gis study richmond and henrico air quality and race

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  • 8/2/2019 GIS STUDY Richmond and Henrico Air Quality and Race

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    GIS STUDY: Richmondand HenricoEnvironmental justice is an important concept that connects environmental

    problems with those impacted the most. Air pollution is a major cause of health

    hazards in populations, especially those living near roads. This study

    geographically describes, and graphically illustrates a relationship between race

    and poor air pollution. The Purpose of this study is to determine what groups ofpeople are most impacted by air pollution in Richmond and Henrico Virginia, and

    how smart planning can mitigate these effects.

    2011

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    Introduction

    It is important to many people living in the City of Richmond, and Henrico to live

    healthy lives, free of pollution and environmental hazards. Some have the option of

    walking outside, and breathing in fresh & clean air. Others may find this difficult because

    of the proximity to different sources of pollution. Being downwind from industrial sites,

    near heavily traversed roads like major interstates, or any other point or non-point

    sources will greatly increase health risks. The most susceptible (and overlooked)

    population in the US subject to serious health effects from air pollution may be those

    who live very near major regional transportation route, especially highways. People

    living within 200 Meters of highways are most likely to see health related issues from

    pollutants associated with vehicle emissions. (Brugge et al).

    Environmental justice is an important concept that connects environmental

    problems with those impacted the most. It is defined as The fair treatment and

    meaningful involvement of all people regardless of race, color, sex, national origin, or

    income with respect to the development, implementation, and enforcement of

    environmental laws.(U.S EPA) Air pollution is a major cause of health hazards in

    populations, especially those living near roads. This study is important to geographically

    describe, and graphically illustrate a relationship between race and disproportionate

    amounts air pollution. As the African National Congress pointed out in 1994, poverty

    and environmental degradation have been closely linked & the ANC made it clear that

    social, economic, and political relations were also part of the environmental equation

    and that environmental inequalities and injustices would be addressed as an integral

    part. (McDonald, Environmental Justice) The previous statement acts to substantiate

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    the purpose of the proposed study; to determine what groups of people are most

    impacted by air pollution in Richmond and Henrico Virginia, and how smart planning can

    mitigate these effects.

    The reason why it is important to determine which race is disproportionately

    impacted the greatest is for meaningful involvement as a component of environmental

    justice. This means that: (1) potentially affected community residents have an

    appropriate opportunity to participate in decisions about a proposed activity that will

    affect their environment and/or health; (2) the public's contribution can influence the

    regulatory agency's decision; (3) the concerns of all participants involved will be

    considered in the decision making process; and (4) the decision makers seek out and

    facilitate the involvement of those potentially affected. (U.S EPA)

    The transportation conformity process, dictated by the Clean Air Act of 1990

    (CAA), ensures that transportation projects meet air quality standards in order to be

    eligible for federal funding. Six criteria air pollutants under the CAA are ozone, carbon

    monoxide, particulate matter, sulfur dioxide, nitrogen dioxide, and lead. Any area that

    exceeds one or more of these standards is classified by the United States

    Environmental Protection Agency (USEPA) as a nonattainment area. As of June 15,

    2004, the Richmond region and Henrico county is classified by the USEPA as an ozone

    nonattainment area (Does not meet standards). The MPO (Metropolitan Planning

    organization) is responsible for planning and programming transportation projects for a

    geographic area. (Richmond Regional Planning District Commission)

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    Particulate Matter is particle pollution, a complex mixture of extremely small

    drops. This type of pollution is made up of a number of components like acids, organic

    chemicals, metals, soil or dust. Size of the particle is directly linked to potential health

    problems. Particles that are 10 micrometers in diameter pass through the nose easily,

    and enter the lungs. Inhalation of these particles can affect the heart and lungs, causing

    serious health problems. PM 10 is also known as inhalable coarse particles. They are

    typically found near road ways. (U.S EPA, PM)

    Methods

    Data Frame: Monitoring Aim 1, will determine and identify where a relationship

    exists between poor air quality and a specific demographic within 200 meters of monitor

    locations. To answer this first objective, I will use Esris GIS mapping software to

    perform a spatial analysis. This analysis will identify where the relationships exists

    between race and air pollution in Richmond and Henrico Virginia. The data I need will

    contain census information with race, and air quality monitoring sites. This will be crucial

    for symbolizing the spatial information data containing where we would see consistently

    higher amount of pollution in those areas.

