UNITED STATES ENVIRONMENTAL PROTECTION AGENCY 

Office of Air Quality Planning and Standards 

Research Triangle Park, NC 27711 

July 22, 2010 

MEMORANDUM

SUBJECT: PM10 and PM10-2.5 Air Quality Analyses 

FROM: Mark Schmidt, OAR/OAQPS/AQAD 

Scott Jenkins, OAR/OAQPS/HEID 

TO: PM NAAQS Review Docket EPA-OAR-2007-0492

Overview

 

This memorandum documents PM10 and PM10-2.5 air quality analyses conducted to support the review of 

the particulate matter (PM) national ambient air quality standards (NAAQS). The purpose of these 

analyses is to inform staff conclusions on the current 24-hour PM10 standard as well as on potential 

alternative standards meant to protect against exposures to PM10-2.5. The following analyses are 

presented: 

 National and regional characterizations of PM10, PM10-2.5, and the ratio of PM10-2.5 to PM10 air 

quality concentrations 

 Estimates of PM10 and PM10-2.5 air quality concentrations in locations where U.S. epidemiologic 

studies of PM10-2.5 have been conducted 

 Relationship between PM10 expected exceedance concentration-equivalent design values and 98th

percentile PM10 and PM10-2.5 concentrations. 

 Estimates of the numbers/percentages of counties and populations not expected to meet various 

alternative PM10 NAAQS levels. 

General data processing

The air quality data for this project originated from EPA’s Air Quality System (AQS) data base, 

the official repository of NAAQS-comparable ambient measurements. Although the AQS was the 

original source of all data and/or data components used in this project, not all data were extracted directly 

from the AQS. Some of the data used in this project were procured from intermediate files produced for 

other data analysis activities, as described below. 

To create PM10 concentration summaries, monitor-level federal reference method (FRM) and 

federal equivalent method (FEM) daily summary (i.e., 24-hour average) information were extracted 

directly from the AQS in February and March of 2010 (1999 through 2008 data were extracted on 

February 2nd, and 1988 through 1998 data were extracted on March 15th). The extracted monitor-level 

daily summary concentrations were then aggregated to a site basis by averaging by site-day. In situations 

were there was more than one 24-hour average concentration reported for the same site location (i.e., 

collocated monitors) for the same day, the multiple 24-hour averages were averaged together. Three 

statistical metrics were computed from the site-level 24-hour average concentrations: 1) 3-year expected 
2

exceedance concentration-equivalent design values, 2) annual 98th percentile 24-hour average 

concentrations, and 3) annual second maxima 24-hour average concentrations. The metrics were 

computed at the site level and then aggregated over appropriate time periods as described in the next 

section. A completeness criterion of a minimum of 11 samples per quarter for all 4 quarters of each year 

(or all 12 quarters of a 3-year period for concentration-equivalent design values) was imposed on the sitebased metrics. An exception to this criterion was permitted for timeframes of interest that only covered 

partial years; in those situations, a minimum of 11 samples was required for all full quarters and a 

prorated minimum was required for the partial quarters. Partial quarters of only one month duration 

required at least 3 samples and partial quarters of two months duration required at least 7 samples. 

Of these 3 metrics, only PM10 expected exceedance concentration-equivalent design values are 

directly comparable to the NAAQS for PM10. The PM10 3-year expected exceedance concentrationequivalent design values were computed using the protocol specified in the PM10 SIP Development 

Guideline.1

 While PM10 expected exceedance concentration-equivalent design values can occasionally 

misrepresent the actual NAAQS violation status, in most situations concentration-equivalent design 

values do accurately portray the actual NAAQS status of an area. Therefore, these concentrationequivalent design values are useful for considering whether an area would likely have attained or violated 

the 24-hour PM10 NAAQS during a particular time period. The 3-year design values are reported using 

the end year of the 3-year period. Annual 98th percentile 24-hour average PM10 concentrations were 

identified using the same protocol specified for PM2.5 24-hour NAAQS comparisons; see 40 CFR Part 50, 

Appendix N.2 Annual second maximum 24-hour average PM10 concentrations were identified as the 

second highest 24-hour average concentration for a calendar year.3 

 

Twenty-four hour average PM10-25 estimates were derived by matching the site-level 24-hour 

average PM10 data file with a site-level federal reference method (FRM) 24-hour average PM2.5 file, and 

two files of meteorological measurements (one of 24-hour average barometric pressure and one of 24-

hour average temperature). The site-based 24-hour average PM2.5 file was generated on July 7th, 2009 for 

use in calculating NAAQS design values for 2006-2008 and previous 3-year periods. Monitor data are 

aggregated to a site level using the “primary monitor” protocol specified in 40 CFR Part 50, Appendix N. 

The meteorological data files were extracted directly from AQS on March 10, 2010; these data emanate 

from the PM2.5 FRM monitors and reporting to AQS is required for quality assurance purposes. They 

were used in the PM10-2.5 estimation procedure to convert the site-based PM10 data described above that 

are reported in standard temperature and pressure conditions (STP, i.e., 298 K, 760 mm Hg) to local 

 

1

 EPA-450/2-86-001 (1987). Under that protocol, the PM10 3-year expected exceedance concentration-equivalent design value 

is identified as the highest 24-hour average concentration over a 3-year period when there are 347 or fewer samples reported 

for that time-frame, the second highest 24-hour average concentration when there are 348 to 695 samples in the 3-year period, 

the third highest 24-hour average concentration when there are 696 to 1042 samples in the 3-year period, and the fourth highest

24-hour average concentration when there are 1043 or more samples reported over the 3-year period. 2

 Under that protocol, with a site-year containing 50 or fewer observations, the overall annual maximum 24-hour concentration 

is identified as the 98th percentile; when there are 51 to 100 observations in a year, the annual second maximum 24-hour 

concentration is called the 98th percentile; with 101 to 150 samples, the 98th percentile is the 3rd highest concentration; with 151 

to 200 samples, the 98th percentile is the 4th highest concentration; with 201 to 250 samples, the 98th percentile is the 5th highest 

concentration; with 251 to 300 samples, the 98th percentile is the 6th highest concentration; with 300 to 350 samples, the 98th

percentile is the 7th highest concentration; and when there are more than 350 samples in a year, the 98th percentile is the 8th

highest concentration that year. 

3

Prior to the work described in this memo, preliminary PM10 annual second maximum concentration summaries were computed 

from an existing data file of monitor-level annual information that was generated (on July 27, 2009) for use in a national 

characterization and trends analysis exercise that is conducted for all criteria pollutants every year. These concentrations were 

included in the first draft of the PM Policy Assessment (U.S. EPA, 2010). In situations where there was more than one monitor 

annual second max value at the same site, the highest one was used. The completeness criterion associated with the monitorlevel annual second maximum 24-hour average concentrations included in the intermediate file was a minimum of 30 samples 

in a year (quarter non-specific). 
3

conditions temperature and pressure. Since PM2.5 concentrations are reported in local conditions, this 

conversion puts the particle measurements on a like basis. Twenty-four hour average PM10-2.5 

concentrations were computed as the rounded (to zero decimal places) difference between the reported 

site-level PM2.5 24-hour average concentrations and the converted site-level PM10 24-hour average 

concentrations. 

Annual 98th percentile 24-hour average concentrations were computed for PM10-2.5. The metric 

was computed at the site level and then aggregated to area time-period levels as described in the following 

section. Site-level annual 98th percentile 24-hour average PM10-2.5 concentrations were identified from the 

site-based 24-hour average PM10-2.5 concentrations in the same manner as for PM10 (and also for PM2.5 

NAAQS comparisons). A completeness criterion of a minimum of 11 samples per quarter for all 4 

quarters of year (i.e., the same used for the annual PM10 metrics) was imposed on the PM10-2.5 site-level 

annual 98th percentile metric. 

National and regional characterizations of PM10, PM10-2.5, and the ratio of PM10-2.5 to PM10 air 

quality concentrations

 National and regional characterizations of PM10, PM10-2.5, and the ratio of PM10-2.5 to PM10 air 

quality concentrations were produced for the 3-year period 2006-2008. Regional definitions were those 

utilized in the epidemiologic study, “The Effect of Fine and Coarse Particulate Air Pollution on Mortality: 

A National Analysis” (Zanobetti and Schwartz, 2009; Environ. Health Perspect. 117; 898-903). Figure 1 

identifies these regional definitions. Figure 2 plots site-level distributions of the PM10 annual mean (top 

plot) and the PM10 98th percentile concentrations (bottom plot). In the box plots, the box denotes the 

interquartile range, the line through the box identifies the duistribution median, the whisker caps identify 

the 5th and 95th percentiles, and the star symbol shows the distribution mean. The numbers of site-years 

(and total sites) for each box plot are shown below the two figures. Figure 3 provides similar plots (and 

counts) for PM10-2.5. Figure 4 plots the site-level ratio of PM10-2.5 to PM10. Two plots are shown for each 

region (and the overall U.S.); the left plot shows the ratio as computed from all site-days, and the right 

plot shows the ratio when computed only from days when the PM10 concentration is greater than or equal 

to the corresponding site-year PM10 95th percentile. The numbers of site-years (and total sites) for each 

box plot are shown below the figure. 

Figure 1. Regional definitions used in the national chracterizations of PM10 and PM10-2.5. 

Region Description

Region 1: Humid subtropical climates & maritime temperate climates

Region 2: Warm summer, continental climates

Region 3: Hot summer, continental climates

Region 4 Dry climates

Region 5 Dry climates together with continental climates

Region 6 Mediterranean climates
4

 

0

10

20

30

40

50

60

70

80

Region 6:

Mediterranean 

climates

Region 4: 

Dry climates

Region 5:

Dry climates 

together with 

continental 

climate

Region 3:

Hot summer, 

continental 

climates

Region 2: 

Warm summer, 

continental 

cli-mates

Region 1: 

Humid subtropical 

climates & maritime 

temperate climates

All U.S.

μg/m3

Figure 2. Site-level distributions of PM10 annual mean and 98th percentile concentrations, 

2006-2008

0

100

200

300

μg/m3

Region 6:

Mediterranean 

climates

Region 4: 

Dry climates

Region 5:

Dry climates 

together with 

continental 

climate

Region 3:

Hot summer, 

continental 

climates

Region 2: 

Warm summer, 

continental 

cli-mates

Region 1: 

Humid subtropical 

climates & maritime 

temperate climates

All U.S.

N sit e-years 2432 461 310 401 339 265 603

N sit es 961 183 118 164 130 102 242

Number of: site-years / sites

Annual Mean 

98th Percentile 
5

-10

0

10

20

30

40

50

60

Region 6:

Mediterranean 

climates

Region 4: 

Dry climates

Region 5:

Dry climates 

together with 

continental 

climate

Region 3:

Hot summer, 

continental 

climates

Region 2: 

Warm summer, 

continental 

cli-mates

Region 1: 

Humid subtropical 

climates & maritime 

temperate climates

All U.S.

μg/m3

0

100

200

300

Region 6:

Mediterranean 

climates

Region 4: 

Dry climates

Region 5:

Dry climates 

together with 

continental 

climate

Region 3:

Hot summer, 

continental 

climates

Region 2: 

Warm summer, 

continental 

cli-mates

Region 1: 

Humid subtropical 

climates & maritime 

temperate climates

All U.S.

μg/m3

Figure 3. Distributions of site-level PM10-2.5 annual mean and 98th percentile concentrations, 

2006-2008

Annual Mean 

98th Percentile 

N sit e-years 914 162 65 98 171 159 232

N sit es 396 76 27 44 70 66 101

Number of: site-years / sites
6

PM10 and PM10-2.5 Air Quality in Locations where PM10-2.5 Epidemiologic Studies have been 

Conducted

Site-level PM10 annual second maximum 24-hour average concentrations, site-level PM10 annual 

98th percentile 24-hour average concentrations, site-level PM10-2.5 annual 98th percentile 24-hour average 

concentrations, and site-level 3-year expected exceedance concentration-equivalent design values were 

aggregated to area, multi-year period levels using a maximum value approach. That is, the highest valid 

site level metric in the area was selected for each year, and then those annual area maxima averaged over 

the relevant time frame assessed. An example calculation for a specific area is shown below: 

Calculation of area-period 98th percentiles 

1999 2000 2001 2002 2003 2004 2005

Site A 44 44 91 51 53

Site B 57 76 107 49 62 41 47

Site C 47 48 56 60

Site D 72 71 111 52 57 59 58

Site E 75 67 45 50 52 49

area annual 

maxima  72 76 111 52 91 59 60

period average of the 

annual maxima (a.k.a. 

maximum value 98th 

pecentiles (avg. of 7 

values to the left) 

74

City X

Area Site

Area 

period 

98th 

%iles 

Annual 98th Percentiles Using 11+ Obs Per Quarter Completeness 

Because the PM10 expected exceedance concentration-equivalent design values are 3-year metrics, 

some unique aggregation issues exist for them. Sometimes, there are annual second max values or annual 

98th percentile values generated for sites or areas but there are no corresponding 3-year design values. 

