Innovation Indicators: Introducing New Products and Processes

The implementation of new ideas in the form of products or processes with real-world applications is what separates innovations from inventions. Access to financing is an essential component of the translation of new knowledge into innovations. This section presents a range of indicators of innovation output, starting with data on the funding of innovation through federal programs and through private venture capital. Often, these two kinds of funding work together, with federal funding providing the earlier stage of financial capital.

High rates of innovation activity in the business sector indicate a dynamic economy, whether at the local, regional, or national level (Hall and Jaffe 2018). A key indicator of business innovation activity is the proportion of companies within an industry that introduce new or significantly improved products and processes. Self-reported industry-level data for the United States are provided on the introduction of new or significantly improved products and processes by U.S. businesses, from a joint NCSES and Census Bureau survey.

Trademark registrations from the USPTO “capture the moment at which products or services are introduced into the market, turning inventions into innovations” (von Graevenitz, Graham, and Myers 2022:227–28). Thus, trademarks represent another direct measure of innovative output by firms. Compared with patenting, trademarking is easier and less costly, and it does not have the same requirements regarding novelty (Millot 2009); consequently, small and new businesses apply for trademarks more frequently than they apply for patents (Greenhalgh et al. 2011; Seip, Castaldi, and Flikkema 2019). Therefore, trademarks can reveal service, marketing, and organizational innovation that would not otherwise be captured because the source of innovation is not always tied to technological advances (Castaldi, Block, and Flikkema 2020).

The central role of the business sector in innovation activity has shaped the available data, and most indicators of innovation address the private sector. Notwithstanding the availability of data, however, a diverse set of actors that span the economic sectors of the economy contributes to the creation of innovative output, including universities, government agencies, and public scientists.

Small Business Innovation Research

One type of federal government support is the Small Business Innovation Research (SBIR) program. SBIR was established in legislation by the Small Business Innovation Development Act of 1982 (P.L. 97-219) to increase the participation of small firms in federally funded R&D. Federal agencies with over $100 million per year in extramural research spending must establish an agency-specific SBIR program, under the framework and guidelines set by the Small Business Administration (SBA). Over time, the program’s objectives have expanded to include the promotion of participation by women-owned and socially disadvantaged businesses and to encourage the commercialization of innovations developed with federal R&D funding. In 1992, Congress established a complementary program, the Small Business Technology Transfer (STTR) program, which supports small firms seeking to commercialize technologies developed at universities and other research institutes.

As of FY 2022, each U.S. federal government agency with over $100 million in R&D expenditures is required to spend 3.2% of its extramural research budget on its SBIR program. There are currently 11 agencies operating SBIR programs, and 5 of those agencies also have STTR programs. Agencies with over $1 billion in R&D spending per year must also operate an STTR program, with funding set at 0.45% of that agency’s extramural budget (SBA 2023b).

SBIR funds are awarded at two levels. From the perspective of funding innovation, Phase II awards provide more direct assistance to firms seeking to get new products and services to market. Through these Phase II SBIR awards, federal agencies that fund R&D provide direct support for technology development and commercialization to over 1,000 firms per year. The number of firms receiving Phase II SBIR and STTR awards each year rose from 1,171 in 2012 to 1,870 in 2022 (Figure INV-17). At the agency and department level, the largest share of awardees was funded by DOD (50%) (Figure INV-18).

Firms receiving Phase II SBIR or STTR awards: 2012–22
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Firms receiving Phase II SBIR or STTR awards: 2012–22

(Number)
Year Firms
2012 1,171
2013 1,101
2014 1,169
2015 1,225
2016 1,252
2017 1,403
2018 1,276
2019 1,562
2020 1,789
2021 1,671
2022 1,870

SBIR = Small Business Innovation Research; STTR = Small Business Technology Transfer.

Note(s):

Firms receiving multiple SBIR or STTR Phase II awards in the same year are counted only once for that year.

Source(s):

Small Business Administration, SBIR/STTR Award database, accessed August 2023.

Science and Engineering Indicators

Firms receiving Phase II SBIR or STTR awards, by awarding agency: 2012–22
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Firms receiving Phase II SBIR or STTR awards, by awarding agency: 2012–22

(Percent)
Year USDA DOD DOC DOE HHS NASA NSF Other
2012 1.9 46.7 0.7 6.7 23.5 6.7 10.4 3.4
2013 2.3 48.5 0.8 7.6 22.5 6.5 8.5 3.3
2014 2.0 40.8 0.9 10.4 24.1 9.8 8.5 3.5
2015 2.1 40.1 1.2 9.7 26.0 8.8 8.3 3.8
2016 2.4 37.5 1.5 10.2 27.7 9.5 8.4 2.9
2017 1.6 40.0 1.4 10.0 28.1 8.2 7.8 3.0
2018 2.4 39.2 1.8 10.5 26.5 9.8 7.7 2.1
2019 1.5 44.2 1.4 9.8 25.1 8.5 6.8 2.8
2020 1.5 48.3 0.4 9.1 25.0 7.2 6.3 2.1
2021 1.7 45.8 2.1 10.1 23.4 8.3 5.9 2.7
2022 1.7 50.0 0.9 9.8 22.6 6.4 6.0 2.4

DOC = Department of Commerce; DOD = Department of Defense; DOE = Department of Energy; HHS = Department of Health and Human Services; NASA = National Aeronautics and Space Administration; NSF = National Science Foundation; SBIR = Small Business Innovation Research; STTR = Small Business Technology Transfer; USDA = Department of Agriculture.

Note(s):

Firms receiving multiple SBIR or STTR Phase II awards in the same year are counted only once for that year. "Other" includes awards from Department of Education, Department of Homeland Security, Department of Transportation, and Environmental Protection Agency.

