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Articles 31 - 60 of 147
Full-Text Articles in Urban Studies
Is A Smart City Framework The Key To Disaster Resilience? A Systematic Review, Kijin Seong, Junfeng Jiao
Is A Smart City Framework The Key To Disaster Resilience? A Systematic Review, Kijin Seong, Junfeng Jiao
Research Collection College of Integrative Studies
Despite a growing body of research on the smart city framework for disaster resilience, a comprehensive systematic literature review from urban planning perspectives has never been attempted. In this review of smart and resilient cities, we distill vital learning and shared concepts, identify research trends and limitations, and suggest avenues for future research. The results reveal that reviewed articles primarily focused on methodological approaches addressing how to adapt technologies for disaster resilience, yet rarely discussed the sociological approaches to environment, economy, and governance. This study will provide a reference to trace existing research and suggest equitable smart resilience.
From The Square To The Shopping Mall: New Social Media, State Surveillance, And The Evolving Geographies Of Urban Protest, Andrew Stokols
From The Square To The Shopping Mall: New Social Media, State Surveillance, And The Evolving Geographies Of Urban Protest, Andrew Stokols
Research Collection College of Integrative Studies
Despite the rise of social media as a major factor in protests since the early 2010s, scholars have documented the continued importance of urban space and “place-based networks” for social movements. However, the 2019–2020 Hong Kong Anti-ELAB protests saw a shift from occupying symbolic public space to a more variegated use of urban spaces in the city. Combining network analysis of Telegram channels and georeferencing of protest events, this study shows how new digital media platforms such as Telegram enabled a diverse array of protest activities, as well as a shift from formal centrally located civic spaces to a wider …
Young Women In Cities, Yumi Koh, Jing Li, Yifan Wu, Junjian Yi, Hanzhe Zhang
Young Women In Cities, Yumi Koh, Jing Li, Yifan Wu, Junjian Yi, Hanzhe Zhang
Research Collection School Of Economics
Young women outnumber young men in cities in many countries during periods of economic growth and urbanization. This gender imbalance among young urbanites is more pronounced in larger cities. We use the gradual rollout of special economic zones across China as a quasi-experiment to establish the causes of this gender imbalance. Our analysis suggests that a key contributor is gender-differential incentives to migrate due to rural women’s higher likelihood of marrying and marrying up in cities when urbanization creates more economic opportunities and an abundance of high-income marriage-age men.
Durations Of Dockless E-Scooter Trips Before And During The Covid-19 Pandemic In Austin, Tx: An Analysis Using Hazard-Based Duration Models, Amin Azimian, Junfeng Jiao
Durations Of Dockless E-Scooter Trips Before And During The Covid-19 Pandemic In Austin, Tx: An Analysis Using Hazard-Based Duration Models, Amin Azimian, Junfeng Jiao
Research Collection College of Integrative Studies
The pandemic arising from the 2019 coronavirus disease has significantly affected all facets of human life across the world, including economies and transportation systems, thereby changing people’s travel behaviors. This research was aimed at exploring the relationship between socio-economic factors and e-scooter trip durations before and during the pandemic. We developed a hazard-based duration approach and estimated multiple spatial and non-spatial models on the basis of 2019 and 2020 dockless e-scooter data collected from the City of Austin’s Open Data Portal. The results indicated an overall increase in e-scooter trip durations after the pandemic. Moreover, analysis of variables revealed potential …
Bike-Sharing Station Usage And The Surrounding Built Environments In Major Texas Cities, Louis G. Alcorn, Junfeng Jiao
Bike-Sharing Station Usage And The Surrounding Built Environments In Major Texas Cities, Louis G. Alcorn, Junfeng Jiao
Research Collection College of Integrative Studies
This study analyzes the effect of different built environments on bike-share usage in nascent dock-based systems in three Texas cities. Past research offers little insight as to whether elements associated with higher bicycle usage in major cities affect ridership in secondary, developing bike-share markets within lower density American cities. In Austin and Houston, a positive relationship emerges between bike-share usage and proximity to high-comfort bicycle facilities. All three cities demonstrated surprisingly minimal relationship between bike-share usage and other proven drivers of bicycling activity in urban areas, which may result from system design for leisure- and recreation-based trips.