    Census 2000 data was used and included population statistics based on race

    (White, Black, Hispanic, Asian, and Pacific Islander). A spatial join was performed

    between Henrico and Richmond shapefiles (tl_2010_51087_tabblock00, and

    tl_2010_51760_tabblock00, respectively) and census data (HenricoCensus.xls, and

    RichmondCensus.xls) retrieved from Tigerline. These two shape files were amended in

    a union to preserve census attributes, called Henric_union (HenRic.shp). I also obtained

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    Virginia DEQ air quality information. These were then added as a table (monitor

    sites.dbf), and displayed as XY data, and exported to a shape file

    (XYmonitor_sites.shp).

    The sites that exceeded 521ppm for total emissions were selected as attributes

    (exported to HighEmissionsites.dbf) and a shape file was created for Total Emissions

    exceeded (sitesgreater.shp). (see figure 1)

    A buffer was created (200mbuffer, 200mbuffer.shp) of 200 meters from the all

    monitor site. The clip tool was used on the 200mbuffer, and Henrico-Richmond shape

    file (200mbuffersclip,200mbuffeclip.shp). Using the identity tool, Studysites.shp was

    created from the 200mbuffersclip and the sites exceeding total emissions; Quebecor

    Printing Richmond Incorporated, Reynolds Metals Company Richmond Foil Plant, Philip

    Morris USA Inc - Blended Leaf and Philip Morris USA Manufacturing Center.

    In the first and second experiments, the amendment to the 1990 clean air act

    states emission standards represented in the National Ambient Air Quality Standards

    (NAAQS). Total emission standards will be determined by the addition of the values that

    exceed total emission standards (see table 1.1). (NAAQS EPA) The value used to

    show all criteria pollutants were exceeded is 521ppm. This is the total of all pollutant

    standards added together, that were measured annually during 2002 at the four study

    sites. Some sites may vary by a particular pollutant being exceeded; however we will

    look at total for aim 1.

    Relative Risk is the ratio of the probability of an event occurring between study

    groups. If the value calculated is greater than 1, then the relative risk for the

    experimental group (black people living within 200 meters of the Reynolds Metal Plant)

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    will be at a higher risk than the control group (people living within 200 meters of the

    Philip Morris manufacturing center).

    A clip of the buffers and the HenRic_union allowed me to look at who was most

    represented within 200 meters of the study locations that exceeded total emissions.

    Studysites was created from selecting attributes of the high emission sites that fell

    within the buffers clip. I was able to then create an excel sheet (table 1) showing the

    amount of people who fell in these areas.

    In the second data frame, Cause: Aim 2, the purpose is to determine and identify

    the cause of high pollution. Sites that exceed 521ppm for total emissions will be

    evaluated to see if the cause of the pollution is more likely the proximity to roads or the

    proximity to a factory. Answering this question with GIS will allow me to hypothesize

    where the pollution is coming from. This can be done by examining location attributes of

    the areas with poor air quality, and Particulate Matter 10 data from the proximity to

    roads, or other sources of potential high emission points. Using the clip tool, I selected

    the HenRic_union, and vdotallrd83_Project.shp and created a shapefile called

    RoadClip. I then used the measuring tool to evaluate if all of my 4 sites were within 200

    meters. Sites that do not fall within 200 meters of major roads can be excluded as

    potentially being more effected by high emissions due to cars than industrial sites. If a

    site falls within 200 meters of a major roadway, and has a PM10 value exceeding 150

    g/m3, we can attribute the roadway as a major contributor to poor health.

    Cause: Aim 3 uses total emissions exceed, HenRic_union and a basemap added

    from add data, add basemap, imagery. A polygon shape file was created called

    mitigation to create areas near the sites. This information is intended to be used by

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    smart planners to build a park, or other green areas like Green Roofs. This should

    help to minimize the effects of air pollution in that area. A new feature template was also

    created called mitigation in the process. Polygons were created near the sites to assist

    planners.

    Results

    From table 1(studysitestable.xls), we can see 1281 people are represented in the

    four study locations that exceed 521ppm total emissions. The black population (1175)

    was disproportionately represented to the white population (61). Hispanic, Asian and

    Pacific Islander were nominally represented. This data met my assumptions, as

    minorities can be affected by air pollution due to their proximity of hazard sources. The

    study sites population totals based on race were only included from sites that exceeded

    total emissions.

    Two study sites that exceeded total emissions were chosen to evaluate the

    Relative Risk: Reynolds Metals Company Foil plant, and Philip Morris USA

    manufacturing center for black and non-black people. People who live within 200

    meters, of the Reynolds metal plant, and are black represent 16 times (P^= 16/1, See

    table 3) the amount of the population as non-black. Those who live within 200 meters, of

    Philip Morris Manufacturing center and black represent 5 times (P^= 202/39, See table

    3) the amount as non-black. The Relative Risk for black people living within 200m of

    Reynolds Metals is 2.93, compared to black people living near the Philip Morris site

    (table 3).

