Evaluating street view exposure measures of visible green space for health research

Urban green space, or natural environments, are associated with multiple physical and mental health outcomes. Several proposed pathways of action for these benefits (e.g., stress reduction and attention restoration) require visual perception of green space; however, existing green space exposure measures commonly used in epidemiological studies do not capture street-scale exposures. We downloaded 254 Google Street View (GSV) panorama images from Portland, Oregon and calculated percent of green in each image, called Green View Index (GVI). For these locations we also calculated satellite-based normalized difference vegetation index (NDVI), % tree cover, % green space, % street tree buffering, distance to parks, and several neighborhood socio-economic variables. Correlations between the GVI and other green space measures were low (−0.02 to 0.50), suggesting GSV-based measures captured unique information about green space exposures. We further developed a GVI:NDVI ratio, which was associated with the amount of vertical green space in an image. The GVI and GVI:NDVI ratio were weakly related to neighborhood socioeconomic status and are therefore less susceptible to confounding in health studies compared to other green space measures. GSV measures captured unique characteristics of the green space environment and offer a new approach to examine green space and health associations in epidemiological research.

[1]  J. Terradas,et al.  Contribution of Ecosystem Services to Air Quality and Climate Change Mitigation Policies: The Case of Urban Forests in Barcelona, Spain , 2014, AMBIO.

[2]  G. Daily,et al.  The impacts of nature experience on human cognitive function and mental health , 2012, Annals of the New York Academy of Sciences.

[3]  R. Ulrich Natural Versus Urban Scenes , 1981 .

[4]  K. Gaston,et al.  Health Benefits from Nature Experiences Depend on Dose , 2016, Scientific Reports.

[5]  F. Nieto,et al.  Exposure to Neighborhood Green Space and Mental Health: Evidence from the Survey of the Health of Wisconsin , 2014, International journal of environmental research and public health.

[6]  G. Kolt,et al.  Is Neighborhood Green Space Associated With a Lower Risk of Type 2 Diabetes? Evidence From 267,072 Australians , 2013, Diabetes Care.

[7]  Kathryn M Neckerman,et al.  Neighborhood safety and green space as predictors of obesity among preschool children from low-income families in New York City. , 2013, Preventive medicine.

[8]  J. Mihelcic,et al.  Accessibility and usability: Green space preferences, perceptions, and barriers in a rapidly urbanizing city in Latin America , 2012 .

[9]  C. Woodcock,et al.  Improvement and expansion of the Fmask algorithm: cloud, cloud shadow, and snow detection for Landsats 4–7, 8, and Sentinel 2 images , 2015 .

[10]  T. Gärling,et al.  Selective attention and heart rate responses to natural and urban environments. , 2003 .

[11]  J. Blum,et al.  Contribution of Ecosystem Services to Air Quality and Climate Change Mitigation Policies: The Case of Urban Forests in Barcelona, Spain , 2017 .

[12]  K Nakamura,et al.  Urban residential environments and senior citizens’ longevity in megacity areas: the importance of walkable green spaces , 2002, Journal of epidemiology and community health.

[13]  M. Bell,et al.  Association between greenness, urbanicity, and birth weight. , 2016, The Science of the total environment.

[14]  M. Hansen,et al.  Google Earth Engine: a new cloud-computing platform for global-scale earth observation data and analysis , 2011 .

[15]  Weixing Zhang,et al.  Assessing street-level urban greenery using Google Street View and a modified green view index , 2015 .

[16]  P. Hystad,et al.  Associations between residential greenness and birth outcomes across Texas , 2017, Environmental research.

[17]  Robert A Verheij,et al.  Vitamin G: effects of green space on health, well-being, and social safety , 2006, BMC public health.

[18]  Weidong Li,et al.  Who lives in greener neighborhoods? The distribution of street greenery and its association with residents' socioeconomic conditions in Hartford, Connecticut, USA , 2015 .

[19]  P. Grahn,et al.  Workplace greenery and perceived level of stress: Benefits of access to a green outdoor environment at the workplace , 2013 .

[20]  Andrew P. Jones,et al.  The relationship of physical activity and overweight to objectively measured green space accessibility and use. , 2010, Social science & medicine.

[21]  Ü. Halik,et al.  Effects of green space spatial pattern on land surface temperature: Implications for sustainable urban planning and climate change adaptation , 2014 .