What Are The Relationships Between Public Transit And Gentrification Progress? An Empirical Study In The New York-Northern New Jersey-Long Island Areas, Yefu Chen, Hao Xi, Junfeng Jiao
What Are The Relationships Between Public Transit And Gentrification Progress? An Empirical Study In The New York-Northern New Jersey-Long Island Areas, Yefu Chen, Hao Xi, Junfeng Jiao
Research Collection College of Integrative Studies
Transit-oriented development has been a widely accepted tool among transportation planning practitioners; however, there are concerns about the risk of increasing residential property values leading to gentrification or displacements. Therefore, it is critical to provide precise investigations of the relationships between public transit and gentrification. Although numerous studies have explored this topic, few have discussed these relationships based on detailed measurements of gentrification from a regional perspective. This study aims to fill the research gap by measuring the gentrification subcategories through a hierarchical definition based on data in the New York–Northern New Jersey–Long Island areas and applying the transit desert …
Hawker Culture And Its Infrastructure: Experiences And Contestations In Everyday Life, Lily Kong, Aidan Wong
Hawker Culture And Its Infrastructure: Experiences And Contestations In Everyday Life, Lily Kong, Aidan Wong
Research Collection College of Integrative Studies
Hawker foods characterize urban Asia, with similarities and differences across cities that forge both cultural commonalities and distinctions. From the itinerant to the fixed location, from the temporary sites to the purpose-built, hawker foods are served in informal settings, with varying degrees of tradition and innovation, hygiene and squalidness, local authenticity and globalized influence. In the side-streets of Beijing where local delicacies such as scorpion are served, to the abundant food cart vendors on Bangkok streets, to the warung (small, typically family-owned eateries) in Surabaya, and the carefully planned and designed hawker centres in Singapore, hawker culture is a distinctive …
Utilizing Wearable Technology To Characterize And Facilitate Occupant Collaborations In Flexible Workspaces, Kristi Maisha, Mario Frei, Matias Quintana, Xuan Yun Chua, Rishee Jain, Clayton Miller
Utilizing Wearable Technology To Characterize And Facilitate Occupant Collaborations In Flexible Workspaces, Kristi Maisha, Mario Frei, Matias Quintana, Xuan Yun Chua, Rishee Jain, Clayton Miller
Research Collection College of Integrative Studies
Hybrid working strategies have become, and will continue to be, the norm for many offices. This raises two considerations: newly unoccupied spaces needlessly consume energy, and the occupied spaces need to be effectively used to facilitate meaningful interactions and create a positive, sustainable work culture. This work aims to determine when spontaneous, collaborative interactions occur within the building and the environmental factors that facilitate such interactions. This study uses smartwatch-based micro-surveys using the Cozie platform to identify the occurrence of and spatially place interactions while categorizing them as a collaboration or distraction. This method uniquely circumvents pitfalls associated with surveying …
Forest Structure And Composition Alleviate Human Thermal Stress, Loïc Gillerot, Dries Landuyt, Rachel Oh, Winston T. L. Chow, Et Al
Forest Structure And Composition Alleviate Human Thermal Stress, Loïc Gillerot, Dries Landuyt, Rachel Oh, Winston T. L. Chow, Et Al
Research Collection College of Integrative Studies
Current climate change aggravates human health hazards posed by heat stress. Forests can locally mitigate this by acting as strong thermal buffers, yet potential mediation by forest ecological characteristics remains underexplored. We report over 14 months of hourly microclimate data from 131 forest plots across four European countries and compare these to open-field controls using physiologically equivalent temperature (PET) to reflect human thermal perception. Forests slightly tempered cold extremes, but the strongest buffering occurred under very hot conditions (PET >35°C), where forests reduced strong to extreme heat stress day occurrence by 84.1%. Mature forests cooled the microclimate by 12.1 to …
Harmonized Gap-Filled Datasets From 20 Urban Flux Tower Sites, Matthew Lipson, Sue Grimmond, Martin Best, Winston T. L. Chow
Harmonized Gap-Filled Datasets From 20 Urban Flux Tower Sites, Matthew Lipson, Sue Grimmond, Martin Best, Winston T. L. Chow