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    The Philip Morris Manufacturing Center had a high particulate matter 10 =17.56

    (table 2) The Philip Morris USA manufacturing center was located 109 meters from I-95;

    the distance is much shorter than the Reynolds Metals Company at 1.14 Km, and had

    significantly lower PM 10 =0.32 (table 2). (see figure 2)

    For aim 3, the results of the green roofs or parks would need to be evaluated by

    comparing monitor results from a later year. This would help planners to evaluate if the

    action taken to mitigate air pollution effects were successful.

    Discussion

    All people in the study areas need to be notified that they are at much higher risk

    for poor health from hazardous air pollution. Due to their location, black people are most

    impacted by pollution that exceeds air quality standards greatly. After being identified,

    and notified, they can be one step closer in having some control over the amount of

    pollution being emitted near their homes. Participation is a part of environmental justice

    that is fundamental to transforming their well-being.

    The buffer zone located around the Philip Morris Manufacturing center had

    significantly higher PM 10 values than the Reynolds Metal Company. This could

    indicate I-95 as a primary emission source. The distance of 109 meters means that it

    falls well within the 200m buffer zone. People in this area may have two major emission

    sources causing pollution.

    The Relative Risk for black people living near the Reynolds Metal indicated that

    you would be at higher risk to pollution in that area compared to the risk of living near

    Philip Morris USA. This is based on population proportions and doesnt indicate the

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    direct consequence of living in proximity to Reynolds Metals Vs. Philip Morris. The ratio

    only tells us that if you only had a choice living near the two sites, it is best to live near

    Philip Morris.

    Linked natural areas and parks reduce greenhouse gas emissions. A self-reliant

    city attempts to reduce the impacts of pollution in-situ. (Haughten, 1997).It is possible to

    retrofit cities with areas. The benefits of having parks in cities beyond the reduction of

    pollution is that it gives people something to walk to. Instead of driving people may

    choose to locate services and increase overall health in the process. (Condon, Seven

    Rules) It could be possible to put bicycle lanes in, easing the effects of pollution. A

    possible way to alleviate the pollution is by smart planning. By spatially showing where

    air pollution occurs in high concentration will reveal general areas of occurrences. If we

    know where the problems are, we can decide best approach of how to reduce the

    pollution in these areas.

    Smart planners can take this information and retrofit areas to be green

    compatible. About thirty percent of the global carbon dioxide comes from the U.S and

    Canada. About a quarter of this air pollution comes from transportation (Condon, Seven

    Rules). This makes it extremely important to identify these areas of high concentration

    of air pollution. Only after identifying the areas, we can begin make the necessary

    changes to prevent poor health.

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    APPENDIX

    Table 1

    Population in four study sites

    White Black HispanicNa Asian PacificIsl TL_2010

    1 16 0 0 0 Block 10

    3 16 0 0 0 Block 20

    0 0 0 0 0 Block 20

    0 0 0 0 0 Block 20

    1 1 0 0 0 Block 20

    0 0 0 0 0 Block 40

    0 0 0 0 0 Block 20

    0 0 0 0 0 Block 10

    0 0 0 0 0 Block 10

    9 138 0 0 0 Block 40

    0 0 0 0 0 Block 20

    7 17 0 0 0 Block 20

    0 0 0 0 0 Block 20

    0 0 0 0 0 Block 20

    0 0 0 0 0 Block 20

    0 0 0 0 0 Block 40

    0 0 0 0 0 Block 40

    0 0 0 0 0 Block 40

    0 0 0 0 0 Block 40

    38 202 1 0 0 Block 10

    0 0 0 0 0 Block 20

    2 12 0 0 0 Block 20

    0 0 0 2 0 Block 20

    0 0 0 0 0 Block 20

    0 4 0 0 0 Block 40

    0 0 0 0 0 Block 40

    0 13 0 0 0 Block 20

    0 0 0 0 0 Block 200 756 0 1 0 Block 40

    1281.00 61.00 1175.00 1.00 3.00

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    Table 1.1

    National Ambient Air Quality Standards

    Primary Standards Secondary Standards

    Pollutant Level Averaging Time Level Averaging Time

    Carbon

    Monoxide

    9 ppm

    (10 mg/m3)

    8-hour(1)

    None

    35 ppm

    (40 mg/m3)