This occurs when the evaluated time-frame is less than three years, or when there are no consecutive three 

annual periods that meet the imposed completeness criteria. Also, for area aggregations that involved 

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

ratio

Region 6:

Mediterranean 

climates

Region 4: 

Dry climates

Region 5:

Dry climates 

together with 

continental 

climate

Region 3:

Hot summer, 

continental 

climate

Region 2: 

Warm summer, 

continental 

cli-mates

Region 1: 

Humid subtropical 

climates & maritime 

temperate climates

All U.S.

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

All days

PM10 > 95th

N sit e-years 914 162 65 98 171 159 232

N sit es 396 76 27 44 70 66 101

Number of: site-years / sites

Figure 4. Distributions of site-level ratio of PM10-2.5 to PM10, 2006-2008
7

study periods of four or more years, there is inherent bias in the summary estimate towards the middle 

years. For example, for a study period encompassing 1992-1995, taking an average of the 1992-1994 and 

1993-1995 design values would mean that the years 1993 and 1994 are likely represented twice that of the 

years 1993 and 1995. Since a site-level 3-year design value is only one discrete value in the 3-year 

period, quantification of the bias is difficult and actually may be more dependant on other factors such as 

meteorology. Table 1 below provides summary estimates for each area for the three PM10 air quality 

metrics and for the 98th percentile PM10-2.5 air quality metric. Attachment A lists the individual 

monitoring sites and time periods used for each area. 
8

Table 1. Summary of PM10 and PM10-2.5 Concentrations in Study Locations 

PM10 PM10-2.5

Study Area begin 

year 

end 

year 

Second 

Max 

(μg/m3) 

98th

percentile 

(μg/m3) 

3-year DV 

(μg/m3) 

98th

percentile 

(μg/m3) 