Research Collection College of Integrative Studies
A total of 20 urban neighbourhood-scale eddy covariance flux tower datasets are made openly available after being harmonized to create a 50 site–year collection with broad diversity in climate and urban surface characteristics. Variables needed as inputs for land surface models (incoming radiation, temperature, humidity, air pressure, wind and precipitation) are quality controlled, gap-filled and prepended with 10 years of reanalysis-derived local data, enabling an extended spin up to equilibrate models with local climate conditions. For both gap filling and spin up, ERA5 reanalysis meteorological data are bias corrected using tower-based observations, accounting for diurnal, seasonal and local urban effects …
What The Latest Science On Impacts, Adaptation And Vulnerability Means For Cities And Urban Areas, I Adelekan, A. Cartwright, Winston T. L. Chow, Et Al See Comments For Full List Of Authors
What The Latest Science On Impacts, Adaptation And Vulnerability Means For Cities And Urban Areas, I Adelekan, A. Cartwright, Winston T. L. Chow, Et Al See Comments For Full List Of Authors
Research Collection College of Integrative Studies
The Summary for Urban Policymakers (SUP) Volume II focuses on impacts, adaptation and vulnerability in cities and urban areas. Drawing on latest research, this volume summarises key findings of the IPCC Working Group II Report for urban policy makers. The scale, reach, and complexity of contemporary urbanization compounds climate risks and conditions adaptation. While cities are embedded in diverse regional contexts and differentially exposed to climate risks, they present key opportunities for a more rapid transition to equitable and climate-resilient development. This volume highlights how cities and regions are a primary locus for innovation and societal choices towards adaptation solutions …
Are There Transit Deserts In Europe? A Study Focusing On Four European Cases Through Publicly Available Data, Yefu Chen, Junfeng Jiao
Are There Transit Deserts In Europe? A Study Focusing On Four European Cases Through Publicly Available Data, Yefu Chen, Junfeng Jiao
Research Collection College of Integrative Studies
Public transit has been proven as an affordable travel method, while the inequitable distribution is a rising concern among practitioners and researchers. A transit desert, based on the demand and supply concept in measuring the mismatch in allocating the level of public transit service, has proved its ability to be applied in cases across countries. According to this concept, this study investigated transit deserts in four cases in Europe. Results indicate that the public transit system in Grand Paris and Madrid are superior due to a smaller population living in areas where public transit cannot meet the demand. Moreover, we …
Analysing Impacts Of Urban Morphological Variables And Density On Outdoor Microclimate For Tropical Cities: A Review And A Framework Proposal For Future Research Directions, Shreya Banerjee, Ngai Yan Ching, Sin Kang Yik, Yuliya Dzyuban, Peter Jay Crank, Xin Yi Pek, Winston T. L. Chow
Analysing Impacts Of Urban Morphological Variables And Density On Outdoor Microclimate For Tropical Cities: A Review And A Framework Proposal For Future Research Directions, Shreya Banerjee, Ngai Yan Ching, Sin Kang Yik, Yuliya Dzyuban, Peter Jay Crank, Xin Yi Pek, Winston T. L. Chow
Research Collection College of Integrative Studies
Modifying urban morphology, defined as mass, density, and orientation of building stock in cities, are well-known heat mitigation strategies addressing urban heat islands (UHI) at various scales and consequent thermal discomfort. However, varying morphological aspects may have divergent effects on Outdoor Thermal Comfort (OTC) in cities. Unlike UHI, which is derived from urban-rural temperature differences, OTC can be quantified by thermal comfort indices considering the objective assessment of microclimatic variables including air temperature (Ta), relative humidity (RH), mean radiant temperature (TMRT), and wind speed (Va), as well as a subjective assessment of individual perception. In Singapore and other tropical cities, …
From Shared Micro-Mobility To Shared Responsibility: Using Crowdsourcing To Understand Dockless Vehicle Violations In Austin, Texas, Shunhua Bai, Junfeng Jiao
From Shared Micro-Mobility To Shared Responsibility: Using Crowdsourcing To Understand Dockless Vehicle Violations In Austin, Texas, Shunhua Bai, Junfeng Jiao
Research Collection College of Integrative Studies
