim GitHub | Poster | Report |
Boston House Price Analysis.
Yiyan Zhou and Rui Pang GitHub | Poster | Report |
Revere Crash Data History.
Runqi Tian, Zehui Jiang, Xin He, Feihong Yao GitHub | Poster | Report |
Fare is Fair: Creating Chicago Transit Zones for L Travel.
Nathaniel Smith GitHub | Poster | Report |
Carbon Emissions Contributors.
Kevin Xia and Jeffrey Mu GitHub | Poster | Report |
Using Ballot Questions to Determine a Locality's Political Affinities.
Efstathios Karatsiolis, Chengjun Wu, Nikhilesh Murugavel, and Nathan Mokhtarzadeh GitHub | Report |
Safe Tourism in Boston: Landmarks, Transportation, and Crime.
Soo Hyeok Lee and Soo Jee Kim GitHub | Poster |
Finding Optimal Placement for New BLUEbikes Stations.
Yufeng Chen GitHub | Poster | Report |
Socioeconomic Effects on Airbnb Rates.
Jinghang Yang, Yuan Zhang, and Xinyun Cao GitHub | Poster | Report |
Determining Locations for Hubway Stations.
Yibin Zhang GitHub | Report |
The second iteration of the course followed a syllabus that is very similar to that of the first iteration. However, there was more extensive use of dedicated libraries and tools built specifically for creating an integrated platform that combines all the student projects. Furthermore, students had the option to use data sets made available by other cities, and were be able to draw upon, improve, and incorporate data sets and algorithms assembled by students during the previous iteration of the course.
Individual projects were programmed as forks of a shared GitHub repository, and each project was submitted via a pull request. The source for the submitted version of each of the projects listed below can be viewed by going to the corresponding subdirectory of the overall GitHub repository.
Statistical Correlation of Drug Crime and Youth in the City of Boston.
Aditi Dass, Andrew Lee, Benjamin Li, and Tony Yao. GitHub | Poster |
Using k-means to Determine New Hospital Locations.
Michael Gerakis, Patrick Gomes, and Raphael Baysa. GitHub | Poster | Report |
Algorithmic Optimizations of Boston's Public Bus System.
Adrian Law, Mark Bestavros, and Tyrone Hou. GitHub | Poster |
Reducing the Number of Car Accidents.
Ivan Uvarov and Stephanie Chiao. GitHub | Poster | Report |
What is a Community?
Asselya Aliyeva, Benjamin Owens, David Wang, and Jennifer Tsui. GitHub | Poster |
Average Income in Neighborhoods and Other Factors.
Shreya Ramesh. GitHub | Poster | Report |
How Streetlights Deter Crime.
Aleksander Skjoelsvik and Ying Hang Eng. GitHub | Poster |
Crimes and Firearm Recovery in Boston.
Nathan Galloway, Amanda Doss, and Sanam Patel. GitHub | Poster |
Optimal Trash Collection Installation Sites.
Jacquelyn Andrade and Joseph Cho. GitHub | Poster | Report |
Crime Clustering, its Shifting Pattern, and General Housing Evaluation.
Li Liu and Sibo Zhu. GitHub | Poster | Report |
Exploring New York City Transit.
Anurag Prasad and Jarrod Lewis. GitHub | Poster |
Factors that Influence the Number of Crime Incidents.
Joe Zhou and Ekaterina Prokopeva. GitHub | Poster |
Relationship Between Crimes and Service Requests.
Arjun Lamba. GitHub | Poster | Report |
Measuring Child-Friendliness in Boston Neighborhoods.
Ji Eun Yang and Robin Liu. GitHub | Poster | Report |
How Income Per Capita Affects Alternative Methods of Transporation.
Liam DeBeasi, Simon Nichols, Arman Sanentz, and Molly Shopper. GitHub | Poster | Report |
City of Boston Services: Optimal Police Patrol Allocation and Inspection Analysis.
Stephanie Alibrandi and Javier Arguello. GitHub | Poster | Report |
Public Facilities, Crimes, and Average Income.
Yehui Huang, Yingqiao Xiong, Hongyu Zhou, and Chang Gao. GitHub | Poster | Report |
Boston Crime Rates in Relation to Hospitals, Police Districts, and Property Value.
George Gelinas. GitHub | Poster |
Research of Factors Correlated with Crime Incidence in the Boston Area.
Bowen Yang, Jiadong Chen, Xiao Lu. GitHub | Report |
Optimal Advertisement Placements in Boston.
Kristel Tan, Nisa Gurung, Yao Zhang, Emily Hou. GitHub | Poster | Report |
A Characterization of Neighborhood Wealth and Optimization of Resource Distribution in Boston.
Cody Karjadi and John Gonsalves. GitHub | Poster | Report |
Evaluation of Crime Incidences in Boston.
Calvin Liang and Kevin Leung. GitHub | Poster |
Students applied techniques and methods presented during the course to retrieve and derive data sets, implement optimization algorithms, perform analyses, and create visualizations. All the data retrieved or generated for the individual projects was collected within a unifying framework consisting of a shared database and data set provenance tracking conventions.
Drones for Medical and Police Services.
Tabor Beaudry. GitHub | Poster | Report |
Transportation and Food Establishments.
Yui Chi Tiffany Lo. GitHub | Report |
Highway out of the Danger Zone.
Erik Brakke and Tyler Waltze. GitHub | Poster | Report |
Crime Incidence and Lighting.
Thomas Hsu and Nicholas Louie. GitHub | Poster | Report |
Evaluating Boston Neighborhoods.
Raaid Arshad and Michael Clawar. GitHub | Poster | Report |
Average Income and Crime Incidence.
Linshan Jiang and Tianyou Luo. GitHub | Poster | Report |
Characterizing MBTA Stop Safety.
Adam Elass. GitHub | Poster | Report |
Neighborhood Classification.
Jasper Burns and Daren McCulley. GitHub | Report |
Optimizing Green Line T Stops.
Cristina Estupinan and Steven Jarvis. GitHub | Poster | Report |
Hospitals, Traffic Jams, and Property Values.
Joshua Mah, Joseph Muruguru, and Timothy Pacius. GitHub | Poster | Report |
City Employee Earnings over Time.
Yihong Guo. GitHub | Report |
Graph Metrics for the Public Transportation Network.
Nikolaj Volgushev. GitHub | Poster | Report |
Boston Food Resources in Relation to Demographics.
Johnson Lam and Kathleen McKay. GitHub | Report |
Improving Bicycle Route Safety.
Enze Yan. GitHub | Poster | Report |
Geosocial Data of Boston.
Benjamin Lawson. GitHub | Poster | Report |
Scoring Age-Friendly Neighborhoods in Boston.
Jacqueline You. GitHub | Poster | Report |
Classifying and Identifying Zipcodes by Constraints.
Jonathan Liu and Kyle Mann. GitHub | Report |
Health and Safety of Boston Restaurants.
Erica Wivagg and Yu Zhou. GitHub | Poster | Report |
This effort exists thanks to the support and cooperation of Boston University, including the Department of Computer Science, the Hariri Institute for Computing, the Software & Application Innovation Lab, and the Initiative on Cities.
This work is also supported under the SCOPE effort by the National Science Foundation under Grant No. 1430145. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.
We also thank the City of Boston Department of Innovation and Technology and the MassDOT Office of Performance Management and Innovation for their advice, logistical support, and contributions of data.
To request further information or make other inquiries, please contact Andrei Lapets (a@lapets.io).