Chock, 2000 Pittsburgh, PA 1989 1991 195 136 199 

Fairley, 2003 Santa Clara, CA 1989 1996 103 94 130 

Ito, 2003 Detroit, MI 1992 1994 116 102 123 

Klemm, 2004 Atlanta, GA 1998 2000 68 74 76 35 

Lipfert, 2000 Philadelphia, PA 1992 1995 207 244 129 

Mar, 2007 Phoenix, AZ 1995 1997 199 163 307 

Metzger, 2004 Atlanta, GA 1993 2000 66 67 78 35 

NYS DOH, 2006 Bronx, NY 1999 2000 49 49 11 

NYS DOH, 2006 Manhattan, NY 1999 2000 57 52 19 

Ostro, 2003 Coachella Valley, CA 1989 1998 214 200 315 

Peel, 2005 Atlanta, GA 1993 2000 66 67 78 35 

Peng, 2008 Ada, ID 1999 2005 85 65 98 39 

Peng, 2008 Adams, CO 1999 2005 114 89 104 72 

Peng, 2008 Alameda, CA 1999 2005 58 53 84 23 

Peng, 2008 Allegheny, PA 1999 2005 132 110 139 30 

Peng, 2008 Allen, IN 1999 2005 41 41 21 

Peng, 2008 Baltimore, MD 1999 2005 67 67 92 47 

Peng, 2008 Bernalillo, NM 1999 2005 128 110 151 39 

Peng, 2008 Broward, FL 1999 2005 42 39 50 21 

Peng, 2008 Butler, OH 1999 2005 62 62 74 24 

Peng, 2008 Caddo, LA 1999 2005 46 46 61 26 

Peng, 2008 Camden, NJ 1999 2005 64 64 77 28 

Peng, 2008 Cameron, TX 1999 2005 96 67 105 27 

Peng, 2008 Clark, NV 1999 2005 206 113 252 78 

Peng, 2008 Clark, WA 1999 2005 37 37 62 17 

Peng, 2008 Contra Costa, CA 1999 2005 59 59 91 19 

Peng, 2008 Cook, IL 1999 2005 107 92 113 59 

Peng, 2008 Cumberland, ME 1999 2005 68 68 112 62 

Peng, 2008 Cuyahoga, OH 1999 2005 118 90 112 63 

Peng, 2008 Dallas, TX 1999 2005 62 62 80 37 

Peng, 2008 Davidson, TN 1999 2005 58 57 69 23 

Peng, 2008 DeKalb, GA 1999 2005 57 57 94 35 

Peng, 2008 Denver, CO 1999 2005 85 67 97 45 

Peng, 2008 District of Columbia 1999 2005 59 59 84 48 

Peng, 2008 Durham, NC 1999 2005 40 40 48 16 

Peng, 2008 East Baton Rouge, LA 1999 2005 45 45 55 38 

Peng, 2008 El Paso, TX 1999 2005 316 195 381 130 

Peng, 2008 Escambia, FL 1999 2005 41 41 60 17 

Peng, 2008 Fairfield, CT 1999 2005 52 52 85 13 

Peng, 2008 Fayette, KY 1999 2005 52 47 61 22 

Peng, 2008 Franklin, OH 1999 2005 79 75 101 62 

Peng, 2008 Fresno, CA 1999 2005 103 103 133 56 

Peng, 2008 Fulton, GA 1999 2005 72 70 118 37 

Peng, 2008 Genesee, MI 1999 2005 48 48 67 22 

Peng, 2008 Guilford, NC 1999 2005 40 40 49 9 

Peng, 2008 Hamilton, OH 1999 2005 60 59 85 33 

Peng, 2008 Hampden, MA 1999 2005 55 55 64 30 
9

Peng, 2008 Harris, TX 1999 2005 106 97 141 69 

Peng, 2008 Hennepin, MN 1999 2005 64 64 80 36 

Peng, 2008 Hillsborough, FL 1999 2005 74 70 94 27 

Peng, 2008 Hillsborough, NH 1999 2005 44 44 71 29 

Peng, 2008 Hudson, NJ 1999 2005 60 60 94 39 

Peng, 2008 Jackson, MO 1999 2005 54 54 76 37 

Peng, 2008 Jefferson, KY 1999 2005 65 59 71 28 

Peng, 2008 Kanawha, WV 1999 2005 55 50 69 19 

Peng, 2008 Kent, MI 1999 2005 50 49 58 17 

Peng, 2008 Kern, CA 1999 2005 127 121 184 79 

Peng, 2008 King, WA 1999 2005 48 46 27 

Peng, 2008 Kings, NY 1999 2005 41 57 14 

Peng, 2008 Knox, TN 1999 2005 57 53 66 19 

Peng, 2008 Lake, OH 1999 2005 47 47 61 14 

Peng, 2008 Lane, OR 1999 2005 72 64 87 21 

Peng, 2008 Lorain, OH 1999 2005 55 54 59 39 

Peng, 2008 Los Angeles, CA 1999 2005 97 91 109 54 

Peng, 2008 Madison, AL 1999 2005 53 48 56 17 

Peng, 2008 Madison, IL 1999 2005 113 96 127 67 

Peng, 2008 Mahoning, OH 1999 2005 56 56 72 20 

Peng, 2008 Maricopa, AZ 1999 2005 183 178 244 75 

Peng, 2008 Marion, IN 1999 2005 55 55 78 27 

Peng, 2008 Mecklenburg, NC 1999 2005 55 55 73 18 

Peng, 2008 Miami-Dade, FL 1999 2005 49 49 58 34 

Peng, 2008 Mobile, AL 1999 2005 99 99 149 25 

Peng, 2008 Multnomah, OR 1999 2005 52 50 92 17 

Peng, 2008 New Haven, CT 1999 2005 87 75 89 55 

Peng, 2008 Niagara, NY 1999 2005 47 49 54 22 

Peng, 2008 Norfolk (City), VA 1999 2005 37 37 62 13 

Peng, 2008 Nueces, TX 1999 2005 57 57 78 34 

Peng, 2008 Oklahoma, OK 1999 2005 53 53 66 30 

Peng, 2008 Orange, FL 1999 2005 42 42 56 25 

Peng, 2008 Orleans, LA 1999 2005 42 42 62 21 

Peng, 2008 Palm Beach, FL 1999 2005 46 46 48 40 

Peng, 2008 Philadelphia, PA 1999 2005 66 66 100 38 

Peng, 2008 Pierce, WA 1999 2005 56 56 94 31 

Peng, 2008 Pima, AZ 1999 2005 137 107 149 70 

Peng, 2008 Pinellas, FL 1999 2005 53 53 73 23 

Peng, 2008 Providence, RI 1999 2005 63 63 72 23 

Peng, 2008 Pulaski, AR 1999 2005 54 54 52 23 

Peng, 2008 Ramsey, MN 1999 2005 78 69 95 54 

Peng, 2008 Richland, SC 1999 2005 113 87 139 21 

Peng, 2008 Richmond, NY 1999 2005 44 44 10 

Peng, 2008 Riverside, CA 1999 2005 152 136 258 115 

Peng, 2008 Rockingham, NH 1999 2005 34 34 17 

Peng, 2008 Sacramento, CA 1999 2005 91 68 103 37 

Peng, 2008 Salt Lake, UT 1999 2005 141 98 283 83 

Peng, 2008 San Bernardino, CA 1999 2005 185 107 176 58 

Peng, 2008 San Diego, CA 1999 2005 103 103 136 39 

Peng, 2008 San Francisco, CA 1999 2005 56 56 70 30 

Peng, 2008 San Joaquin, CA 1999 2005 100 73 117 51 

Peng, 2008 San Mateo, CA 1999 2005 52 52 71 23 
10

Peng, 2008 Santa Clara, CA 1999 2005 67 66 77 32 

Peng, 2008 Spokane, WA 1999 2005 101 73 102 53 

Peng, 2008 St. Clair, IL 1999 2005 68 68 100 37 

Peng, 2008 St. Joseph, IN 1999 2005 50 50 88 26 

Peng, 2008 St. Louis (City) 1999 2005 145 125 139 38 

Peng, 2008 St. Louis, MN 1999 2005 61 61 82 30 

Peng, 2008 Stanislaus, CA 1999 2005 94 90 121 50 

Peng, 2008 Stark, OH 1999 2005 55 54 63 19 

Peng, 2008 Suffolk, MA 1999 2005 56 56 35 

Peng, 2008 Thurston, WA 1999 2005 38 38 60 13 

Peng, 2008 Trumbull, OH 1999 2005 52 52 58 14 

Peng, 2008 Tulsa, OK 1999 2005 65 65 118 45 

Peng, 2008 Union, NJ 1999 2005 82 82 156 48 

Peng, 2008 Wake, NC 1999 2005 52 45 58 18 

Peng, 2008 Washoe, NV 1999 2005 104 101 144 50 

Peng, 2008 Wayne, MI 1999 2005 142 105 165 82 

Peng, 2008 Will, IL 1999 2005 55 55 94 37 

Peng, 2008 Worcester, MA 1999 2005 51 51 80 45 

Peng, 2008 All Cities 1999 2005 76 68 100 37 

Peters, 2001 Boston, MA 1995 1996 49 55 

Sheppard, 2003 Seattle, WA 1988 1994 128 104 136 

Slaughter, 2005 Spokane, WA 1995 2001 95 81 110 58 

Tolbert, 2007 Atlanta, GA 1993 2004 72 71 102 42 

Wilson, 2007 Phoenix, AZ 1995 1997 199 163 307 

Zanobetti, 2009 Akron, OH 1999 2005 59 50 63 19 

Zanobetti, 2009 Albuquerque, NM 1999 2005 128 110 151 39 

Zanobetti, 2009 Allentown, PA 1999 2005 63 45 63 17 

Zanobetti, 2009 Atlanta, GA 1999 2005 76 74 128 39 

Zanobetti, 2009 Bakersfield, CA 1999 2005 127 121 184 79 

Zanobetti, 2009 Baltimore, MD 1999 2005 67 67 92 47 

Zanobetti, 2009 Birmingham, AL 1999 2005 158 122 154 60 

Zanobetti, 2009 Charleston, SC 1999 2005 48 42 59 

Zanobetti, 2009 Chicago 1999 2005 107 92 113 59 

Zanobetti, 2009 Cincinnati, OH 1999 2005 60 59 85 33 

Zanobetti, 2009 Cleveland, OH 1999 2005 118 90 112 63 

Zanobetti, 2009 Columbia, SC 1999 2005 113 87 139 21 

Zanobetti, 2009 Columbus, OH 1999 2005 79 75 101 62 

Zanobetti, 2009 Davenport, IA 1999 2005 147 111 146 34 

Zanobetti, 2009 Davie, FL 1999 2005 42 39 50 21 

Zanobetti, 2009 Denver, CO 1999 2005 85 67 97 45 

Zanobetti, 2009 Des Moines, IA 1999 2005 84 67 95 42 

Zanobetti, 2009 Detroit, MI 1999 2005 142 105 165 82 

Zanobetti, 2009 Easton, PA 1999 2005 115 94 121 19 

Zanobetti, 2009 El Paso, TX 1999 2005 316 195 381 130 

Zanobetti, 2009 Erie, PA 1999 2005 55 45 58 18 

Zanobetti, 2009 Gary, IN 1999 2005 151 98 169 75 

Zanobetti, 2009 Harrisburg, PA 1999 2005 63 51 68 19 

Zanobetti, 2009 Los Angeles, CA 1999 2005 97 91 109 54 

Zanobetti, 2009 Louisville, KY 1999 2005 65 59 71 28 

Zanobetti, 2009 Memphis, TN 1999 2005 58 58 80 

Zanobetti, 2009 New Haven, CT 1999 2005 87 75 89 55 

Zanobetti, 2009 New York, NY 1999 2005 56 57 13 
11

Zanobetti, 2009 Omaha, NE 1999 2005 105 88 138 64 

Zanobetti, 2009 Phoenix, AZ 1999 2005 183 178 244 75 

Zanobetti, 2009 Pittsburgh, PA 1999 2005 132 110 139 30 

Zanobetti, 2009 Provo, UT 1999 2005 99 77 108 53 

Zanobetti, 2009 Raleigh, NC 1999 2005 52 45 58 18 

Zanobetti, 2009 Sacramento, CA 1999 2005 91 68 103 37 

Zanobetti, 2009 Salt Lake City 1999 2005 141 98 283 83 

Zanobetti, 2009 Scranton, PA 1999 2005 60 47 65 19 

Zanobetti, 2009 Seattle, WA 1999 2005 48 46 27 

Zanobetti, 2009 Spokane, WA 1999 2005 101 73 102 53 

Zanobetti, 2009 St. Louis 1999 2005 164 138 165 63 

Zanobetti, 2009 Steubenville, OH 1999 2005 106 82 106 41 

Zanobetti, 2009 Tampa, FL 1999 2005 74 70 94 27 

Zanobetti, 2009 Taylors, SC 1999 2005 52 47 59 

Zanobetti, 2009 Toledo, OH 1999 2005 67 57 71 27 

Zanobetti, 2009 Washington, PA 1999 2005 68 56 77 22 

Zanobetti, 2009 Wilkes-Barre, PA 1999 2005 64 49 69 22 

Zanobetti, 2009 Wilmington, DE 1999 2005 58 51 68 20 

Zanobetti, 2009 Winston, NC 1999 2005 58 47 60 13 

Zanobetti, 2009 All Cities 1999 2005 96 78 114 42 

Inter-Metric Comparability

 Using the site-based metric estimates generated per the description above, inter-metric 

comparability was evaluated for 1) a composite 3-year PM10 98th percentile 24-hour average concentration 

versus the PM10 expected exceedance concentration-equivalent design value, and for 2) a composite 3-

year PM10-2.5 98th percentile 24-hour average concentration versus the PM10 expected exceedance 

concentration-equivalent design value. Essentially, this analysis estimates 98th percentile PM 

concentrations that are equivalent, based on linear regression, to the 150 μg/m3

 PM 24-hour NAAQS 

level. Site-level composite 3-year PM10 and PM10-2.5 98th percentile 24-hour average concentrations were 

derived by averaging the 98th percentile 24-hour average concentrations over 3 successive years. All 

three years had to meet the stated completeness criteria in order for the computed composite 3-year value 

to be used. For both PM10 and PM10-2.5, composite 3-year 98th percentile concentrations were matched to 

corresponding (i.e., in terms of monitor years and monitoring site), valid (i.e., complete) PM10 expected 

exceedance concentration-equivalent design values. All available valid site-level, 3-year period pairs 

(spanning 1988 to 2008 for PM10, and 1999 to 2008 for PM10-2.5) were used. As noted above, linear 

regression models (which key on average tendencies alone) were used to estimate the 98th percentile 

concentration values that are equivalent to the 150 μg/m3

 PM10 24-hour NAAQS level. 

 There were a total of 13,700 valid site, 3-year period pairs over the time-frame 1988 through 2008 

available for the evaluation of the composite 3-year PM10 98th percentile 24-hour average concentration 

metric versus the PM10 expected exceedance concentration-equivalent design value. Figure 5 contains 

scatter plots of a subset of the 13,700 total pairs. The plot in Figure 5 was constrained to encompass only 

data pairs in which the PM10 expected exceedance concentration-equivalent design value did not exceed 

300 μg/m3

 (i.e., double the corresponding NAAQS level), in order to limit the influence of outliers on the 

regression. The plotted subset includes 13,491 data pairs, accounting for more than 98 percent of the total 

number. Using the model equation generated with this dataset, 87 μg/m3 is estimated as the PM10 3-year 

98th percentile level that is equivalent to the 150 μg/m3

 PM10 24-hour NAAQS level (95% confidence 

limits are 63 and 111 μg/m3

). 
12

Figure 5. Composite 3-year PM10 98th percentile 24-hour average concentration versus the PM10

expected exceedance concentration-equivalent design value 

0

10

20

30

40

50

60

70

80

90

100

110

120

130

140

150

160

170

180

190

200

210

0 50 100 150 200 250 300

• N: 13,491 (98% of total)

• R-square: 0.68

• Model equation: 3yr_P98 = 18.8 + (0.46* EE_DV)

• PM10 3yr P98 concentration equivalent to a 150 μg/m3 

EE_DV is ~ 87 μg/m3

•Lower bound of 95% confidence interval = 63 μg/m3

•Upper bound of 95% confidence interval = 111 μg/m3

Current PM10 NAAQS

regression line

PM10 expected exceedance concentration-equivalent design value

PM10 3-year average 98th percentile 24-hr avg. concentration

 There were a total of 1,662 valid site, 3-year period pairs over the time-frame 1999 through 2008 

available for the evaluation of the composite 3-year PM10-2.5 98th percentile 24-hour average concentration 

versus the PM10 expected exceedance concentration-equivalent design value. Figure 6 presents a scatter 

plot of a subset of the 1,662 total pairs. Similar to Figure 5 above, the plot in Figure 6 was constrained to 

encompass only data pairs in which the PM10 expected exceedance concentration-equivalent design value 

did not exceed 300 μg/m3. The plotted subset includes 1,645 data pairs, encompassing about 99% of the 

total number. Using the model equation generated with this dataset, 64 μg/m3 is estimated as the PM10-2.5 

3-year 98th percentile level that is equivalent to the 150 μg/m3 PM10 24-hour NAAQS level (95% 

confidence limits are 42 and 86 μg/m3

). 
13

Figure 6. Composite 3-year PM10-2.5 98th percentile 24-hour average concentration versus the PM10

expected exceedance concentration-equivalent design value 

0

10

20

30

40

50

60

70

80

90

100

110

120

130

140

150

160

0 50 100 150 200 250 300

• N: 1,645 (99% of total)

• R-square: 0.66

• Model equation: 3yr_P98 = -0.7 + (0.43 * EE_DV)

• PM10-2.5 3yr_P98 concentration equivalent to a 150 

μg/m3 EE_DV is ~ 64 μg/m3

•Lower bound of 95% confidence interval = 42 μg/m3

•Upper bound of 95% confidence interval = 86 μg/m3

PM10-2.5 3-year average 98th percentile 24-hr avg. concentration

Current PM10 NAAQS

regression line

PM10 expected exceedance concentration-equivalent design value

Estimates of the numbers/percentages of counties and populations not expected to meet various 

alternative PM10 NAAQS levels 

 The 3-year average site-level PM10 annual 98th percentile 24-hour concentrations were 

summarized to the county level for 2006-2008 using the maximum value approach described above. The 

county maxima were then compared to various alternative NAAQS levels in order to estimate the 

numbers, populations and corresponding percentages not expected to meet those thresholds. For purposes 

of comparison, results were also tallied for 3-year expected exceedance concentration-equivalent design 

values with a diagnostic level of 150 μg/m3

. Results were aggregated to the national U.S. level and also 

to various U.S. regions. The regional definitions utilized for this aggregation are the ones used in recent 

PM NAAQS reviews (referred to as “PM Regions”), as identified in Figure 7. Table 2 summarizes the 

results of the evaluation. 
14

Figure 7. Regional definitions used in the estimation of the numbers of counties and populations not 

expected to meet alternative PM10 NAAQS levels

 Northeast

 Southeast

 Industrial Midwest

 Upper Midwest

 Southwest

 Northwest

 Southern CA

 Outlying areas (AK, HI, PR, VI)
15

Table 2: Estaimates of the numbers and percenteages of counties and populations not expected to 

meet various alternative PM10 NAAQS levels 

Region > All U.S. Northeast Southeast

Industrial 

Midwest

Upper 

Midwest Southwest Northwest 

Southern 

California

Outlying 

areas 

Total # of counties > 318 40 60 57 35 24 79 18 8 

Total population > 122,582 15,753 27,009 23,646 5,143 11,037 16,188 22,695 1,525 

Alternative 

24-hour 

level (3-year 

average 98th 

percentile) 

(μg/m3

) 

Statistic 

Numbers of counties, populations, and percentages of total 

# counties 38 0 3 3 3 12 8 10 1 

population 22,450 0 4,159 1,789 710 6,106 1,366 8,220 260 

% # counties 12% 0% 5% 5% 9% 50% 10% 56% 13% 

87 

% population 18% 0% 15% 8% 14% 55% 8% 36% 17% 

# counties 41 0 3 3 4 12 9 11 1 

population 22,736 0 4,159 1,789 734 6,106 1,381 8,467 260 

% # counties 13% 0% 5% 5% 11% 50% 11% 61% 13% 

85 

% population 19% 0% 15% 8% 14% 55% 9% 37% 17% 

# counties 48 0 4 4 5 12 11 12 2 

population 25,914 0 4,176 1,838 781 6,106 1,499 11,313 360 

% # counties 15% 0% 7% 7% 14% 50% 14% 67% 25% 

80 

% population 21% 0% 15% 8% 15% 55% 9% 50% 24% 

# counties 60 1 6 4 6 12 18 13 2 

population 37,835 74 4,441 1,838 885 6,106 3,458 20,832 360 

% # counties 19% 3% 10% 7% 17% 50% 23% 72% 25% 

75 

% population 31% 0% 16% 8% 17% 55% 21% 92% 24% 

# counties 75 1 7 7 8 15 22 13 4 

population 47,280 74 4,462 9,094 986 7,745 3,798 20,832 450 

% # counties 24% 3% 12% 12% 23% 63% 28% 72% 50% 

70 

% population 39% 0% 17% 38% 19% 70% 23% 92% 29% 

# counties 100 4 8 12 9 15 35 14 5 

population 54,170 666 4,776 12,527 1,003 7,745 5,538 21,585 490 

% # counties 31% 10% 13% 21% 26% 63% 44% 78% 63% 

65 

% population 44% 4% 18% 53% 20% 70% 34% 95% 32% 

# counties 45 0 3 1 1 14 15 11 2 

population 32,169 0 4,159 348 28 7,675 2,075 17,724 320 

% # counties 14% 0% 5% 2% 3% 58% 19% 61% 25% 

150 μg/m3 3-

Year Expected 

Exceedance 

Equivalent 

Design Value % population 26% 0% 15% 1% 1% 70% 13% 78% 21% 
16

Attachment A: PM10 and PM10-2.5 monitoring sites in locations of U.S. epidemiologic studies 

PM10

Study Area begin 

year

begin 

month end year end month site

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030002 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030019 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030021 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030027 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030031 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030041 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030064 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030067 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030092 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030093 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030095 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420030097 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420031001 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420031301 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420031901 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420032001 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420033002 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420033004 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420033005 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420035001 

Chock, 2000 Pittsburgh, PA 1989 1 1991 12 420039002 

Fairley, 2003 Santa Clara, CA 1989 1 1996 12 060850004 

Fairley, 2003 Santa Clara, CA 1989 1 1996 12 060852003 

Fairley, 2003 Santa Clara, CA 1989 1 1996 12 060852004 

Fairley, 2003 Santa Clara, CA 1989 1 1996 12 060852005 

Fairley, 2003 Santa Clara, CA 1989 1 1996 12 060853001 

Ito, 2003 Detroit, MI 1988 1 1990 12 261630001 

Ito, 2003 Detroit, MI 1988 1 1990 12 261630002 

Ito, 2003 Detroit, MI 1988 1 1990 12 261630005 

Ito, 2003 Detroit, MI 1988 1 1990 12 261630015 

Ito, 2003 Detroit, MI 1988 1 1990 12 261630092 

Ito, 2003 Detroit, MI 1988 1 1990 12 261632002 

Ito, 2003 Detroit, MI 1992 1 1994 12 261630001 

Ito, 2003 Detroit, MI 1992 1 1994 12 261630005 

Ito, 2003 Detroit, MI 1992 1 1994 12 261630015 

Ito, 2003 Detroit, MI 1992 1 1994 12 261630025 

Ito, 2003 Detroit, MI 1992 1 1994 12 261630033 

Ito, 2003 Detroit, MI 1992 1 1994 12 261630092 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 130892001 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 130970003 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 131210001 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 131210032 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 131210039 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 131210039 