In recent years, many progressive U.S. cities have witnessed the rapid popularization of dockless small vehicles as a car-free travel alternative to meet the short distance travel demand. The research gap exists in revealing the social outcome of the massive influx of shared small vehicles on public space. To that end, this study analyzed 4,100 parking violation reports in Austin, Texas, crowdsourced from the Austin 311 non-emergency service request system. The results showed that sidewalk and other public space intrusions were the two most frequently reported violations. Additionally, it found that improperly parked vehicles in parks required the longest time …
Individual Perceptions Of Climate Anomalies And Collective Action: Evidence From An Artefactual Field Experiment In Malaysian Borneo, Terry Van Gevelt, T. Zamanb, K.N. Chanc, M.M. Bennettd
Individual Perceptions Of Climate Anomalies And Collective Action: Evidence From An Artefactual Field Experiment In Malaysian Borneo, Terry Van Gevelt, T. Zamanb, K.N. Chanc, M.M. Bennettd
Research Collection College of Integrative Studies
We explore the effect of individual perceptions of climate anomalies on collective action within a context of environmental complexity and uncertainty. To do so, we construct two competing propositions that are theoretically robust but with very different real-world implications. Our first proposition suggests that collective action to adapt to climate change is likely to be more effective when perceptions of climate anomalies converge within a community. Our second proposition suggests the opposite: that convergence is likely to hinder adaptation behaviour. We use a community co-designed measure of perceptions and an artefactual field experiment to test our propositions and explore the …
Building Climate-Resilient Cities, Winston Chow
Building Climate-Resilient Cities, Winston Chow
Perspectives@SMU
Besides the 3R’s of reduce-reuse-recycle, people should also consider ASI – avoid, shift, and improve
Integrated Assessment Of Urban Overheating Impacts On Human Life, N. Nazarian, E. S. Krayenhoff, B. Bechtel, D. M. Hondula, R. Paolini, J. Vanos, T. Cheung, Winston T. L. Chow, Et Al
Integrated Assessment Of Urban Overheating Impacts On Human Life, N. Nazarian, E. S. Krayenhoff, B. Bechtel, D. M. Hondula, R. Paolini, J. Vanos, T. Cheung, Winston T. L. Chow, Et Al
Research Collection College of Integrative Studies
Urban overheating, driven by global climate change and urban development, is a major contemporary challenge that substantially impacts urban livability and sustainability. Overheating represents a multifaceted threat to the well-being, performance, and health of individuals as well as the energy efficiency and economy of cities, and it is influenced by complex interactions between building, city, and global scale climates. In recent decades, extensive discipline-specific research has characterized urban heat and assessed its implications on human life, including ongoing efforts to bridge neighboring disciplines. The research horizon now encompasses complex problems involving a wide range of disciplines, and therefore comprehensive and …
Exploring The Empirical Relationship Between Inner-City Blight And Urban Sprawl In The United States, Eric Fesselmeyer, Kiat Ying Seah
Exploring The Empirical Relationship Between Inner-City Blight And Urban Sprawl In The United States, Eric Fesselmeyer, Kiat Ying Seah
Research Collection College of Integrative Studies
Urban blight has been found to cause a variety of problems, including negatively affecting the value of surrounding properties and increasing neighborhood crime rates. If the same externalities that give rise to urban sprawl also contribute to urban blight, as is suggested by Brueckner and Helsley (2011), city center vacancy rates-an indication of blight-would increase with the extent of urban sprawl. This study adds to the sparse literature on the empirical relationship between urban sprawl and blight by finding that the city-center census tract vacancy rate is higher in more sprawling cities. The results of this article, therefore, provide support …
Climate Change And Lord Of The Rings?, Winston T. L. Chow
Climate Change And Lord Of The Rings?, Winston T. L. Chow
Research Collection College of Integrative Studies
Where did we make the ‘wrong turn’? Are we at the end of the road? Winston Chow, one of the lead authors of the 6th Assessment Report published by the Intergovernmental Panel on Climate Change (IPCC), shares his perspectives on how far down the road the world is on climate change.