Source(s):

Small Business Administration, SBIR/STTR Award database, accessed August 2023.

Science and Engineering Indicators

Venture Capital and Innovation

Venture capital is a particularly important indicator of innovation because venture investors tend to invest in companies with products that they believe have a significant likelihood of achieving market success. Venture capital-backed firms that become publicly traded are more likely to have recorded R&D expenditures compared to publicly traded firms that were not originally venture backed (Lerner and Nanda 2020). In this regard, data on venture capital investment trends can be viewed as leading indicators of the innovative output expected from startups because those funds are used to create innovations.

Venture capital investment primarily funds high-risk and early stage firms. The funding for venture capital flows from large institutional investors, called limited partners (e.g., pension funds, university endowments, private equity funds, and foundations), to venture investors, who then select the firms to support. Early stage firms give up equity ownership shares in exchange for these investments. These equity shares are not easily traded, so the venture investors (and their limited partners) only receive compensation when the early stage firm has a public stock offering or is acquired by a larger firm. Since early stage firms have a high rate of failure, venture investors deploy capital across a portfolio of these firms, expecting that one successful investment will compensate for the many that yield no returns.  

Worldwide, venture capital investments ranged between $300 billion and $400 billion between 2018 and 2020. In 2021, however, these investments experienced an unprecedented boom. Global venture investments almost doubled between 2020 and 2021, reaching an all-time high of more than $740 billion. This historic increase in 2021 was followed by a decrease to about $540 billion in 2022, a decline of 27% (Table SINV-31).

Venture capital investments within the United States followed a similar pattern, with about $350 billion invested in 2021, followed by a 28% decline to $250 billion in 2022. About $150 billion of venture capital invested in U.S. firms in 2022 involved later-stage funding, a 38% decline from the 2021 peak of $240 billion in 2021 (Figure INV-19). Later-stage investment capital accounted for over 60% of U.S. venture capital funding in 2022 (Figure INV-19). Although a smaller share of overall venture capital, seed funding increased 30% between 2021 and 2022, reflecting strength in early stage companies.

Venture capital investment received by firms headquartered in the United States, by deal stage: 2003–22
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Venture capital investment received by firms headquartered in the United States, by deal stage: 2003–22

(Millions of dollars)
Year Seed Early stage venture capital investment Later stage venture capital investment
2003 53.2 8,245.8 9,903.5
2004 175.0 9,364.2 12,355.3
2005 150.0 11,311.1 12,240.7
2006 213.9 12,992.8 16,587.6
2007 285.6 14,379.3 21,239.9
2008 320.0 14,902.8 21,478.6
2009 759.3 9,775.5 16,870.0
2010 994.7 11,310.1 19,770.4
2011 1,550.4 14,157.8 29,310.3
2012 2,136.9 13,866.6 24,879.4
2013 3,243.7 17,270.2 28,292.6
2014 4,078.0 21,674.1 47,272.5
2015 5,174.7 26,208.6 54,619.5
2016 5,615.8 26,073.7 52,310.3
2017 6,801.4 30,346.4 52,234.6
2018 9,775.1 41,125.4 95,026.0
2019 10,035.2 44,279.6 96,045.1
2020 11,379.9 44,812.5 115,866.7
2021 18,415.2 87,392.0 239,926.8
2022 27,976.2 70,048.1 149,901.6
Note(s):

Deal stage is the stage as reported, based on the maturity of the firm receiving the venture investment.

Source(s):

PitchBook, venture capital and private equity database, special tabulations, accessed September 2023.

Science and Engineering Indicators

Geographically, firms in the western United States continued to account for the largest share of firms receiving venture capital funding in 2021 and 2022 (45% and 43%, respectively), followed by firms in the Northeast (26% and 26%, respectively) (Figure INV-20). The rapid increase in venture investment activity in the United States did not affect the overall geographic concentration of that activity.

Firms headquartered in the United States receiving venture capital investment, by Census region: 2003–22
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Firms headquartered in the United States receiving venture capital investment, by Census region: 2003–22

(Number)
Year Northeast Midwest South West
2003 507 149 389 947
2004 577 167 428 1,166
2005 606 195 498 1,336
2006 690 230 530 1,521
2007 932 306 701 1,903
2008 1,024 307 705 2,033
2009 949 297 710 1,823
2010 1,173 421 820 2,054
2011 1,364 541 973 2,576
2012 1,621 632 1,183 3,002
2013 1,981 826 1,487 3,603
2014 2,093 864 1,627 4,073
2015 2,249 896 1,712 4,236
2016 2,137 854 1,636 4,041
2017 2,421 883 1,829 4,410
2018 2,604 979 1,977 4,764
2019 2,904 1,028 2,155 5,223
2020 2,914 1,113 2,237 5,243
2021 4,107 1,435 3,253 7,182
2022 3,986 1,394 3,371 6,702
Note(s):

Regions are defined by the Census Bureau for the Economic Census. See https://www.census.gov/programs-surveys/economic-census/guidance-geographies/levels.html.

Source(s):

PitchBook, venture capital and private equity database, special tabulations, accessed September 2023.

Science and Engineering Indicators

At the industry level, software firms have accounted for the largest share of firms receiving venture capital investments each year since 2013. These firms accounted for 43% of firms receiving venture capital investment in 2022, representing an increase in share of 2.4 percentage points compared to 2013 (Figure INV-21). Health care and biomedical firms were the next highest in terms of share for 2021 and 2022. Overall, the distribution of firms receiving venture capital funding each year by industry remained roughly similar from 2013 to 2022.