Klemm, 2004 Atlanta, GA 1998 8 2000 7 131210048 
17

Klemm, 2004 Atlanta, GA 1998 8 2000 7 132550002 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 340070003 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 340070005 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 340071007 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 340150003 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 420170012 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 420290116 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 420450002 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 420910013 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010004 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010037 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010038 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010047 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010049 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010136 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010149 

Lipfert, 2000 Philadelphia, PA 1992 5 1995 9 421010449 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 130892001 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 130970003 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 131210001 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 131210032 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 131210039 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 131210039 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 131210048 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 132550002 

NYS DOH, 

2006 Bronx, NY 1999 1 2000 11 360610010 

NYS DOH, 

2006 Bronx, NY 1999 1 2000 11 360610010 

NYS DOH, 

2006 Manhattan, NY 1999 1 2000 11 360050110 

NYS DOH, 

2006 Manhattan, NY 1999 1 2000 11 360050110 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060650002 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060650003 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060650006 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060652002 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060655001 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060656001 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060658001 

Ostro, 2003 

Coachella Valley, 

CA 1989 1 1998 12 060659001 

Peng, 2008 Ada, ID 1999 1 2005 12 160010009 

Peng, 2008 Ada, ID 1999 1 2005 12 160010011 

Peng, 2008 Ada, ID 1999 1 2005 12 160010011 

Peng, 2008 Ada, ID 1999 1 2005 12 160010013 

Peng, 2008 Ada, ID 1999 1 2005 12 160010018 
18

Peng, 2008 Adams, CO 1999 1 2005 12 080010001 

Peng, 2008 Adams, CO 1999 1 2005 12 080010001 

Peng, 2008 Adams, CO 1999 1 2005 12 080010006 

Peng, 2008 Adams, CO 1999 1 2005 12 080010006 

Peng, 2008 Adams, CO 1999 1 2005 12 080012002 

Peng, 2008 Adams, CO 1999 1 2005 12 080013001 

Peng, 2008 Alameda, CA 1999 1 2005 12 060010003 

Peng, 2008 Alameda, CA 1999 1 2005 12 060010007 

Peng, 2008 Alameda, CA 1999 1 2005 12 060010007 

Peng, 2008 Alameda, CA 1999 1 2005 12 060011001 

Peng, 2008 Alameda, CA 1999 1 2005 12 060011001 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030002 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030021 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030021 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030027 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030031 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030064 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030064 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030067 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030067 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030092 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030093 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030095 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030095 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030097 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030116 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030116 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420031301 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420031301 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420032001 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420033004 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420033006 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420033007 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420033007 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420037004 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420039002 

Peng, 2008 Allen, IN 1999 1 2005 12 180030004 

Peng, 2008 Allen, IN 1999 1 2005 12 180030004 

Peng, 2008 Baltimore, MD 1999 1 2005 12 240053001 

Peng, 2008 Baltimore, MD 1999 1 2005 12 240053001 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100006 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100008 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100008 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100035 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100035 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100040 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100052 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010019 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010023 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010023 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010024 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010024 
19

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010025 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010026 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010028 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010029 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350011013 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350011014 

Peng, 2008 Broward, FL 1999 1 2005 12 120110010 

Peng, 2008 Broward, FL 1999 1 2005 12 120110011 

Peng, 2008 Broward, FL 1999 1 2005 12 120111002 

Peng, 2008 Broward, FL 1999 1 2005 12 120111002 

Peng, 2008 Broward, FL 1999 1 2005 12 120112004 

Peng, 2008 Broward, FL 1999 1 2005 12 120112004 

Peng, 2008 Broward, FL 1999 1 2005 12 120113002 

Peng, 2008 Broward, FL 1999 1 2005 12 120113002 

Peng, 2008 Broward, FL 1999 1 2005 12 120115002 

Peng, 2008 Broward, FL 1999 1 2005 12 120115005 

Peng, 2008 Broward, FL 1999 1 2005 12 120117002 

Peng, 2008 Butler, OH 1999 1 2005 12 390170003 

Peng, 2008 Butler, OH 1999 1 2005 12 390170003 

Peng, 2008 Butler, OH 1999 1 2005 12 390170013 

Peng, 2008 Butler, OH 1999 1 2005 12 390170014 

Peng, 2008 Butler, OH 1999 1 2005 12 390170015 

Peng, 2008 Caddo, LA 1999 1 2005 12 220171002 

Peng, 2008 Caddo, LA 1999 1 2005 12 220171002 

Peng, 2008 Camden, NJ 1999 1 2005 12 340070003 

Peng, 2008 Camden, NJ 1999 1 2005 12 340070003 

Peng, 2008 Camden, NJ 1999 1 2005 12 340070009 

Peng, 2008 Camden, NJ 1999 1 2005 12 340071007 

Peng, 2008 Cameron, TX 1999 1 2005 12 480610006 

Peng, 2008 Cameron, TX 1999 1 2005 12 480612002 

Peng, 2008 Cameron, TX 1999 1 2005 12 480612002 

Peng, 2008 Clark, NV 1999 1 2005 12 320030007 

Peng, 2008 Clark, NV 1999 1 2005 12 320030016 

Peng, 2008 Clark, NV 1999 1 2005 12 320030020 

Peng, 2008 Clark, NV 1999 1 2005 12 320030022 

Peng, 2008 Clark, NV 1999 1 2005 12 320030022 

Peng, 2008 Clark, NV 1999 1 2005 12 320030023 

Peng, 2008 Clark, NV 1999 1 2005 12 320030043 

Peng, 2008 Clark, NV 1999 1 2005 12 320030071 

Peng, 2008 Clark, NV 1999 1 2005 12 320030072 

Peng, 2008 Clark, NV 1999 1 2005 12 320030073 

Peng, 2008 Clark, NV 1999 1 2005 12 320030075 

Peng, 2008 Clark, NV 1999 1 2005 12 320030107 

Peng, 2008 Clark, NV 1999 1 2005 12 320030298 

Peng, 2008 Clark, NV 1999 1 2005 12 320030298 

Peng, 2008 Clark, NV 1999 1 2005 12 320030539 

Peng, 2008 Clark, NV 1999 1 2005 12 320030560 

Peng, 2008 Clark, NV 1999 1 2005 12 320030560 

Peng, 2008 Clark, NV 1999 1 2005 12 320030561 

Peng, 2008 Clark, NV 1999 1 2005 12 320030561 

Peng, 2008 Clark, NV 1999 1 2005 12 320030601 

Peng, 2008 Clark, NV 1999 1 2005 12 320031019 
20

Peng, 2008 Clark, NV 1999 1 2005 12 320031019 

Peng, 2008 Clark, NV 1999 1 2005 12 320031021 

Peng, 2008 Clark, NV 1999 1 2005 12 320031022 

Peng, 2008 Clark, NV 1999 1 2005 12 320032001 

Peng, 2008 Clark, NV 1999 1 2005 12 320032002 

Peng, 2008 Clark, NV 1999 1 2005 12 320032002 

Peng, 2008 Clark, WA 1999 1 2005 12 530110013 

Peng, 2008 Clark, WA 1999 1 2005 12 530110013 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060130002 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060130002 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060131002 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060131003 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060131004 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060133001 

Peng, 2008 Cook, IL 1999 1 2005 12 170310001 

Peng, 2008 Cook, IL 1999 1 2005 12 170310022 

Peng, 2008 Cook, IL 1999 1 2005 12 170310022 

Peng, 2008 Cook, IL 1999 1 2005 12 170310049 

Peng, 2008 Cook, IL 1999 1 2005 12 170310059 

Peng, 2008 Cook, IL 1999 1 2005 12 170310060 

Peng, 2008 Cook, IL 1999 1 2005 12 170311016 

Peng, 2008 Cook, IL 1999 1 2005 12 170311016 

Peng, 2008 Cook, IL 1999 1 2005 12 170311019 

Peng, 2008 Cook, IL 1999 1 2005 12 170311901 

Peng, 2008 Cook, IL 1999 1 2005 12 170312001 

Peng, 2008 Cook, IL 1999 1 2005 12 170312001 

Peng, 2008 Cook, IL 1999 1 2005 12 170313301 

Peng, 2008 Cook, IL 1999 1 2005 12 170313301 

Peng, 2008 Cook, IL 1999 1 2005 12 170314101 

Peng, 2008 Cook, IL 1999 1 2005 12 170316001 

Peng, 2008 Cook, IL 1999 1 2005 12 170316006 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050002 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050015 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050015 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050027 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050027 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350013 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350013 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350027 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350027 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350038 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350038 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350045 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350045 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350060 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350060 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350065 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350065 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390351002 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390351002 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390351003 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130018 
21

Peng, 2008 Dallas, TX 1999 1 2005 12 481130020 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130020 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130035 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130035 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130050 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130050 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130057 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130057 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370002 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370006 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370011 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370023 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370023 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370024 

Peng, 2008 DeKalb, GA 1999 1 2005 12 130892001 

Peng, 2008 DeKalb, GA 1999 1 2005 12 130892001 

Peng, 2008 Denver, CO 1999 1 2005 12 080310002 

Peng, 2008 Denver, CO 1999 1 2005 12 080310002 

Peng, 2008 Denver, CO 1999 1 2005 12 080310002 

Peng, 2008 Denver, CO 1999 1 2005 12 080310002 

Peng, 2008 Denver, CO 1999 1 2005 12 080310015 

Peng, 2008 Denver, CO 1999 1 2005 12 080310015 

Peng, 2008 Denver, CO 1999 1 2005 12 080310017 

Peng, 2008 Denver, CO 1999 1 2005 12 080310017 

Peng, 2008 Denver, CO 1999 1 2005 12 080310022 

Peng, 2008 Denver, CO 1999 1 2005 12 080310022 

Peng, 2008 

District of 

Columbia 1999 1 2005 12 110010041 

Peng, 2008 

District of 

Columbia 1999 1 2005 12 110010041 

Peng, 2008 Durham, NC 1999 1 2005 12 370630001 

Peng, 2008 Durham, NC 1999 1 2005 12 370630001 

Peng, 2008 

East Baton Rouge, 

LA 1999 1 2005 12 220330002 

Peng, 2008 

East Baton Rouge, 

LA 1999 1 2005 12 220330002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410010 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410010 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410010 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410010 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410029 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410029 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410037 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410037 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410037 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410037 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410038 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410038 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410038 
22

Peng, 2008 El Paso, TX 1999 1 2005 12 481410038 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410041 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410041 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410043 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410043 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410045 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410045 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410045 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410045 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410053 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410053 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410055 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410055 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410055 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410055 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410057 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410057 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410057 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410057 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410059 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410059 

Peng, 2008 Escambia, FL 1999 1 2005 12 120330003 

Peng, 2008 Escambia, FL 1999 1 2005 12 120330004 

Peng, 2008 Escambia, FL 1999 1 2005 12 120330004 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090010010 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090010010 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090010113 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090010113 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090011401 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090012014 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090019003 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090019003 

Peng, 2008 Fayette, KY 1999 1 2005 12 210670012 

Peng, 2008 Fayette, KY 1999 1 2005 12 210670012 

Peng, 2008 Fayette, KY 1999 1 2005 12 210670014 

Peng, 2008 Fayette, KY 1999 1 2005 12 210670014 

Peng, 2008 Franklin, OH 1999 1 2005 12 390490001 

Peng, 2008 Franklin, OH 1999 1 2005 12 390490004 

Peng, 2008 Franklin, OH 1999 1 2005 12 390490024 

Peng, 2008 Franklin, OH 1999 1 2005 12 390490024 

Peng, 2008 Franklin, OH 1999 1 2005 12 390490034 

Peng, 2008 Fresno, CA 1999 1 2005 12 060190007 

Peng, 2008 Fresno, CA 1999 1 2005 12 060190008 

Peng, 2008 Fresno, CA 1999 1 2005 12 060190008 

Peng, 2008 Fresno, CA 1999 1 2005 12 060195001 

Peng, 2008 Fresno, CA 1999 1 2005 12 060195001 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210001 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210032 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210032 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210039 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210039 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210048 
23