    1-hour(1)

    Lead 0.15 g/m3(2) Rolling 3-MonthAverage

    Same as Primary

    Nitrogen

    Dioxide

    53 ppb(3) Annual

    (Arithmetic Average)

    Same as Primary

    100 ppb 1-hour(4) None

    Particulate

    Matter(PM10)

    150 g/m3 24-hour(5) Same as Primary

    Particulate

    Matter(PM2.5)

    15.0 g/m3 Annual(6)

    (Arithmetic Average)

    Same as Primary

    35 g/m3 24-hour(7) Same as Primary

    Ozone 0.075 ppm

    (2008 std)

    8-hour(8) Same as Primary

    0.08 ppm

    (1997 std)

    8-hour(9)

    Same as Primary

    0.12 ppm 1-hour(10) Same as Primary

    Sulfur

    Dioxide

    0.03 ppm Annual

    (Arithmetic Average)

    0.5 ppm 3-hour(1)

    http://www.epa.gov/airquality/urbanair/co/http://www.epa.gov/airquality/urbanair/co/http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/airquality/lead/http://www.epa.gov/air/criteria.html#2http://www.epa.gov/air/criteria.html#2http://www.epa.gov/air/criteria.html#2http://www.epa.gov/airquality/nitrogenoxides/http://www.epa.gov/airquality/nitrogenoxides/http://www.epa.gov/air/criteria.html#3http://www.epa.gov/air/criteria.html#3http://www.epa.gov/air/criteria.html#3http://www.epa.gov/air/criteria.html#4http://www.epa.gov/air/criteria.html#4http://www.epa.gov/air/criteria.html#4http://www.epa.gov/pm/http://www.epa.gov/pm/http://www.epa.gov/pm/http://www.epa.gov/air/criteria.html#5http://www.epa.gov/air/criteria.html#5http://www.epa.gov/air/criteria.html#5http://www.epa.gov/pm/http://www.epa.gov/pm/http://www.epa.gov/pm/http://www.epa.gov/air/criteria.html#6http://www.epa.gov/air/criteria.html#6http://www.epa.gov/air/criteria.html#6http://www.epa.gov/air/criteria.html#7http://www.epa.gov/air/criteria.html#7http://www.epa.gov/air/criteria.html#7http://www.epa.gov/groundlevelozone/http://www.epa.gov/air/criteria.html#8http://www.epa.gov/air/criteria.html#8http://www.epa.gov/air/criteria.html#8http://www.epa.gov/air/criteria.html#9http://www.epa.gov/air/criteria.html#9http://www.epa.gov/air/criteria.html#9http://www.epa.gov/air/criteria.html#10http://www.epa.gov/air/criteria.html#10http://www.epa.gov/air/criteria.html#10http://www.epa.gov/airquality/sulfurdioxide/http://www.epa.gov/airquality/sulfurdioxide/http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/airquality/sulfurdioxide/http://www.epa.gov/airquality/sulfurdioxide/http://www.epa.gov/air/criteria.html#10http://www.epa.gov/air/criteria.html#9http://www.epa.gov/air/criteria.html#8http://www.epa.gov/groundlevelozone/http://www.epa.gov/air/criteria.html#7http://www.epa.gov/air/criteria.html#6http://www.epa.gov/pm/http://www.epa.gov/pm/http://www.epa.gov/air/criteria.html#5http://www.epa.gov/pm/http://www.epa.gov/pm/http://www.epa.gov/air/criteria.html#4http://www.epa.gov/air/criteria.html#3http://www.epa.gov/airquality/nitrogenoxides/http://www.epa.gov/airquality/nitrogenoxides/http://www.epa.gov/air/criteria.html#2http://www.epa.gov/airquality/lead/http://www.epa.gov/air/criteria.html#1http://www.epa.gov/air/criteria.html#1http://www.epa.gov/airquality/urbanair/co/http://www.epa.gov/airquality/urbanair/co/
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    Table 2

    High emission sites

    PLTNAME YEAR CO NOX VOC SO2 PM25 PM10 NH3 TOTE

    Quebecor Printing Richmond

    Incorporated 2002 12.18 14.50 695.14 0.09 0.32 0.32 0.46 72

    Reynolds Metals Company Richmond Foil

    Pl 2002 17.44 22.31 1834.19 7.97 1.33 1.41 0.73 188

    Philip Morris USA Inc - Blended Leaf (BL 2002 132.12 59.88 188.22 0.06 3.22 3.22 405.04 78

    Philip Morris USA Manufacturing Center 2002 13.38 360.58 249.35 531.98 14.40 17.56 12.10 118

    Table 3

    Relative Risk of Black Vs Other Race within 200m of 4 study sites

    Risk Total Emissions Exceeded

    Reynolds Metals Philip Morris

    Black 16 202

    Not Black 1 39

    Population Proportion P^ 16 5.17

    RR 2.935779817

    % 293.5779817

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    Figure 1

    Monitoring Aim 1High Emission Sites

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    Figure 2

    Reynolds Metal Company and Philip Morris USA Proximity to Roads.