Firms headquartered in the United States receiving venture capital investment, by industry: 2013–22
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Firms headquartered in the United States receiving venture capital investment, by industry: 2013–22

(Percent)
Year Agriculture and food Biomedical Consumer goods and services Commercial services Energy Financial services Health care Information and communications technology Industrial products Information technology Software Transportation and defense Other
2013 2.3 9.5 8.1 7.4 1.8 2.9 8.0 11.5 3.9 3.1 40.4 0.9 0.2
2014 2.7 9.2 8.9 6.9 1.5 3.5 7.9 10.8 3.4 2.7 40.8 1.4 0.3
2015 3.5 9.4 10.0 6.8 1.3 3.4 8.2 9.5 3.7 3.0 39.5 1.6 0.2
2016 3.4 9.9 9.4 6.7 1.3 3.0 9.2 8.7 3.6 3.4 39.4 1.8 0.2
2017 4.3 10.5 9.4 6.5 0.9 2.9 9.0 7.7 3.8 3.6 39.2 2.0 0.2
2018 4.8 10.3 9.2 6.8 1.0 3.0 9.5 6.6 3.2 3.8 39.4 2.2 0.2
2019 4.3 10.1 10.3 6.5 0.9 3.0 9.8 7.1 3.3 3.3 39.3 1.9 0.2
2020 4.8 10.8 8.4 6.7 0.9 3.2 10.2 6.5 3.1 3.6 39.6 1.8 0.3
2021 4.6 9.9 8.6 6.4 1.0 3.8 9.3 6.3 3.1 2.9 42.1 1.8 0.2
2022 4.2 8.0 8.2 7.2 1.1 4.3 9.2 6.5 3.5 2.7 42.9 1.9 0.2
Note(s):

Industry categories are aggregates of PitchBook Primary Industry Codes based on product or service markets. See Table SINV-33.

Source(s):

PitchBook, venture capital and private equity database, special tabulations, accessed September 2023.

Science and Engineering Indicators

Products receiving trademark protection provide an indication of industries with high innovation activity. Trademarking allows firms that engage in R&D and patenting to appropriate greater returns from their innovations, suggesting a useful and separate innovation indicator from patenting (Dinlersoz et al. 2018; Castaldi, Block, and Flikkema 2020). In 2022, the USPTO registered 333,000 trademarks to owners across the world, including 172,000 to U.S. owners (Table SINV-35). Along with other types of invention and innovation, in the pandemic year of 2020 the number of USPTO trademarks registered dropped 9% from the year before, rebounding in 2021 (Table SINV-35). Across product types, knowledge-intensive products and services account for high numbers of trademarks; of the 172,000 U.S. registered trademarks in 2022, the highest numbers are in the categories of leisure, education, and training; scientific research, information, and communication technology; and management, communications, real estate, and financial services (Figure INV-22). Table SINV-34 through Table SINV-48 provide product level detail. A supplemental workbook released with this report provides annual county-level data (File USPTO trademarks, by county and product).

U.S.-registered USPTO trademarks, by business sector: 2022
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U.S.-registered USPTO trademarks, by business sector: 2022

(Number)
Business sector Number
Leisure, education, and training 31,635
Scientific research, information, and communication technology 27,872
Management, communications, real estate, and financial services 26,724
Textiles: clothing and accessories 21,291
Pharmaceuticals, health, and cosmetics 20,835
Agricultural products and services 18,863
Household equipment 9,174
Construction and infrastructure 7,186
Transportation and logistics 5,043
Chemicals 3,076

USPTO = Patent and Trademark Office.

Note(s):

Trademarks are allocated according to holder information and are fractionally allocated to regions, countries, or economies based on the proportion of residences of all named holders. Trademarks are classified under the Nice Classification of goods and services, which classifies trademarks under 34 categories of goods and 11 categories of services; see https://www.wipo.int/classifications/nice/en/. Fractional counts of trademarks were assigned to each category to assign the proper weight of a trademark to the corresponding category under the classification. See Table SINV-34 through Table SINV-47 for other years and countries. See Table SINV-35 for detail on the 10 aggregate business sectors.

Source(s):

National Center for Science and Engineering Statistics; Science-Metrix; USPTO data hosted by Reed Tech (LexisNexis), accessed June 2023.

Science and Engineering Indicators

Trademark activity is unevenly spread across the United States, with more intensive activity along the coasts, the Rocky Mountain region, parts of Texas, and the Great Lakes region (Figure INV-23). In 2022, almost 75% of all counties had at least one trademark issued, making trademark activity more geographically disbursed across the interior of the United States compared with the regional patenting described in this thematic report’s section Invention Indicators: Protecting Useful Ideas, in which 64% of counties had at least one patent. The top three counties in 2022 for trademark intensity are Sheridan County in Wyoming, followed by Teton County, also in Wyoming, and then by New York County in New York State.

Registered USPTO trademarks per 1,000 residents, by U.S. county: 2022
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Registered USPTO trademarks per 1,000 residents, by U.S. county: 2022