Peng, 2008 Genesee, MI 1999 1 2005 12 260490021 

Peng, 2008 Genesee, MI 1999 1 2005 12 260490021 

Peng, 2008 Guilford, NC 1999 1 2005 12 370810009 

Peng, 2008 Guilford, NC 1999 1 2005 12 370810013 

Peng, 2008 Guilford, NC 1999 1 2005 12 370810013 

Peng, 2008 Guilford, NC 1999 1 2005 12 370811005 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390610014 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390610014 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390610040 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390610040 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390615001 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390618001 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390618001 

Peng, 2008 Hampden, MA 1999 1 2005 12 250130011 

Peng, 2008 Hampden, MA 1999 1 2005 12 250132007 

Peng, 2008 Hampden, MA 1999 1 2005 12 250132009 

Peng, 2008 Hampden, MA 1999 1 2005 12 250132009 

Peng, 2008 Harris, TX 1999 1 2005 12 482010024 

Peng, 2008 Harris, TX 1999 1 2005 12 482010024 

Peng, 2008 Harris, TX 1999 1 2005 12 482010029 

Peng, 2008 Harris, TX 1999 1 2005 12 482010047 

Peng, 2008 Harris, TX 1999 1 2005 12 482010062 

Peng, 2008 Harris, TX 1999 1 2005 12 482010062 

Peng, 2008 Harris, TX 1999 1 2005 12 482010066 

Peng, 2008 Harris, TX 1999 1 2005 12 482010071 

Peng, 2008 Harris, TX 1999 1 2005 12 482010075 

Peng, 2008 Harris, TX 1999 1 2005 12 482011035 

Peng, 2008 Harris, TX 1999 1 2005 12 482011035 

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Peng, 2008 Hennepin, MN 1999 1 2005 12 270530051 

Peng, 2008 Hennepin, MN 1999 1 2005 12 270530053 

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Peng, 2008 Hillsborough, FL 1999 1 2005 12 120570030 

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Peng, 2008 Hillsborough, FL 1999 1 2005 12 120570083 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120570085 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120570095 

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Peng, 2008 Hillsborough, FL 1999 1 2005 12 120571065 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120571068 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120571069 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120571070 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120572002 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330110015 
24

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330110020 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330110020 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330111007 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330111010 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330111010 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330112001 

Peng, 2008 Hudson, NJ 1999 1 2005 12 340171003 

Peng, 2008 Hudson, NJ 1999 1 2005 12 340171003 

Peng, 2008 Hudson, NJ 1999 1 2005 12 340175001 

Peng, 2008 Jackson, MO 1999 1 2005 12 290950034 

Peng, 2008 Jackson, MO 1999 1 2005 12 290950034 

Peng, 2008 Jackson, MO 1999 1 2005 12 290950035 

Peng, 2008 Jackson, MO 1999 1 2005 12 290952002 

Peng, 2008 Jackson, MO 1999 1 2005 12 290952002 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110043 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110043 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110044 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110044 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110048 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110051 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211111009 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211111041 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211113001 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540390009 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540390009 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540390010 

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Peng, 2008 Kanawha, WV 1999 1 2005 12 540391005 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540391005 

Peng, 2008 Kent, MI 1999 1 2005 12 260810007 

Peng, 2008 Kent, MI 1999 1 2005 12 260810020 

Peng, 2008 Kent, MI 1999 1 2005 12 260810020 

Peng, 2008 Kern, CA 1999 1 2005 12 060290010 

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Peng, 2008 Kern, CA 1999 1 2005 12 060290232 

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Peng, 2008 Kern, CA 1999 1 2005 12 060292004 

Peng, 2008 King, WA 1999 1 2005 12 530330024 

Peng, 2008 King, WA 1999 1 2005 12 530330024 

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Peng, 2008 King, WA 1999 1 2005 12 530330080 

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Peng, 2008 King, WA 1999 1 2005 12 530332004 

Peng, 2008 King, WA 1999 1 2005 12 530332004 

Peng, 2008 Kings, NY 1999 1 2005 12 360470122 
25

Peng, 2008 Kings, NY 1999 1 2005 12 360470122 

Peng, 2008 Knox, TN 1999 1 2005 12 470930022 

Peng, 2008 Knox, TN 1999 1 2005 12 470931013 

Peng, 2008 Knox, TN 1999 1 2005 12 470931015 

Peng, 2008 Knox, TN 1999 1 2005 12 470931017 

Peng, 2008 Knox, TN 1999 1 2005 12 470931017 

Peng, 2008 Lake, OH 1999 1 2005 12 390851001 

Peng, 2008 Lake, OH 1999 1 2005 12 390851001 

Peng, 2008 Lane, OR 1999 1 2005 12 410390013 

Peng, 2008 Lane, OR 1999 1 2005 12 410390058 

Peng, 2008 Lane, OR 1999 1 2005 12 410390060 

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Peng, 2008 Lane, OR 1999 1 2005 12 410392013 

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Peng, 2008 Lane, OR 1999 1 2005 12 410399002 

Peng, 2008 Lorain, OH 1999 1 2005 12 390930015 

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Peng, 2008 Lorain, OH 1999 1 2005 12 390932003 

Peng, 2008 Lorain, OH 1999 1 2005 12 390932003 

Peng, 2008 Lorain, OH 1999 1 2005 12 390933002 

Peng, 2008 Lorain, OH 1999 1 2005 12 390933002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060370002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060370002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060370002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060370002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371002 

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Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371103 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371103 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371103 

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Peng, 2008 Los Angeles, CA 1999 1 2005 12 060374004 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060374004 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060375001 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060375001 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060375005 

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Peng, 2008 Los Angeles, CA 1999 1 2005 12 060376012 

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Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379002 
26

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379033 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379033 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379033 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379033 

Peng, 2008 Madison, AL 1999 1 2005 12 010890002 

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Peng, 2008 Madison, AL 1999 1 2005 12 010890014 

Peng, 2008 Madison, AL 1999 1 2005 12 010890014 

Peng, 2008 Madison, IL 1999 1 2005 12 171190008 

Peng, 2008 Madison, IL 1999 1 2005 12 171190010 

Peng, 2008 Madison, IL 1999 1 2005 12 171190023 

Peng, 2008 Madison, IL 1999 1 2005 12 171190023 

Peng, 2008 Madison, IL 1999 1 2005 12 171193007 

Peng, 2008 Madison, IL 1999 1 2005 12 171193007 

Peng, 2008 Mahoning, OH 1999 1 2005 12 390990005 

Peng, 2008 Mahoning, OH 1999 1 2005 12 390990005 

Peng, 2008 Mahoning, OH 1999 1 2005 12 390990006 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040130019 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040130019 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040130021 

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Peng, 2008 Maricopa, AZ 1999 1 2005 12 040132001 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040133002 

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Peng, 2008 Maricopa, AZ 1999 1 2005 12 040133007 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040133009 

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Peng, 2008 Maricopa, AZ 1999 1 2005 12 040139812 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040139993 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040139997 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040139997 

Peng, 2008 Marion, IN 1999 1 2005 12 180970042 

Peng, 2008 Marion, IN 1999 1 2005 12 180970042 

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Peng, 2008 Marion, IN 1999 1 2005 12 180970043 

Peng, 2008 Marion, IN 1999 1 2005 12 180970060 
27

Peng, 2008 Marion, IN 1999 1 2005 12 180970066 

Peng, 2008 Marion, IN 1999 1 2005 12 180970066 

Peng, 2008 Marion, IN 1999 1 2005 12 180970071 

Peng, 2008 Marion, IN 1999 1 2005 12 180970073 

Peng, 2008 Marion, IN 1999 1 2005 12 180970083 

Peng, 2008 Marion, IN 1999 1 2005 12 180970083 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371190001 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371190003 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371190010 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371190010 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371191001 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371191005 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120860020 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120861016 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120861016 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120863001 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120866001 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120866001 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970002 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970002 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970003 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970003 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970015 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970016 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970030 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970031 

Peng, 2008 Mobile, AL 1999 1 2005 12 010972005 

Peng, 2008 Mobile, AL 1999 1 2005 12 010972005 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510003 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510009 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510015 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510030 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510080 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510080 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510244 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510246 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510246 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090018 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090018 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090018 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090018 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090027 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090027 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090027 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090027 

Peng, 2008 New Haven, CT 1999 1 2005 12 090091123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090091123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090091123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090091123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090092123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090092123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090092123 
28

Peng, 2008 New Haven, CT 1999 1 2005 12 090092123 

Peng, 2008 Niagara, NY 1999 1 2005 12 360632008 

Peng, 2008 Niagara, NY 1999 1 2005 12 360632008 

Peng, 2008 Norfolk (City), VA 1999 1 2005 12 517100024 

Peng, 2008 Norfolk (City), VA 1999 1 2005 12 517100024 

Peng, 2008 Nueces, TX 1999 1 2005 12 483550020 

Peng, 2008 Nueces, TX 1999 1 2005 12 483550020 

Peng, 2008 Nueces, TX 1999 1 2005 12 483550034 

Peng, 2008 Nueces, TX 1999 1 2005 12 483550034 

Peng, 2008 Oklahoma, OK 1999 1 2005 12 401090016 

Peng, 2008 Oklahoma, OK 1999 1 2005 12 401090035 

Peng, 2008 Oklahoma, OK 1999 1 2005 12 401090035 

Peng, 2008 Orange, FL 1999 1 2005 12 120950004 

Peng, 2008 Orange, FL 1999 1 2005 12 120950007 

Peng, 2008 Orange, FL 1999 1 2005 12 120951004 

Peng, 2008 Orange, FL 1999 1 2005 12 120951004 

Peng, 2008 Orange, FL 1999 1 2005 12 120952002 

Peng, 2008 Orange, FL 1999 1 2005 12 120952002 

Peng, 2008 Orleans, LA 1999 1 2005 12 220710010 

Peng, 2008 Orleans, LA 1999 1 2005 12 220710010 

Peng, 2008 Orleans, LA 1999 1 2005 12 220710012 

Peng, 2008 Orleans, LA 1999 1 2005 12 220710012 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120990008 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120992003 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120992003 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120992005 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120992005 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010004 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010004 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010037 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010136 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010136 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010149 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010449 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010649 

Peng, 2008 Pierce, WA 1999 1 2005 12 530530031 

Peng, 2008 Pierce, WA 1999 1 2005 12 530530031 

Peng, 2008 Pierce, WA 1999 1 2005 12 530531004 

Peng, 2008 Pierce, WA 1999 1 2005 12 530531018 

Peng, 2008 Pierce, WA 1999 1 2005 12 530531018 

Peng, 2008 Pima, AZ 1999 1 2005 12 040190001 

Peng, 2008 Pima, AZ 1999 1 2005 12 040190005 

Peng, 2008 Pima, AZ 1999 1 2005 12 040190007 

Peng, 2008 Pima, AZ 1999 1 2005 12 040190008 

Peng, 2008 Pima, AZ 1999 1 2005 12 040190011 

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Peng, 2008 Pima, AZ 1999 1 2005 12 040190020 

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Peng, 2008 Pima, AZ 1999 1 2005 12 040191018 

Peng, 2008 Pima, AZ 1999 1 2005 12 040191023 

Peng, 2008 Pima, AZ 1999 1 2005 12 040191026 
29

Peng, 2008 Pima, AZ 1999 1 2005 12 040191030 

Peng, 2008 Pinellas, FL 1999 1 2005 12 121030012 

Peng, 2008 Pinellas, FL 1999 1 2005 12 121030018 

Peng, 2008 Pinellas, FL 1999 1 2005 12 121030018 

Peng, 2008 Pinellas, FL 1999 1 2005 12 121033004 

Peng, 2008 Pinellas, FL 1999 1 2005 12 121035002 

Peng, 2008 Providence, RI 1999 1 2005 12 440070020 

Peng, 2008 Providence, RI 1999 1 2005 12 440070020 

Peng, 2008 Providence, RI 1999 1 2005 12 440070021 

Peng, 2008 Providence, RI 1999 1 2005 12 440070022 

Peng, 2008 Providence, RI 1999 1 2005 12 440070022 

Peng, 2008 Providence, RI 1999 1 2005 12 440070026 

Peng, 2008 Providence, RI 1999 1 2005 12 440070027 

Peng, 2008 Providence, RI 1999 1 2005 12 440071005 

Peng, 2008 Providence, RI 1999 1 2005 12 440071005 

Peng, 2008 Pulaski, AR 1999 1 2005 12 051190007 

Peng, 2008 Pulaski, AR 1999 1 2005 12 051190007 

Peng, 2008 Pulaski, AR 1999 1 2005 12 051191007 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230021 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230866 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230866 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230868 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230868 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230870 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271231003 