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    Figure 3Potential Park Area

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    References

    Condon, Patrick M. Seven Rules for Sustainable Communities: Design Strategies for

    the Post-Carbon World. Island Press, 2010.

    McDonald, David A. Environmental Justice in South Africa. Athens, Georgia:University of Ohio Press. 2010. Google books.

    Haughten, Graham. Environmental Justice and the Sustainable City. Journal ofPlanning and Education and Research. 1997

    Richmond Regional Planning District Commission. A Citizens Guide to theTransportation Improvement Program. July 2004.

    Bruggeet al. Near

    -highway pollutants in motor vehicle exhaust: A review ofepidemiologic evidence of cardiac and pulmonary health risks. Environmental Health2007, 6:23 doi:10.1186/1476-069X-6-23 http://www.ehjournal.net/content/pdf/1476-069X-6-23.pdf

    U.S. EPA. Environmental Justice Program and Civil Rights. EPA United StatesEnvironmental Protection Agency. April 22, 2011. < http://www.epa.gov/ne/ej/>

    U.S. EPA PM. Particulate Matter. EPA United States Environmental ProtectionAgency. March 16, 2011.

    NAAQS EPA, National Ambient Air quality Standards. United States EnvironmentalProtection Agency. April 18, 2011.

    Baccarelli, A, et al. "Living near major traffic roads and risk of deep vein thrombosis."

    Circulation 119.24 (2009):3118

    http://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://arroyofilms.com/ftpuser/2nd%20wknd/Haughton.pdfhttp://www.richmondregional.org/Publications/Reports_and_Documents/TIP/TIP_Citizens_Guide_FY05.pdfhttp://www.richmondregional.org/Publications/Reports_and_Documents/TIP/TIP_Citizens_Guide_FY05.pdfhttp://www.ehjournal.net/content/pdf/1476-069X-6-23.pdfhttp://www.ehjournal.net/content/pdf/1476-069X-6-23.pdfhttp://www.epa.gov/ne/ej/http://www.epa.gov/air/criteria.htmlhttp://www.epa.gov/air/criteria.htmlhttp://www.epa.gov/ne/ej/http://www.ehjournal.net/content/pdf/1476-069X-6-23.pdfhttp://www.ehjournal.net/content/pdf/1476-069X-6-23.pdfhttp://www.richmondregional.org/Publications/Reports_and_Documents/TIP/TIP_Citizens_Guide_FY05.pdfhttp://www.richmondregional.org/Publications/Reports_and_Documents/TIP/TIP_Citizens_Guide_FY05.pdfhttp://arroyofilms.com/ftpuser/2nd%20wknd/Haughton.pdfhttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=falsehttp://books.google.com/books?id=F1WdPPD15pYC&printsec=frontcover&dq=david+a+mcdonald+what+is+justice&source=bl&ots=SGdOa_2V0-&sig=HnEMNlWzeBfKhhmQi-Q9aiBesjM&hl=en&ei=LduUTbTvDqmR0QHJqvD6Cw&sa=X&oi=book_result&ct=result&resnum=2&ved=0CB0Q6AEwAQ#v=onepage&q&f=false
  • 8/2/2019 GIS STUDY Richmond and Henrico Air Quality and Race

    17/17

    Data sources

    Virginia DEQ air monitoring

    (http://www.deq.virginia.gov/airquality/homepage.html )

    2000 Census Information

    (http://www.census.gov/geo/www/cob/bdy_files.html ).

    http://www.deq.virginia.gov/airquality/homepage.htmlhttp://www.deq.virginia.gov/airquality/homepage.htmlhttp://www.deq.virginia.gov/airquality/homepage.htmlhttp://www.census.gov/geo/www/cob/bdy_files.htmlhttp://www.census.gov/geo/www/cob/bdy_files.htmlhttp://www.census.gov/geo/www/cob/bdy_files.htmlhttp://www.census.gov/geo/www/cob/bdy_files.htmlhttp://www.deq.virginia.gov/airquality/homepage.html