(Number)
County code County State Trademarks per 1,000 population
us-ak-013 Aleutians East Borough Alaska 0.000
us-ak-016 Aleutians West Census Area Alaska 0.000
us-ak-020 Anchorage Municipality Alaska 0.237
us-ak-050 Bethel Census Area Alaska 0.110
us-ak-060 Bristol Bay Borough Alaska 0.000
us-ak-063 Chugach Census Area Alaska 0.436
us-ak-066 Copper River Census Area Alaska 0.386
us-ak-068 Denali Borough Alaska 0.000
us-ak-070 Dillingham Census Area Alaska 0.212
us-ak-090 Fairbanks North Star Borough Alaska 0.168
us-ak-100 Haines Borough Alaska 0.000
us-ak-105 Hoonah-Angoon Census Area Alaska 0.000
us-ak-110 Juneau City and Borough Alaska 0.284
us-ak-122 Kenai Peninsula Borough Alaska 0.115
us-ak-130 Ketchikan Gateway Borough Alaska 0.073
us-ak-150 Kodiak Island Borough Alaska 0.000
us-ak-158 Kusilvak Census Area Alaska 0.000
us-ak-164 Lake and Peninsula Borough Alaska 0.000
us-ak-170 Matanuska-Susitna Borough Alaska 0.229
us-ak-180 Nome Census Area Alaska 0.000
us-ak-185 North Slope Borough Alaska 0.000
us-ak-188 Northwest Arctic Borough Alaska 0.000
us-ak-195 Petersburg Borough Alaska 0.000
us-ak-198 Prince of Wales-Hyder Census Area Alaska 0.000
us-ak-220 Sitka City and Borough Alaska 0.119
us-ak-230 Skagway Municipality Alaska 0.000
us-ak-240 Southeast Fairbanks Census Area Alaska 0.000
us-ak-275 Wrangell City and Borough Alaska 0.483
us-ak-282 Yakutat City and Borough Alaska 0.000
us-ak-290 Yukon-Koyukuk Census Area Alaska 0.000
us-al-001 Autauga County Alabama 0.100
us-al-003 Baldwin County Alabama 0.248
us-al-005 Barbour County Alabama 0.081
us-al-007 Bibb County Alabama 0.000
us-al-009 Blount County Alabama 0.034
us-al-011 Bullock County Alabama 0.000
us-al-013 Butler County Alabama 0.107
us-al-015 Calhoun County Alabama 0.138
us-al-017 Chambers County Alabama 0.000
us-al-019 Cherokee County Alabama 0.000
us-al-021 Chilton County Alabama 0.022
us-al-023 Choctaw County Alabama 0.080
us-al-025 Clarke County Alabama 0.178
us-al-027 Clay County Alabama 0.000
us-al-029 Cleburne County Alabama 0.000
us-al-031 Coffee County Alabama 0.018
us-al-033 Colbert County Alabama 0.121
us-al-035 Conecuh County Alabama 0.089
us-al-037 Coosa County Alabama 0.000
us-al-039 Covington County Alabama 0.027
us-al-041 Crenshaw County Alabama 0.000
us-al-043 Cullman County Alabama 0.110
us-al-045 Dale County Alabama 0.121
us-al-047 Dallas County Alabama 0.136
us-al-049 DeKalb County Alabama 0.056
us-al-051 Elmore County Alabama 0.100
us-al-053 Escambia County Alabama 0.136
us-al-055 Etowah County Alabama 0.116
us-al-057 Fayette County Alabama 0.186
us-al-059 Franklin County Alabama 0.282
us-al-061 Geneva County Alabama 0.037
us-al-063 Greene County Alabama 0.000
us-al-065 Hale County Alabama 0.000
us-al-067 Henry County Alabama 0.057
us-al-069 Houston County Alabama 0.231
us-al-071 Jackson County Alabama 0.038
us-al-073 Jefferson County Alabama 0.444
us-al-075 Lamar County Alabama 0.000
us-al-077 Lauderdale County Alabama 0.329
us-al-079 Lawrence County Alabama 0.030
us-al-081 Lee County Alabama 0.218
us-al-083 Limestone County Alabama 0.063
us-al-085 Lowndes County Alabama 0.000
us-al-087 Macon County Alabama 0.054
us-al-089 Madison County Alabama 0.338
us-al-091 Marengo County Alabama 0.000
us-al-093 Marion County Alabama 0.000
us-al-095 Marshall County Alabama 0.091
us-al-097 Mobile County Alabama 0.181
us-al-099 Monroe County Alabama 0.000
us-al-101 Montgomery County Alabama 0.305
us-al-103 Morgan County Alabama 0.081
us-al-105 Perry County Alabama 0.000
us-al-107 Pickens County Alabama 0.000
us-al-109 Pike County Alabama 0.121
us-al-111 Randolph County Alabama 0.000
us-al-113 Russell County Alabama 0.085
us-al-115 St. Clair County Alabama 0.096
us-al-117 Shelby County Alabama 0.130
us-al-119 Sumter County Alabama 0.253
us-al-121 Talladega County Alabama 0.012
us-al-123 Tallapoosa County Alabama 0.049
us-al-125 Tuscaloosa County Alabama 0.169
us-al-127 Walker County Alabama 0.000
us-al-129 Washington County Alabama 0.000
us-al-131 Wilcox County Alabama 0.099
us-al-133 Winston County Alabama 0.168
us-ar-001 Arkansas County Arkansas 0.182
us-ar-003 Ashley County Arkansas 0.000
us-ar-005 Baxter County Arkansas 0.047
us-ar-007 Benton County Arkansas 0.665
us-ar-009 Boone County Arkansas 0.052
us-ar-011 Bradley County Arkansas 0.000
us-ar-013 Calhoun County Arkansas 0.000
us-ar-015 Carroll County Arkansas 0.209
us-ar-017 Chicot County Arkansas 0.000
us-ar-019 Clark County Arkansas 0.094
us-ar-021 Clay County Arkansas 0.000
us-ar-023 Cleburne County Arkansas 0.000
us-ar-025 Cleveland County Arkansas 0.134
us-ar-027 Columbia County Arkansas 0.000
us-ar-029 Conway County Arkansas 0.428
us-ar-031 Craighead County Arkansas 0.150
us-ar-033 Crawford County Arkansas 0.164