Peng, 2008 Richland, SC 1999 1 2005 12 450790007 

Peng, 2008 Richland, SC 1999 1 2005 12 450790007 

Peng, 2008 Richland, SC 1999 1 2005 12 450790014 

Peng, 2008 Richland, SC 1999 1 2005 12 450790018 

Peng, 2008 Richland, SC 1999 1 2005 12 450790019 

Peng, 2008 Richland, SC 1999 1 2005 12 450790019 

Peng, 2008 Richland, SC 1999 1 2005 12 450791003 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850067 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850067 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850106 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850111 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850131 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850132 

Peng, 2008 Riverside, CA 1999 1 2005 12 060650003 

Peng, 2008 Riverside, CA 1999 1 2005 12 060650012 

Peng, 2008 Riverside, CA 1999 1 2005 12 060652002 

Peng, 2008 Riverside, CA 1999 1 2005 12 060652002 

Peng, 2008 Riverside, CA 1999 1 2005 12 060653012 

Peng, 2008 Riverside, CA 1999 1 2005 12 060655001 

Peng, 2008 Riverside, CA 1999 1 2005 12 060655001 

Peng, 2008 Riverside, CA 1999 1 2005 12 060656001 

Peng, 2008 Riverside, CA 1999 1 2005 12 060658001 

Peng, 2008 Riverside, CA 1999 1 2005 12 060658001 

Peng, 2008 Rockingham, NH 1999 1 2005 12 330150009 

Peng, 2008 Rockingham, NH 1999 1 2005 12 330150014 

Peng, 2008 Rockingham, NH 1999 1 2005 12 330150014 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670002 
30

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670002 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670006 

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Peng, 2008 Sacramento, CA 1999 1 2005 12 060670010 

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Peng, 2008 Sacramento, CA 1999 1 2005 12 060670010 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670010 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670013 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670013 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670283 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670283 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060674001 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060674001 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060674001 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060674001 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490350003 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490350003 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490350012 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490350012 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490351001 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490351001 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490353006 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490353006 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710001 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710005 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710013 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710014 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710017 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710025 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710025 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710306 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060710306 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060711234 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060712002 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060712002 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060714001 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060714003 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060716001 
31

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060719004 

Peng, 2008 

San Bernardino, 

CA 1999 1 2005 12 060719004 

Peng, 2008 San Diego, CA 1999 1 2005 12 060730001 

Peng, 2008 San Diego, CA 1999 1 2005 12 060730001 

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Peng, 2008 San Diego, CA 1999 1 2005 12 060730006 

Peng, 2008 San Diego, CA 1999 1 2005 12 060730006 

Peng, 2008 San Diego, CA 1999 1 2005 12 060731002 

Peng, 2008 San Diego, CA 1999 1 2005 12 060731002 

Peng, 2008 San Diego, CA 1999 1 2005 12 060731007 

Peng, 2008 San Diego, CA 1999 1 2005 12 060731014 

Peng, 2008 San Diego, CA 1999 1 2005 12 060732007 

Peng, 2008 San Francisco, CA 1999 1 2005 12 060750005 

Peng, 2008 San Francisco, CA 1999 1 2005 12 060750005 

Peng, 2008 San Joaquin, CA 1999 1 2005 12 060771002 

Peng, 2008 San Joaquin, CA 1999 1 2005 12 060771002 

Peng, 2008 San Joaquin, CA 1999 1 2005 12 060773010 

Peng, 2008 San Mateo, CA 1999 1 2005 12 060811001 

Peng, 2008 San Mateo, CA 1999 1 2005 12 060811001 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060850004 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060850004 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060850005 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060850005 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060852003 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060852003 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630001 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630001 

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Peng, 2008 Spokane, WA 1999 1 2005 12 530630016 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630016 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630016 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630047 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630047 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630047 

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Peng, 2008 Spokane, WA 1999 1 2005 12 530630052 

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Peng, 2008 Spokane, WA 1999 1 2005 12 530630053 

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Peng, 2008 Spokane, WA 1999 1 2005 12 530631017 

Peng, 2008 Spokane, WA 1999 1 2005 12 530631017 

Peng, 2008 Spokane, WA 1999 1 2005 12 530632002 

Peng, 2008 Spokane, WA 1999 1 2005 12 530632002 

Peng, 2008 St. Clair, IL 1999 1 2005 12 171630010 

Peng, 2008 St. Clair, IL 1999 1 2005 12 171630010 

Peng, 2008 St. Joseph, IN 1999 1 2005 12 181411008 

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32

Peng, 2008 St. Joseph, IN 1999 1 2005 12 181412004 

Peng, 2008 St. Joseph, IN 1999 1 2005 12 181412004 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100006 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100084 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100085 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100085 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100086 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100086 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100087 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100087 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100088 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100092 

Peng, 2008 St. Louis, MN 1999 1 2005 12 271370027 

Peng, 2008 St. Louis, MN 1999 1 2005 12 271370032 

Peng, 2008 St. Louis, MN 1999 1 2005 12 271377001 

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Peng, 2008 Stanislaus, CA 1999 1 2005 12 060990005 

Peng, 2008 Stanislaus, CA 1999 1 2005 12 060990005 

Peng, 2008 Stanislaus, CA 1999 1 2005 12 060990006 

Peng, 2008 Stark, OH 1999 1 2005 12 391510009 

Peng, 2008 Stark, OH 1999 1 2005 12 391510017 

Peng, 2008 Stark, OH 1999 1 2005 12 391510017 

Peng, 2008 Stark, OH 1999 1 2005 12 391510020 

Peng, 2008 Stark, OH 1999 1 2005 12 391510020 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250002 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250002 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250012 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250024 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250027 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250027 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250042 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250042 

Peng, 2008 Thurston, WA 1999 1 2005 12 530670013 

Peng, 2008 Thurston, WA 1999 1 2005 12 530670013 

Peng, 2008 Trumbull, OH 1999 1 2005 12 391550005 

Peng, 2008 Trumbull, OH 1999 1 2005 12 391550006 

Peng, 2008 Trumbull, OH 1999 1 2005 12 391550007 

Peng, 2008 Trumbull, OH 1999 1 2005 12 391550007 

Peng, 2008 Tulsa, OK 1999 1 2005 12 401430110 

Peng, 2008 Tulsa, OK 1999 1 2005 12 401430110 

Peng, 2008 Tulsa, OK 1999 1 2005 12 401430191 

Peng, 2008 Union, NJ 1999 1 2005 12 340390004 

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Peng, 2008 Wake, NC 1999 1 2005 12 371830003 

Peng, 2008 Wake, NC 1999 1 2005 12 371830014 

Peng, 2008 Wake, NC 1999 1 2005 12 371830014 

Peng, 2008 Washoe, NV 1999 1 2005 12 320310016 

Peng, 2008 Washoe, NV 1999 1 2005 12 320310016 

Peng, 2008 Washoe, NV 1999 1 2005 12 320310020 

Peng, 2008 Washoe, NV 1999 1 2005 12 320310022 

Peng, 2008 Washoe, NV 1999 1 2005 12 320310025 

Peng, 2008 Washoe, NV 1999 1 2005 12 320311005 
33

Peng, 2008 Washoe, NV 1999 1 2005 12 320312002 

Peng, 2008 Washoe, NV 1999 1 2005 12 320312002 

Peng, 2008 Washoe, NV 1999 1 2005 12 320312006 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630001 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630001 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630005 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630015 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630015 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630025 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630025 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630033 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630033 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630092 

Peng, 2008 Will, IL 1999 1 2005 12 171971002 

Peng, 2008 Will, IL 1999 1 2005 12 171971002 

Peng, 2008 Worcester, MA 1999 1 2005 12 250270016 

Peng, 2008 Worcester, MA 1999 1 2005 12 250270023 

Peng, 2008 Worcester, MA 1999 1 2005 12 250270023 

Peters, 2001 Boston, MA 1995 1 1996 5 250090005 

Peters, 2001 Boston, MA 1995 1 1996 5 250171801 

Peters, 2001 Boston, MA 1995 1 1996 5 250173002 

Peters, 2001 Boston, MA 1995 1 1996 5 250210007 

Peters, 2001 Boston, MA 1995 1 1996 5 250250002 

Peters, 2001 Boston, MA 1995 1 1996 5 250250012 

Peters, 2001 Boston, MA 1995 1 1996 5 250250021 

Peters, 2001 Boston, MA 1995 1 1996 5 250250027 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330004 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330057 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330066 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330068 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330073 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330074 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530330086 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530332004 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530530019 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530530021 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530530031 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530531004 

Sheppard, 2003 Seattle, WA 1988 1 1994 12 530531018 

Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630001 

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Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630016 

Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630036 

Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630047 

Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630047 

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Tolbert, 2007 Atlanta, GA 1993 1 2004 12 130892001 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 130892001 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 130970003 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210001 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210032 
34

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210032 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210039 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210039 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210048 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 132550002 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040130013 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040130019 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040130021 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040131003 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040131004 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040132001 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040133002 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040133003 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040133006 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040133007 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040133009 

Wilson, 2007 & 

Mar, 2007 Phoenix, AZ 1995 1 1997 12 040133010 

Zanobetti, 2009 Akron, OH 1999 1 2005 12 391530014 

Zanobetti, 2009 Akron, OH 1999 1 2005 12 391530017 

Zanobetti, 2009 Akron, OH 1999 1 2005 12 391530017 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010019 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010023 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010023 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010024 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010024 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010025 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010026 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010028 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010029 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350011013 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350011014 

Zanobetti, 2009 Allentown, PA 1999 1 2005 12 420770004 

Zanobetti, 2009 Allentown, PA 1999 1 2005 12 420770004 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 130892001 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 130892001 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210001 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210032 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210032 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210039 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210039 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210048 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290010 
35

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290010 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290011 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290011 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290014 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290014 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290015 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290015 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290232 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060291001 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060292004 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 240053001 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 240053001 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100006 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100008 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100008 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100035 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100035 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100040 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100052 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010730002 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010730023 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010730023 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010730034 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010731003 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010731008 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010731010 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010731010 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010732003 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010732003 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010736002 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010736003 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010736004 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 011170003 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 011270002 

Zanobetti, 2009 Charleston, SC 1999 1 2005 12 450190003 

Zanobetti, 2009 Charleston, SC 1999 1 2005 12 450190046 

Zanobetti, 2009 Charleston, SC 1999 1 2005 12 450190047 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310001 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310022 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310022 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310049 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310059 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310060 

Zanobetti, 2009 Chicago 1999 1 2005 12 170311016 

Zanobetti, 2009 Chicago 1999 1 2005 12 170311016 

Zanobetti, 2009 Chicago 1999 1 2005 12 170311019 

Zanobetti, 2009 Chicago 1999 1 2005 12 170311901 

Zanobetti, 2009 Chicago 1999 1 2005 12 170312001 

Zanobetti, 2009 Chicago 1999 1 2005 12 170312001 

Zanobetti, 2009 Chicago 1999 1 2005 12 170313301 

Zanobetti, 2009 Chicago 1999 1 2005 12 170313301 

Zanobetti, 2009 Chicago 1999 1 2005 12 170314101 
36

Zanobetti, 2009 Chicago 1999 1 2005 12 170316001 

Zanobetti, 2009 Chicago 1999 1 2005 12 170316006 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390610014 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390610014 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390610040 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390610040 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390615001 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390618001 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390618001 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350013 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350013 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350027 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350027 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350038 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350038 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350045 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350045 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350060 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350060 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350065 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350065 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390351002 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390351002 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390351003 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790007 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790007 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790014 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790018 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790019 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790019 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450791003 

Zanobetti, 2009 Columbus, OH 1999 1 2005 12 390490001 

Zanobetti, 2009 Columbus, OH 1999 1 2005 12 390490004 

Zanobetti, 2009 Columbus, OH 1999 1 2005 12 390490024 

Zanobetti, 2009 Columbus, OH 1999 1 2005 12 390490024 

Zanobetti, 2009 Columbus, OH 1999 1 2005 12 390490034 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630013 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630015 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630015 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630017 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630018 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630018 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630019 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630019 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120110010 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120110011 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120111002 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120111002 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120112004 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120112004 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120113002 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120113002 
37

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120115002 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120115005 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120117002 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310002 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310002 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310002 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310002 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310015 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310015 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310017 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310017 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310022 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310022 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191530026 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191530059 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191530059 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191532001 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191532510 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191532510 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630001 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630001 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630005 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630015 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630015 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630025 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630025 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630033 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630033 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630092 