Transboundary Air Pollution And Cross-Border Cooperation: Insights From Marine Vessel Emissions Regulations In Hong Kong And Shenzhen, Seung Kyum Kim, Terry Van Gevelt, Paul Joosse, Mia M. Bennett
Transboundary Air Pollution And Cross-Border Cooperation: Insights From Marine Vessel Emissions Regulations In Hong Kong And Shenzhen, Seung Kyum Kim, Terry Van Gevelt, Paul Joosse, Mia M. Bennett
Research Collection College of Integrative Studies
Many coastal cities regulate shipping emissions within their jurisdictions. However, the transboundary nature of air pollution makes such efforts largely ineffective unless they are accompanied by reciprocal, legally-binding regulatory agreements with neighbouring cities. Due to various technical, economic, and institutional barriers, it has thus far been difficult to isolate the effects of legally-binding cross-border cooperation on vessel emissions at the city-level. We exploit the unique administrative characteristics of Hong Kong and its relationship with neighbouring cities in China's Pearl River Delta to isolate the effect of legally-binding cross-border cooperation. Using a regression discontinuity design, we find that Hong Kong's unilateral …
Sentiment Analysis Of Weather-Related Tweets From Cities Within Hot Climates, Yuliya Dzyuban, Graces N. Y. Ching, Sin Kang Yik, Adrian J. Tan, Peter J. Crank, Shreya Banerjee, Rachel Xin Yi Pek, Winston T. L. Chow
Sentiment Analysis Of Weather-Related Tweets From Cities Within Hot Climates, Yuliya Dzyuban, Graces N. Y. Ching, Sin Kang Yik, Adrian J. Tan, Peter J. Crank, Shreya Banerjee, Rachel Xin Yi Pek, Winston T. L. Chow
Research Collection College of Integrative Studies
Evidence exists that exposure to weather hazards, particularly in cities subject to heat island and climate change impacts, strongly affects individuals’ physical and mental health. Personal exposure to and sentiments about warm conditions can currently be expressed on social media, and recent research noted that the geotagged, time-stamped, and accessible social media databases can potentially be indicative of the public mood and health for a region. This study attempts to understand the relationships between weather and social media sentiments via Twitter and weather data from 2012 to 2019 for two cities in hot climates: Singapore and Phoenix, Arizona. We first …
Estimating E-Scooter Traffic Flow Using Big Data To Support Planning For Micromobility, Feng Chen, Junfeng Jiao, Haofeng Wang
Estimating E-Scooter Traffic Flow Using Big Data To Support Planning For Micromobility, Feng Chen, Junfeng Jiao, Haofeng Wang
Research Collection College of Integrative Studies
Dockless e-scooter sharing, as a new shared micromobility service, has quickly gained popularity in recent years. In this paper, we present a practical approach to estimating e-scooter flow patterns without knowing the actual routes taken by the e-scooter riders. Our method takes advantage of a huge open dataset that contains the origins and destinations of millions of trips. We show that our models can help cities better support the emerging shared micromobility service. The additional information generated in the modeling process can also be useful for a more refined analysis of e-scooter trips.
Technical Report: Reviewing The Relationships Between Urban Morphological Variables And Outdoor Thermal Comfort (Otc) To Assess Comfort Implication Of Densification For Singapore, Shreya Banerjee, Ngai Yan Ching, Sin Kang Yik
Technical Report: Reviewing The Relationships Between Urban Morphological Variables And Outdoor Thermal Comfort (Otc) To Assess Comfort Implication Of Densification For Singapore, Shreya Banerjee, Ngai Yan Ching, Sin Kang Yik
Research Collection College of Integrative Studies
Majority thermal comfort studies focus on exploring the relationships between subjective parameters such as personal, physiological, psychological, and behavioral attributes and how they shape Outdoor Thermal Comfort (OTC). Although some attempts have been made to analyze the impact of urban morphological variables, but few have explored the effect of urban densification on OTC. Assessing the impact of density attributes is especially important for highly dense cities such as Singapore. Keeping this in consideration, ths study aims to provide a review-based analysis connecting OTC and various density related morphological variables. Firstly, this report analyses existing literature to provide snapshots on various …
Five Key Points In The Ipcc Report On Climate Change Impacts And Adaptation, Lisa Schipper, Vanessa Castan Broto, Winston T. L. Chow
Five Key Points In The Ipcc Report On Climate Change Impacts And Adaptation, Lisa Schipper, Vanessa Castan Broto, Winston T. L. Chow
Research Collection College of Integrative Studies
The latest report from the UN’s Intergovernmental Panel on Climate Change (IPCC) looks at the impacts, adaptation and vulnerabilities associated with the climate crisis, and we are three of the 270 scientists and researchers who wrote it. The document reports stark new findings on the way current global warming of 1.1℃ is impacting natural and human systems, and on how our ability to respond will be increasingly limited with every additional increment of warming.