us-ar-035 Crittenden County Arkansas 0.149
us-ar-037 Cross County Arkansas 0.000
us-ar-039 Dallas County Arkansas 0.000
us-ar-041 Desha County Arkansas 0.186
us-ar-043 Drew County Arkansas 0.059
us-ar-045 Faulkner County Arkansas 0.146
us-ar-047 Franklin County Arkansas 0.000
us-ar-049 Fulton County Arkansas 0.000
us-ar-051 Garland County Arkansas 0.170
us-ar-053 Grant County Arkansas 0.110
us-ar-055 Greene County Arkansas 0.043
us-ar-057 Hempstead County Arkansas 0.103
us-ar-059 Hot Spring County Arkansas 0.030
us-ar-061 Howard County Arkansas 0.000
us-ar-063 Independence County Arkansas 0.290
us-ar-065 Izard County Arkansas 0.000
us-ar-067 Jackson County Arkansas 0.301
us-ar-069 Jefferson County Arkansas 0.125
us-ar-071 Johnson County Arkansas 0.000
us-ar-073 Lafayette County Arkansas 0.000
us-ar-075 Lawrence County Arkansas 0.062
us-ar-077 Lee County Arkansas 0.000
us-ar-079 Lincoln County Arkansas 0.000
us-ar-081 Little River County Arkansas 0.254
us-ar-083 Logan County Arkansas 0.000
us-ar-085 Lonoke County Arkansas 0.160
us-ar-087 Madison County Arkansas 0.229
us-ar-089 Marion County Arkansas 0.116
us-ar-091 Miller County Arkansas 0.024
us-ar-093 Mississippi County Arkansas 0.154
us-ar-095 Monroe County Arkansas 0.000
us-ar-097 Montgomery County Arkansas 0.234
us-ar-099 Nevada County Arkansas 0.000
us-ar-101 Newton County Arkansas 0.283
us-ar-103 Ouachita County Arkansas 0.091
us-ar-105 Perry County Arkansas 0.000
us-ar-107 Phillips County Arkansas 0.000
us-ar-109 Pike County Arkansas 0.000
us-ar-111 Poinsett County Arkansas 0.089
us-ar-113 Polk County Arkansas 0.052
us-ar-115 Pope County Arkansas 0.062
us-ar-117 Prairie County Arkansas 0.000
us-ar-119 Pulaski County Arkansas 0.437
us-ar-121 Randolph County Arkansas 0.000
us-ar-123 St. Francis County Arkansas 0.045
us-ar-125 Saline County Arkansas 0.063
us-ar-127 Scott County Arkansas 0.000
us-ar-129 Searcy County Arkansas 0.000
us-ar-131 Sebastian County Arkansas 0.101
us-ar-133 Sevier County Arkansas 0.000
us-ar-135 Sharp County Arkansas 0.000
us-ar-137 Stone County Arkansas 0.000
us-ar-139 Union County Arkansas 0.185
us-ar-141 Van Buren County Arkansas 0.000
us-ar-143 Washington County Arkansas 0.340
us-ar-145 White County Arkansas 0.039
us-ar-147 Woodruff County Arkansas 0.000
us-ar-149 Yell County Arkansas 0.050
us-az-001 Apache County Arizona 0.122
us-az-003 Cochise County Arizona 0.151
us-az-005 Coconino County Arizona 0.389
us-az-007 Gila County Arizona 0.204
us-az-009 Graham County Arizona 0.052
us-az-011 Greenlee County Arizona 0.000
us-az-012 La Paz County Arizona 0.000
us-az-013 Maricopa County Arizona 0.608
us-az-015 Mohave County Arizona 0.145
us-az-017 Navajo County Arizona 0.055
us-az-019 Pima County Arizona 0.256
us-az-021 Pinal County Arizona 0.097
us-az-023 Santa Cruz County Arizona 0.431
us-az-025 Yavapai County Arizona 0.280
us-az-027 Yuma County Arizona 0.077
us-ca-001 Alameda County California 0.906
us-ca-003 Alpine County California 0.000
us-ca-005 Amador County California 0.097
us-ca-007 Butte County California 0.251
us-ca-009 Calaveras County California 0.279
us-ca-011 Colusa County California 0.046
us-ca-013 Contra Costa County California 0.514
us-ca-015 Del Norte County California 0.000
us-ca-017 El Dorado County California 0.540
us-ca-019 Fresno County California 0.205
us-ca-021 Glenn County California 0.106
us-ca-023 Humboldt County California 0.326
us-ca-025 Imperial County California 0.095
us-ca-027 Inyo County California 0.267
us-ca-029 Kern County California 0.151
us-ca-031 Kings County California 0.072
us-ca-033 Lake County California 0.235
us-ca-035 Lassen County California 0.000
us-ca-037 Los Angeles County California 1.353
us-ca-039 Madera County California 0.212
us-ca-041 Marin County California 1.568
us-ca-043 Mariposa County California 0.118
us-ca-045 Mendocino County California 0.345
us-ca-047 Merced County California 0.105
us-ca-049 Modoc County California 0.235
us-ca-051 Mono County California 1.002
us-ca-053 Monterey County California 0.282
us-ca-055 Napa County California 1.830
us-ca-057 Nevada County California 0.557
us-ca-059 Orange County California 1.246
us-ca-061 Placer County California 0.313
us-ca-063 Plumas County California 0.379
us-ca-065 Riverside County California 0.355
us-ca-067 Sacramento County California 0.435
us-ca-069 San Benito County California 0.252
us-ca-071 San Bernardino County California 0.423
us-ca-073 San Diego County California 0.937
us-ca-075 San Francisco County California 2.295
us-ca-077 San Joaquin County California 0.234
us-ca-079 San Luis Obispo County California 0.582
us-ca-081 San Mateo County California 1.294
us-ca-083 Santa Barbara County California 0.726
us-ca-085 Santa Clara County California 0.953