Zanobetti, 2009 Easton, PA 1999 1 2005 12 420950025 

Zanobetti, 2009 Easton, PA 1999 1 2005 12 420950025 

Zanobetti, 2009 Easton, PA 1999 1 2005 12 420951000 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410002 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410002 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410002 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410002 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410010 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410010 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410010 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410010 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410029 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410029 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410037 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410037 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410037 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410037 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410038 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410038 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410038 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410038 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410041 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410041 
38

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410043 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410043 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410045 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410045 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410045 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410045 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410053 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410053 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410055 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410055 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410055 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410055 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410057 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410057 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410057 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410057 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410059 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410059 

Zanobetti, 2009 Erie, PA 1999 1 2005 12 420490003 

Zanobetti, 2009 Erie, PA 1999 1 2005 12 420490003 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890006 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890006 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890022 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890022 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890023 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180891016 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180891016 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180892010 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180892010 

Zanobetti, 2009 Harrisburg, PA 1999 1 2005 12 420430401 

Zanobetti, 2009 Harrisburg, PA 1999 1 2005 12 420430401 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060370002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060370002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060370002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060370002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371103 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371103 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371103 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371103 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374004 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374004 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374004 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374004 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060375001 
39

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060375001 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060375005 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060375005 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060376002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060376002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060376012 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060376012 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379033 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379033 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379033 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379033 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110043 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110043 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110044 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110044 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110048 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110051 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211111009 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211111041 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211113001 

Zanobetti, 2009 Memphis, TN 1999 1 2005 12 471570016 

Zanobetti, 2009 Memphis, TN 1999 1 2005 12 471570024 

Zanobetti, 2009 Memphis, TN 1999 1 2005 12 471570046 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090018 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090018 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090018 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090018 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090027 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090027 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090027 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090027 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090091123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090091123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090091123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090091123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090092123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090092123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090092123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090092123 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360470122 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360470122 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360610010 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360610010 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360610123 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360610125 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850067 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850067 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850106 
40

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850111 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850131 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850132 

Zanobetti, 2009 Omaha, NE 1999 1 2005 12 310250002 

Zanobetti, 2009 Omaha, NE 1999 1 2005 12 310250002 

Zanobetti, 2009 Omaha, NE 1999 1 2005 12 310250008 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040130019 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040130019 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040130021 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040131003 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040131004 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040132001 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133002 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133003 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133005 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133006 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133007 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133009 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040133010 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134003 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134003 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134004 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134006 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134007 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134009 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134010 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134011 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040137023 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040138006 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040139812 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040139993 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040139997 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040139997 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030002 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030021 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030021 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030027 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030031 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030064 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030064 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030067 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030067 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030092 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030093 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030095 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030095 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030097 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030116 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030116 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420031301 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420031301 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420032001 
41

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420033004 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420033006 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420033007 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420033007 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420037004 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420039002 

Zanobetti, 2009 Provo, UT 1999 1 2005 12 490490002 

Zanobetti, 2009 Provo, UT 1999 1 2005 12 490490002 

Zanobetti, 2009 Provo, UT 1999 1 2005 12 490494001 

Zanobetti, 2009 Provo, UT 1999 1 2005 12 490494001 

Zanobetti, 2009 Raleigh, NC 1999 1 2005 12 371830003 

Zanobetti, 2009 Raleigh, NC 1999 1 2005 12 371830014 

Zanobetti, 2009 Raleigh, NC 1999 1 2005 12 371830014 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670002 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670002 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670006 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670006 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670006 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670006 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670010 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670010 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670010 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670010 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670013 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670013 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670283 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670283 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060674001 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060674001 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060674001 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060674001 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490350003 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490350003 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490350012 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490350012 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490351001 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490351001 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490353006 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490353006 

Zanobetti, 2009 Scranton, PA 1999 1 2005 12 420692006 

Zanobetti, 2009 Scranton, PA 1999 1 2005 12 420692006 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330024 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330024 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330057 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330057 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330080 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330080 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530332004 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530332004 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630001 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630001 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630016 
42

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630016 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630016 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630016 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630047 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630047 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630047 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630047 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630050 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630050 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630052 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630052 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630053 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630053 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530631017 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530631017 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530632002 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530632002 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171190008 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171190010 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171190023 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171190023 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171193007 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171193007 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171630010 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171630010 

Zanobetti, 2009 St. Louis 1999 1 2005 12 291895001 

Zanobetti, 2009 St. Louis 1999 1 2005 12 291895001 

Zanobetti, 2009 St. Louis 1999 1 2005 12 291897002 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100006 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100084 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100085 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100085 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100086 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100086 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100087 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100087 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100088 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100092 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390810001 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390810016 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390810016 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390810017 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390811001 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390811001 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540090005 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540090005 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540090011 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540090011 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540290009 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540290014 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540291004 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540291004 
43

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570030 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570030 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570066 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570083 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570085 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570095 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120571002 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120571035 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120571065 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120571068 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120571069 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120571070 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120572002 

Zanobetti, 2009 Taylors, SC 1999 1 2005 12 450451002 

Zanobetti, 2009 Toledo, OH 1999 1 2005 12 390950024 

Zanobetti, 2009 Toledo, OH 1999 1 2005 12 390950024 

Zanobetti, 2009 Toledo, OH 1999 1 2005 12 390951003 

Zanobetti, 2009 Washington, PA 1999 1 2005 12 421250005 

Zanobetti, 2009 Washington, PA 1999 1 2005 12 421250005 

Zanobetti, 2009 Washington, PA 1999 1 2005 12 421255001 

Zanobetti, 2009 Washington, PA 1999 1 2005 12 421255001 

Zanobetti, 2009 Wilkes-Barre, PA 1999 1 2005 12 420791101 

Zanobetti, 2009 Wilkes-Barre, PA 1999 1 2005 12 420791101 

Zanobetti, 2009 Wilmington, DE 1999 1 2005 12 100032004 

Zanobetti, 2009 Wilmington, DE 1999 1 2005 12 100032004 

Zanobetti, 2009 Winston, NC 1999 1 2005 12 370670009 

Zanobetti, 2009 Winston, NC 1999 1 2005 12 370670022 

Zanobetti, 2009 Winston, NC 1999 1 2005 12 370670022 

Zanobetti, 2009 Winston, NC 1999 1 2005 12 370670023 

PM10-2.5 

Study Area begin 

year

begin 

month

end 

year

end 

month site

Klemm, 2004 Atlanta, GA 1998 8 2000 7 131210039 

 

Metzger, 2004 Atlanta, GA 1993 1 2000 8 131210039 

NYS DOH, 2006 Bronx, NY 1999 1 2000 11 360610010 

NYS DOH, 2006 Manhattan, NY 1999 1 2000 11 360050110 

Peng, 2008 Ada, ID 1999 1 2005 12 160010011 

Peng, 2008 Adams, CO 1999 1 2005 12 080010001 

Peng, 2008 Adams, CO 1999 1 2005 12 080010006 

Peng, 2008 Alameda, CA 1999 1 2005 12 060010007 

Peng, 2008 Alameda, CA 1999 1 2005 12 060011001 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030021 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030064 
44

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030067 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030095 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420030116 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420031301 

Peng, 2008 Allegheny, PA 1999 1 2005 12 420033007 

 

Peng, 2008 Allen, IN 1999 1 2005 12 180030004 

Peng, 2008 Baltimore, MD 1999 1 2005 12 240053001 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100008 

Peng, 2008 Baltimore, MD 1999 1 2005 12 245100035 

 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010023 

Peng, 2008 Bernalillo, NM 1999 1 2005 12 350010024 

Peng, 2008 Broward, FL 1999 1 2005 12 120111002 

Peng, 2008 Broward, FL 1999 1 2005 12 120112004 

Peng, 2008 Broward, FL 1999 1 2005 12 120113002 

 

Peng, 2008 Butler, OH 1999 1 2005 12 390170003 

Peng, 2008 Caddo, LA 1999 1 2005 12 220171002 

Peng, 2008 Camden, NJ 1999 1 2005 12 340070003 

Peng, 2008 Cameron, TX 1999 1 2005 12 480612002 

Peng, 2008 Clark, NV 1999 1 2005 12 320030022 

Peng, 2008 Clark, NV 1999 1 2005 12 320030298 

Peng, 2008 Clark, NV 1999 1 2005 12 320030560 

Peng, 2008 Clark, NV 1999 1 2005 12 320030561 

Peng, 2008 Clark, NV 1999 1 2005 12 320031019 

Peng, 2008 Clark, NV 1999 1 2005 12 320032002 

 

Peng, 2008 Clark, WA 1999 1 2005 12 530110013 

Peng, 2008 Contra Costa, CA 1999 1 2005 12 060130002 

Peng, 2008 Cook, IL 1999 1 2005 12 170310022 

Peng, 2008 Cook, IL 1999 1 2005 12 170311016 

Peng, 2008 Cook, IL 1999 1 2005 12 170312001 

Peng, 2008 Cook, IL 1999 1 2005 12 170313301 

 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050015 

Peng, 2008 Cumberland, ME 1999 1 2005 12 230050027 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350013 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350027 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350038 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350045 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350060 

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390350065 
45

Peng, 2008 Cuyahoga, OH 1999 1 2005 12 390351002 

 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130020 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130035 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130050 

Peng, 2008 Dallas, TX 1999 1 2005 12 481130057 

 

Peng, 2008 Davidson, TN 1999 1 2005 12 470370023 

Peng, 2008 DeKalb, GA 1999 1 2005 12 130892001 

Peng, 2008 Denver, CO 1999 1 2005 12 080310002 

Peng, 2008 Denver, CO 1999 1 2005 12 080310002 

Peng, 2008 District of Columbia 1999 1 2005 12 110010041 

Peng, 2008 Durham, NC 1999 1 2005 12 370630001 

Peng, 2008 

East Baton Rouge, 

LA 1999 1 2005 12 220330002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410010 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410037 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410038 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410045 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410055 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410057 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410002 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410010 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410037 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410038 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410045 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410055 

Peng, 2008 El Paso, TX 1999 1 2005 12 481410057 

 

Peng, 2008 Escambia, FL 1999 1 2005 12 120330004 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090010010 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090010113 

Peng, 2008 Fairfield, CT 1999 1 2005 12 090019003 

 

Peng, 2008 Fayette, KY 1999 1 2005 12 210670012 

Peng, 2008 Fayette, KY 1999 1 2005 12 210670014 

Peng, 2008 Franklin, OH 1999 1 2005 12 390490024 

Peng, 2008 Fresno, CA 1999 1 2005 12 060190008 

Peng, 2008 Fresno, CA 1999 1 2005 12 060195001 
46

Peng, 2008 Fulton, GA 1999 1 2005 12 131210032 

Peng, 2008 Fulton, GA 1999 1 2005 12 131210039 

 

Peng, 2008 Genesee, MI 1999 1 2005 12 260490021 

Peng, 2008 Guilford, NC 1999 1 2005 12 370810013 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390610014 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390610040 

Peng, 2008 Hamilton, OH 1999 1 2005 12 390618001 

 

Peng, 2008 Hampden, MA 1999 1 2005 12 250132009 

Peng, 2008 Harris, TX 1999 1 2005 12 482010024 

Peng, 2008 Harris, TX 1999 1 2005 12 482010062 

Peng, 2008 Harris, TX 1999 1 2005 12 482011035 

 

Peng, 2008 Hennepin, MN 1999 1 2005 12 270531007 

Peng, 2008 Hennepin, MN 1999 1 2005 12 270532006 

Peng, 2008 Hillsborough, FL 1999 1 2005 12 120570030 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330110020 

Peng, 2008 Hillsborough, NH 1999 1 2005 12 330111010 

Peng, 2008 Hudson, NJ 1999 1 2005 12 340171003 

Peng, 2008 Jackson, MO 1999 1 2005 12 290950034 

Peng, 2008 Jackson, MO 1999 1 2005 12 290952002 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110043 

Peng, 2008 Jefferson, KY 1999 1 2005 12 211110044 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540390009 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540390010 

Peng, 2008 Kanawha, WV 1999 1 2005 12 540391005 

 

Peng, 2008 Kent, MI 1999 1 2005 12 260810020 

Peng, 2008 Kern, CA 1999 1 2005 12 060290010 

Peng, 2008 Kern, CA 1999 1 2005 12 060290011 

Peng, 2008 Kern, CA 1999 1 2005 12 060290014 

Peng, 2008 Kern, CA 1999 1 2005 12 060290015 

 

Peng, 2008 King, WA 1999 1 2005 12 530330024 

Peng, 2008 King, WA 1999 1 2005 12 530330057 

Peng, 2008 King, WA 1999 1 2005 12 530330080 

Peng, 2008 King, WA 1999 1 2005 12 530332004 

 

Peng, 2008 Kings, NY 1999 1 2005 12 360470122 

Peng, 2008 Knox, TN 1999 1 2005 12 470931017 
47

 