Commentary: Coastal Cities Like Singapore Face Outsized Risks – And Opportunities – In A Warming World, Winston T. L. Chow
Commentary: Coastal Cities Like Singapore Face Outsized Risks – And Opportunities – In A Warming World, Winston T. L. Chow
Research Collection College of Integrative Studies
Many Southeast Asian cities are at the frontline for rapid, concerted and effective climate action, says the Intergovernmental Panel on Climate Change report's lead author Winston Chow.
Technical Summary, Hans Portner, Winston T. L. Chow, Et Al. See Comments For Full List Of Authors
Technical Summary, Hans Portner, Winston T. L. Chow, Et Al. See Comments For Full List Of Authors
Research Collection College of Integrative Studies
This technical summary complements and expands the key findings of the Working Group (WG) II contribution to the Sixth Assessment Report (AR6) presented in the Summary for Policymakers and covers literature accepted for publication by 1 September 2021. It provides technical understanding and is developed from the key findings of chapters and cross-chapter papers (CCPs) as presented in their executive summaries and integrates across them. The report builds on the WGII contribution to the Fifth Assessment Report (AR5) of the IPCC and three special reports of the AR6 cycle providing new knowledge and updates. The three special reports are the …
Prediction Of “L” Train’S Daily Ridership In Downtown Chicago During The Covid-19 Pandemic, Amin Azimian, Junfeng Jiao
Prediction Of “L” Train’S Daily Ridership In Downtown Chicago During The Covid-19 Pandemic, Amin Azimian, Junfeng Jiao
Research Collection College of Integrative Studies
In this study, we utilized a random forest model to predict the “L” train’s daily ridership in the Chicago downtown area during the pandemic based on environmental, transportation, and COVID-19-related factors. The results indicated that the model accurately predicts ridership one month in advance. However, its accuracy degraded over time. Moreover, average temperature, stay-at-home order status, and percentage of home renters were found to be the most important factors contributing to ridership.
Cities And Settlements By The Sea, Bruce Glavovic, Richard Dawson, Winston T. L. Chow, Matthias Garschagen, Chandni Singh, Adelle Thomas
Cities And Settlements By The Sea, Bruce Glavovic, Richard Dawson, Winston T. L. Chow, Matthias Garschagen, Chandni Singh, Adelle Thomas
Research Collection College of Integrative Studies
Cities and settlements (C&S) by the sea are on the frontline of climate change—they face climate-compounded risks that are amongst the highest, but are a key source of innovation in climate resilient development (high confidence)
Modeling Factors Contributing To Dockless E-Scooter Injury Accidents In Austin, Texas, Amin Azimian, Junfeng Jiao
Modeling Factors Contributing To Dockless E-Scooter Injury Accidents In Austin, Texas, Amin Azimian, Junfeng Jiao
Research Collection College of Integrative Studies
Objective: Over the past few years, increased e-scooter ridership has raised concerns about the growing number of injury accidents involving e-scooters. Additionally, given the lack of appropriate e-scooter accident data, the extent to which built environment and socioeconomic factors affect e-scooter safety is unclear. In consideration of these issues, this study was aimed at identifying the factors contributing to the number of e-scooter injury accidents in Austin. Methods: We developed zero-inflated Poisson (ZIP) and zero-inflated negative binomial (ZINB) models on the basis of 2018 dockless e-scooter injury accident data collected from the Patch platform. The results indicated that the ZIP …
Understanding E-Scooter Incidents Patterns In Street Network Perspective: A Case Study Of Travis County, Texas, Junfeng Jiao, Shunhua Bai, Seung Jun Choi
Understanding E-Scooter Incidents Patterns In Street Network Perspective: A Case Study Of Travis County, Texas, Junfeng Jiao, Shunhua Bai, Seung Jun Choi
Research Collection College of Integrative Studies
Dockless electric scooter (E-scooters) services have emerged in the United States as an alternative form of micro transit in the past few years. With the increasing popularity of E-scooters, it is important for cities to manage their usage to create and maintain safe urban environments. However, E-scooter safety in U.S. urban environments remains unexplored due to the lack of traffic and crash data related to E-scooters. Our study objective is to better understand E-scooter crashes from a street network perspective. New parcel level street network data are obtained from Zillow and curated in Geographic Information System (GIS). We conducted local …