us-ca-087 Santa Cruz County California 0.613
us-ca-089 Shasta County California 0.542
us-ca-091 Sierra County California 0.311
us-ca-093 Siskiyou County California 0.183
us-ca-095 Solano County California 0.361
us-ca-097 Sonoma County California 0.878
us-ca-099 Stanislaus County California 0.281
us-ca-101 Sutter County California 0.020
us-ca-103 Tehama County California 0.281
us-ca-105 Trinity County California 0.063
us-ca-107 Tulare County California 0.117
us-ca-109 Tuolumne County California 0.202
us-ca-111 Ventura County California 0.592
us-ca-113 Yolo County California 0.324
us-ca-115 Yuba County California 0.119
us-co-001 Adams County Colorado 0.438
us-co-003 Alamosa County Colorado 0.121
us-co-005 Arapahoe County Colorado 0.762
us-co-007 Archuleta County Colorado 0.357
us-co-009 Baca County Colorado 0.000
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us-in-083 Knox County Indiana 0.279
us-in-085 Kosciusko County Indiana 0.594
us-in-087 LaGrange County Indiana 0.098
us-in-089 Lake County Indiana 0.211
us-in-091 LaPorte County Indiana 0.161
us-in-093 Lawrence County Indiana 0.088
us-in-095 Madison County Indiana 0.152
us-in-097 Marion County Indiana 0.614
us-in-099 Marshall County Indiana 0.216
us-in-101 Martin County Indiana 0.000
us-in-103 Miami County Indiana 0.028
us-in-105 Monroe County Indiana 0.286
us-in-107 Montgomery County Indiana 0.026
us-in-109 Morgan County Indiana 0.042
us-in-111 Newton County Indiana 0.000
us-in-113 Noble County Indiana 0.063
us-in-115 Ohio County Indiana 0.000
us-in-117 Orange County Indiana 0.051
us-in-119 Owen County Indiana 0.000
us-in-121 Parke County Indiana 0.061
us-in-123 Perry County Indiana 0.000
us-in-125 Pike County Indiana 0.164
us-in-127 Porter County Indiana 0.203
us-in-129 Posey County Indiana 0.000
us-in-131 Pulaski County Indiana 0.000
us-in-133 Putnam County Indiana 0.000
us-in-135 Randolph County Indiana 0.082
us-in-137 Ripley County Indiana 0.241
us-in-139 Rush County Indiana 0.060
us-in-141 St. Joseph County Indiana 0.220
us-in-143 Scott County Indiana 0.000
us-in-145 Shelby County Indiana 0.089
us-in-147 Spencer County Indiana 0.000
us-in-149 Starke County Indiana 0.000
us-in-151 Steuben County Indiana 0.288
us-in-153 Sullivan County Indiana 0.097
us-in-155 Switzerland County Indiana 0.000
us-in-157 Tippecanoe County Indiana 0.233
us-in-159 Tipton County Indiana 0.130
us-in-161 Union County Indiana 0.000
us-in-163 Vanderburgh County Indiana 0.317
us-in-165 Vermillion County Indiana 0.000
us-in-167 Vigo County Indiana 0.075
us-in-169 Wabash County Indiana 0.065
us-in-171 Warren County Indiana 0.000
us-in-173 Warrick County Indiana 0.107
us-in-175 Washington County Indiana 0.000
us-in-177 Wayne County Indiana 0.136
us-in-179 Wells County Indiana 0.035
us-in-181 White County Indiana 0.081
us-in-183 Whitley County Indiana 0.260
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us-ks-023 Cheyenne County Kansas 0.000
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us-ks-027 Clay County Kansas 0.373
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us-ks-035 Cowley County Kansas 0.029
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us-ks-043 Doniphan County Kansas 0.403
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us-ks-089 Jewell County Kansas 0.000
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us-ks-093 Kearny County Kansas 0.000
us-ks-095 Kingman County Kansas 0.000
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us-ks-099 Labette County Kansas 0.000
us-ks-101 Lane County Kansas 0.000
us-ks-103 Leavenworth County Kansas 0.072
us-ks-105 Lincoln County Kansas 0.000
us-ks-107 Linn County Kansas 0.102
us-ks-109 Logan County Kansas 0.739
us-ks-111 Lyon County Kansas 0.063
us-ks-113 McPherson County Kansas 0.133
us-ks-115 Marion County Kansas 0.253
us-ks-117 Marshall County Kansas 0.100
us-ks-119 Meade County Kansas 0.000
us-ks-121 Miami County Kansas 0.172
us-ks-123 Mitchell County Kansas 0.000
us-ks-125 Montgomery County Kansas 0.032
us-ks-127 Morris County Kansas 0.000
us-ks-129 Morton County Kansas 0.000
us-ks-131 Nemaha County Kansas 0.494
us-ks-133 Neosho County Kansas 0.128
us-ks-135 Ness County Kansas 0.000
us-ks-137 Norton County Kansas 0.189
us-ks-139 Osage County Kansas 0.192
us-ks-141 Osborne County Kansas 0.287
us-ks-143 Ottawa County Kansas 0.000
us-ks-145 Pawnee County Kansas 0.000
us-ks-147 Phillips County Kansas 0.208
us-ks-149 Pottawatomie County Kansas 0.076
us-ks-151 Pratt County Kansas 0.331
us-ks-153 Rawlins County Kansas 0.000
us-ks-155 Reno County Kansas 0.130
us-ks-157 Republic County Kansas 0.000
us-ks-159 Rice County Kansas 0.638
us-ks-161 Riley County Kansas 0.113
us-ks-163 Rooks County Kansas 0.000