Peng, 2008 Lake, OH 1999 1 2005 12 390851001 

Peng, 2008 Lane, OR 1999 1 2005 12 410390060 

Peng, 2008 Lane, OR 1999 1 2005 12 410392013 

Peng, 2008 Lorain, OH 1999 1 2005 12 390932003 

Peng, 2008 Lorain, OH 1999 1 2005 12 390933002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060370002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371103 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060374002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060374004 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379033 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060370002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060371103 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060374002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060374004 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379002 

Peng, 2008 Los Angeles, CA 1999 1 2005 12 060379033 

 

Peng, 2008 Madison, AL 1999 1 2005 12 010890014 

Peng, 2008 Madison, IL 1999 1 2005 12 171190023 

Peng, 2008 Madison, IL 1999 1 2005 12 171193007 

Peng, 2008 Mahoning, OH 1999 1 2005 12 390990005 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040130019 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040134003 

Peng, 2008 Maricopa, AZ 1999 1 2005 12 040139997 

 

Peng, 2008 Marion, IN 1999 1 2005 12 180970042 

Peng, 2008 Marion, IN 1999 1 2005 12 180970043 

Peng, 2008 Marion, IN 1999 1 2005 12 180970066 

Peng, 2008 Marion, IN 1999 1 2005 12 180970083 

 

Peng, 2008 Mecklenburg, NC 1999 1 2005 12 371190010 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120861016 

Peng, 2008 Miami-Dade, FL 1999 1 2005 12 120866001 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970002 

Peng, 2008 Mobile, AL 1999 1 2005 12 010970003 

Peng, 2008 Mobile, AL 1999 1 2005 12 010972005 

 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510080 

Peng, 2008 Multnomah, OR 1999 1 2005 12 410510246 
48

 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090018 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090027 

Peng, 2008 New Haven, CT 1999 1 2005 12 090091123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090092123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090018 

Peng, 2008 New Haven, CT 1999 1 2005 12 090090027 

Peng, 2008 New Haven, CT 1999 1 2005 12 090091123 

Peng, 2008 New Haven, CT 1999 1 2005 12 090092123 

 

Peng, 2008 Niagara, NY 1999 1 2005 12 360632008 

Peng, 2008 Norfolk (City), VA 1999 1 2005 12 517100024 

Peng, 2008 Nueces, TX 1999 1 2005 12 483550020 

Peng, 2008 Nueces, TX 1999 1 2005 12 483550034 

Peng, 2008 Oklahoma, OK 1999 1 2005 12 401090035 

Peng, 2008 Orange, FL 1999 1 2005 12 120951004 

Peng, 2008 Orange, FL 1999 1 2005 12 120952002 

Peng, 2008 Orleans, LA 1999 1 2005 12 220710010 

Peng, 2008 Orleans, LA 1999 1 2005 12 220710012 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120992003 

Peng, 2008 Palm Beach, FL 1999 1 2005 12 120992005 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010004 

Peng, 2008 Philadelphia, PA 1999 1 2005 12 421010136 

Peng, 2008 Pierce, WA 1999 1 2005 12 530530031 

Peng, 2008 Pierce, WA 1999 1 2005 12 530531018 

Peng, 2008 Pima, AZ 1999 1 2005 12 040190011 

Peng, 2008 Pinellas, FL 1999 1 2005 12 121030018 

Peng, 2008 Providence, RI 1999 1 2005 12 440070020 

Peng, 2008 Providence, RI 1999 1 2005 12 440070022 

Peng, 2008 Providence, RI 1999 1 2005 12 440071005 

 

Peng, 2008 Pulaski, AR 1999 1 2005 12 051190007 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230866 

Peng, 2008 Ramsey, MN 1999 1 2005 12 271230868 

Peng, 2008 Richland, SC 1999 1 2005 12 450790007 

Peng, 2008 Richland, SC 1999 1 2005 12 450790019 

Peng, 2008 Richmond, NY 1999 1 2005 12 360850067 
49

 

Peng, 2008 Riverside, CA 1999 1 2005 12 060652002 

Peng, 2008 Riverside, CA 1999 1 2005 12 060655001 

Peng, 2008 Riverside, CA 1999 1 2005 12 060658001 

 

Peng, 2008 Rockingham, NH 1999 1 2005 12 330150014 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670006 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670010 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060674001 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670006 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060670010 

Peng, 2008 Sacramento, CA 1999 1 2005 12 060674001 

 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490350003 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490350012 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490351001 

Peng, 2008 Salt Lake, UT 1999 1 2005 12 490353006 

 

Peng, 2008 San Bernardino, CA 1999 1 2005 12 060710025 

Peng, 2008 San Bernardino, CA 1999 1 2005 12 060710306 

Peng, 2008 San Bernardino, CA 1999 1 2005 12 060712002 

Peng, 2008 San Bernardino, CA 1999 1 2005 12 060719004 

 

Peng, 2008 San Diego, CA 1999 1 2005 12 060730001 

Peng, 2008 San Diego, CA 1999 1 2005 12 060730003 

Peng, 2008 San Diego, CA 1999 1 2005 12 060730006 

Peng, 2008 San Diego, CA 1999 1 2005 12 060731002 

 

Peng, 2008 San Francisco, CA 1999 1 2005 12 060750005 

Peng, 2008 San Joaquin, CA 1999 1 2005 12 060771002 

Peng, 2008 San Mateo, CA 1999 1 2005 12 060811001 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060850004 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060850005 

Peng, 2008 Santa Clara, CA 1999 1 2005 12 060852003 

 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630016 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630047 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630016 

Peng, 2008 Spokane, WA 1999 1 2005 12 530630047 

 

Peng, 2008 St. Clair, IL 1999 1 2005 12 171630010 

Peng, 2008 St. Joseph, IN 1999 1 2005 12 181411008 

Peng, 2008 St. Joseph, IN 1999 1 2005 12 181412004 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100085 
50

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100086 

Peng, 2008 St. Louis (City) 1999 1 2005 12 295100087 

 

Peng, 2008 St. Louis, MN 1999 1 2005 12 271377001 

Peng, 2008 Stanislaus, CA 1999 1 2005 12 060990005 

Peng, 2008 Stark, OH 1999 1 2005 12 391510017 

Peng, 2008 Stark, OH 1999 1 2005 12 391510020 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250002 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250027 

Peng, 2008 Suffolk, MA 1999 1 2005 12 250250042 

 

Peng, 2008 Thurston, WA 1999 1 2005 12 530670013 

Peng, 2008 Trumbull, OH 1999 1 2005 12 391550007 

Peng, 2008 Tulsa, OK 1999 1 2005 12 401430110 

Peng, 2008 Union, NJ 1999 1 2005 12 340390004 

Peng, 2008 Wake, NC 1999 1 2005 12 371830014 

Peng, 2008 Washoe, NV 1999 1 2005 12 320310016 

Peng, 2008 Washoe, NV 1999 1 2005 12 320312002 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630001 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630015 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630025 

Peng, 2008 Wayne, MI 1999 1 2005 12 261630033 

 

Peng, 2008 Will, IL 1999 1 2005 12 171971002 

Peng, 2008 Worcester, MA 1999 1 2005 12 250270023 

Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630016 

Slaughter, 2005 Spokane, WA 1995 1 2001 6 530630047 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 130892001 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210032 

Tolbert, 2007 Atlanta, GA 1993 1 2004 12 131210039 

 

Zanobetti, 2009 Akron, OH 1999 1 2005 12 391530017 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010023 

Zanobetti, 2009 Albuquerque, NM 1999 1 2005 12 350010024 

Zanobetti, 2009 Allentown, PA 1999 1 2005 12 420770004 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 130892001 

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210032 
51

Zanobetti, 2009 Atlanta, GA 1999 1 2005 12 131210039 

 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290010 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290011 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290014 

Zanobetti, 2009 Bakersfield, CA 1999 1 2005 12 060290015 

 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 240053001 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100008 

Zanobetti, 2009 Baltimore, MD 1999 1 2005 12 245100035 

 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010730023 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010731010 

Zanobetti, 2009 Birmingham, AL 1999 1 2005 12 010732003 

 

Zanobetti, 2009 Chicago 1999 1 2005 12 170310022 

Zanobetti, 2009 Chicago 1999 1 2005 12 170311016 

Zanobetti, 2009 Chicago 1999 1 2005 12 170312001 

Zanobetti, 2009 Chicago 1999 1 2005 12 170313301 

 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390610014 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390610040 

Zanobetti, 2009 Cincinnati, OH 1999 1 2005 12 390618001 

 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350013 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350027 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350038 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350045 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350060 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390350065 

Zanobetti, 2009 Cleveland, OH 1999 1 2005 12 390351002 

 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790007 

Zanobetti, 2009 Columbia, SC 1999 1 2005 12 450790019 

Zanobetti, 2009 Columbus, OH 1999 1 2005 12 390490024 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630015 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630018 

Zanobetti, 2009 Davenport, IA 1999 1 2005 12 191630019 

 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120111002 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120112004 

Zanobetti, 2009 Davie, FL 1999 1 2005 12 120113002 

 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310002 

Zanobetti, 2009 Denver, CO 1999 1 2005 12 080310002 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191530059 

Zanobetti, 2009 Des Moines, IA 1999 1 2005 12 191532510 
52

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630001 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630015 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630025 

Zanobetti, 2009 Detroit, MI 1999 1 2005 12 261630033 

 

Zanobetti, 2009 Easton, PA 1999 1 2005 12 420950025 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410002 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410010 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410037 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410038 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410045 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410055 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410057 

 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410002 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410010 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410037 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410038 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410045 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410055 

Zanobetti, 2009 El Paso, TX 1999 1 2005 12 481410057 

 

Zanobetti, 2009 Erie, PA 1999 1 2005 12 420490003 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890006 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180890022 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180891016 

Zanobetti, 2009 Gary, IN 1999 1 2005 12 180892010 

 

Zanobetti, 2009 Harrisburg, PA 1999 1 2005 12 420430401 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060370002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371103 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374004 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379033 

 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060370002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060371103 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060374004 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379002 

Zanobetti, 2009 Los Angeles, CA 1999 1 2005 12 060379033 

 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110043 

Zanobetti, 2009 Louisville, KY 1999 1 2005 12 211110044 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090018 
53

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090027 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090091123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090092123 

 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090018 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090090027 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090091123 

Zanobetti, 2009 New Haven, CT 1999 1 2005 12 090092123 

 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360470122 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360610010 

Zanobetti, 2009 New York, NY 1999 1 2005 12 360850067 

 

Zanobetti, 2009 Omaha, NE 1999 1 2005 12 310250002 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040130019 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040134003 

Zanobetti, 2009 Phoenix, AZ 1999 1 2005 12 040139997 

 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030021 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030064 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030067 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030095 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420030116 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420031301 

Zanobetti, 2009 Pittsburgh, PA 1999 1 2005 12 420033007 

 

Zanobetti, 2009 Provo, UT 1999 1 2005 12 490490002 

Zanobetti, 2009 Provo, UT 1999 1 2005 12 490494001 

Zanobetti, 2009 Raleigh, NC 1999 1 2005 12 371830014 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670006 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670010 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060674001 

 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670006 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060670010 

Zanobetti, 2009 Sacramento, CA 1999 1 2005 12 060674001 

 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490350003 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490350012 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490351001 

Zanobetti, 2009 Salt Lake City 1999 1 2005 12 490353006 

 

Zanobetti, 2009 Scranton, PA 1999 1 2005 12 420692006 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330024 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330057 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530330080 

Zanobetti, 2009 Seattle, WA 1999 1 2005 12 530332004 

 
54

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630016 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630047 

 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630016 

Zanobetti, 2009 Spokane, WA 1999 1 2005 12 530630047 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171190023 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171193007 

Zanobetti, 2009 St. Louis 1999 1 2005 12 171630010 

Zanobetti, 2009 St. Louis 1999 1 2005 12 291895001 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100085 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100086 

Zanobetti, 2009 St. Louis 1999 1 2005 12 295100087 

 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390810016 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 390811001 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540090005 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540090011 

Zanobetti, 2009 Steubenville, OH 1999 1 2005 12 540291004 

 

Zanobetti, 2009 Tampa, FL 1999 1 2005 12 120570030 

Zanobetti, 2009 Toledo, OH 1999 1 2005 12 390950024 

Zanobetti, 2009 Washington, PA 1999 1 2005 12 421250005 

Zanobetti, 2009 Washington, PA 1999 1 2005 12 421255001 

Zanobetti, 2009 Wilkes-Barre, PA 1999 1 2005 12 420791101 

Zanobetti, 2009 Wilmington, DE 1999 1 2005 12 100032004 

Zanobetti, 2009 Winston, NC 1999 1 2005 12 370670022