us-ks-165 Rush County Kansas 0.000
us-ks-167 Russell County Kansas 0.452
us-ks-169 Saline County Kansas 0.224
us-ks-171 Scott County Kansas 0.000
us-ks-173 Sedgwick County Kansas 0.292
us-ks-175 Seward County Kansas 0.047
us-ks-177 Shawnee County Kansas 0.169
us-ks-179 Sheridan County Kansas 0.000
us-ks-181 Sherman County Kansas 0.000
us-ks-183 Smith County Kansas 0.000
us-ks-185 Stafford County Kansas 0.000
us-ks-187 Stanton County Kansas 0.000
us-ks-189 Stevens County Kansas 0.000
us-ks-191 Sumner County Kansas 0.044
us-ks-193 Thomas County Kansas 0.127
us-ks-195 Trego County Kansas 0.000
us-ks-197 Wabaunsee County Kansas 0.142
us-ks-199 Wallace County Kansas 0.000
us-ks-201 Washington County Kansas 0.545
us-ks-203 Wichita County Kansas 0.000
us-ks-205 Wilson County Kansas 0.000
us-ks-207 Woodson County Kansas 0.000
us-ks-209 Wyandotte County Kansas 0.259
us-ky-001 Adair County Kentucky 0.000
us-ky-003 Allen County Kentucky 0.000
us-ky-005 Anderson County Kentucky 0.372
us-ky-007 Ballard County Kentucky 0.131
us-ky-009 Barren County Kentucky 0.156
us-ky-011 Bath County Kentucky 0.078
us-ky-013 Bell County Kentucky 0.127
us-ky-015 Boone County Kentucky 0.226
us-ky-017 Bourbon County Kentucky 0.249
us-ky-019 Boyd County Kentucky 0.083
us-ky-021 Boyle County Kentucky 0.065
us-ky-023 Bracken County Kentucky 0.000
us-ky-025 Breathitt County Kentucky 0.000
us-ky-027 Breckinridge County Kentucky 0.000
us-ky-029 Bullitt County Kentucky 0.048
us-ky-031 Butler County Kentucky 0.000
us-ky-033 Caldwell County Kentucky 0.080
us-ky-035 Calloway County Kentucky 0.186
us-ky-037 Campbell County Kentucky 0.198
us-ky-039 Carlisle County Kentucky 0.000
us-ky-041 Carroll County Kentucky 0.457
us-ky-043 Carter County Kentucky 0.038
us-ky-045 Casey County Kentucky 0.000
us-ky-047 Christian County Kentucky 0.082
us-ky-049 Clark County Kentucky 0.216
us-ky-051 Clay County Kentucky 0.000
us-ky-053 Clinton County Kentucky 0.000
us-ky-055 Crittenden County Kentucky 0.000
us-ky-057 Cumberland County Kentucky 0.000
us-ky-059 Daviess County Kentucky 0.029
us-ky-061 Edmonson County Kentucky 0.000
us-ky-063 Elliott County Kentucky 0.000
us-ky-065 Estill County Kentucky 0.071
us-ky-067 Fayette County Kentucky 0.489
us-ky-069 Fleming County Kentucky 0.000
us-ky-071 Floyd County Kentucky 0.029
us-ky-073 Franklin County Kentucky 0.194
us-ky-075 Fulton County Kentucky 0.157
us-ky-077 Gallatin County Kentucky 0.114
us-ky-079 Garrard County Kentucky 0.284
us-ky-081 Grant County Kentucky 0.000
us-ky-083 Graves County Kentucky 0.384
us-ky-085 Grayson County Kentucky 0.038
us-ky-087 Green County Kentucky 0.000
us-ky-089 Greenup County Kentucky 0.028
us-ky-091 Hancock County Kentucky 0.443
us-ky-093 Hardin County Kentucky 0.125
us-ky-095 Harlan County Kentucky 0.078
us-ky-097 Harrison County Kentucky 0.157
us-ky-099 Hart County Kentucky 0.051
us-ky-101 Henderson County Kentucky 0.000
us-ky-103 Henry County Kentucky 0.000
us-ky-105 Hickman County Kentucky 0.000
us-ky-107 Hopkins County Kentucky 0.045
us-ky-109 Jackson County Kentucky 0.000
us-ky-111 Jefferson County Kentucky 0.601
us-ky-113 Jessamine County Kentucky 0.396
us-ky-115 Johnson County Kentucky 0.045
us-ky-117 Kenton County Kentucky 0.329
us-ky-119 Knott County Kentucky 0.000
us-ky-121 Knox County Kentucky 0.000
us-ky-123 Larue County Kentucky 0.066
us-ky-125 Laurel County Kentucky 0.111
us-ky-127 Lawrence County Kentucky 0.124
us-ky-129 Lee County Kentucky 0.000
us-ky-131 Leslie County Kentucky 0.000
us-ky-133 Letcher County Kentucky 0.000
us-ky-135 Lewis County Kentucky 0.154
us-ky-137 Lincoln County Kentucky 0.041
us-ky-139 Livingston County Kentucky 0.000
us-ky-141 Logan County Kentucky 0.072
us-ky-143 Lyon County Kentucky 0.000
us-ky-145 McCracken County Kentucky 0.237
us-ky-147 McCreary County Kentucky 0.000
us-ky-149 McLean County Kentucky 0.000
us-ky-151 Madison County Kentucky 0.158
us-ky-153 Magoffin County Kentucky 0.000
us-ky-155 Marion County Kentucky 0.051
us-ky-157 Marshall County Kentucky 0.031
us-ky-159 Martin County Kentucky 0.090
us-ky-161 Mason County Kentucky 0.118
us-ky-163 Meade County Kentucky 0.100
us-ky-165 Menifee County Kentucky 0.160
us-ky-167 Mercer County Kentucky 0.044
us-ky-169 Metcalfe County Kentucky 0.096
us-ky-171 Monroe County Kentucky 0.000
us-ky-173 Montgomery County Kentucky 0.106
us-ky-175 Morgan County Kentucky 0.000
us-ky-177 Muhlenberg County Kentucky 0.033
us-ky-179 Nelson County Kentucky 0.717
us-ky-181 Nicholas County Kentucky 0.000
us-ky-183 Ohio County Kentucky 0.085
us-ky-185 Oldham County Kentucky 0.144
us-ky-187 Owen County Kentucky 0.000
us-ky-189 Owsley County Kentucky 0.000
us-ky-191 Pendleton County Kentucky 0.068
us-ky-193 Perry County Kentucky 0.000
us-ky-195 Pike County Kentucky 0.036
us-ky-197 Powell County Kentucky 0.000
us-ky-199 Pulaski County Kentucky 0.091
us-ky-201 Robertson County Kentucky 0.000
us-ky-203 Rockcastle County Kentucky 0.000
us-ky-205 Rowan County Kentucky 0.082
us-ky-207 Russell County Kentucky 0.000
us-ky-209 Scott County Kentucky 0.203
us-ky-211 Shelby County Kentucky 0.225
us-ky-213 Simpson County Kentucky 0.050
us-ky-215 Spencer County Kentucky 0.148
us-ky-217 Taylor County Kentucky 0.114
us-ky-219 Todd County Kentucky 0.000
us-ky-221 Trigg County Kentucky 0.000
us-ky-223 Trimble County Kentucky 0.117
us-ky-225 Union County Kentucky 0.077
us-ky-227 Warren County Kentucky 0.400
us-ky-229 Washington County Kentucky 0.249
us-ky-231 Wayne County Kentucky 0.051
us-ky-233 Webster County Kentucky 0.000
us-ky-235 Whitley County Kentucky 0.081
us-ky-237 Wolfe County Kentucky 0.000
us-ky-239 Woodford County Kentucky 0.388
us-la-001 Acadia Parish Louisiana 0.070
us-la-003 Allen Parish Louisiana 0.090
us-la-005 Ascension Parish Louisiana 0.115
us-la-007 Assumption Parish Louisiana 0.049
us-la-009 Avoyelles Parish Louisiana 0.052
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us-la-017 Caddo Parish Louisiana 0.170
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us-la-025 Catahoula Parish Louisiana 0.000
us-la-027 Claiborne Parish Louisiana 0.000
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us-la-033 East Baton Rouge Parish Louisiana 0.373
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us-la-037 East Feliciana Parish Louisiana 0.157
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us-md-001 Allegany County Maryland 0.089
us-md-003 Anne Arundel County Maryland 0.488
us-md-005 Baltimore County Maryland 0.401
us-md-009 Calvert County Maryland 0.159
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us-md-013 Carroll County Maryland 0.188
us-md-015 Cecil County Maryland 0.114
us-md-017 Charles County Maryland 0.502
us-md-019 Dorchester County Maryland 0.031
us-md-021 Frederick County Maryland 0.397
us-md-023 Garrett County Maryland 0.560
us-md-025 Harford County Maryland 0.322
us-md-027 Howard County Maryland 0.761
us-md-029 Kent County Maryland 0.104
us-md-031 Montgomery County Maryland 0.801
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us-md-041 Talbot County Maryland 0.448
us-md-043 Washington County Maryland 0.167
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us-md-510 Baltimore City Maryland 0.596
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us-me-031 York County Maine 0.217
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us-mi-009 Antrim County Michigan 0.165
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us-mi-021 Berrien County Michigan 0.288
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us-mi-027 Cass County Michigan 0.019
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us-mi-031 Cheboygan County Michigan 0.193
us-mi-033 Chippewa County Michigan 0.165
us-mi-035 Clare County Michigan 0.032
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us-mi-043 Dickinson County Michigan 0.155
us-mi-045 Eaton County Michigan 0.128
us-mi-047 Emmet County Michigan 1.376
us-mi-049 Genesee County Michigan 0.261
us-mi-051 Gladwin County Michigan 0.194
us-mi-053 Gogebic County Michigan 0.000
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us-mi-067 Ionia County Michigan 0.060
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us-mi-085 Lake County Michigan 0.000
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us-mi-089 Leelanau County Michigan 0.175
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us-mi-119 Montmorency County Michigan 0.000
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us-mi-123 Newaygo County Michigan 0.020
us-mi-125 Oakland County Michigan 0.714
us-mi-127 Oceana County Michigan 0.260
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us-mi-131 Ontonagon County Michigan 0.000
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us-mi-135 Oscoda County Michigan 0.476
us-mi-137 Otsego County Michigan 0.195
us-mi-139 Ottawa County Michigan 0.449
us-mi-141 Presque Isle County Michigan 0.000
us-mi-143 Roscommon County Michigan 0.084
us-mi-145 Saginaw County Michigan 0.154
us-mi-147 St. Clair County Michigan 0.069
us-mi-149 St. Joseph County Michigan 0.164
us-mi-151 Sanilac County Michigan 0.172
us-mi-153 Schoolcraft County Michigan 0.000
us-mi-155 Shiawassee County Michigan 0.103
us-mi-157 Tuscola County Michigan 0.076
us-mi-159 Van Buren County Michigan 0.132
us-mi-161 Washtenaw County Michigan 0.566
us-mi-163 Wayne County Michigan 0.434
us-mi-165 Wexford County Michigan 0.117
us-mn-001 Aitkin County Minnesota 0.124
us-mn-003 Anoka County Minnesota 0.374
us-mn-005 Becker County Minnesota 0.170